From 6702ded58add2c794341e3d3edd240f0aefd3b0f Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Sun, 9 Aug 2020 20:57:07 -0500 Subject: [PATCH 01/11] Add eos-vm dockerfile, include it in wasm-engines-bench --- wasm-engines/docker/eos-vm.Dockerfile | 15 +++++++++++++++ wasm-engines/docker/wasm-engines-bench.Dockerfile | 2 ++ 2 files changed, 17 insertions(+) create mode 100644 wasm-engines/docker/eos-vm.Dockerfile diff --git a/wasm-engines/docker/eos-vm.Dockerfile b/wasm-engines/docker/eos-vm.Dockerfile new file mode 100644 index 0000000..40b26bb --- /dev/null +++ b/wasm-engines/docker/eos-vm.Dockerfile @@ -0,0 +1,15 @@ +FROM ewasm/bench-build-base:1 AS build + +LABEL maintainer="Ewasm Team" +LABEL repo="https://github.com/ewasm/benchmarking" +LABEL version="1" +LABEL description="Ewasm benchmarking (eos-vm)" + +# install eos-vm +RUN git clone --single-branch --branch v10.14.6-benchmarking https://github.com/ewasm-benchmarking/eos-vm && \ + cd eos-vm/ && mkdir build && cd build && \ + cmake -DCMAKE_BUILD_TYPE=Release -DENABLE_SOFTFLOAT=OFF -DUSE_EXISTING_BOOST=ON .. && \ + make + +FROM ewasm/bench-build-base:1 +COPY --from=build /eos-vm/build/tools/bench-interp /eos-vm/build/tools/bench-interp diff --git a/wasm-engines/docker/wasm-engines-bench.Dockerfile b/wasm-engines/docker/wasm-engines-bench.Dockerfile index e289e85..ed4eea2 100644 --- a/wasm-engines/docker/wasm-engines-bench.Dockerfile +++ b/wasm-engines/docker/wasm-engines-bench.Dockerfile @@ -10,6 +10,7 @@ FROM ewasm/fizzy:1 AS fizzy FROM ewasm/asmble:1 AS asmble FROM ewasm/wasmi:1 AS wasmi FROM ewasm/vanilla-wabt:1 AS vanilla-wabt +FROM eos-bench AS eos FROM ewasm/llvm-10:1 @@ -48,6 +49,7 @@ COPY --from=wamr /wasm-micro-runtime/product-mini/platforms/linux/build_interp/i COPY --from=wamr /wasm-micro-runtime/wamr-compiler/build/wamrc /engines/wamr/wamrc COPY --from=asmble /asmble/ /engines/asmble/ COPY --from=wagon /wagon/cmd/wasm-run/wasm-run /engines/wagon/wasm-run +COPY --from=eos /eos-vm/build/tools/bench-interp /eos-vm/build/tools/bench-interp RUN mkdir /benchmark_results_data From c77b4e0105d6468e9773469f1cbf5cc2db526e77 Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Sun, 9 Aug 2020 21:04:20 -0500 Subject: [PATCH 02/11] Change python script to include eos-vm in benchmarks --- wasm-engines/docker/wasm-engines-bench.Dockerfile | 4 ++-- wasm-engines/fluence_bencher/WasmVMBencher.py | 14 ++++++++++++++ wasm-engines/fluence_bencher/settings.py | 2 +- 3 files changed, 17 insertions(+), 3 deletions(-) diff --git a/wasm-engines/docker/wasm-engines-bench.Dockerfile b/wasm-engines/docker/wasm-engines-bench.Dockerfile index ed4eea2..ec311e2 100644 --- a/wasm-engines/docker/wasm-engines-bench.Dockerfile +++ b/wasm-engines/docker/wasm-engines-bench.Dockerfile @@ -10,7 +10,7 @@ FROM ewasm/fizzy:1 AS fizzy FROM ewasm/asmble:1 AS asmble FROM ewasm/wasmi:1 AS wasmi FROM ewasm/vanilla-wabt:1 AS vanilla-wabt -FROM eos-bench AS eos +FROM ewasm/eos-bench:1 AS eos FROM ewasm/llvm-10:1 @@ -49,7 +49,7 @@ COPY --from=wamr /wasm-micro-runtime/product-mini/platforms/linux/build_interp/i COPY --from=wamr /wasm-micro-runtime/wamr-compiler/build/wamrc /engines/wamr/wamrc COPY --from=asmble /asmble/ /engines/asmble/ COPY --from=wagon /wagon/cmd/wasm-run/wasm-run /engines/wagon/wasm-run -COPY --from=eos /eos-vm/build/tools/bench-interp /eos-vm/build/tools/bench-interp +COPY --from=eos /eos-vm/build/tools/bench-interp /engines/eos-vm/build/tools/bench-interp RUN mkdir /benchmark_results_data diff --git a/wasm-engines/fluence_bencher/WasmVMBencher.py b/wasm-engines/fluence_bencher/WasmVMBencher.py index 5625eeb..021f266 100644 --- a/wasm-engines/fluence_bencher/WasmVMBencher.py +++ b/wasm-engines/fluence_bencher/WasmVMBencher.py @@ -156,6 +156,8 @@ def run_engine(self, vm, cmd): result_record = self.do_fizzy_test(cmd) elif vm == "ssvm": result_record = self.do_ssvm_test(cmd) + elif vm == "eos-vm": + result_record = self.do_eos_test(cmd) else: result_record = self.doElapsedTest(cmd) @@ -469,6 +471,18 @@ def do_ssvm_test(self, vm_cmd): 'exec_regex' : "Total execution time: ([\w\.]+)" } return self.doCompilerTest(vm_cmd, time_parse_info) + def do_eos_test(self, vm_cmd): + """ + Startup 188835 + Execution 689115 + """ + time_parse_info = { + 'compile_line_num': 0, + 'exec_line_num': 1, + 'compile_regex' : "Startup ([\w\.]+)", + 'exec_regex' : "Execution ([\w\.]+)" + } + return self.doCompilerTest(vm_cmd, time_parse_info) def doElapsedTest(self, vm_cmd): """Launches provided shell command string via subprocess.Popen and measure its execution time. diff --git a/wasm-engines/fluence_bencher/settings.py b/wasm-engines/fluence_bencher/settings.py index f637cfb..bbeb4d3 100644 --- a/wasm-engines/fluence_bencher/settings.py +++ b/wasm-engines/fluence_bencher/settings.py @@ -48,7 +48,7 @@ "wasm3" : VMDescriptor("/engines/wasm3/wasm3", "--func {function_name} {wasm_file_path}"), "fizzy" : VMDescriptor("/engines/fizzy/fizzy.sh", "{function_name} {wasm_file_path}"), "ssvm" : VMDescriptor("/engines/ssvm/ssvm", "{wasm_file_path} {function_name}"), - + "eos-vm" : VMDescriptor("/engines/eos-vm/build/tools/bench-interp", "{wasm_file_path}"), # "wasmer" : VMDescriptor("/engines/wasmer/target/release/wasmer", "run {wasm_file_path}", True), # we have binaryen, but calling wasm-shell -e main is not working } From 2743842dc890ced591ce13e500c18c107e075aea Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Sun, 9 Aug 2020 21:05:02 -0500 Subject: [PATCH 03/11] Use docker hub image --- wasm-engines/docker/wasm-engines-bench.Dockerfile | 1 - 1 file changed, 1 deletion(-) diff --git a/wasm-engines/docker/wasm-engines-bench.Dockerfile b/wasm-engines/docker/wasm-engines-bench.Dockerfile index ec311e2..71d493c 100644 --- a/wasm-engines/docker/wasm-engines-bench.Dockerfile +++ b/wasm-engines/docker/wasm-engines-bench.Dockerfile @@ -11,7 +11,6 @@ FROM ewasm/asmble:1 AS asmble FROM ewasm/wasmi:1 AS wasmi FROM ewasm/vanilla-wabt:1 AS vanilla-wabt FROM ewasm/eos-bench:1 AS eos - FROM ewasm/llvm-10:1 LABEL maintainer="Ewasm Team" From 8d7fe34cdcc8c3354091da61f4285882a39e022c Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Sun, 9 Aug 2020 21:08:28 -0500 Subject: [PATCH 04/11] Fix eos-vm name in wasm-engines-bench dockerfile --- wasm-engines/docker/wasm-engines-bench.Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/wasm-engines/docker/wasm-engines-bench.Dockerfile b/wasm-engines/docker/wasm-engines-bench.Dockerfile index 71d493c..e6b9c20 100644 --- a/wasm-engines/docker/wasm-engines-bench.Dockerfile +++ b/wasm-engines/docker/wasm-engines-bench.Dockerfile @@ -10,7 +10,7 @@ FROM ewasm/fizzy:1 AS fizzy FROM ewasm/asmble:1 AS asmble FROM ewasm/wasmi:1 AS wasmi FROM ewasm/vanilla-wabt:1 AS vanilla-wabt -FROM ewasm/eos-bench:1 AS eos +FROM ewasm/eos-vm:1 AS eos FROM ewasm/llvm-10:1 LABEL maintainer="Ewasm Team" From 35e6c9058976cf66c426e5588b535b1b21f653d6 Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Tue, 25 Aug 2020 12:48:04 -0500 Subject: [PATCH 05/11] Add benchmarks results including eos-vm, Add eos-vm to notebook --- .../standalone_wasm_results.csv | 40246 ++++++++-------- images/evm-vs-wasm-blake2b-huff-rust.png | Bin 56250 -> 51493 bytes images/evm-vs-wasm-blake2b-huff-sol-rust.png | Bin 60859 -> 61656 bytes images/evm-vs-wasm-blake2b-sol-rust.png | Bin 54684 -> 55827 bytes images/evm-vs-wasm-bn128mul-huff-rust.png | Bin 43938 -> 45477 bytes images/evm-vs-wasm-mul256-sol-rust.png | Bin 52602 -> 52434 bytes ...st-wasm-bn128-two-pairings-all-engines.png | Bin 67412 -> 66935 bytes ...rollup-rust-wasm-bn128-two-pairings-v8.png | Bin 85063 -> 84709 bytes ...ebsnark-bn128-two-pairings-all-engines.png | Bin 92402 -> 92368 bytes ...krollup-websnark-bn128-two-pairings-v8.png | Bin 101534 -> 100928 bytes ...tandalone-blake2b-8415-bytes-compilers.png | Bin 29924 -> 29607 bytes ...pubkeys-verify-sig-compilers-vs-native.png | Bin 32819 -> 32202 bytes ...-jitbomb-guido-fuzzer-find-1-log-scale.png | Bin 23961 -> 24954 bytes ...standalone-jitbomb-guido-fuzzer-find-1.png | Bin 21099 -> 21373 bytes ...-jitbomb-guido-fuzzer-find-2-log-scale.png | Bin 24171 -> 24785 bytes ...rust-bn128-pairings-compiler-vs-native.png | Bin 32117 -> 32515 bytes images/standalone-wabt-all-precompiles.png | Bin 73349 -> 74659 bytes .../standalone-wabt-vs-v8-liftoff-speedup.png | Bin 63193 -> 63392 bytes .../standalone-wasm-interp-bn128-pairings.png | Bin 41478 -> 44057 bytes images/standalone-wasmi-all-precompiles.png | Bin 71827 -> 72155 bytes images/wasm-interp-blake2b-exec.png | Bin 45058 -> 48337 bytes images/wasm-interp-blake2b-fast.png | Bin 48916 -> 53204 bytes images/wasm-interp-blake2b-life-wagon-v8.png | Bin 37425 -> 40792 bytes images/wasm-interp-blake2b.png | Bin 60224 -> 63977 bytes images/wasm-interp-bls12.png | Bin 42532 -> 45237 bytes images/wasm-interp-bn128-add.png | Bin 48994 -> 53035 bytes images/wasm-interp-modexp.png | Bin 44987 -> 50378 bytes ...bsnark-vs-native-bn128-two-pairings-v8.png | Bin 45009 -> 44798 bytes ...st-wasm-native-zkrollup-bn128-pairings.png | Bin 28756 -> 28278 bytes notebooks/wasm-engines.ipynb | 7145 ++- 30 files changed, 25913 insertions(+), 21478 deletions(-) diff --git a/benchmark_results_data/standalone_wasm_results.csv b/benchmark_results_data/standalone_wasm_results.csv index efb8793..f1da7b1 100644 --- a/benchmark_results_data/standalone_wasm_results.csv +++ b/benchmark_results_data/standalone_wasm_results.csv @@ -1,20246 +1,20002 @@ engine,test_name,elapsed_time,compile_time,exec_time -wagon,modexp-nagydani-1-square,0.16916704177856445,0.16157,0.003345 -wagon,modexp-nagydani-1-square,0.15324187278747559,0.145302,0.003591 -wagon,modexp-nagydani-1-square,0.1626746654510498,0.155071,0.003664 -wagon,modexp-nagydani-1-square,0.16039824485778809,0.152834,0.00375 -wagon,modexp-nagydani-1-square,0.16031360626220703,0.153073,0.003201 -wagon,modexp-nagydani-1-square,0.1640777587890625,0.157067,0.003111 -wagon,modexp-nagydani-1-square,0.152970552444458,0.145435,0.003456 -wagon,modexp-nagydani-1-square,0.1579127311706543,0.150577,0.003155 -wagon,modexp-nagydani-1-square,0.16123223304748535,0.152724,0.004558 -wagon,modexp-nagydani-1-square,0.1693572998046875,0.160575,0.003094 -wagon,modexp-nagydani-1-square,0.17020821571350098,0.162824,0.003415 -wagon,modexp-nagydani-1-square,0.1732771396636963,0.164277,0.004153 -wagon,modexp-nagydani-1-square,0.1629643440246582,0.155421,0.003633 -wagon,modexp-nagydani-1-square,0.16550183296203613,0.157604,0.004101 -wagon,modexp-nagydani-1-square,0.15527558326721191,0.147758,0.003475 -wagon,modexp-nagydani-1-square,0.17633795738220215,0.167966,0.003672 -wagon,modexp-nagydani-1-square,0.17592978477478027,0.168386,0.003601 -wagon,modexp-nagydani-1-square,0.16422033309936523,0.15735,0.003116 -wagon,modexp-nagydani-1-square,0.1649341583251953,0.157354,0.003637 -wagon,modexp-nagydani-1-square,0.16605758666992188,0.157971,0.003415 -wagon,modexp-nagydani-1-square,0.15255093574523926,0.144861,0.003324 -wagon,modexp-nagydani-1-square,0.17137718200683594,0.164267,0.003389 -wagon,modexp-nagydani-1-square,0.1688990592956543,0.161426,0.003691 -wagon,modexp-nagydani-1-square,0.1679363250732422,0.160069,0.003441 -wagon,modexp-nagydani-1-square,0.16263127326965332,0.155636,0.003123 -wagon,modexp-nagydani-1-square,0.15714693069458008,0.148849,0.003743 -wagon,modexp-nagydani-1-square,0.1508176326751709,0.143548,0.003368 -wagon,modexp-nagydani-1-square,0.17396306991577148,0.166098,0.003788 -wagon,modexp-nagydani-1-square,0.15710186958312988,0.14962,0.003413 -wagon,modexp-nagydani-1-square,0.15875768661499023,0.150772,0.003952 -wagon,modexp-nagydani-1-square,0.16016197204589844,0.152487,0.003434 -wagon,modexp-nagydani-1-square,0.15844297409057617,0.150809,0.00367 -wagon,modexp-nagydani-1-square,0.16064739227294922,0.153033,0.003638 -wagon,modexp-nagydani-1-square,0.1611347198486328,0.151769,0.004534 -wagon,modexp-nagydani-1-square,0.1674962043762207,0.159503,0.003666 -wagon,modexp-nagydani-1-square,0.1633586883544922,0.155749,0.003081 -wagon,modexp-nagydani-1-square,0.16748523712158203,0.159442,0.004192 -wagon,modexp-nagydani-1-square,0.16336607933044434,0.155686,0.00332 -wagon,modexp-nagydani-1-square,0.1602621078491211,0.152958,0.003141 -wagon,modexp-nagydani-1-square,0.16245484352111816,0.153723,0.004334 -wagon,modexp-nagydani-1-square,0.16082262992858887,0.152787,0.003422 -wagon,modexp-nagydani-1-square,0.1567544937133789,0.148953,0.003561 -wagon,modexp-nagydani-1-square,0.15837478637695312,0.150565,0.003542 -wagon,modexp-nagydani-1-square,0.15610599517822266,0.149245,0.003209 -wagon,modexp-nagydani-1-square,0.15524744987487793,0.148647,0.003103 -wagon,modexp-nagydani-1-square,0.16292762756347656,0.15497,0.004182 -wagon,modexp-nagydani-1-square,0.16990876197814941,0.162544,0.003033 -wagon,modexp-nagydani-1-square,0.1737065315246582,0.165416,0.003381 -wagon,modexp-nagydani-1-square,0.15947484970092773,0.151431,0.003409 -wagon,modexp-nagydani-1-square,0.16519951820373535,0.157608,0.003313 -wagon,ecpairing,11.57988166809082,0.282467,11.293258 -wagon,ecpairing,11.728944540023804,0.262501,11.462434 -wagon,ecpairing,12.183786392211914,0.286714,11.8928 -wagon,ecpairing,11.919642448425293,0.248451,11.661244 -wagon,ecpairing,12.226091146469116,0.290543,11.930882 -wagon,bn128_mul-chfast1,0.12168502807617188,0.062239,0.054756 -wagon,bn128_mul-chfast1,0.12381410598754883,0.063471,0.055657 -wagon,bn128_mul-chfast1,0.12027907371520996,0.062459,0.053291 -wagon,bn128_mul-chfast1,0.12224817276000977,0.063004,0.054497 -wagon,bn128_mul-chfast1,0.1254572868347168,0.062636,0.058374 -wagon,bn128_mul-chfast1,0.12395882606506348,0.066481,0.053159 -wagon,bn128_mul-chfast1,0.12027788162231445,0.060626,0.055903 -wagon,bn128_mul-chfast1,0.1206207275390625,0.061678,0.054154 -wagon,bn128_mul-chfast1,0.12107419967651367,0.063034,0.053621 -wagon,bn128_mul-chfast1,0.12905144691467285,0.068506,0.056181 -wagon,bn128_mul-chfast1,0.12167859077453613,0.064006,0.053807 -wagon,bn128_mul-chfast1,0.12203311920166016,0.063751,0.05455 -wagon,bn128_mul-chfast1,0.12410616874694824,0.065103,0.054325 -wagon,bn128_mul-chfast1,0.1310262680053711,0.06938,0.057109 -wagon,bn128_mul-chfast1,0.1285114288330078,0.066442,0.057289 -wagon,bn128_mul-chfast1,0.12150096893310547,0.062029,0.055084 -wagon,bn128_mul-chfast1,0.12303400039672852,0.061747,0.057023 -wagon,bn128_mul-chfast1,0.12802886962890625,0.068729,0.054467 -wagon,bn128_mul-chfast1,0.12280130386352539,0.062508,0.054774 -wagon,bn128_mul-chfast1,0.12410998344421387,0.066614,0.052213 -wagon,bn128_mul-chfast1,0.1356651782989502,0.073486,0.056835 -wagon,bn128_mul-chfast1,0.12778759002685547,0.068624,0.054529 -wagon,bn128_mul-chfast1,0.12494826316833496,0.065077,0.055408 -wagon,bn128_mul-chfast1,0.1307544708251953,0.066919,0.058022 -wagon,bn128_mul-chfast1,0.13742756843566895,0.070508,0.062163 -wagon,bn128_mul-chfast1,0.12964606285095215,0.069263,0.055152 -wagon,bn128_mul-chfast1,0.11958765983581543,0.063064,0.052329 -wagon,bn128_mul-chfast1,0.12320446968078613,0.063988,0.054448 -wagon,bn128_mul-chfast1,0.11787247657775879,0.060699,0.053055 -wagon,bn128_mul-chfast1,0.12428641319274902,0.066278,0.053341 -wagon,bn128_mul-chfast1,0.1342942714691162,0.063982,0.06597 -wagon,bn128_mul-chfast1,0.12489843368530273,0.065307,0.055238 -wagon,bn128_mul-chfast1,0.1216287612915039,0.064507,0.053043 -wagon,bn128_mul-chfast1,0.13726210594177246,0.069959,0.063257 -wagon,bn128_mul-chfast1,0.12481522560119629,0.063472,0.056455 -wagon,bn128_mul-chfast1,0.14136362075805664,0.076455,0.058091 -wagon,bn128_mul-chfast1,0.13564825057983398,0.068502,0.057416 -wagon,bn128_mul-chfast1,0.12883424758911133,0.068991,0.055661 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-v8-liftoff,bn128_add-cdetrio10,0.08135628700256348,0.002981,3.2e-05 -v8-liftoff,bn128_add-cdetrio10,0.08320832252502441,0.003624,2.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.07134079933166504,0.002925,3.1e-05 -v8-liftoff,bn128_add-cdetrio10,0.07168078422546387,0.003028,2.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.07520151138305664,0.003138,2.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.0783236026763916,0.003257,2.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.0724339485168457,0.003245,3.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.07935237884521484,0.003553,2.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.07409048080444336,0.003099,3.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.07181668281555176,0.002941,2.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.0693199634552002,0.002825,2.4e-05 -v8-liftoff,bn128_add-cdetrio10,0.06950831413269043,0.002852,2.4e-05 -v8-liftoff,bn128_add-cdetrio10,0.07013416290283203,0.003001,6.1e-05 -v8-liftoff,bn128_add-cdetrio10,0.0827789306640625,0.008905,2.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.07504892349243164,0.003834,4.9e-05 -v8-liftoff,bn128_add-cdetrio10,0.07917118072509766,0.003109,3.5e-05 -v8-liftoff,bn128_add-cdetrio10,0.07192754745483398,0.003689,2.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.0746469497680664,0.003244,3.4e-05 -v8-liftoff,bn128_add-cdetrio10,0.07068610191345215,0.003033,6.8e-05 -v8-liftoff,bn128_add-cdetrio10,0.08955025672912598,0.003522,2.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.06908249855041504,0.003687,2.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.07022333145141602,0.00289,3e-05 -v8-liftoff,bn128_add-cdetrio10,0.06937861442565918,0.003167,4.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.06937479972839355,0.002743,2.4e-05 -v8-liftoff,bn128_add-cdetrio10,0.07155394554138184,0.003202,2.9e-05 -v8-liftoff,bn128_add-cdetrio10,0.06925821304321289,0.002807,2.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.0771644115447998,0.003215,3.4e-05 -v8-liftoff,bn128_add-cdetrio10,0.07327437400817871,0.003313,4.3e-05 -v8-liftoff,bn128_add-cdetrio10,0.07021880149841309,0.003043,2.4e-05 -v8-liftoff,bn128_add-cdetrio10,0.08524608612060547,0.00324,3.8e-05 -v8-liftoff,bn128_add-cdetrio10,0.07810115814208984,0.003175,2.6e-05 -v8-liftoff,bn128_add-cdetrio10,0.07681059837341309,0.002906,5.2e-05 -v8-liftoff,bn128_add-cdetrio10,0.07825541496276855,0.003162,2.9e-05 -v8-liftoff,bn128_add-cdetrio10,0.0768425464630127,0.003621,3.8e-05 -v8-liftoff,bn128_add-cdetrio10,0.07577276229858398,0.003101,3.9e-05 -v8-liftoff,bn128_add-cdetrio10,0.08839631080627441,0.003002,2.7e-05 -v8-liftoff,bn128_add-cdetrio10,0.07404685020446777,0.003153,2.5e-05 -v8-liftoff,bn128_add-cdetrio10,0.07126021385192871,0.002746,2.4e-05 -v8-liftoff,bn128_add-cdetrio10,0.06727766990661621,0.002792,2.5e-05 -v8-liftoff,bn128_add-cdetrio10,0.07192730903625488,0.003391,3.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.09937810897827148,0.034331,6.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.09979081153869629,0.037284,8e-05 -v8-turbofan,modexp-nagydani-1-square,0.10003161430358887,0.035697,0.000126 -v8-turbofan,modexp-nagydani-1-square,0.1092839241027832,0.040787,6.9e-05 -v8-turbofan,modexp-nagydani-1-square,0.11566019058227539,0.042068,7.8e-05 -v8-turbofan,modexp-nagydani-1-square,0.11205172538757324,0.037826,8.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.10190916061401367,0.033986,8.9e-05 -v8-turbofan,modexp-nagydani-1-square,0.09861540794372559,0.035246,7.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.10695409774780273,0.037006,7.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.09701871871948242,0.034035,9.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.09892082214355469,0.03416,7.1e-05 -v8-turbofan,modexp-nagydani-1-square,0.1049032211303711,0.036721,8.1e-05 -v8-turbofan,modexp-nagydani-1-square,0.10223793983459473,0.033899,0.000123 -v8-turbofan,modexp-nagydani-1-square,0.10732412338256836,0.036008,7.4e-05 -v8-turbofan,modexp-nagydani-1-square,0.1045992374420166,0.037076,0.000116 -v8-turbofan,modexp-nagydani-1-square,0.1001121997833252,0.033803,6.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.11182236671447754,0.03708,7.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.1011054515838623,0.035841,0.000106 -v8-turbofan,modexp-nagydani-1-square,0.11450433731079102,0.039864,7.3e-05 -v8-turbofan,modexp-nagydani-1-square,0.10010433197021484,0.035479,7.1e-05 -v8-turbofan,modexp-nagydani-1-square,0.10556459426879883,0.037106,8.2e-05 -v8-turbofan,modexp-nagydani-1-square,0.10035419464111328,0.036386,7.1e-05 -v8-turbofan,modexp-nagydani-1-square,0.10992550849914551,0.036917,0.000104 -v8-turbofan,modexp-nagydani-1-square,0.11147546768188477,0.042434,0.000113 -v8-turbofan,modexp-nagydani-1-square,0.12136030197143555,0.042528,7.4e-05 -v8-turbofan,modexp-nagydani-1-square,0.10990452766418457,0.03728,0.000133 -v8-turbofan,modexp-nagydani-1-square,0.10872316360473633,0.036414,7.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.10504627227783203,0.036712,7.2e-05 -v8-turbofan,modexp-nagydani-1-square,0.1118326187133789,0.039855,7.4e-05 -v8-turbofan,modexp-nagydani-1-square,0.11018085479736328,0.03858,7.3e-05 -v8-turbofan,modexp-nagydani-1-square,0.10446453094482422,0.036791,0.0001 -v8-turbofan,modexp-nagydani-1-square,0.10671544075012207,0.037882,8.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.11525321006774902,0.036782,0.000101 -v8-turbofan,modexp-nagydani-1-square,0.0992271900177002,0.03484,0.000386 -v8-turbofan,modexp-nagydani-1-square,0.09722018241882324,0.03381,7.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.11296916007995605,0.033916,6.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.11098742485046387,0.040373,8.1e-05 -v8-turbofan,modexp-nagydani-1-square,0.10328054428100586,0.034811,7.2e-05 -v8-turbofan,modexp-nagydani-1-square,0.10109210014343262,0.036479,8e-05 -v8-turbofan,modexp-nagydani-1-square,0.11061835289001465,0.037025,6.9e-05 -v8-turbofan,modexp-nagydani-1-square,0.11028409004211426,0.038569,0.000322 -v8-turbofan,modexp-nagydani-1-square,0.10830521583557129,0.039839,7.9e-05 -v8-turbofan,modexp-nagydani-1-square,0.11665797233581543,0.037445,8.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.10485482215881348,0.03374,7.3e-05 -v8-turbofan,modexp-nagydani-1-square,0.09702920913696289,0.033965,9.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.10013031959533691,0.034009,7.9e-05 -v8-turbofan,modexp-nagydani-1-square,0.09908819198608398,0.039649,7.3e-05 -v8-turbofan,modexp-nagydani-1-square,0.10671114921569824,0.038194,9.9e-05 -v8-turbofan,modexp-nagydani-1-square,0.09791755676269531,0.033679,7.8e-05 -v8-turbofan,modexp-nagydani-1-square,0.09865832328796387,0.034734,6.7e-05 -v8-turbofan,ecpairing,0.1927785873413086,0.051261,0.074507 -v8-turbofan,ecpairing,0.19649100303649902,0.062083,0.065629 -v8-turbofan,ecpairing,0.18030357360839844,0.050667,0.06643 -v8-turbofan,ecpairing,0.19377779960632324,0.057963,0.069952 -v8-turbofan,ecpairing,0.18956732749938965,0.058876,0.063214 -v8-turbofan,ecpairing,0.19276976585388184,0.058861,0.066908 -v8-turbofan,ecpairing,0.1932382583618164,0.052087,0.06796 -v8-turbofan,ecpairing,0.19532012939453125,0.054999,0.069242 -v8-turbofan,ecpairing,0.1954355239868164,0.05619,0.062913 -v8-turbofan,ecpairing,0.19219756126403809,0.050934,0.067084 -v8-turbofan,ecpairing,0.1844160556793213,0.050351,0.064246 -v8-turbofan,ecpairing,0.17617535591125488,0.047375,0.063992 -v8-turbofan,ecpairing,0.1907947063446045,0.053579,0.065603 -v8-turbofan,ecpairing,0.20726537704467773,0.068126,0.067218 -v8-turbofan,ecpairing,0.19907045364379883,0.060629,0.07006 -v8-turbofan,ecpairing,0.1869821548461914,0.053774,0.066624 -v8-turbofan,ecpairing,0.18965435028076172,0.054019,0.065879 -v8-turbofan,ecpairing,0.18330693244934082,0.052783,0.061755 -v8-turbofan,ecpairing,0.19107961654663086,0.052294,0.066301 -v8-turbofan,ecpairing,0.17725896835327148,0.053355,0.062176 -v8-turbofan,ecpairing,0.18801403045654297,0.049386,0.067536 -v8-turbofan,ecpairing,0.19574975967407227,0.059473,0.066287 -v8-turbofan,ecpairing,0.19001531600952148,0.050475,0.072994 -v8-turbofan,ecpairing,0.17344903945922852,0.046821,0.059797 -v8-turbofan,ecpairing,0.18940210342407227,0.050254,0.06474 -v8-turbofan,ecpairing,0.19313383102416992,0.061313,0.064504 -v8-turbofan,ecpairing,0.17894458770751953,0.048103,0.065017 -v8-turbofan,ecpairing,0.1780412197113037,0.049874,0.060449 -v8-turbofan,ecpairing,0.18536067008972168,0.047859,0.066205 -v8-turbofan,ecpairing,0.1980438232421875,0.055758,0.070906 -v8-turbofan,ecpairing,0.20015692710876465,0.047809,0.078602 -v8-turbofan,ecpairing,0.18874573707580566,0.056939,0.067314 -v8-turbofan,ecpairing,0.1879560947418213,0.049222,0.06471 -v8-turbofan,ecpairing,0.1887352466583252,0.056204,0.064236 -v8-turbofan,ecpairing,0.19138598442077637,0.056129,0.069853 -v8-turbofan,ecpairing,0.18956398963928223,0.060036,0.064436 -v8-turbofan,ecpairing,0.1975407600402832,0.057409,0.065297 -v8-turbofan,ecpairing,0.19069337844848633,0.055458,0.068919 -v8-turbofan,ecpairing,0.18756103515625,0.049455,0.073351 -v8-turbofan,ecpairing,0.18476581573486328,0.047988,0.066316 -v8-turbofan,ecpairing,0.18551993370056152,0.049847,0.066627 -v8-turbofan,ecpairing,0.19515109062194824,0.057186,0.067626 -v8-turbofan,ecpairing,0.18713068962097168,0.054582,0.066829 -v8-turbofan,ecpairing,0.17928862571716309,0.052616,0.062077 -v8-turbofan,ecpairing,0.19851231575012207,0.054317,0.069178 -v8-turbofan,ecpairing,0.20434331893920898,0.066602,0.066463 -v8-turbofan,ecpairing,0.1915755271911621,0.050171,0.073252 -v8-turbofan,ecpairing,0.1864147186279297,0.047384,0.06892 -v8-turbofan,ecpairing,0.17887020111083984,0.050084,0.06318 -v8-turbofan,ecpairing,0.18217945098876953,0.054929,0.062419 -v8-turbofan,bn128_mul-chfast1,0.09970545768737793,0.024367,0.000524 -v8-turbofan,bn128_mul-chfast1,0.10047006607055664,0.025719,0.000433 -v8-turbofan,bn128_mul-chfast1,0.10409235954284668,0.026861,0.000507 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-v8-turbofan,bn128_pairing-two_point_match_2,0.20772933959960938,0.097532,0.0308 -v8-turbofan,bn128_pairing-two_point_match_2,0.21558308601379395,0.104128,0.030595 -v8-turbofan,bn128_pairing-two_point_match_2,0.21834492683410645,0.107094,0.031657 -v8-turbofan,bn128_pairing-two_point_match_2,0.22834444046020508,0.115612,0.030899 -v8-turbofan,bn128_pairing-two_point_match_2,0.2202000617980957,0.110079,0.0295 -v8-turbofan,bn128_pairing-two_point_match_2,0.22115683555603027,0.11119,0.032802 -v8-turbofan,bn128_pairing-two_point_match_2,0.2186119556427002,0.115189,0.028768 -v8-turbofan,bn128_pairing-two_point_match_2,0.2146594524383545,0.108252,0.030714 -v8-turbofan,bn128_pairing-two_point_match_2,0.20287775993347168,0.097821,0.028574 -v8-turbofan,bn128_pairing-two_point_match_2,0.22011613845825195,0.112614,0.029335 -v8-turbofan,bn128_pairing-two_point_match_2,0.2148609161376953,0.100193,0.027817 -v8-turbofan,bn128_pairing-two_point_match_2,0.19913578033447266,0.097574,0.027458 -v8-turbofan,bn128_pairing-two_point_match_2,0.21011805534362793,0.105293,0.029367 -v8-turbofan,bn128_pairing-two_point_match_2,0.21036887168884277,0.103922,0.028559 -v8-turbofan,bn128_pairing-two_point_match_2,0.20641160011291504,0.100923,0.02849 -v8-turbofan,bn128_pairing-two_point_match_2,0.2159731388092041,0.106866,0.029001 -v8-turbofan,bn128_pairing-two_point_match_2,0.22058582305908203,0.113013,0.027482 -v8-turbofan,bn128_pairing-two_point_match_2,0.21361255645751953,0.103934,0.028535 -v8-turbofan,bn128_pairing-two_point_match_2,0.20932245254516602,0.102431,0.028399 -v8-turbofan,bn128_pairing-two_point_match_2,0.21198511123657227,0.106168,0.030129 -v8-turbofan,bn128_pairing-two_point_match_2,0.20975422859191895,0.106236,0.027388 -v8-turbofan,bn128_pairing-two_point_match_2,0.21359992027282715,0.105367,0.029651 -v8-turbofan,bn128_pairing-two_point_match_2,0.20484280586242676,0.101168,0.025445 -v8-turbofan,bn128_pairing-two_point_match_2,0.20573186874389648,0.101717,0.026495 -v8-turbofan,bn128_pairing-two_point_match_2,0.21170473098754883,0.105563,0.029914 -v8-turbofan,bn128_pairing-two_point_match_2,0.21334552764892578,0.109063,0.029661 -v8-turbofan,bn128_pairing-two_point_match_2,0.202042818069458,0.097604,0.029529 -v8-turbofan,bn128_pairing-two_point_match_2,0.22460198402404785,0.104084,0.029721 -v8-turbofan,bn128_pairing-two_point_match_2,0.20488786697387695,0.097272,0.02791 -v8-turbofan,bn128_pairing-two_point_match_2,0.20477771759033203,0.100708,0.02955 -v8-turbofan,bn128_pairing-two_point_match_2,0.2068326473236084,0.102173,0.027675 -v8-turbofan,bn128_pairing-two_point_match_2,0.2104353904724121,0.104058,0.029058 -v8-turbofan,bn128_pairing-two_point_match_2,0.21711134910583496,0.10461,0.028237 -v8-turbofan,bn128_pairing-two_point_match_2,0.2022418975830078,0.097626,0.027562 -v8-turbofan,bn128_pairing-two_point_match_2,0.20990657806396484,0.106277,0.028837 -v8-turbofan,bn128_pairing-two_point_match_2,0.20847272872924805,0.104412,0.027619 -v8-turbofan,bn128_pairing-two_point_match_2,0.21114897727966309,0.101971,0.030535 -v8-turbofan,bn128_pairing-two_point_match_2,0.2110154628753662,0.106154,0.029087 -v8-turbofan,bn128_pairing-two_point_match_2,0.2022569179534912,0.09892,0.027638 -v8-turbofan,bn128_pairing-two_point_match_2,0.203568696975708,0.100152,0.026985 -v8-turbofan,bn128_pairing-two_point_match_2,0.21471261978149414,0.101923,0.034392 -v8-turbofan,bn128_pairing-two_point_match_2,0.2218003273010254,0.110249,0.029236 -v8-turbofan,sha1-10808-bits,0.07613921165466309,0.006182,1.9e-05 -v8-turbofan,sha1-10808-bits,0.07308530807495117,0.005115,1.6e-05 -v8-turbofan,sha1-10808-bits,0.06904888153076172,0.005834,1.8e-05 -v8-turbofan,sha1-10808-bits,0.06976985931396484,0.004974,1.6e-05 -v8-turbofan,sha1-10808-bits,0.06966137886047363,0.005577,1.5e-05 -v8-turbofan,sha1-10808-bits,0.07079482078552246,0.005907,2.1e-05 -v8-turbofan,sha1-10808-bits,0.07495617866516113,0.006628,1.6e-05 -v8-turbofan,sha1-10808-bits,0.07847452163696289,0.006095,1.8e-05 -v8-turbofan,sha1-10808-bits,0.07547974586486816,0.005924,1.7e-05 -v8-turbofan,sha1-10808-bits,0.06921815872192383,0.005688,2e-05 -v8-turbofan,sha1-10808-bits,0.06783342361450195,0.005768,1.7e-05 -v8-turbofan,sha1-10808-bits,0.07224488258361816,0.006274,1.6e-05 -v8-turbofan,sha1-10808-bits,0.06875252723693848,0.005338,1.6e-05 -v8-turbofan,sha1-10808-bits,0.06880450248718262,0.005525,1.7e-05 -v8-turbofan,sha1-10808-bits,0.0725104808807373,0.007238,2.6e-05 -v8-turbofan,sha1-10808-bits,0.0728154182434082,0.005612,1.7e-05 -v8-turbofan,sha1-10808-bits,0.07145071029663086,0.005499,2e-05 -v8-turbofan,sha1-10808-bits,0.0777585506439209,0.006193,3.5e-05 -v8-turbofan,sha1-10808-bits,0.07176685333251953,0.007592,4e-05 -v8-turbofan,sha1-10808-bits,0.07501482963562012,0.006382,1.6e-05 -v8-turbofan,sha1-10808-bits,0.07862162590026855,0.006374,1.7e-05 -v8-turbofan,sha1-10808-bits,0.08492898941040039,0.006082,1.7e-05 -v8-turbofan,sha1-10808-bits,0.077606201171875,0.006374,1.8e-05 -v8-turbofan,sha1-10808-bits,0.0755922794342041,0.005971,1.8e-05 -v8-turbofan,sha1-10808-bits,0.08083653450012207,0.005597,1.8e-05 -v8-turbofan,sha1-10808-bits,0.08295655250549316,0.009515,4.8e-05 -v8-turbofan,sha1-10808-bits,0.08372855186462402,0.00627,2.9e-05 -v8-turbofan,sha1-10808-bits,0.07757186889648438,0.006056,1.8e-05 -v8-turbofan,sha1-10808-bits,0.07695698738098145,0.00572,2.6e-05 -v8-turbofan,sha1-10808-bits,0.08628392219543457,0.005782,3.5e-05 -v8-turbofan,sha1-10808-bits,0.07783699035644531,0.005657,1.8e-05 -v8-turbofan,sha1-10808-bits,0.07740569114685059,0.007808,1.9e-05 -v8-turbofan,sha1-10808-bits,0.08397889137268066,0.006712,2e-05 -v8-turbofan,sha1-10808-bits,0.07723164558410645,0.006546,2.3e-05 -v8-turbofan,sha1-10808-bits,0.07758593559265137,0.004944,1.7e-05 -v8-turbofan,sha1-10808-bits,0.07056570053100586,0.005861,1.7e-05 -v8-turbofan,sha1-10808-bits,0.06978034973144531,0.005646,1.6e-05 -v8-turbofan,sha1-10808-bits,0.06994152069091797,0.006597,1.6e-05 -v8-turbofan,sha1-10808-bits,0.07549214363098145,0.006149,4.4e-05 -v8-turbofan,sha1-10808-bits,0.06972408294677734,0.005762,1.8e-05 -v8-turbofan,sha1-10808-bits,0.07474732398986816,0.005932,1.6e-05 -v8-turbofan,sha1-10808-bits,0.07815361022949219,0.005288,1.7e-05 -v8-turbofan,sha1-10808-bits,0.07429194450378418,0.00701,1.8e-05 -v8-turbofan,sha1-10808-bits,0.0709068775177002,0.006031,1.7e-05 -v8-turbofan,sha1-10808-bits,0.0777733325958252,0.007031,2.9e-05 -v8-turbofan,sha1-10808-bits,0.07616639137268066,0.006506,1.7e-05 -v8-turbofan,sha1-10808-bits,0.07274627685546875,0.005945,1.6e-05 -v8-turbofan,sha1-10808-bits,0.06732702255249023,0.005141,2.1e-05 -v8-turbofan,sha1-10808-bits,0.08313155174255371,0.007678,1.8e-05 -v8-turbofan,sha1-10808-bits,0.07206082344055176,0.00532,1.7e-05 -v8-turbofan,modexp-eip_example1,0.11796164512634277,0.046808,0.00048 -v8-turbofan,modexp-eip_example1,0.11901998519897461,0.042117,0.0005 -v8-turbofan,modexp-eip_example1,0.10203671455383301,0.03565,0.000493 -v8-turbofan,modexp-eip_example1,0.09941601753234863,0.037167,0.000438 -v8-turbofan,modexp-eip_example1,0.11004900932312012,0.043984,0.000477 -v8-turbofan,modexp-eip_example1,0.10048270225524902,0.036325,0.000551 -v8-turbofan,modexp-eip_example1,0.10919690132141113,0.038586,0.000662 -v8-turbofan,modexp-eip_example1,0.11020874977111816,0.038668,0.000504 -v8-turbofan,modexp-eip_example1,0.11079239845275879,0.036714,0.000621 -v8-turbofan,modexp-eip_example1,0.10504794120788574,0.039101,0.000535 -v8-turbofan,modexp-eip_example1,0.10561037063598633,0.035785,0.000537 -v8-turbofan,modexp-eip_example1,0.1125946044921875,0.037503,0.000544 -v8-turbofan,modexp-eip_example1,0.1004033088684082,0.033713,0.000536 -v8-turbofan,modexp-eip_example1,0.1012260913848877,0.034069,0.000469 -v8-turbofan,modexp-eip_example1,0.11420202255249023,0.036946,0.000504 -v8-turbofan,modexp-eip_example1,0.10290741920471191,0.03617,0.000806 -v8-turbofan,modexp-eip_example1,0.11155581474304199,0.037015,0.000516 -v8-turbofan,modexp-eip_example1,0.10991692543029785,0.041546,0.000504 -v8-turbofan,modexp-eip_example1,0.10274076461791992,0.033587,0.00061 -v8-turbofan,modexp-eip_example1,0.10061335563659668,0.032942,0.000437 -v8-turbofan,modexp-eip_example1,0.10261034965515137,0.034549,0.001102 -v8-turbofan,modexp-eip_example1,0.10440850257873535,0.035757,0.00046 -v8-turbofan,modexp-eip_example1,0.1036679744720459,0.036084,0.000546 -v8-turbofan,modexp-eip_example1,0.1045229434967041,0.0354,0.000539 -v8-turbofan,modexp-eip_example1,0.09785270690917969,0.034729,0.00048 -v8-turbofan,modexp-eip_example1,0.11040759086608887,0.042763,0.000588 -v8-turbofan,modexp-eip_example1,0.11024665832519531,0.034379,0.00052 -v8-turbofan,modexp-eip_example1,0.10192298889160156,0.035872,0.000575 -v8-turbofan,modexp-eip_example1,0.09768986701965332,0.034549,0.000572 -v8-turbofan,modexp-eip_example1,0.1004323959350586,0.032956,0.000573 -v8-turbofan,modexp-eip_example1,0.10912823677062988,0.040941,0.000813 -v8-turbofan,modexp-eip_example1,0.09828567504882812,0.035027,0.00046 -v8-turbofan,modexp-eip_example1,0.09950423240661621,0.035102,0.000419 -v8-turbofan,modexp-eip_example1,0.10104107856750488,0.034569,0.00061 -v8-turbofan,modexp-eip_example1,0.1005239486694336,0.03861,0.000475 -v8-turbofan,modexp-eip_example1,0.10737228393554688,0.03836,0.000449 -v8-turbofan,modexp-eip_example1,0.10680246353149414,0.037466,0.000467 -v8-turbofan,modexp-eip_example1,0.10121726989746094,0.032903,0.000476 -v8-turbofan,modexp-eip_example1,0.10594844818115234,0.037193,0.000473 -v8-turbofan,modexp-eip_example1,0.09919238090515137,0.037331,0.000442 -v8-turbofan,modexp-eip_example1,0.10491108894348145,0.03793,0.000479 -v8-turbofan,modexp-eip_example1,0.10080981254577637,0.034047,0.000423 -v8-turbofan,modexp-eip_example1,0.10331439971923828,0.037615,0.000463 -v8-turbofan,modexp-eip_example1,0.09877204895019531,0.035951,0.000456 -v8-turbofan,modexp-eip_example1,0.10695433616638184,0.037193,0.000546 -v8-turbofan,modexp-eip_example1,0.11579108238220215,0.038671,0.000692 -v8-turbofan,modexp-eip_example1,0.11070084571838379,0.038328,0.000556 -v8-turbofan,modexp-eip_example1,0.10002326965332031,0.033113,0.000453 -v8-turbofan,modexp-eip_example1,0.11462068557739258,0.036218,0.000632 -v8-turbofan,modexp-eip_example1,0.10318660736083984,0.037531,0.000471 -v8-turbofan,guido-fuzzer-find-1,0.6384475231170654,0.567871,5.7e-05 -v8-turbofan,guido-fuzzer-find-1,0.6440494060516357,0.563102,5.4e-05 -v8-turbofan,guido-fuzzer-find-1,0.6619024276733398,0.586437,7.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.7028043270111084,0.635541,6.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.632746696472168,0.561241,7.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6716992855072021,0.604545,7.5e-05 -v8-turbofan,guido-fuzzer-find-1,0.7051985263824463,0.635415,5.6e-05 -v8-turbofan,guido-fuzzer-find-1,0.6885197162628174,0.610369,7.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6536550521850586,0.582455,8.4e-05 -v8-turbofan,guido-fuzzer-find-1,0.6908917427062988,0.620262,8.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6867358684539795,0.611358,6.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.6915500164031982,0.624865,7.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.7406487464904785,0.669618,7.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.6399002075195312,0.570286,6.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.7057743072509766,0.639435,6.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.6810591220855713,0.613982,7.4e-05 -v8-turbofan,guido-fuzzer-find-1,0.6761167049407959,0.606509,6.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6969926357269287,0.629059,7e-05 -v8-turbofan,guido-fuzzer-find-1,0.7097289562225342,0.643072,0.000101 -v8-turbofan,guido-fuzzer-find-1,0.6622779369354248,0.590864,7.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.710247278213501,0.637026,6.4e-05 -v8-turbofan,guido-fuzzer-find-1,0.7025606632232666,0.631949,7.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.7235758304595947,0.656463,8.4e-05 -v8-turbofan,guido-fuzzer-find-1,0.7105147838592529,0.636621,6.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.7193417549133301,0.648943,7.9e-05 -v8-turbofan,guido-fuzzer-find-1,0.69256591796875,0.622922,5.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.6812107563018799,0.609085,5.9e-05 -v8-turbofan,guido-fuzzer-find-1,0.6783289909362793,0.598384,7.9e-05 -v8-turbofan,guido-fuzzer-find-1,0.765373945236206,0.695563,6.4e-05 -v8-turbofan,guido-fuzzer-find-1,0.6595871448516846,0.593613,5.9e-05 -v8-turbofan,guido-fuzzer-find-1,0.6387107372283936,0.565356,0.000111 -v8-turbofan,guido-fuzzer-find-1,0.6758804321289062,0.600156,5.5e-05 -v8-turbofan,guido-fuzzer-find-1,0.6494278907775879,0.575275,6.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.6442685127258301,0.572146,7.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.6406574249267578,0.576599,7.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.6901261806488037,0.624428,0.00014 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-v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.3420579433441162,0.163293,0.101858 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.33652639389038086,0.163643,0.105476 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.3513181209564209,0.180906,0.098198 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.34642982482910156,0.172516,0.099382 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.3441126346588135,0.17196,0.103048 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.34407615661621094,0.176254,0.098184 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.3545074462890625,0.174761,0.104301 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.3496277332305908,0.174987,0.10419 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.34827375411987305,0.169134,0.10944 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.35333991050720215,0.174742,0.105482 -v8-turbofan,bls12-381-aggreg-64-pubkeys-verify-sig,0.355879545211792,0.179421,0.101184 -v8-turbofan,bn128_mul-cdetrio6,0.0971074104309082,0.022847,0.001459 -v8-turbofan,bn128_mul-cdetrio6,0.0912930965423584,0.02147,0.001802 -v8-turbofan,bn128_mul-cdetrio6,0.09729552268981934,0.024089,0.001638 -v8-turbofan,bn128_mul-cdetrio6,0.08627939224243164,0.020149,0.002004 -v8-turbofan,bn128_mul-cdetrio6,0.09193587303161621,0.024673,0.001809 -v8-turbofan,bn128_mul-cdetrio6,0.10470199584960938,0.030576,0.001489 -v8-turbofan,bn128_mul-cdetrio6,0.09626436233520508,0.024468,0.001407 -v8-turbofan,bn128_mul-cdetrio6,0.09707188606262207,0.027594,0.001724 -v8-turbofan,bn128_mul-cdetrio6,0.11420249938964844,0.027168,0.002702 -v8-turbofan,bn128_mul-cdetrio6,0.09658622741699219,0.02703,0.001912 -v8-turbofan,bn128_mul-cdetrio6,0.0973823070526123,0.023106,0.001985 -v8-turbofan,bn128_mul-cdetrio6,0.09030342102050781,0.020543,0.001506 -v8-turbofan,bn128_mul-cdetrio6,0.08936953544616699,0.022437,0.001459 -v8-turbofan,bn128_mul-cdetrio6,0.10051918029785156,0.024776,0.002002 -v8-turbofan,bn128_mul-cdetrio6,0.08726096153259277,0.022472,0.00189 -v8-turbofan,bn128_mul-cdetrio6,0.09816813468933105,0.025285,0.001798 -v8-turbofan,bn128_mul-cdetrio6,0.09141349792480469,0.025386,0.001416 -v8-turbofan,bn128_mul-cdetrio6,0.08983039855957031,0.024089,0.001807 -v8-turbofan,bn128_mul-cdetrio6,0.09687614440917969,0.023247,0.001557 -v8-turbofan,bn128_mul-cdetrio6,0.09213066101074219,0.024155,0.001509 -v8-turbofan,bn128_mul-cdetrio6,0.09711933135986328,0.025713,0.001692 -v8-turbofan,bn128_mul-cdetrio6,0.09717369079589844,0.023599,0.001672 -v8-turbofan,bn128_mul-cdetrio6,0.09695196151733398,0.025878,0.001685 -v8-turbofan,bn128_mul-cdetrio6,0.09489893913269043,0.025066,0.001617 -v8-turbofan,bn128_mul-cdetrio6,0.08904051780700684,0.020308,0.00155 -v8-turbofan,bn128_mul-cdetrio6,0.08974266052246094,0.020911,0.001705 -v8-turbofan,bn128_mul-cdetrio6,0.09133601188659668,0.023851,0.001486 -v8-turbofan,bn128_mul-cdetrio6,0.09927153587341309,0.026456,0.00216 -v8-turbofan,bn128_mul-cdetrio6,0.09209656715393066,0.024865,0.001646 -v8-turbofan,bn128_mul-cdetrio6,0.09903240203857422,0.024616,0.001417 -v8-turbofan,bn128_mul-cdetrio6,0.0831608772277832,0.020458,0.00145 -v8-turbofan,bn128_mul-cdetrio6,0.09079241752624512,0.023949,0.001617 -v8-turbofan,bn128_mul-cdetrio6,0.09531211853027344,0.024086,0.003102 -v8-turbofan,bn128_mul-cdetrio6,0.09842944145202637,0.023338,0.001675 -v8-turbofan,bn128_mul-cdetrio6,0.09608006477355957,0.02456,0.001897 -v8-turbofan,bn128_mul-cdetrio6,0.09310555458068848,0.02323,0.001522 -v8-turbofan,bn128_mul-cdetrio6,0.10481429100036621,0.024661,0.001789 -v8-turbofan,bn128_mul-cdetrio6,0.09780120849609375,0.024528,0.001483 -v8-turbofan,bn128_mul-cdetrio6,0.09009003639221191,0.024662,0.001906 -v8-turbofan,bn128_mul-cdetrio6,0.09026885032653809,0.022472,0.001461 -v8-turbofan,bn128_mul-cdetrio6,0.09460234642028809,0.021108,0.001446 -v8-turbofan,bn128_mul-cdetrio6,0.08545637130737305,0.022606,0.001451 -v8-turbofan,bn128_mul-cdetrio6,0.09050559997558594,0.022825,0.001417 -v8-turbofan,bn128_mul-cdetrio6,0.08701181411743164,0.020419,0.002365 -v8-turbofan,bn128_mul-cdetrio6,0.09287786483764648,0.027144,0.001626 -v8-turbofan,bn128_mul-cdetrio6,0.10170269012451172,0.026612,0.001869 -v8-turbofan,bn128_mul-cdetrio6,0.0949864387512207,0.021502,0.002245 -v8-turbofan,bn128_mul-cdetrio6,0.09687161445617676,0.024444,0.001533 -v8-turbofan,bn128_mul-cdetrio6,0.09629535675048828,0.028098,0.001866 -v8-turbofan,bn128_mul-cdetrio6,0.09241223335266113,0.022159,0.001651 -v8-turbofan,blake2b-2805-bytes,0.0819845199584961,0.010893,2.8e-05 -v8-turbofan,blake2b-2805-bytes,0.08460712432861328,0.010535,2.9e-05 -v8-turbofan,blake2b-2805-bytes,0.08342242240905762,0.010951,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.08688020706176758,0.010642,2.8e-05 -v8-turbofan,blake2b-2805-bytes,0.08849668502807617,0.011426,3.2e-05 -v8-turbofan,blake2b-2805-bytes,0.08583521842956543,0.010848,3.2e-05 -v8-turbofan,blake2b-2805-bytes,0.08251023292541504,0.009956,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.08397197723388672,0.010215,2.8e-05 -v8-turbofan,blake2b-2805-bytes,0.08446025848388672,0.009792,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.09314489364624023,0.018008,6.7e-05 -v8-turbofan,blake2b-2805-bytes,0.08796954154968262,0.010479,3e-05 -v8-turbofan,blake2b-2805-bytes,0.08701968193054199,0.012121,3.2e-05 -v8-turbofan,blake2b-2805-bytes,0.09058976173400879,0.009894,4.1e-05 -v8-turbofan,blake2b-2805-bytes,0.08948564529418945,0.012029,3.6e-05 -v8-turbofan,blake2b-2805-bytes,0.08273792266845703,0.009714,3.2e-05 -v8-turbofan,blake2b-2805-bytes,0.08292126655578613,0.009682,2.7e-05 -v8-turbofan,blake2b-2805-bytes,0.08621358871459961,0.010189,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.08152580261230469,0.010227,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.08456635475158691,0.0105,2.2e-05 -v8-turbofan,blake2b-2805-bytes,0.08024716377258301,0.009707,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.08464336395263672,0.010254,3.8e-05 -v8-turbofan,blake2b-2805-bytes,0.0881805419921875,0.010236,2.6e-05 -v8-turbofan,blake2b-2805-bytes,0.08757686614990234,0.011516,3.1e-05 -v8-turbofan,blake2b-2805-bytes,0.08113741874694824,0.009422,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.07828688621520996,0.009834,3.1e-05 -v8-turbofan,blake2b-2805-bytes,0.08572912216186523,0.01198,4.3e-05 -v8-turbofan,blake2b-2805-bytes,0.08689188957214355,0.009992,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.08370280265808105,0.010457,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.08531427383422852,0.009245,2.9e-05 -v8-turbofan,blake2b-2805-bytes,0.08216094970703125,0.009639,4.1e-05 -v8-turbofan,blake2b-2805-bytes,0.07822179794311523,0.009988,2.8e-05 -v8-turbofan,blake2b-2805-bytes,0.08166766166687012,0.009701,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.0785365104675293,0.00931,2.2e-05 -v8-turbofan,blake2b-2805-bytes,0.07879376411437988,0.00922,3.1e-05 -v8-turbofan,blake2b-2805-bytes,0.09010124206542969,0.010239,2.2e-05 -v8-turbofan,blake2b-2805-bytes,0.08214640617370605,0.008675,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.07972002029418945,0.010169,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.08973407745361328,0.011734,3.5e-05 -v8-turbofan,blake2b-2805-bytes,0.09524273872375488,0.01019,3.3e-05 -v8-turbofan,blake2b-2805-bytes,0.08572840690612793,0.012532,4.2e-05 -v8-turbofan,blake2b-2805-bytes,0.08444857597351074,0.012016,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.0833289623260498,0.010234,2.7e-05 -v8-turbofan,blake2b-2805-bytes,0.08172106742858887,0.011664,3.3e-05 -v8-turbofan,blake2b-2805-bytes,0.0812230110168457,0.009433,5.8e-05 -v8-turbofan,blake2b-2805-bytes,0.08426332473754883,0.009516,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.08996248245239258,0.010552,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.08628606796264648,0.011135,2.9e-05 -v8-turbofan,blake2b-2805-bytes,0.08786892890930176,0.011183,3.5e-05 -v8-turbofan,blake2b-2805-bytes,0.08620953559875488,0.009679,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.08559536933898926,0.010051,3e-05 -v8-turbofan,bn128_mul-chfast3,0.0937490463256836,0.0256,0.001739 -v8-turbofan,bn128_mul-chfast3,0.09693598747253418,0.025042,0.001579 -v8-turbofan,bn128_mul-chfast3,0.0877695083618164,0.022116,0.001638 -v8-turbofan,bn128_mul-chfast3,0.08520936965942383,0.021001,0.001231 -v8-turbofan,bn128_mul-chfast3,0.09293746948242188,0.027115,0.001273 -v8-turbofan,bn128_mul-chfast3,0.08869695663452148,0.022203,0.001453 -v8-turbofan,bn128_mul-chfast3,0.09319591522216797,0.021476,0.001396 -v8-turbofan,bn128_mul-chfast3,0.0923614501953125,0.025406,0.001264 -v8-turbofan,bn128_mul-chfast3,0.0943307876586914,0.0245,0.001325 -v8-turbofan,bn128_mul-chfast3,0.0856163501739502,0.021467,0.001373 -v8-turbofan,bn128_mul-chfast3,0.09453392028808594,0.022764,0.00171 -v8-turbofan,bn128_mul-chfast3,0.10583138465881348,0.02387,0.001643 -v8-turbofan,bn128_mul-chfast3,0.08922505378723145,0.024,0.001279 -v8-turbofan,bn128_mul-chfast3,0.08818340301513672,0.022901,0.001242 -v8-turbofan,bn128_mul-chfast3,0.09770631790161133,0.024803,0.001244 -v8-turbofan,bn128_mul-chfast3,0.09818148612976074,0.024282,0.001771 -v8-turbofan,bn128_mul-chfast3,0.10251045227050781,0.027386,0.001602 -v8-turbofan,bn128_mul-chfast3,0.09751749038696289,0.025259,0.001445 -v8-turbofan,bn128_mul-chfast3,0.08968043327331543,0.02181,0.001228 -v8-turbofan,bn128_mul-chfast3,0.08953475952148438,0.02753,0.001388 -v8-turbofan,bn128_mul-chfast3,0.09515571594238281,0.025188,0.001489 -v8-turbofan,bn128_mul-chfast3,0.0888211727142334,0.022698,0.001273 -v8-turbofan,bn128_mul-chfast3,0.09632205963134766,0.024368,0.001506 -v8-turbofan,bn128_mul-chfast3,0.08767962455749512,0.020702,0.00127 -v8-turbofan,bn128_mul-chfast3,0.08961677551269531,0.021609,0.001646 -v8-turbofan,bn128_mul-chfast3,0.09314966201782227,0.022807,0.001269 -v8-turbofan,bn128_mul-chfast3,0.1190946102142334,0.044543,0.001456 -v8-turbofan,bn128_mul-chfast3,0.09927678108215332,0.024695,0.001989 -v8-turbofan,bn128_mul-chfast3,0.09625244140625,0.021951,0.001518 -v8-turbofan,bn128_mul-chfast3,0.09850406646728516,0.026915,0.001282 -v8-turbofan,bn128_mul-chfast3,0.09502911567687988,0.025677,0.001562 -v8-turbofan,bn128_mul-chfast3,0.10329532623291016,0.025479,0.001788 -v8-turbofan,bn128_mul-chfast3,0.09749674797058105,0.024013,0.00172 -v8-turbofan,bn128_mul-chfast3,0.0921940803527832,0.023192,0.001582 -v8-turbofan,bn128_mul-chfast3,0.09249138832092285,0.022968,0.00137 -v8-turbofan,bn128_mul-chfast3,0.1068570613861084,0.028015,0.001489 -v8-turbofan,bn128_mul-chfast3,0.11333966255187988,0.02583,0.001268 -v8-turbofan,bn128_mul-chfast3,0.08842206001281738,0.024263,0.00141 -v8-turbofan,bn128_mul-chfast3,0.09252548217773438,0.025155,0.001472 -v8-turbofan,bn128_mul-chfast3,0.09794378280639648,0.024234,0.00148 -v8-turbofan,bn128_mul-chfast3,0.09269070625305176,0.024512,0.001237 -v8-turbofan,bn128_mul-chfast3,0.10110735893249512,0.022507,0.001257 -v8-turbofan,bn128_mul-chfast3,0.09355926513671875,0.022894,0.001507 -v8-turbofan,bn128_mul-chfast3,0.09179353713989258,0.024522,0.001342 -v8-turbofan,bn128_mul-chfast3,0.09306526184082031,0.024286,0.001679 -v8-turbofan,bn128_mul-chfast3,0.08783435821533203,0.021129,0.00153 -v8-turbofan,bn128_mul-chfast3,0.09256768226623535,0.025634,0.001699 -v8-turbofan,bn128_mul-chfast3,0.09572601318359375,0.024399,0.00187 -v8-turbofan,bn128_mul-chfast3,0.08958697319030762,0.022346,0.001558 -v8-turbofan,bn128_mul-chfast3,0.09191179275512695,0.022213,0.001541 -v8-turbofan,bn128_mul-cdetrio11,0.10372018814086914,0.026392,0.002183 -v8-turbofan,bn128_mul-cdetrio11,0.10119295120239258,0.026683,0.001893 -v8-turbofan,bn128_mul-cdetrio11,0.10247111320495605,0.025502,0.001562 -v8-turbofan,bn128_mul-cdetrio11,0.10204243659973145,0.025425,0.002058 -v8-turbofan,bn128_mul-cdetrio11,0.09416460990905762,0.024589,0.001785 -v8-turbofan,bn128_mul-cdetrio11,0.10547804832458496,0.025734,0.001826 -v8-turbofan,bn128_mul-cdetrio11,0.09906482696533203,0.023774,0.001811 -v8-turbofan,bn128_mul-cdetrio11,0.11654877662658691,0.030442,0.001896 -v8-turbofan,bn128_mul-cdetrio11,0.10282754898071289,0.025437,0.001818 -v8-turbofan,bn128_mul-cdetrio11,0.10172605514526367,0.024515,0.002131 -v8-turbofan,bn128_mul-cdetrio11,0.10097074508666992,0.025017,0.001754 -v8-turbofan,bn128_mul-cdetrio11,0.09770965576171875,0.025558,0.001867 -v8-turbofan,bn128_mul-cdetrio11,0.10139894485473633,0.025845,0.001722 -v8-turbofan,bn128_mul-cdetrio11,0.10896635055541992,0.025622,0.001917 -v8-turbofan,bn128_mul-cdetrio11,0.10135316848754883,0.026358,0.002345 -v8-turbofan,bn128_mul-cdetrio11,0.11034011840820312,0.029023,0.002016 -v8-turbofan,bn128_mul-cdetrio11,0.1051485538482666,0.028452,0.001958 -v8-turbofan,bn128_mul-cdetrio11,0.09935927391052246,0.023218,0.001932 -v8-turbofan,bn128_mul-cdetrio11,0.10026383399963379,0.024464,0.001505 -v8-turbofan,bn128_mul-cdetrio11,0.0983881950378418,0.026068,0.00192 -v8-turbofan,bn128_mul-cdetrio11,0.09665608406066895,0.023732,0.001595 -v8-turbofan,bn128_mul-cdetrio11,0.09584856033325195,0.024733,0.001852 -v8-turbofan,bn128_mul-cdetrio11,0.10101985931396484,0.026852,0.001645 -v8-turbofan,bn128_mul-cdetrio11,0.1026754379272461,0.027598,0.001764 -v8-turbofan,bn128_mul-cdetrio11,0.09731078147888184,0.022287,0.001519 -v8-turbofan,bn128_mul-cdetrio11,0.10939669609069824,0.024786,0.001675 -v8-turbofan,bn128_mul-cdetrio11,0.10437726974487305,0.024891,0.002051 -v8-turbofan,bn128_mul-cdetrio11,0.10066795349121094,0.026419,0.001727 -v8-turbofan,bn128_mul-cdetrio11,0.10104703903198242,0.025378,0.00172 -v8-turbofan,bn128_mul-cdetrio11,0.10210323333740234,0.027588,0.001906 -v8-turbofan,bn128_mul-cdetrio11,0.10399436950683594,0.024815,0.001812 -v8-turbofan,bn128_mul-cdetrio11,0.10650944709777832,0.025429,0.001792 -v8-turbofan,bn128_mul-cdetrio11,0.10847306251525879,0.026965,0.001839 -v8-turbofan,bn128_mul-cdetrio11,0.09734010696411133,0.023686,0.001985 -v8-turbofan,bn128_mul-cdetrio11,0.09754180908203125,0.025068,0.001847 -v8-turbofan,bn128_mul-cdetrio11,0.09860086441040039,0.024708,0.00169 -v8-turbofan,bn128_mul-cdetrio11,0.0950765609741211,0.024706,0.001743 -v8-turbofan,bn128_mul-cdetrio11,0.09425997734069824,0.023811,0.001655 -v8-turbofan,bn128_mul-cdetrio11,0.10159111022949219,0.026163,0.001848 -v8-turbofan,bn128_mul-cdetrio11,0.10279440879821777,0.027708,0.001803 -v8-turbofan,bn128_mul-cdetrio11,0.11224675178527832,0.024352,0.001759 -v8-turbofan,bn128_mul-cdetrio11,0.10481619834899902,0.02701,0.002129 -v8-turbofan,bn128_mul-cdetrio11,0.10163474082946777,0.024626,0.001659 -v8-turbofan,bn128_mul-cdetrio11,0.10490584373474121,0.02677,0.001966 -v8-turbofan,bn128_mul-cdetrio11,0.10680365562438965,0.029419,0.001837 -v8-turbofan,bn128_mul-cdetrio11,0.10130000114440918,0.028906,0.001557 -v8-turbofan,bn128_mul-cdetrio11,0.1005096435546875,0.024554,0.002248 -v8-turbofan,bn128_mul-cdetrio11,0.10042619705200195,0.02604,0.001593 -v8-turbofan,bn128_mul-cdetrio11,0.09810662269592285,0.025319,0.001646 -v8-turbofan,bn128_mul-cdetrio11,0.09589624404907227,0.024707,0.001711 -v8-turbofan,mul256-gcolvin-drag-race,0.15494728088378906,0.045718,0.037048 -v8-turbofan,mul256-gcolvin-drag-race,0.15817594528198242,0.04581,0.034526 -v8-turbofan,mul256-gcolvin-drag-race,0.15332937240600586,0.045225,0.037551 -v8-turbofan,mul256-gcolvin-drag-race,0.15721797943115234,0.044458,0.037455 -v8-turbofan,mul256-gcolvin-drag-race,0.15074539184570312,0.043034,0.03221 -v8-turbofan,mul256-gcolvin-drag-race,0.14148759841918945,0.041054,0.033192 -v8-turbofan,mul256-gcolvin-drag-race,0.1429893970489502,0.045767,0.033362 -v8-turbofan,mul256-gcolvin-drag-race,0.14841532707214355,0.043104,0.038293 -v8-turbofan,mul256-gcolvin-drag-race,0.14489531517028809,0.041574,0.033658 -v8-turbofan,mul256-gcolvin-drag-race,0.14820241928100586,0.042941,0.035284 -v8-turbofan,mul256-gcolvin-drag-race,0.14962005615234375,0.0461,0.033338 -v8-turbofan,mul256-gcolvin-drag-race,0.15342330932617188,0.045461,0.034525 -v8-turbofan,mul256-gcolvin-drag-race,0.1452798843383789,0.040534,0.034243 -v8-turbofan,mul256-gcolvin-drag-race,0.1523733139038086,0.046455,0.035938 -v8-turbofan,mul256-gcolvin-drag-race,0.1565401554107666,0.04785,0.035897 -v8-turbofan,mul256-gcolvin-drag-race,0.15888237953186035,0.049236,0.03935 -v8-turbofan,mul256-gcolvin-drag-race,0.14809370040893555,0.042894,0.033698 -v8-turbofan,mul256-gcolvin-drag-race,0.15346765518188477,0.042577,0.038711 -v8-turbofan,mul256-gcolvin-drag-race,0.14749503135681152,0.044207,0.033129 -v8-turbofan,mul256-gcolvin-drag-race,0.15135860443115234,0.041478,0.037901 -v8-turbofan,mul256-gcolvin-drag-race,0.1486515998840332,0.042444,0.035732 -v8-turbofan,mul256-gcolvin-drag-race,0.1587507724761963,0.043622,0.035215 -v8-turbofan,mul256-gcolvin-drag-race,0.14872980117797852,0.04397,0.033642 -v8-turbofan,mul256-gcolvin-drag-race,0.14310693740844727,0.041778,0.033687 -v8-turbofan,mul256-gcolvin-drag-race,0.15738797187805176,0.049651,0.036126 -v8-turbofan,mul256-gcolvin-drag-race,0.14510631561279297,0.042238,0.032707 -v8-turbofan,mul256-gcolvin-drag-race,0.1514575481414795,0.043486,0.035041 -v8-turbofan,mul256-gcolvin-drag-race,0.17083477973937988,0.041361,0.044941 -v8-turbofan,mul256-gcolvin-drag-race,0.1542978286743164,0.04371,0.035314 -v8-turbofan,mul256-gcolvin-drag-race,0.15311145782470703,0.043491,0.038781 -v8-turbofan,mul256-gcolvin-drag-race,0.15210342407226562,0.04558,0.033257 -v8-turbofan,mul256-gcolvin-drag-race,0.17775583267211914,0.058033,0.042657 -v8-turbofan,mul256-gcolvin-drag-race,0.14625978469848633,0.04069,0.034245 -v8-turbofan,mul256-gcolvin-drag-race,0.15898370742797852,0.046803,0.03742 -v8-turbofan,mul256-gcolvin-drag-race,0.15958356857299805,0.046111,0.036868 -v8-turbofan,mul256-gcolvin-drag-race,0.16073083877563477,0.04658,0.036709 -v8-turbofan,mul256-gcolvin-drag-race,0.15567684173583984,0.048061,0.035402 -v8-turbofan,mul256-gcolvin-drag-race,0.16136908531188965,0.045206,0.03645 -v8-turbofan,mul256-gcolvin-drag-race,0.14379572868347168,0.041281,0.032983 -v8-turbofan,mul256-gcolvin-drag-race,0.1573781967163086,0.046011,0.038491 -v8-turbofan,mul256-gcolvin-drag-race,0.1739332675933838,0.053686,0.043029 -v8-turbofan,mul256-gcolvin-drag-race,0.15867877006530762,0.048173,0.036654 -v8-turbofan,mul256-gcolvin-drag-race,0.1649465560913086,0.052411,0.037677 -v8-turbofan,mul256-gcolvin-drag-race,0.16324901580810547,0.04732,0.041546 -v8-turbofan,mul256-gcolvin-drag-race,0.16544723510742188,0.052541,0.039352 -v8-turbofan,mul256-gcolvin-drag-race,0.15913128852844238,0.047212,0.036919 -v8-turbofan,mul256-gcolvin-drag-race,0.16395950317382812,0.049781,0.041402 -v8-turbofan,mul256-gcolvin-drag-race,0.16235136985778809,0.048422,0.038517 -v8-turbofan,mul256-gcolvin-drag-race,0.15961146354675293,0.04442,0.040662 -v8-turbofan,mul256-gcolvin-drag-race,0.15796923637390137,0.044737,0.038393 -v8-turbofan,blake2b-5610-bytes,0.08742690086364746,0.013814,3.3e-05 -v8-turbofan,blake2b-5610-bytes,0.09082269668579102,0.013127,3.5e-05 -v8-turbofan,blake2b-5610-bytes,0.09084343910217285,0.016178,4e-05 -v8-turbofan,blake2b-5610-bytes,0.0872952938079834,0.013557,4.1e-05 -v8-turbofan,blake2b-5610-bytes,0.08668112754821777,0.012488,4e-05 -v8-turbofan,blake2b-5610-bytes,0.08893251419067383,0.014151,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.08979034423828125,0.0145,3.9e-05 -v8-turbofan,blake2b-5610-bytes,0.0876471996307373,0.011933,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.08545923233032227,0.013137,3.4e-05 -v8-turbofan,blake2b-5610-bytes,0.09845137596130371,0.013909,3.4e-05 -v8-turbofan,blake2b-5610-bytes,0.08845949172973633,0.012637,4.6e-05 -v8-turbofan,blake2b-5610-bytes,0.10477256774902344,0.01368,5.8e-05 -v8-turbofan,blake2b-5610-bytes,0.09595274925231934,0.014794,3.8e-05 -v8-turbofan,blake2b-5610-bytes,0.09744811058044434,0.012609,5.3e-05 -v8-turbofan,blake2b-5610-bytes,0.08909749984741211,0.012691,3.3e-05 -v8-turbofan,blake2b-5610-bytes,0.08176255226135254,0.011905,3.4e-05 -v8-turbofan,blake2b-5610-bytes,0.08331298828125,0.013037,3.3e-05 -v8-turbofan,blake2b-5610-bytes,0.09012031555175781,0.012277,3.4e-05 -v8-turbofan,blake2b-5610-bytes,0.09168410301208496,0.013449,4.4e-05 -v8-turbofan,blake2b-5610-bytes,0.0859382152557373,0.013177,3.2e-05 -v8-turbofan,blake2b-5610-bytes,0.08886575698852539,0.013579,5.2e-05 -v8-turbofan,blake2b-5610-bytes,0.08886122703552246,0.012487,3.5e-05 -v8-turbofan,blake2b-5610-bytes,0.08864641189575195,0.015155,4.3e-05 -v8-turbofan,blake2b-5610-bytes,0.0959620475769043,0.013552,4.4e-05 -v8-turbofan,blake2b-5610-bytes,0.08731722831726074,0.014251,3.2e-05 -v8-turbofan,blake2b-5610-bytes,0.08712530136108398,0.012765,5.8e-05 -v8-turbofan,blake2b-5610-bytes,0.09202122688293457,0.013437,3.5e-05 -v8-turbofan,blake2b-5610-bytes,0.08181953430175781,0.012562,3.2e-05 -v8-turbofan,blake2b-5610-bytes,0.08574676513671875,0.015447,4.4e-05 -v8-turbofan,blake2b-5610-bytes,0.09597897529602051,0.013571,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.09360170364379883,0.015082,5.6e-05 -v8-turbofan,blake2b-5610-bytes,0.0845346450805664,0.012644,3.2e-05 -v8-turbofan,blake2b-5610-bytes,0.08997678756713867,0.012964,3.8e-05 -v8-turbofan,blake2b-5610-bytes,0.08561277389526367,0.012408,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.08928608894348145,0.015496,4.3e-05 -v8-turbofan,blake2b-5610-bytes,0.08889198303222656,0.012178,5.3e-05 -v8-turbofan,blake2b-5610-bytes,0.08811426162719727,0.012382,3.1e-05 -v8-turbofan,blake2b-5610-bytes,0.08327770233154297,0.012368,3.2e-05 -v8-turbofan,blake2b-5610-bytes,0.0795297622680664,0.014304,5e-05 -v8-turbofan,blake2b-5610-bytes,0.08837294578552246,0.012721,3.3e-05 -v8-turbofan,blake2b-5610-bytes,0.08254384994506836,0.014263,5.2e-05 -v8-turbofan,blake2b-5610-bytes,0.08515596389770508,0.012436,3.2e-05 -v8-turbofan,blake2b-5610-bytes,0.08610010147094727,0.015097,3.5e-05 -v8-turbofan,blake2b-5610-bytes,0.08487534523010254,0.012847,5.2e-05 -v8-turbofan,blake2b-5610-bytes,0.0859217643737793,0.014579,3.4e-05 -v8-turbofan,blake2b-5610-bytes,0.08969807624816895,0.014437,3.4e-05 -v8-turbofan,blake2b-5610-bytes,0.08606529235839844,0.012646,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.08393001556396484,0.012849,3.5e-05 -v8-turbofan,blake2b-5610-bytes,0.0847773551940918,0.012252,4.9e-05 -v8-turbofan,blake2b-5610-bytes,0.0853877067565918,0.013085,3.4e-05 -v8-turbofan,sha1-21896-bits,0.07122159004211426,0.006438,2.1e-05 -v8-turbofan,sha1-21896-bits,0.07204723358154297,0.007678,1.9e-05 -v8-turbofan,sha1-21896-bits,0.08814311027526855,0.008246,2.2e-05 -v8-turbofan,sha1-21896-bits,0.08151650428771973,0.008781,2.4e-05 -v8-turbofan,sha1-21896-bits,0.08604764938354492,0.009096,2.4e-05 -v8-turbofan,sha1-21896-bits,0.0848531723022461,0.007448,2.8e-05 -v8-turbofan,sha1-21896-bits,0.07445859909057617,0.008793,6.3e-05 -v8-turbofan,sha1-21896-bits,0.08333063125610352,0.009613,2.8e-05 -v8-turbofan,sha1-21896-bits,0.08193421363830566,0.006566,2.9e-05 -v8-turbofan,sha1-21896-bits,0.07093238830566406,0.008609,2e-05 -v8-turbofan,sha1-21896-bits,0.0792696475982666,0.008699,2.2e-05 -v8-turbofan,sha1-21896-bits,0.07789945602416992,0.008137,3.8e-05 -v8-turbofan,sha1-21896-bits,0.07736778259277344,0.007773,2.8e-05 -v8-turbofan,sha1-21896-bits,0.0802922248840332,0.009106,4e-05 -v8-turbofan,sha1-21896-bits,0.08743834495544434,0.007845,2.3e-05 -v8-turbofan,sha1-21896-bits,0.0828847885131836,0.009299,2.5e-05 -v8-turbofan,sha1-21896-bits,0.08231496810913086,0.007605,2.3e-05 -v8-turbofan,sha1-21896-bits,0.07754731178283691,0.007835,2.4e-05 -v8-turbofan,sha1-21896-bits,0.08512187004089355,0.007669,3.3e-05 -v8-turbofan,sha1-21896-bits,0.08350706100463867,0.008489,3.1e-05 -v8-turbofan,sha1-21896-bits,0.08562922477722168,0.009198,2.3e-05 -v8-turbofan,sha1-21896-bits,0.08279275894165039,0.008256,3e-05 -v8-turbofan,sha1-21896-bits,0.0904092788696289,0.007906,3.2e-05 -v8-turbofan,sha1-21896-bits,0.07636260986328125,0.007632,2e-05 -v8-turbofan,sha1-21896-bits,0.0769505500793457,0.008353,2.5e-05 -v8-turbofan,sha1-21896-bits,0.07913732528686523,0.007794,2.1e-05 -v8-turbofan,sha1-21896-bits,0.07625412940979004,0.00741,2.3e-05 -v8-turbofan,sha1-21896-bits,0.0769033432006836,0.0074,2e-05 -v8-turbofan,sha1-21896-bits,0.07710695266723633,0.00795,3.9e-05 -v8-turbofan,sha1-21896-bits,0.08244729042053223,0.008689,2.4e-05 -v8-turbofan,sha1-21896-bits,0.08280563354492188,0.006977,3.6e-05 -v8-turbofan,sha1-21896-bits,0.07609915733337402,0.006972,2e-05 -v8-turbofan,sha1-21896-bits,0.07818818092346191,0.006801,9.3e-05 -v8-turbofan,sha1-21896-bits,0.08149242401123047,0.009333,2.4e-05 -v8-turbofan,sha1-21896-bits,0.07388734817504883,0.007422,2e-05 -v8-turbofan,sha1-21896-bits,0.07986617088317871,0.009032,4e-05 -v8-turbofan,sha1-21896-bits,0.0888359546661377,0.006888,2.1e-05 -v8-turbofan,sha1-21896-bits,0.07876014709472656,0.008254,2.1e-05 -v8-turbofan,sha1-21896-bits,0.08025407791137695,0.009149,3.2e-05 -v8-turbofan,sha1-21896-bits,0.08093404769897461,0.008905,2.2e-05 -v8-turbofan,sha1-21896-bits,0.07788968086242676,0.008217,2.9e-05 -v8-turbofan,sha1-21896-bits,0.0808098316192627,0.009364,2.1e-05 -v8-turbofan,sha1-21896-bits,0.07594680786132812,0.007599,2.2e-05 -v8-turbofan,sha1-21896-bits,0.07785344123840332,0.008561,2.4e-05 -v8-turbofan,sha1-21896-bits,0.07463908195495605,0.00791,2.1e-05 -v8-turbofan,sha1-21896-bits,0.07255744934082031,0.007549,3.8e-05 -v8-turbofan,sha1-21896-bits,0.08129310607910156,0.00981,0.000216 -v8-turbofan,sha1-21896-bits,0.0763387680053711,0.006915,3.1e-05 -v8-turbofan,sha1-21896-bits,0.07018065452575684,0.006812,2e-05 -v8-turbofan,sha1-21896-bits,0.08016800880432129,0.00856,3.9e-05 -v8-turbofan,bn128_mul-cdetrio2,0.10187959671020508,0.022603,0.001342 -v8-turbofan,bn128_mul-cdetrio2,0.09701156616210938,0.022989,0.001583 -v8-turbofan,bn128_mul-cdetrio2,0.0868215560913086,0.022395,0.00118 -v8-turbofan,bn128_mul-cdetrio2,0.0899050235748291,0.022166,0.00147 -v8-turbofan,bn128_mul-cdetrio2,0.09955787658691406,0.026286,0.001271 -v8-turbofan,bn128_mul-cdetrio2,0.10443377494812012,0.025673,0.001439 -v8-turbofan,bn128_mul-cdetrio2,0.10491228103637695,0.026126,0.001408 -v8-turbofan,bn128_mul-cdetrio2,0.09666800498962402,0.024814,0.001868 -v8-turbofan,bn128_mul-cdetrio2,0.0864403247833252,0.021664,0.001296 -v8-turbofan,bn128_mul-cdetrio2,0.09424257278442383,0.027589,0.001404 -v8-turbofan,bn128_mul-cdetrio2,0.09399127960205078,0.022001,0.001372 -v8-turbofan,bn128_mul-cdetrio2,0.09971070289611816,0.02298,0.001235 -v8-turbofan,bn128_mul-cdetrio2,0.0967254638671875,0.024526,0.001587 -v8-turbofan,bn128_mul-cdetrio2,0.08713221549987793,0.022935,0.001255 -v8-turbofan,bn128_mul-cdetrio2,0.08553457260131836,0.02222,0.001328 -v8-turbofan,bn128_mul-cdetrio2,0.09843850135803223,0.028223,0.00137 -v8-turbofan,bn128_mul-cdetrio2,0.09973573684692383,0.025986,0.001513 -v8-turbofan,bn128_mul-cdetrio2,0.09028792381286621,0.022659,0.001302 -v8-turbofan,bn128_mul-cdetrio2,0.08576536178588867,0.021649,0.001481 -v8-turbofan,bn128_mul-cdetrio2,0.08704090118408203,0.020726,0.001418 -v8-turbofan,bn128_mul-cdetrio2,0.08644556999206543,0.021274,0.001214 -v8-turbofan,bn128_mul-cdetrio2,0.09600830078125,0.024725,0.001865 -v8-turbofan,bn128_mul-cdetrio2,0.09301280975341797,0.025671,0.001704 -v8-turbofan,bn128_mul-cdetrio2,0.08937215805053711,0.021535,0.001244 -v8-turbofan,bn128_mul-cdetrio2,0.09004092216491699,0.024037,0.00136 -v8-turbofan,bn128_mul-cdetrio2,0.09812664985656738,0.024796,0.001335 -v8-turbofan,bn128_mul-cdetrio2,0.10173463821411133,0.025061,0.001601 -v8-turbofan,bn128_mul-cdetrio2,0.08911848068237305,0.020973,0.001257 -v8-turbofan,bn128_mul-cdetrio2,0.08902335166931152,0.021944,0.001921 -v8-turbofan,bn128_mul-cdetrio2,0.08851194381713867,0.021921,0.001182 -v8-turbofan,bn128_mul-cdetrio2,0.08697080612182617,0.022989,0.001387 -v8-turbofan,bn128_mul-cdetrio2,0.08940339088439941,0.022053,0.001429 -v8-turbofan,bn128_mul-cdetrio2,0.09917831420898438,0.026775,0.001391 -v8-turbofan,bn128_mul-cdetrio2,0.10322976112365723,0.02623,0.00189 -v8-turbofan,bn128_mul-cdetrio2,0.09400343894958496,0.02292,0.001353 -v8-turbofan,bn128_mul-cdetrio2,0.09501862525939941,0.026705,0.001562 -v8-turbofan,bn128_mul-cdetrio2,0.0881350040435791,0.023081,0.001657 -v8-turbofan,bn128_mul-cdetrio2,0.09824728965759277,0.027307,0.00139 -v8-turbofan,bn128_mul-cdetrio2,0.08821773529052734,0.021494,0.001555 -v8-turbofan,bn128_mul-cdetrio2,0.09238028526306152,0.022528,0.001196 -v8-turbofan,bn128_mul-cdetrio2,0.09172821044921875,0.023872,0.00128 -v8-turbofan,bn128_mul-cdetrio2,0.08672022819519043,0.02203,0.001746 -v8-turbofan,bn128_mul-cdetrio2,0.0912480354309082,0.024394,0.001275 -v8-turbofan,bn128_mul-cdetrio2,0.10275101661682129,0.027221,0.001456 -v8-turbofan,bn128_mul-cdetrio2,0.08878254890441895,0.022008,0.001182 -v8-turbofan,bn128_mul-cdetrio2,0.08782267570495605,0.023436,0.001679 -v8-turbofan,bn128_mul-cdetrio2,0.09584188461303711,0.025242,0.001324 -v8-turbofan,bn128_mul-cdetrio2,0.0972602367401123,0.026675,0.001287 -v8-turbofan,bn128_mul-cdetrio2,0.10413098335266113,0.024508,0.001399 -v8-turbofan,bn128_mul-cdetrio2,0.09150481224060059,0.022003,0.00167 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.40848588943481445,0.171529,0.159549 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.38826608657836914,0.166931,0.147963 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3909645080566406,0.163362,0.154724 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.40666770935058594,0.16911,0.17116 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4229617118835449,0.186043,0.163376 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.38097548484802246,0.155981,0.155069 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.39224767684936523,0.168853,0.152821 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.39502668380737305,0.167039,0.157794 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4038236141204834,0.169372,0.161669 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4332880973815918,0.17655,0.176223 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4227256774902344,0.179457,0.165821 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.42258667945861816,0.180171,0.166215 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.42954182624816895,0.177721,0.168552 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4704556465148926,0.190951,0.183672 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.42667341232299805,0.177599,0.16868 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4182605743408203,0.173023,0.166111 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.43497204780578613,0.181426,0.174389 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4130575656890869,0.173374,0.160989 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4201474189758301,0.18457,0.159532 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4316098690032959,0.184294,0.170074 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.40894365310668945,0.172604,0.158419 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4033527374267578,0.170014,0.157521 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.40793943405151367,0.170371,0.165248 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4540259838104248,0.190737,0.185755 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.43430113792419434,0.176949,0.17811 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.41312575340270996,0.171211,0.165982 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3886845111846924,0.163062,0.154933 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3909769058227539,0.167916,0.153403 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3932657241821289,0.168886,0.154728 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.41886425018310547,0.17733,0.169108 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.40999317169189453,0.177255,0.160658 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.40727663040161133,0.174572,0.16216 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4355010986328125,0.182313,0.173105 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.42923927307128906,0.179336,0.173293 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.41406941413879395,0.178125,0.160554 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.39313244819641113,0.164069,0.156021 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3921787738800049,0.173794,0.149271 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.408721923828125,0.170193,0.157665 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4250454902648926,0.177432,0.174133 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3987593650817871,0.181651,0.148269 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3794283866882324,0.158607,0.150857 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3830902576446533,0.167699,0.149277 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4200477600097656,0.183463,0.160044 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3934493064880371,0.164135,0.157994 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4035649299621582,0.179801,0.15204 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3939054012298584,0.161069,0.164195 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3862581253051758,0.161541,0.156016 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4096238613128662,0.17746,0.156023 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.41369104385375977,0.168585,0.164694 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.4076504707336426,0.172265,0.162732 -v8-turbofan,bn128_mul-chfast2,0.09942626953125,0.025247,0.000912 -v8-turbofan,bn128_mul-chfast2,0.09906005859375,0.026069,0.000864 -v8-turbofan,bn128_mul-chfast2,0.10422658920288086,0.0272,0.000803 -v8-turbofan,bn128_mul-chfast2,0.10278701782226562,0.027911,0.001199 -v8-turbofan,bn128_mul-chfast2,0.10422563552856445,0.025691,0.000995 -v8-turbofan,bn128_mul-chfast2,0.10604095458984375,0.026359,0.000962 -v8-turbofan,bn128_mul-chfast2,0.10164642333984375,0.024761,0.000984 -v8-turbofan,bn128_mul-chfast2,0.09783291816711426,0.023451,0.001157 -v8-turbofan,bn128_mul-chfast2,0.09921669960021973,0.025071,0.000921 -v8-turbofan,bn128_mul-chfast2,0.0982828140258789,0.02492,0.001051 -v8-turbofan,bn128_mul-chfast2,0.10234928131103516,0.02661,0.000945 -v8-turbofan,bn128_mul-chfast2,0.0997011661529541,0.028178,0.000886 -v8-turbofan,bn128_mul-chfast2,0.09622430801391602,0.023537,0.000837 -v8-turbofan,bn128_mul-chfast2,0.09987783432006836,0.02827,0.001115 -v8-turbofan,bn128_mul-chfast2,0.09886312484741211,0.025775,0.00099 -v8-turbofan,bn128_mul-chfast2,0.10189223289489746,0.027122,0.001089 -v8-turbofan,bn128_mul-chfast2,0.10376882553100586,0.024655,0.000887 -v8-turbofan,bn128_mul-chfast2,0.1019899845123291,0.027309,0.00091 -v8-turbofan,bn128_mul-chfast2,0.10520291328430176,0.030934,0.000924 -v8-turbofan,bn128_mul-chfast2,0.10322165489196777,0.024232,0.000995 -v8-turbofan,bn128_mul-chfast2,0.09692835807800293,0.025297,0.000892 -v8-turbofan,bn128_mul-chfast2,0.09266138076782227,0.024418,0.000812 -v8-turbofan,bn128_mul-chfast2,0.09146881103515625,0.023324,0.001277 -v8-turbofan,bn128_mul-chfast2,0.0992574691772461,0.025763,0.001699 -v8-turbofan,bn128_mul-chfast2,0.09787893295288086,0.028418,0.000962 -v8-turbofan,bn128_mul-chfast2,0.10926938056945801,0.029086,0.001058 -v8-turbofan,bn128_mul-chfast2,0.10657382011413574,0.027657,0.000819 -v8-turbofan,bn128_mul-chfast2,0.10634779930114746,0.025507,0.000925 -v8-turbofan,bn128_mul-chfast2,0.09461736679077148,0.026718,0.000877 -v8-turbofan,bn128_mul-chfast2,0.09554171562194824,0.023514,0.000791 -v8-turbofan,bn128_mul-chfast2,0.09499812126159668,0.023855,0.000893 -v8-turbofan,bn128_mul-chfast2,0.09049773216247559,0.023261,0.000771 -v8-turbofan,bn128_mul-chfast2,0.09273099899291992,0.021115,0.00085 -v8-turbofan,bn128_mul-chfast2,0.0911259651184082,0.023047,0.000931 -v8-turbofan,bn128_mul-chfast2,0.09483194351196289,0.023009,0.000719 -v8-turbofan,bn128_mul-chfast2,0.09058427810668945,0.02353,0.000738 -v8-turbofan,bn128_mul-chfast2,0.09387898445129395,0.024005,0.000892 -v8-turbofan,bn128_mul-chfast2,0.09602499008178711,0.024345,0.00095 -v8-turbofan,bn128_mul-chfast2,0.11204123497009277,0.025316,0.001005 -v8-turbofan,bn128_mul-chfast2,0.10378289222717285,0.024787,0.000893 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-v8-turbofan,sha1-42488-bits,0.09247851371765137,0.014233,4.2e-05 -v8-turbofan,sha1-42488-bits,0.08940243721008301,0.013631,4.6e-05 -v8-turbofan,sha1-42488-bits,0.09580063819885254,0.013157,3.4e-05 -v8-turbofan,sha1-42488-bits,0.08726096153259277,0.011571,3.5e-05 -v8-turbofan,sha1-42488-bits,0.08764147758483887,0.012449,5.1e-05 -v8-turbofan,sha1-42488-bits,0.08962488174438477,0.014479,3.4e-05 -v8-turbofan,sha1-42488-bits,0.08785295486450195,0.012112,3.4e-05 -v8-turbofan,sha1-42488-bits,0.08922219276428223,0.0144,3.6e-05 -v8-turbofan,sha1-42488-bits,0.0876164436340332,0.011937,3e-05 -v8-turbofan,sha1-42488-bits,0.08955192565917969,0.01118,3.9e-05 -v8-turbofan,sha1-42488-bits,0.08951950073242188,0.012921,6e-05 -v8-turbofan,bn128_mul-cdetrio7,0.10428547859191895,0.02496,0.00131 -v8-turbofan,bn128_mul-cdetrio7,0.10938692092895508,0.027466,0.001599 -v8-turbofan,bn128_mul-cdetrio7,0.10486149787902832,0.027946,0.001726 -v8-turbofan,bn128_mul-cdetrio7,0.09885644912719727,0.024674,0.001468 -v8-turbofan,bn128_mul-cdetrio7,0.10576725006103516,0.023966,0.001537 -v8-turbofan,bn128_mul-cdetrio7,0.09981107711791992,0.025637,0.00129 -v8-turbofan,bn128_mul-cdetrio7,0.10594439506530762,0.026927,0.00159 -v8-turbofan,bn128_mul-cdetrio7,0.10004878044128418,0.024262,0.001726 -v8-turbofan,bn128_mul-cdetrio7,0.10545969009399414,0.027376,0.001411 -v8-turbofan,bn128_mul-cdetrio7,0.10520052909851074,0.024766,0.001359 -v8-turbofan,bn128_mul-cdetrio7,0.10416626930236816,0.026363,0.001587 -v8-turbofan,bn128_mul-cdetrio7,0.10687088966369629,0.026064,0.001893 -v8-turbofan,bn128_mul-cdetrio7,0.10894441604614258,0.025948,0.001341 -v8-turbofan,bn128_mul-cdetrio7,0.10761475563049316,0.031262,0.002262 -v8-turbofan,bn128_mul-cdetrio7,0.10504317283630371,0.024798,0.001749 -v8-turbofan,bn128_mul-cdetrio7,0.10425400733947754,0.02618,0.001754 -v8-turbofan,bn128_mul-cdetrio7,0.1072230339050293,0.027113,0.001354 -v8-turbofan,bn128_mul-cdetrio7,0.10154485702514648,0.025965,0.001573 -v8-turbofan,bn128_mul-cdetrio7,0.1050419807434082,0.026181,0.001673 -v8-turbofan,bn128_mul-cdetrio7,0.10407447814941406,0.025349,0.001559 -v8-turbofan,bn128_mul-cdetrio7,0.11456489562988281,0.035532,0.001371 -v8-turbofan,bn128_mul-cdetrio7,0.09787511825561523,0.025968,0.001293 -v8-turbofan,bn128_mul-cdetrio7,0.09794354438781738,0.02449,0.001655 -v8-turbofan,bn128_mul-cdetrio7,0.10716581344604492,0.027761,0.001505 -v8-turbofan,bn128_mul-cdetrio7,0.1095268726348877,0.027427,0.001648 -v8-turbofan,bn128_mul-cdetrio7,0.10371088981628418,0.025631,0.001525 -v8-turbofan,bn128_mul-cdetrio7,0.11711549758911133,0.029117,0.001662 -v8-turbofan,bn128_mul-cdetrio7,0.11694073677062988,0.029058,0.002226 -v8-turbofan,bn128_mul-cdetrio7,0.10856246948242188,0.025864,0.001575 -v8-turbofan,bn128_mul-cdetrio7,0.10932731628417969,0.025544,0.00151 -v8-turbofan,bn128_mul-cdetrio7,0.10203194618225098,0.024991,0.001599 -v8-turbofan,bn128_mul-cdetrio7,0.0998678207397461,0.024029,0.001441 -v8-turbofan,bn128_mul-cdetrio7,0.10099196434020996,0.028097,0.001496 -v8-turbofan,bn128_mul-cdetrio7,0.10268592834472656,0.025427,0.001406 -v8-turbofan,bn128_mul-cdetrio7,0.10238337516784668,0.025425,0.002151 -v8-turbofan,bn128_mul-cdetrio7,0.10544610023498535,0.025579,0.001571 -v8-turbofan,bn128_mul-cdetrio7,0.10754132270812988,0.031335,0.001633 -v8-turbofan,bn128_mul-cdetrio7,0.10803580284118652,0.025623,0.00126 -v8-turbofan,bn128_mul-cdetrio7,0.10046815872192383,0.025212,0.001462 -v8-turbofan,bn128_mul-cdetrio7,0.10268402099609375,0.02664,0.001442 -v8-turbofan,bn128_mul-cdetrio7,0.0966033935546875,0.024019,0.001326 -v8-turbofan,bn128_mul-cdetrio7,0.09695196151733398,0.024119,0.001314 -v8-turbofan,bn128_mul-cdetrio7,0.11287450790405273,0.031363,0.001496 -v8-turbofan,bn128_mul-cdetrio7,0.10515022277832031,0.025659,0.00159 -v8-turbofan,bn128_mul-cdetrio7,0.0987706184387207,0.024238,0.001333 -v8-turbofan,bn128_mul-cdetrio7,0.10312438011169434,0.026765,0.001735 -v8-turbofan,bn128_mul-cdetrio7,0.11021900177001953,0.027066,0.001608 -v8-turbofan,bn128_mul-cdetrio7,0.10887980461120605,0.027231,0.00152 -v8-turbofan,bn128_mul-cdetrio7,0.10548114776611328,0.027424,0.001429 -v8-turbofan,bn128_mul-cdetrio7,0.09142088890075684,0.023046,0.001333 -v8-turbofan,bn128_add-cdetrio10,0.10571742057800293,0.026038,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.09602713584899902,0.027206,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.09007787704467773,0.023611,1.7e-05 -v8-turbofan,bn128_add-cdetrio10,0.09264421463012695,0.024607,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.09518218040466309,0.028271,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.09706377983093262,0.025183,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.09099960327148438,0.024636,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.0934453010559082,0.02368,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.09438896179199219,0.023312,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.09050559997558594,0.023225,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.10069632530212402,0.025602,2.3e-05 -v8-turbofan,bn128_add-cdetrio10,0.09765911102294922,0.026037,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.09973621368408203,0.028978,2.4e-05 -v8-turbofan,bn128_add-cdetrio10,0.1018073558807373,0.028691,2.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.09435486793518066,0.025171,4.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.10049629211425781,0.023376,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.09775590896606445,0.027501,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.0968620777130127,0.023963,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.10374093055725098,0.029577,4.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.09963083267211914,0.024352,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.10496377944946289,0.030157,3.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.10612940788269043,0.023986,2.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.0959012508392334,0.027366,3e-05 -v8-turbofan,bn128_add-cdetrio10,0.09823822975158691,0.026681,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.09442949295043945,0.025948,2.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.09691691398620605,0.027442,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.09074091911315918,0.024385,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.09127163887023926,0.024844,2.5e-05 -v8-turbofan,bn128_add-cdetrio10,0.09064483642578125,0.024947,2.4e-05 -v8-turbofan,bn128_add-cdetrio10,0.08779525756835938,0.022437,2.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.09167218208312988,0.024261,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.0985262393951416,0.023474,2.4e-05 -v8-turbofan,bn128_add-cdetrio10,0.09979486465454102,0.02583,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.08667278289794922,0.022874,2.5e-05 -v8-turbofan,bn128_add-cdetrio10,0.09754085540771484,0.024881,3e-05 -v8-turbofan,bn128_add-cdetrio10,0.09067273139953613,0.023672,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.10118985176086426,0.027392,2.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.09134125709533691,0.025196,4.4e-05 -v8-turbofan,bn128_add-cdetrio10,0.09539961814880371,0.024379,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.0917367935180664,0.02354,1.7e-05 -v8-turbofan,bn128_add-cdetrio10,0.08648252487182617,0.023039,2.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.0940394401550293,0.026515,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.09830594062805176,0.025379,3.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.09484243392944336,0.024688,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.09289836883544922,0.025631,3.7e-05 -v8-turbofan,bn128_add-cdetrio10,0.09233689308166504,0.022645,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.09880352020263672,0.023542,3.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.10223627090454102,0.024501,2.4e-05 -v8-turbofan,bn128_add-cdetrio10,0.09469127655029297,0.02419,3.3e-05 -v8-turbofan,bn128_add-cdetrio10,0.09650540351867676,0.02397,2.1e-05 -v8-interpreter,modexp-nagydani-1-square,0.08093833923339844,0.006913,0.004361 -v8-interpreter,modexp-nagydani-1-square,0.08013582229614258,0.00715,0.005073 -v8-interpreter,modexp-nagydani-1-square,0.08839654922485352,0.007576,0.004559 -v8-interpreter,modexp-nagydani-1-square,0.0824577808380127,0.007609,0.003542 -v8-interpreter,modexp-nagydani-1-square,0.07398390769958496,0.006624,0.003291 -v8-interpreter,modexp-nagydani-1-square,0.08170127868652344,0.00653,0.003415 -v8-interpreter,modexp-nagydani-1-square,0.07804465293884277,0.007822,0.003723 -v8-interpreter,modexp-nagydani-1-square,0.07580161094665527,0.007261,0.003558 -v8-interpreter,modexp-nagydani-1-square,0.08694624900817871,0.007078,0.00363 -v8-interpreter,modexp-nagydani-1-square,0.08566665649414062,0.007081,0.003528 -v8-interpreter,modexp-nagydani-1-square,0.07718300819396973,0.008174,0.0035 -v8-interpreter,modexp-nagydani-1-square,0.07554197311401367,0.006251,0.003288 -v8-interpreter,modexp-nagydani-1-square,0.07922577857971191,0.006431,0.004284 -v8-interpreter,modexp-nagydani-1-square,0.07230710983276367,0.006345,0.003306 -v8-interpreter,modexp-nagydani-1-square,0.07600116729736328,0.008169,0.004567 -v8-interpreter,modexp-nagydani-1-square,0.08853697776794434,0.007612,0.003706 -v8-interpreter,modexp-nagydani-1-square,0.0786893367767334,0.006865,0.004205 -v8-interpreter,modexp-nagydani-1-square,0.0762031078338623,0.006585,0.003513 -v8-interpreter,modexp-nagydani-1-square,0.08018302917480469,0.006799,0.003938 -v8-interpreter,modexp-nagydani-1-square,0.07730317115783691,0.006458,0.003864 -v8-interpreter,modexp-nagydani-1-square,0.07371354103088379,0.00613,0.003357 -v8-interpreter,modexp-nagydani-1-square,0.08984637260437012,0.007177,0.003854 -v8-interpreter,modexp-nagydani-1-square,0.08742856979370117,0.015371,0.003501 -v8-interpreter,modexp-nagydani-1-square,0.07663440704345703,0.006198,0.00396 -v8-interpreter,modexp-nagydani-1-square,0.07266998291015625,0.00639,0.003642 -v8-interpreter,modexp-nagydani-1-square,0.08039474487304688,0.007043,0.003421 -v8-interpreter,modexp-nagydani-1-square,0.08346414566040039,0.008256,0.003426 -v8-interpreter,modexp-nagydani-1-square,0.09138298034667969,0.008076,0.003629 -v8-interpreter,modexp-nagydani-1-square,0.08200550079345703,0.006537,0.003682 -v8-interpreter,modexp-nagydani-1-square,0.07935285568237305,0.006698,0.003753 -v8-interpreter,modexp-nagydani-1-square,0.07999658584594727,0.006974,0.003534 -v8-interpreter,modexp-nagydani-1-square,0.07734107971191406,0.006493,0.003546 -v8-interpreter,modexp-nagydani-1-square,0.07369518280029297,0.00692,0.00382 -v8-interpreter,modexp-nagydani-1-square,0.09302210807800293,0.007571,0.010817 -v8-interpreter,modexp-nagydani-1-square,0.08196115493774414,0.00658,0.00357 -v8-interpreter,modexp-nagydani-1-square,0.07956671714782715,0.007381,0.003583 -v8-interpreter,modexp-nagydani-1-square,0.07849526405334473,0.006855,0.004434 -v8-interpreter,modexp-nagydani-1-square,0.07558703422546387,0.007051,0.003369 -v8-interpreter,modexp-nagydani-1-square,0.07769298553466797,0.00686,0.003187 -v8-interpreter,modexp-nagydani-1-square,0.08754229545593262,0.008742,0.004208 -v8-interpreter,modexp-nagydani-1-square,0.0884239673614502,0.00662,0.004537 -v8-interpreter,modexp-nagydani-1-square,0.08614015579223633,0.006978,0.0038 -v8-interpreter,modexp-nagydani-1-square,0.07996010780334473,0.008213,0.004477 -v8-interpreter,modexp-nagydani-1-square,0.07483696937561035,0.00657,0.003539 -v8-interpreter,modexp-nagydani-1-square,0.07643699645996094,0.006367,0.003446 -v8-interpreter,modexp-nagydani-1-square,0.08196473121643066,0.008717,0.004728 -v8-interpreter,modexp-nagydani-1-square,0.08000731468200684,0.006486,0.003608 -v8-interpreter,modexp-nagydani-1-square,0.07324814796447754,0.006019,0.004027 -v8-interpreter,modexp-nagydani-1-square,0.08258509635925293,0.008204,0.003923 -v8-interpreter,modexp-nagydani-1-square,0.07890701293945312,0.006702,0.003619 -v8-interpreter,ecpairing,11.904934167861938,0.01053,11.828242 -v8-interpreter,ecpairing,12.662823677062988,0.013064,12.566386 -v8-interpreter,ecpairing,11.399847269058228,0.01187,11.31352 -v8-interpreter,ecpairing,11.727017402648926,0.011521,11.637958 -v8-interpreter,ecpairing,12.958566904067993,0.011663,12.872307 -v8-interpreter,bn128_mul-chfast1,0.14405465126037598,0.004622,0.060201 -v8-interpreter,bn128_mul-chfast1,0.1413431167602539,0.003901,0.053445 -v8-interpreter,bn128_mul-chfast1,0.13449525833129883,0.004517,0.051861 -v8-interpreter,bn128_mul-chfast1,0.13333916664123535,0.003957,0.053667 -v8-interpreter,bn128_mul-chfast1,0.136735200881958,0.00476,0.055139 -v8-interpreter,bn128_mul-chfast1,0.13136529922485352,0.004215,0.053031 -v8-interpreter,bn128_mul-chfast1,0.13725900650024414,0.00404,0.055313 -v8-interpreter,bn128_mul-chfast1,0.1304030418395996,0.004236,0.0523 -v8-interpreter,bn128_mul-chfast1,0.13967514038085938,0.003969,0.055754 -v8-interpreter,bn128_mul-chfast1,0.1349470615386963,0.003943,0.054798 -v8-interpreter,bn128_mul-chfast1,0.15769505500793457,0.004026,0.066242 -v8-interpreter,bn128_mul-chfast1,0.14731574058532715,0.004437,0.069233 -v8-interpreter,bn128_mul-chfast1,0.1650404930114746,0.00664,0.063905 -v8-interpreter,bn128_mul-chfast1,0.1383981704711914,0.004596,0.05426 -v8-interpreter,bn128_mul-chfast1,0.13954591751098633,0.004414,0.056783 -v8-interpreter,bn128_mul-chfast1,0.139664888381958,0.005081,0.05544 -v8-interpreter,bn128_mul-chfast1,0.13885045051574707,0.004247,0.055651 -v8-interpreter,bn128_mul-chfast1,0.13738727569580078,0.005737,0.056629 -v8-interpreter,bn128_mul-chfast1,0.14349007606506348,0.00417,0.057639 -v8-interpreter,bn128_mul-chfast1,0.15234375,0.004141,0.070277 -v8-interpreter,bn128_mul-chfast1,0.14678430557250977,0.005096,0.056826 -v8-interpreter,bn128_mul-chfast1,0.1357862949371338,0.003964,0.056428 -v8-interpreter,bn128_mul-chfast1,0.13887524604797363,0.004108,0.051459 -v8-interpreter,bn128_mul-chfast1,0.13313674926757812,0.00521,0.053665 -v8-interpreter,bn128_mul-chfast1,0.13279986381530762,0.004205,0.053946 -v8-interpreter,bn128_mul-chfast1,0.14139056205749512,0.004423,0.059979 -v8-interpreter,bn128_mul-chfast1,0.14388418197631836,0.0041,0.059423 -v8-interpreter,bn128_mul-chfast1,0.13819265365600586,0.004339,0.05849 -v8-interpreter,bn128_mul-chfast1,0.15746188163757324,0.004237,0.062871 -v8-interpreter,bn128_mul-chfast1,0.14860868453979492,0.004194,0.056947 -v8-interpreter,bn128_mul-chfast1,0.13425827026367188,0.004288,0.052771 -v8-interpreter,bn128_mul-chfast1,0.1306619644165039,0.003811,0.053946 -v8-interpreter,bn128_mul-chfast1,0.12883973121643066,0.004219,0.051972 -v8-interpreter,bn128_mul-chfast1,0.13140034675598145,0.004909,0.056298 -v8-interpreter,bn128_mul-chfast1,0.1409745216369629,0.006077,0.059341 -v8-interpreter,bn128_mul-chfast1,0.14551448822021484,0.004081,0.057323 -v8-interpreter,bn128_mul-chfast1,0.13535118103027344,0.004072,0.055084 -v8-interpreter,bn128_mul-chfast1,0.1390383243560791,0.004207,0.054786 -v8-interpreter,bn128_mul-chfast1,0.13662147521972656,0.004524,0.05597 -v8-interpreter,bn128_mul-chfast1,0.1356947422027588,0.004464,0.053898 -v8-interpreter,bn128_mul-chfast1,0.1412668228149414,0.004299,0.056659 -v8-interpreter,bn128_mul-chfast1,0.13679075241088867,0.004217,0.055271 -v8-interpreter,bn128_mul-chfast1,0.1366279125213623,0.004624,0.055386 -v8-interpreter,bn128_mul-chfast1,0.14093327522277832,0.004252,0.057909 -v8-interpreter,bn128_mul-chfast1,0.14523696899414062,0.00407,0.059777 -v8-interpreter,bn128_mul-chfast1,0.14124250411987305,0.004507,0.056802 -v8-interpreter,bn128_mul-chfast1,0.14612841606140137,0.004177,0.05527 -v8-interpreter,bn128_mul-chfast1,0.1346902847290039,0.004433,0.05208 -v8-interpreter,bn128_mul-chfast1,0.14408278465270996,0.004292,0.060991 -v8-interpreter,bn128_mul-chfast1,0.13850164413452148,0.004505,0.057473 -v8-interpreter,ed25519-verify-ten-inputs,0.9230475425720215,0.013065,0.833108 -v8-interpreter,ed25519-verify-ten-inputs,0.9459061622619629,0.013453,0.858184 -v8-interpreter,ed25519-verify-ten-inputs,0.9371864795684814,0.01299,0.848553 -v8-interpreter,ed25519-verify-ten-inputs,0.9525318145751953,0.013828,0.857512 -v8-interpreter,ed25519-verify-ten-inputs,0.9032297134399414,0.013122,0.812425 -v8-interpreter,ed25519-verify-ten-inputs,0.8706626892089844,0.012386,0.787844 -v8-interpreter,ed25519-verify-ten-inputs,0.9145994186401367,0.011624,0.830101 -v8-interpreter,ed25519-verify-ten-inputs,0.9540872573852539,0.012862,0.870573 -v8-interpreter,ed25519-verify-ten-inputs,0.9751369953155518,0.014046,0.876478 -v8-interpreter,ed25519-verify-ten-inputs,0.8606882095336914,0.012197,0.769555 -v8-interpreter,ed25519-verify-ten-inputs,0.9579858779907227,0.017084,0.863244 -v8-interpreter,ed25519-verify-ten-inputs,0.9039413928985596,0.011473,0.812369 -v8-interpreter,ed25519-verify-ten-inputs,0.8166000843048096,0.012135,0.738472 -v8-interpreter,ed25519-verify-ten-inputs,0.9091553688049316,0.011648,0.823748 -v8-interpreter,ed25519-verify-ten-inputs,0.8691222667694092,0.012315,0.784544 -v8-interpreter,ed25519-verify-ten-inputs,0.833380937576294,0.011649,0.749871 -v8-interpreter,ed25519-verify-ten-inputs,0.8581652641296387,0.01051,0.781333 -v8-interpreter,ed25519-verify-ten-inputs,0.8162219524383545,0.013925,0.734938 -v8-interpreter,ed25519-verify-ten-inputs,0.8251900672912598,0.012179,0.742394 -v8-interpreter,ed25519-verify-ten-inputs,0.8197102546691895,0.011944,0.736161 -v8-interpreter,ed25519-verify-ten-inputs,0.8516557216644287,0.009832,0.775091 -v8-interpreter,ed25519-verify-ten-inputs,0.8424174785614014,0.011682,0.760511 -v8-interpreter,ed25519-verify-ten-inputs,0.8469254970550537,0.011147,0.765433 -v8-interpreter,ed25519-verify-ten-inputs,0.854602575302124,0.01122,0.762467 -v8-interpreter,ed25519-verify-ten-inputs,0.8247385025024414,0.012648,0.74243 -v8-interpreter,ed25519-verify-ten-inputs,0.8146951198577881,0.011316,0.727621 -v8-interpreter,ed25519-verify-ten-inputs,0.8835656642913818,0.013929,0.803738 -v8-interpreter,ed25519-verify-ten-inputs,0.8658356666564941,0.011135,0.772726 -v8-interpreter,ed25519-verify-ten-inputs,0.8234930038452148,0.011127,0.744507 -v8-interpreter,ed25519-verify-ten-inputs,0.8348040580749512,0.01188,0.751352 -v8-interpreter,ed25519-verify-ten-inputs,0.8476047515869141,0.012774,0.765773 -v8-interpreter,ed25519-verify-ten-inputs,0.8348860740661621,0.013308,0.748029 -v8-interpreter,ed25519-verify-ten-inputs,0.8258459568023682,0.01061,0.75069 -v8-interpreter,ed25519-verify-ten-inputs,0.8191928863525391,0.012621,0.738429 -v8-interpreter,ed25519-verify-ten-inputs,0.8503522872924805,0.010302,0.770414 -v8-interpreter,ed25519-verify-ten-inputs,0.8594856262207031,0.011925,0.779277 -v8-interpreter,ed25519-verify-ten-inputs,0.8188402652740479,0.012048,0.740321 -v8-interpreter,ed25519-verify-ten-inputs,0.8905208110809326,0.01352,0.799088 -v8-interpreter,ed25519-verify-ten-inputs,0.8355345726013184,0.009886,0.759877 -v8-interpreter,ed25519-verify-ten-inputs,0.8262202739715576,0.011203,0.748508 -v8-interpreter,ed25519-verify-ten-inputs,0.8629353046417236,0.015221,0.771705 -v8-interpreter,ed25519-verify-ten-inputs,0.8296976089477539,0.011237,0.751986 -v8-interpreter,ed25519-verify-ten-inputs,0.8487699031829834,0.0127,0.766952 -v8-interpreter,ed25519-verify-ten-inputs,0.8236470222473145,0.010638,0.746995 -v8-interpreter,ed25519-verify-ten-inputs,0.8440039157867432,0.0104,0.765126 -v8-interpreter,ed25519-verify-ten-inputs,0.8206143379211426,0.010176,0.741703 -v8-interpreter,ed25519-verify-ten-inputs,0.9043233394622803,0.013471,0.820094 -v8-interpreter,ed25519-verify-ten-inputs,0.8352527618408203,0.011017,0.758825 -v8-interpreter,ed25519-verify-ten-inputs,0.9292221069335938,0.0121,0.84133 -v8-interpreter,ed25519-verify-ten-inputs,0.9085006713867188,0.012102,0.824096 -v8-interpreter,bn128_pairing-ten_point_match_1,13.386703968048096,0.010358,13.306354 -v8-interpreter,bn128_pairing-ten_point_match_1,13.47041940689087,0.010413,13.38687 -v8-interpreter,bn128_pairing-ten_point_match_1,13.605022192001343,0.011028,13.515863 -v8-interpreter,bn128_pairing-ten_point_match_1,12.745505094528198,0.009517,12.669677 -v8-interpreter,bn128_pairing-one_point,2.815826416015625,0.009668,2.738134 -v8-interpreter,bn128_pairing-one_point,2.8996646404266357,0.011385,2.81672 -v8-interpreter,bn128_pairing-one_point,3.0689127445220947,0.011324,2.980346 -v8-interpreter,bn128_pairing-one_point,2.8730244636535645,0.009783,2.792552 -v8-interpreter,bn128_pairing-one_point,2.7291433811187744,0.011423,2.63993 -v8-interpreter,bn128_pairing-one_point,2.7684476375579834,0.010731,2.683871 -v8-interpreter,bn128_pairing-one_point,2.723644971847534,0.010005,2.644062 -v8-interpreter,bn128_pairing-one_point,2.7668497562408447,0.009476,2.691148 -v8-interpreter,bn128_pairing-one_point,2.7775468826293945,0.011811,2.694297 -v8-interpreter,bn128_pairing-one_point,2.8287062644958496,0.011465,2.741528 -v8-interpreter,bn128_pairing-one_point,2.803267478942871,0.010531,2.720637 -v8-interpreter,bn128_pairing-one_point,2.9060261249542236,0.011589,2.817011 -v8-interpreter,bn128_pairing-one_point,3.072110652923584,0.01127,2.981384 -v8-interpreter,bn128_pairing-one_point,2.964385509490967,0.011806,2.877493 -v8-interpreter,bn128_pairing-one_point,2.988095998764038,0.009448,2.912545 -v8-interpreter,bn128_pairing-one_point,3.0706217288970947,0.011667,2.981296 -v8-interpreter,bn128_pairing-one_point,2.910140037536621,0.010847,2.82733 -v8-interpreter,bn128_pairing-one_point,2.728058338165283,0.010339,2.651543 -v8-interpreter,bn128_pairing-one_point,2.7868106365203857,0.011705,2.709668 -v8-interpreter,bn128_pairing-one_point,2.7091152667999268,0.010167,2.628984 -v8-interpreter,bn128_pairing-one_point,2.782761812210083,0.011477,2.701319 -v8-interpreter,bn128_pairing-two_point_match_2,3.5843472480773926,0.010809,3.498295 -v8-interpreter,bn128_pairing-two_point_match_2,3.5357062816619873,0.012878,3.449861 -v8-interpreter,bn128_pairing-two_point_match_2,3.5615100860595703,0.011912,3.473743 -v8-interpreter,bn128_pairing-two_point_match_2,3.5800201892852783,0.012037,3.489365 -v8-interpreter,bn128_pairing-two_point_match_2,3.6140191555023193,0.011852,3.526399 -v8-interpreter,bn128_pairing-two_point_match_2,3.584447145462036,0.012355,3.488974 -v8-interpreter,bn128_pairing-two_point_match_2,3.605705976486206,0.012762,3.51831 -v8-interpreter,bn128_pairing-two_point_match_2,3.503170967102051,0.013113,3.415013 -v8-interpreter,bn128_pairing-two_point_match_2,3.531405210494995,0.011198,3.446604 -v8-interpreter,bn128_pairing-two_point_match_2,3.5820419788360596,0.01124,3.489276 -v8-interpreter,bn128_pairing-two_point_match_2,3.7591068744659424,0.012039,3.672829 -v8-interpreter,bn128_pairing-two_point_match_2,3.513619899749756,0.011513,3.425821 -v8-interpreter,bn128_pairing-two_point_match_2,3.6202750205993652,0.011464,3.528975 -v8-interpreter,bn128_pairing-two_point_match_2,3.595839023590088,0.011963,3.508192 -v8-interpreter,bn128_pairing-two_point_match_2,3.5898208618164062,0.01146,3.498001 -v8-interpreter,bn128_pairing-two_point_match_2,3.5572102069854736,0.011482,3.466987 -v8-interpreter,bn128_pairing-two_point_match_2,3.5208208560943604,0.011473,3.430616 -v8-interpreter,sha1-10808-bits,0.06944441795349121,0.00278,0.001073 -v8-interpreter,sha1-10808-bits,0.06589746475219727,0.002424,0.000871 -v8-interpreter,sha1-10808-bits,0.06924009323120117,0.002418,0.000977 -v8-interpreter,sha1-10808-bits,0.07414364814758301,0.002328,0.00092 -v8-interpreter,sha1-10808-bits,0.07030868530273438,0.002764,0.001039 -v8-interpreter,sha1-10808-bits,0.07822322845458984,0.002643,0.001017 -v8-interpreter,sha1-10808-bits,0.07485580444335938,0.002428,0.00096 -v8-interpreter,sha1-10808-bits,0.06697416305541992,0.002549,0.000851 -v8-interpreter,sha1-10808-bits,0.06800365447998047,0.002229,0.00125 -v8-interpreter,sha1-10808-bits,0.06879878044128418,0.002311,0.000869 -v8-interpreter,sha1-10808-bits,0.06812858581542969,0.002119,0.000903 -v8-interpreter,sha1-10808-bits,0.06535792350769043,0.002888,0.000843 -v8-interpreter,sha1-10808-bits,0.07128500938415527,0.002054,0.000834 -v8-interpreter,sha1-10808-bits,0.07317543029785156,0.002387,0.001011 -v8-interpreter,sha1-10808-bits,0.07170462608337402,0.002647,0.001444 -v8-interpreter,sha1-10808-bits,0.07245111465454102,0.002722,0.001039 -v8-interpreter,sha1-10808-bits,0.08594918251037598,0.007175,0.001443 -v8-interpreter,sha1-10808-bits,0.08584928512573242,0.002882,0.000979 -v8-interpreter,sha1-10808-bits,0.08094215393066406,0.002669,0.001384 -v8-interpreter,sha1-10808-bits,0.07432126998901367,0.002694,0.000988 -v8-interpreter,sha1-10808-bits,0.07697153091430664,0.002456,0.001121 -v8-interpreter,sha1-10808-bits,0.08207488059997559,0.002701,0.001115 -v8-interpreter,sha1-10808-bits,0.07780075073242188,0.00275,0.001355 -v8-interpreter,sha1-10808-bits,0.07989096641540527,0.002581,0.001055 -v8-interpreter,sha1-10808-bits,0.07527756690979004,0.002844,0.000936 -v8-interpreter,sha1-10808-bits,0.07735729217529297,0.002618,0.001408 -v8-interpreter,sha1-10808-bits,0.08461928367614746,0.002556,0.001141 -v8-interpreter,sha1-10808-bits,0.07759571075439453,0.002772,0.001067 -v8-interpreter,sha1-10808-bits,0.08059406280517578,0.002886,0.001284 -v8-interpreter,sha1-10808-bits,0.07940793037414551,0.002532,0.0011 -v8-interpreter,sha1-10808-bits,0.0832512378692627,0.003251,0.001156 -v8-interpreter,sha1-10808-bits,0.08098864555358887,0.002663,0.001204 -v8-interpreter,sha1-10808-bits,0.07783365249633789,0.002536,0.001095 -v8-interpreter,sha1-10808-bits,0.08040881156921387,0.002417,0.001122 -v8-interpreter,sha1-10808-bits,0.08234143257141113,0.002558,0.001107 -v8-interpreter,sha1-10808-bits,0.08022451400756836,0.003502,0.001314 -v8-interpreter,sha1-10808-bits,0.08401179313659668,0.002441,0.001005 -v8-interpreter,sha1-10808-bits,0.08291482925415039,0.002614,0.001115 -v8-interpreter,sha1-10808-bits,0.08313274383544922,0.003042,0.001025 -v8-interpreter,sha1-10808-bits,0.07719922065734863,0.002718,0.001026 -v8-interpreter,sha1-10808-bits,0.08232879638671875,0.002252,0.000875 -v8-interpreter,sha1-10808-bits,0.06599926948547363,0.002307,0.001318 -v8-interpreter,sha1-10808-bits,0.06801700592041016,0.002706,0.000987 -v8-interpreter,sha1-10808-bits,0.08839941024780273,0.002458,0.001165 -v8-interpreter,sha1-10808-bits,0.0776071548461914,0.002182,0.001258 -v8-interpreter,sha1-10808-bits,0.06926178932189941,0.002218,0.001144 -v8-interpreter,sha1-10808-bits,0.06881165504455566,0.002198,0.0009 -v8-interpreter,sha1-10808-bits,0.07827901840209961,0.008491,0.001456 -v8-interpreter,sha1-10808-bits,0.07760977745056152,0.002431,0.001311 -v8-interpreter,sha1-10808-bits,0.07190465927124023,0.002243,0.000954 -v8-interpreter,modexp-eip_example1,0.1461474895477295,0.007906,0.064729 -v8-interpreter,modexp-eip_example1,0.13953423500061035,0.006722,0.065487 -v8-interpreter,modexp-eip_example1,0.1393585205078125,0.007282,0.062801 -v8-interpreter,modexp-eip_example1,0.1439807415008545,0.007709,0.069978 -v8-interpreter,modexp-eip_example1,0.13702106475830078,0.005852,0.065925 -v8-interpreter,modexp-eip_example1,0.1403968334197998,0.006309,0.068372 -v8-interpreter,modexp-eip_example1,0.14952826499938965,0.007176,0.071731 -v8-interpreter,modexp-eip_example1,0.14159846305847168,0.006494,0.064267 -v8-interpreter,modexp-eip_example1,0.15541386604309082,0.00671,0.076344 -v8-interpreter,modexp-eip_example1,0.14859271049499512,0.007165,0.070067 -v8-interpreter,modexp-eip_example1,0.15488481521606445,0.007796,0.073162 -v8-interpreter,modexp-eip_example1,0.13993215560913086,0.007826,0.063966 -v8-interpreter,modexp-eip_example1,0.13790440559387207,0.007134,0.065404 -v8-interpreter,modexp-eip_example1,0.14030718803405762,0.007213,0.063005 -v8-interpreter,modexp-eip_example1,0.1410846710205078,0.008293,0.062977 -v8-interpreter,modexp-eip_example1,0.1344454288482666,0.006073,0.065975 -v8-interpreter,modexp-eip_example1,0.13251638412475586,0.006585,0.061114 -v8-interpreter,modexp-eip_example1,0.15050172805786133,0.008771,0.072244 -v8-interpreter,modexp-eip_example1,0.14100861549377441,0.00665,0.065701 -v8-interpreter,modexp-eip_example1,0.13562822341918945,0.00637,0.063468 -v8-interpreter,modexp-eip_example1,0.12967705726623535,0.00624,0.05932 -v8-interpreter,modexp-eip_example1,0.1401984691619873,0.006488,0.071466 -v8-interpreter,modexp-eip_example1,0.154738187789917,0.006651,0.067652 -v8-interpreter,modexp-eip_example1,0.1494441032409668,0.007461,0.068806 -v8-interpreter,modexp-eip_example1,0.14458084106445312,0.007338,0.068512 -v8-interpreter,modexp-eip_example1,0.14731550216674805,0.007141,0.061738 -v8-interpreter,modexp-eip_example1,0.13928437232971191,0.007361,0.06722 -v8-interpreter,modexp-eip_example1,0.13716363906860352,0.007262,0.062127 -v8-interpreter,modexp-eip_example1,0.1462690830230713,0.007286,0.071378 -v8-interpreter,modexp-eip_example1,0.1419062614440918,0.006919,0.065192 -v8-interpreter,modexp-eip_example1,0.14511370658874512,0.006731,0.071956 -v8-interpreter,modexp-eip_example1,0.14806723594665527,0.007977,0.06905 -v8-interpreter,modexp-eip_example1,0.14975666999816895,0.00698,0.068305 -v8-interpreter,modexp-eip_example1,0.146043062210083,0.007125,0.069307 -v8-interpreter,modexp-eip_example1,0.14258646965026855,0.007219,0.065392 -v8-interpreter,modexp-eip_example1,0.15857839584350586,0.007896,0.073941 -v8-interpreter,modexp-eip_example1,0.13739919662475586,0.007641,0.063122 -v8-interpreter,modexp-eip_example1,0.1385495662689209,0.006238,0.068242 -v8-interpreter,modexp-eip_example1,0.1474018096923828,0.008654,0.068816 -v8-interpreter,modexp-eip_example1,0.16144704818725586,0.00741,0.070615 -v8-interpreter,modexp-eip_example1,0.14035868644714355,0.00716,0.06329 -v8-interpreter,modexp-eip_example1,0.14814543724060059,0.006769,0.07033 -v8-interpreter,modexp-eip_example1,0.15203452110290527,0.008419,0.07582 -v8-interpreter,modexp-eip_example1,0.14532923698425293,0.006723,0.06624 -v8-interpreter,modexp-eip_example1,0.15187954902648926,0.007581,0.068288 -v8-interpreter,modexp-eip_example1,0.1433556079864502,0.008109,0.066536 -v8-interpreter,modexp-eip_example1,0.16174983978271484,0.006765,0.07257 -v8-interpreter,modexp-eip_example1,0.15228796005249023,0.009031,0.068224 -v8-interpreter,modexp-eip_example1,0.13509082794189453,0.006473,0.061237 -v8-interpreter,modexp-eip_example1,0.13980460166931152,0.006505,0.071656 -v8-interpreter,guido-fuzzer-find-1,0.07303881645202637,0.001795,0.000283 -v8-interpreter,guido-fuzzer-find-1,0.07059359550476074,0.001528,0.000317 -v8-interpreter,guido-fuzzer-find-1,0.07047700881958008,0.001696,0.000282 -v8-interpreter,guido-fuzzer-find-1,0.0733799934387207,0.0017,0.000309 -v8-interpreter,guido-fuzzer-find-1,0.07055258750915527,0.001723,0.000341 -v8-interpreter,guido-fuzzer-find-1,0.07419180870056152,0.00166,0.000357 -v8-interpreter,guido-fuzzer-find-1,0.07459807395935059,0.002077,0.000381 -v8-interpreter,guido-fuzzer-find-1,0.08376336097717285,0.001604,0.000329 -v8-interpreter,guido-fuzzer-find-1,0.06796407699584961,0.00199,0.000289 -v8-interpreter,guido-fuzzer-find-1,0.0656731128692627,0.001578,0.000333 -v8-interpreter,guido-fuzzer-find-1,0.07176399230957031,0.001654,0.000451 -v8-interpreter,guido-fuzzer-find-1,0.06776952743530273,0.002045,0.000304 -v8-interpreter,guido-fuzzer-find-1,0.0691518783569336,0.001714,0.000278 -v8-interpreter,guido-fuzzer-find-1,0.06845259666442871,0.001552,0.000349 -v8-interpreter,guido-fuzzer-find-1,0.06875085830688477,0.001547,0.000316 -v8-interpreter,guido-fuzzer-find-1,0.06420207023620605,0.001594,0.000374 -v8-interpreter,guido-fuzzer-find-1,0.0641939640045166,0.001792,0.000327 -v8-interpreter,guido-fuzzer-find-1,0.06836676597595215,0.002025,0.000621 -v8-interpreter,guido-fuzzer-find-1,0.07205986976623535,0.001921,0.000417 -v8-interpreter,guido-fuzzer-find-1,0.06292605400085449,0.001565,0.000271 -v8-interpreter,guido-fuzzer-find-1,0.06435036659240723,0.001546,0.000326 -v8-interpreter,guido-fuzzer-find-1,0.06896615028381348,0.001881,0.00038 -v8-interpreter,guido-fuzzer-find-1,0.08234715461730957,0.002147,0.000314 -v8-interpreter,guido-fuzzer-find-1,0.06416630744934082,0.001548,0.000287 -v8-interpreter,guido-fuzzer-find-1,0.08012509346008301,0.001812,0.000325 -v8-interpreter,guido-fuzzer-find-1,0.07847237586975098,0.001624,0.000304 -v8-interpreter,guido-fuzzer-find-1,0.06638932228088379,0.001596,0.000268 -v8-interpreter,guido-fuzzer-find-1,0.06523752212524414,0.001887,0.000426 -v8-interpreter,guido-fuzzer-find-1,0.06557631492614746,0.001571,0.000347 -v8-interpreter,guido-fuzzer-find-1,0.06957793235778809,0.00166,0.000282 -v8-interpreter,guido-fuzzer-find-1,0.06335568428039551,0.001607,0.000296 -v8-interpreter,guido-fuzzer-find-1,0.06524968147277832,0.001478,0.000372 -v8-interpreter,guido-fuzzer-find-1,0.07261133193969727,0.001623,0.000276 -v8-interpreter,guido-fuzzer-find-1,0.06572675704956055,0.001498,0.000274 -v8-interpreter,guido-fuzzer-find-1,0.06282258033752441,0.001464,0.000534 -v8-interpreter,guido-fuzzer-find-1,0.06604290008544922,0.001585,0.000278 -v8-interpreter,guido-fuzzer-find-1,0.06981730461120605,0.001406,0.000282 -v8-interpreter,guido-fuzzer-find-1,0.06398391723632812,0.001535,0.000276 -v8-interpreter,guido-fuzzer-find-1,0.06780338287353516,0.0015,0.000269 -v8-interpreter,guido-fuzzer-find-1,0.06891155242919922,0.001545,0.00033 -v8-interpreter,guido-fuzzer-find-1,0.07051730155944824,0.001615,0.00027 -v8-interpreter,guido-fuzzer-find-1,0.0712900161743164,0.001693,0.000326 -v8-interpreter,guido-fuzzer-find-1,0.06847810745239258,0.001878,0.000321 -v8-interpreter,guido-fuzzer-find-1,0.0679619312286377,0.001769,0.000271 -v8-interpreter,guido-fuzzer-find-1,0.06894230842590332,0.002186,0.000305 -v8-interpreter,guido-fuzzer-find-1,0.07191228866577148,0.001775,0.000325 -v8-interpreter,guido-fuzzer-find-1,0.07502961158752441,0.001747,0.000339 -v8-interpreter,guido-fuzzer-find-1,0.0742197036743164,0.001609,0.00032 -v8-interpreter,guido-fuzzer-find-1,0.06686639785766602,0.002017,0.000316 -v8-interpreter,guido-fuzzer-find-1,0.06525540351867676,0.001607,0.000342 -v8-interpreter,bn128_mul-cdetrio12,0.2550811767578125,0.003733,0.183643 -v8-interpreter,bn128_mul-cdetrio12,0.239729642868042,0.004065,0.16662 -v8-interpreter,bn128_mul-cdetrio12,0.25022387504577637,0.003656,0.178817 -v8-interpreter,bn128_mul-cdetrio12,0.24820494651794434,0.003499,0.173918 -v8-interpreter,bn128_mul-cdetrio12,0.25640082359313965,0.003689,0.182977 -v8-interpreter,bn128_mul-cdetrio12,0.24392390251159668,0.003663,0.173457 -v8-interpreter,bn128_mul-cdetrio12,0.2663426399230957,0.004243,0.183066 -v8-interpreter,bn128_mul-cdetrio12,0.259352445602417,0.004109,0.180606 -v8-interpreter,bn128_mul-cdetrio12,0.2566986083984375,0.003471,0.187015 -v8-interpreter,bn128_mul-cdetrio12,0.26183605194091797,0.003603,0.18902 -v8-interpreter,bn128_mul-cdetrio12,0.2627716064453125,0.003663,0.180024 -v8-interpreter,bn128_mul-cdetrio12,0.2480792999267578,0.004115,0.175729 -v8-interpreter,bn128_mul-cdetrio12,0.2750241756439209,0.004042,0.195497 -v8-interpreter,bn128_mul-cdetrio12,0.24255728721618652,0.00453,0.164376 -v8-interpreter,bn128_mul-cdetrio12,0.2529451847076416,0.004421,0.179844 -v8-interpreter,bn128_mul-cdetrio12,0.24610304832458496,0.004137,0.172561 -v8-interpreter,bn128_mul-cdetrio12,0.25161099433898926,0.003788,0.18132 -v8-interpreter,bn128_mul-cdetrio12,0.24265432357788086,0.003774,0.171078 -v8-interpreter,bn128_mul-cdetrio12,0.2516763210296631,0.003966,0.179274 -v8-interpreter,bn128_mul-cdetrio12,0.24155354499816895,0.003812,0.17224 -v8-interpreter,bn128_mul-cdetrio12,0.25392627716064453,0.004039,0.175269 -v8-interpreter,bn128_mul-cdetrio12,0.24938225746154785,0.0038,0.17372 -v8-interpreter,bn128_mul-cdetrio12,0.24671578407287598,0.003319,0.176909 -v8-interpreter,bn128_mul-cdetrio12,0.2379601001739502,0.003735,0.167879 -v8-interpreter,bn128_mul-cdetrio12,0.2506864070892334,0.003382,0.180807 -v8-interpreter,bn128_mul-cdetrio12,0.24550271034240723,0.004063,0.173179 -v8-interpreter,bn128_mul-cdetrio12,0.24831724166870117,0.003233,0.179895 -v8-interpreter,bn128_mul-cdetrio12,0.24442148208618164,0.003666,0.176806 -v8-interpreter,bn128_mul-cdetrio12,0.25132226943969727,0.00351,0.175863 -v8-interpreter,bn128_mul-cdetrio12,0.25809526443481445,0.004243,0.181953 -v8-interpreter,bn128_mul-cdetrio12,0.2466118335723877,0.003373,0.173831 -v8-interpreter,bn128_mul-cdetrio12,0.24602651596069336,0.003676,0.177053 -v8-interpreter,bn128_mul-cdetrio12,0.2686767578125,0.004174,0.194637 -v8-interpreter,bn128_mul-cdetrio12,0.2465827465057373,0.003446,0.169585 -v8-interpreter,bn128_mul-cdetrio12,0.24313712120056152,0.003468,0.174303 -v8-interpreter,bn128_mul-cdetrio12,0.26352787017822266,0.003877,0.186367 -v8-interpreter,bn128_mul-cdetrio12,0.2604382038116455,0.004225,0.191343 -v8-interpreter,bn128_mul-cdetrio12,0.25573134422302246,0.003746,0.186933 -v8-interpreter,bn128_mul-cdetrio12,0.257495641708374,0.0034,0.187311 -v8-interpreter,bn128_mul-cdetrio12,0.2414698600769043,0.003842,0.173191 -v8-interpreter,bn128_mul-cdetrio12,0.26353001594543457,0.003611,0.192186 -v8-interpreter,bn128_mul-cdetrio12,0.24850153923034668,0.003538,0.175839 -v8-interpreter,bn128_mul-cdetrio12,0.24253225326538086,0.003607,0.174606 -v8-interpreter,bn128_mul-cdetrio12,0.23898839950561523,0.003504,0.171461 -v8-interpreter,bn128_mul-cdetrio12,0.2532169818878174,0.003836,0.173528 -v8-interpreter,bn128_mul-cdetrio12,0.24943757057189941,0.003868,0.172297 -v8-interpreter,bn128_mul-cdetrio12,0.23919415473937988,0.003722,0.17031 -v8-interpreter,bn128_mul-cdetrio12,0.253124475479126,0.00388,0.171055 -v8-interpreter,bn128_mul-cdetrio12,0.26004505157470703,0.0039,0.186187 -v8-interpreter,bn128_mul-cdetrio12,0.25348639488220215,0.003468,0.172988 -v8-interpreter,modexp-nagydani-1-qube,0.07476520538330078,0.007205,0.003943 -v8-interpreter,modexp-nagydani-1-qube,0.08153295516967773,0.008325,0.004293 -v8-interpreter,modexp-nagydani-1-qube,0.08138370513916016,0.006655,0.003829 -v8-interpreter,modexp-nagydani-1-qube,0.07958173751831055,0.006124,0.004094 -v8-interpreter,modexp-nagydani-1-qube,0.07649111747741699,0.006895,0.004313 -v8-interpreter,modexp-nagydani-1-qube,0.07809138298034668,0.007422,0.005002 -v8-interpreter,modexp-nagydani-1-qube,0.08185982704162598,0.006851,0.004372 -v8-interpreter,modexp-nagydani-1-qube,0.08570456504821777,0.007382,0.00413 -v8-interpreter,modexp-nagydani-1-qube,0.07960391044616699,0.006464,0.004179 -v8-interpreter,modexp-nagydani-1-qube,0.07699346542358398,0.006857,0.004499 -v8-interpreter,modexp-nagydani-1-qube,0.0909268856048584,0.006569,0.009833 -v8-interpreter,modexp-nagydani-1-qube,0.09023189544677734,0.006913,0.014157 -v8-interpreter,modexp-nagydani-1-qube,0.07872295379638672,0.006454,0.00383 -v8-interpreter,modexp-nagydani-1-qube,0.07860732078552246,0.00975,0.005279 -v8-interpreter,modexp-nagydani-1-qube,0.07794451713562012,0.00637,0.00348 -v8-interpreter,modexp-nagydani-1-qube,0.07527899742126465,0.006625,0.003646 -v8-interpreter,modexp-nagydani-1-qube,0.07493257522583008,0.007165,0.003922 -v8-interpreter,modexp-nagydani-1-qube,0.07293891906738281,0.006892,0.003938 -v8-interpreter,modexp-nagydani-1-qube,0.07402300834655762,0.006378,0.004714 -v8-interpreter,modexp-nagydani-1-qube,0.0777587890625,0.005929,0.004452 -v8-interpreter,modexp-nagydani-1-qube,0.08151531219482422,0.006758,0.005658 -v8-interpreter,modexp-nagydani-1-qube,0.0799109935760498,0.006624,0.003883 -v8-interpreter,modexp-nagydani-1-qube,0.07355403900146484,0.006042,0.003841 -v8-interpreter,modexp-nagydani-1-qube,0.09604477882385254,0.019874,0.005342 -v8-interpreter,modexp-nagydani-1-qube,0.08088064193725586,0.007409,0.004174 -v8-interpreter,modexp-nagydani-1-qube,0.08302545547485352,0.007027,0.004189 -v8-interpreter,modexp-nagydani-1-qube,0.0891420841217041,0.009416,0.004095 -v8-interpreter,modexp-nagydani-1-qube,0.08333587646484375,0.007635,0.004866 -v8-interpreter,modexp-nagydani-1-qube,0.08403325080871582,0.007874,0.004101 -v8-interpreter,modexp-nagydani-1-qube,0.07426857948303223,0.007009,0.003913 -v8-interpreter,modexp-nagydani-1-qube,0.07678914070129395,0.007176,0.004127 -v8-interpreter,modexp-nagydani-1-qube,0.07776784896850586,0.006907,0.003831 -v8-interpreter,modexp-nagydani-1-qube,0.08348298072814941,0.006613,0.00376 -v8-interpreter,modexp-nagydani-1-qube,0.08087491989135742,0.007255,0.003492 -v8-interpreter,modexp-nagydani-1-qube,0.07582354545593262,0.006238,0.003534 -v8-interpreter,modexp-nagydani-1-qube,0.07273173332214355,0.006608,0.003968 -v8-interpreter,modexp-nagydani-1-qube,0.07761859893798828,0.006466,0.003851 -v8-interpreter,modexp-nagydani-1-qube,0.07616925239562988,0.006037,0.003583 -v8-interpreter,modexp-nagydani-1-qube,0.0817270278930664,0.007116,0.004887 -v8-interpreter,modexp-nagydani-1-qube,0.09099769592285156,0.008212,0.004239 -v8-interpreter,modexp-nagydani-1-qube,0.08518195152282715,0.00744,0.004365 -v8-interpreter,modexp-nagydani-1-qube,0.07983779907226562,0.005963,0.004459 -v8-interpreter,modexp-nagydani-1-qube,0.07491707801818848,0.00637,0.003955 -v8-interpreter,modexp-nagydani-1-qube,0.08028030395507812,0.006117,0.004318 -v8-interpreter,modexp-nagydani-1-qube,0.08900141716003418,0.007167,0.004057 -v8-interpreter,modexp-nagydani-1-qube,0.08617663383483887,0.006673,0.004458 -v8-interpreter,modexp-nagydani-1-qube,0.07807302474975586,0.006313,0.003653 -v8-interpreter,modexp-nagydani-1-qube,0.0743565559387207,0.006554,0.003751 -v8-interpreter,modexp-nagydani-1-qube,0.07861447334289551,0.007228,0.003774 -v8-interpreter,modexp-nagydani-1-qube,0.07639646530151367,0.006692,0.00426 -v8-interpreter,bls12-381-aggreg-64-pubkeys-verify-sig,15.705156087875366,0.03872,15.59144 -v8-interpreter,bls12-381-aggreg-64-pubkeys-verify-sig,15.08048391342163,0.041107,14.968704 -v8-interpreter,bls12-381-aggreg-64-pubkeys-verify-sig,15.006195068359375,0.035579,14.901809 -v8-interpreter,bls12-381-aggreg-64-pubkeys-verify-sig,15.415181159973145,0.036593,15.308945 -v8-interpreter,bn128_mul-cdetrio6,0.28973817825317383,0.003471,0.218748 -v8-interpreter,bn128_mul-cdetrio6,0.2804384231567383,0.003512,0.212919 -v8-interpreter,bn128_mul-cdetrio6,0.2934842109680176,0.003413,0.219424 -v8-interpreter,bn128_mul-cdetrio6,0.27005577087402344,0.003643,0.201173 -v8-interpreter,bn128_mul-cdetrio6,0.2819695472717285,0.003535,0.20503 -v8-interpreter,bn128_mul-cdetrio6,0.288801908493042,0.003606,0.210691 -v8-interpreter,bn128_mul-cdetrio6,0.2738180160522461,0.004476,0.196294 -v8-interpreter,bn128_mul-cdetrio6,0.3022909164428711,0.004,0.212512 -v8-interpreter,bn128_mul-cdetrio6,0.28725624084472656,0.003834,0.211851 -v8-interpreter,bn128_mul-cdetrio6,0.2954678535461426,0.003484,0.223335 -v8-interpreter,bn128_mul-cdetrio6,0.29564595222473145,0.00367,0.222607 -v8-interpreter,bn128_mul-cdetrio6,0.3083980083465576,0.00474,0.216467 -v8-interpreter,bn128_mul-cdetrio6,0.3001222610473633,0.004153,0.220799 -v8-interpreter,bn128_mul-cdetrio6,0.27709031105041504,0.005349,0.202823 -v8-interpreter,bn128_mul-cdetrio6,0.27803850173950195,0.003618,0.207866 -v8-interpreter,bn128_mul-cdetrio6,0.2691957950592041,0.003645,0.199887 -v8-interpreter,bn128_mul-cdetrio6,0.28321290016174316,0.003824,0.209529 -v8-interpreter,bn128_mul-cdetrio6,0.29111194610595703,0.003506,0.215431 -v8-interpreter,bn128_mul-cdetrio6,0.29427433013916016,0.004554,0.215051 -v8-interpreter,bn128_mul-cdetrio6,0.2897827625274658,0.003413,0.208615 -v8-interpreter,bn128_mul-cdetrio6,0.27968287467956543,0.00436,0.207058 -v8-interpreter,bn128_mul-cdetrio6,0.30174708366394043,0.003921,0.218188 -v8-interpreter,bn128_mul-cdetrio6,0.27273058891296387,0.003781,0.203368 -v8-interpreter,bn128_mul-cdetrio6,0.31581997871398926,0.003835,0.240208 -v8-interpreter,bn128_mul-cdetrio6,0.29654455184936523,0.003896,0.221104 -v8-interpreter,bn128_mul-cdetrio6,0.28230834007263184,0.004041,0.209872 -v8-interpreter,bn128_mul-cdetrio6,0.29906725883483887,0.003862,0.225865 -v8-interpreter,bn128_mul-cdetrio6,0.2794485092163086,0.003829,0.20413 -v8-interpreter,bn128_mul-cdetrio6,0.30728960037231445,0.003751,0.234 -v8-interpreter,bn128_mul-cdetrio6,0.2830517292022705,0.004315,0.2068 -v8-interpreter,bn128_mul-cdetrio6,0.2970006465911865,0.003728,0.217981 -v8-interpreter,bn128_mul-cdetrio6,0.2851564884185791,0.003201,0.210751 -v8-interpreter,bn128_mul-cdetrio6,0.28607916831970215,0.004234,0.210273 -v8-interpreter,bn128_mul-cdetrio6,0.2814607620239258,0.003363,0.205661 -v8-interpreter,bn128_mul-cdetrio6,0.26812243461608887,0.003789,0.199242 -v8-interpreter,bn128_mul-cdetrio6,0.2967205047607422,0.003378,0.222984 -v8-interpreter,bn128_mul-cdetrio6,0.26535797119140625,0.003401,0.192256 -v8-interpreter,bn128_mul-cdetrio6,0.3079338073730469,0.004099,0.230185 -v8-interpreter,bn128_mul-cdetrio6,0.2775840759277344,0.003566,0.207851 -v8-interpreter,bn128_mul-cdetrio6,0.26990270614624023,0.003437,0.196306 -v8-interpreter,bn128_mul-cdetrio6,0.2771267890930176,0.003501,0.206711 -v8-interpreter,bn128_mul-cdetrio6,0.27354931831359863,0.004306,0.196736 -v8-interpreter,bn128_mul-cdetrio6,0.28015637397766113,0.00386,0.210931 -v8-interpreter,bn128_mul-cdetrio6,0.2836635112762451,0.003263,0.213186 -v8-interpreter,bn128_mul-cdetrio6,0.27483367919921875,0.003452,0.206002 -v8-interpreter,bn128_mul-cdetrio6,0.27220702171325684,0.003596,0.200159 -v8-interpreter,bn128_mul-cdetrio6,0.2906825542449951,0.003941,0.214298 -v8-interpreter,bn128_mul-cdetrio6,0.29300737380981445,0.005341,0.211899 -v8-interpreter,bn128_mul-cdetrio6,0.2742934226989746,0.003605,0.19766 -v8-interpreter,bn128_mul-cdetrio6,0.28389644622802734,0.004021,0.214554 -v8-interpreter,blake2b-2805-bytes,0.07925128936767578,0.006953,0.001944 -v8-interpreter,blake2b-2805-bytes,0.08238792419433594,0.006207,0.002031 -v8-interpreter,blake2b-2805-bytes,0.08511233329772949,0.006966,0.00246 -v8-interpreter,blake2b-2805-bytes,0.08133554458618164,0.006725,0.002038 -v8-interpreter,blake2b-2805-bytes,0.07960367202758789,0.006178,0.001862 -v8-interpreter,blake2b-2805-bytes,0.07772660255432129,0.006109,0.00207 -v8-interpreter,blake2b-2805-bytes,0.084564208984375,0.00694,0.002536 -v8-interpreter,blake2b-2805-bytes,0.08241009712219238,0.006606,0.001972 -v8-interpreter,blake2b-2805-bytes,0.0816354751586914,0.006073,0.002183 -v8-interpreter,blake2b-2805-bytes,0.08437418937683105,0.006073,0.002203 -v8-interpreter,blake2b-2805-bytes,0.08458471298217773,0.007033,0.001956 -v8-interpreter,blake2b-2805-bytes,0.0848240852355957,0.006464,0.002286 -v8-interpreter,blake2b-2805-bytes,0.08295917510986328,0.00675,0.004353 -v8-interpreter,blake2b-2805-bytes,0.08307194709777832,0.006284,0.002029 -v8-interpreter,blake2b-2805-bytes,0.08236455917358398,0.005743,0.00178 -v8-interpreter,blake2b-2805-bytes,0.07466292381286621,0.005956,0.001853 -v8-interpreter,blake2b-2805-bytes,0.07459783554077148,0.00595,0.001931 -v8-interpreter,blake2b-2805-bytes,0.07033538818359375,0.005303,0.001873 -v8-interpreter,blake2b-2805-bytes,0.07359695434570312,0.006542,0.002421 -v8-interpreter,blake2b-2805-bytes,0.0772240161895752,0.006706,0.00256 -v8-interpreter,blake2b-2805-bytes,0.08071398735046387,0.006466,0.00301 -v8-interpreter,blake2b-2805-bytes,0.07598757743835449,0.005972,0.002494 -v8-interpreter,blake2b-2805-bytes,0.07670283317565918,0.005967,0.002372 -v8-interpreter,blake2b-2805-bytes,0.07539153099060059,0.005944,0.00176 -v8-interpreter,blake2b-2805-bytes,0.0732126235961914,0.006603,0.00232 -v8-interpreter,blake2b-2805-bytes,0.07913088798522949,0.005705,0.001981 -v8-interpreter,blake2b-2805-bytes,0.07036089897155762,0.005733,0.001747 -v8-interpreter,blake2b-2805-bytes,0.08419275283813477,0.006233,0.002367 -v8-interpreter,blake2b-2805-bytes,0.0805368423461914,0.005806,0.00221 -v8-interpreter,blake2b-2805-bytes,0.08092427253723145,0.006487,0.001938 -v8-interpreter,blake2b-2805-bytes,0.07077264785766602,0.005803,0.001807 -v8-interpreter,blake2b-2805-bytes,0.07480669021606445,0.005021,0.001776 -v8-interpreter,blake2b-2805-bytes,0.08599352836608887,0.008481,0.002528 -v8-interpreter,blake2b-2805-bytes,0.07669401168823242,0.005778,0.00259 -v8-interpreter,blake2b-2805-bytes,0.08620095252990723,0.007001,0.002053 -v8-interpreter,blake2b-2805-bytes,0.08461880683898926,0.00769,0.002427 -v8-interpreter,blake2b-2805-bytes,0.08782458305358887,0.008243,0.002498 -v8-interpreter,blake2b-2805-bytes,0.08499598503112793,0.006397,0.001867 -v8-interpreter,blake2b-2805-bytes,0.08675432205200195,0.006425,0.002141 -v8-interpreter,blake2b-2805-bytes,0.08152365684509277,0.006657,0.002295 -v8-interpreter,blake2b-2805-bytes,0.08430814743041992,0.007467,0.002749 -v8-interpreter,blake2b-2805-bytes,0.08088207244873047,0.007393,0.002089 -v8-interpreter,blake2b-2805-bytes,0.08158564567565918,0.006939,0.002102 -v8-interpreter,blake2b-2805-bytes,0.08700156211853027,0.010046,0.001995 -v8-interpreter,blake2b-2805-bytes,0.09586691856384277,0.006022,0.001853 -v8-interpreter,blake2b-2805-bytes,0.08576536178588867,0.00663,0.00236 -v8-interpreter,blake2b-2805-bytes,0.09230875968933105,0.007575,0.002272 -v8-interpreter,blake2b-2805-bytes,0.08042550086975098,0.006472,0.001902 -v8-interpreter,blake2b-2805-bytes,0.08081793785095215,0.005858,0.001903 -v8-interpreter,blake2b-2805-bytes,0.07644844055175781,0.005772,0.001868 -v8-interpreter,bn128_mul-chfast3,0.24973297119140625,0.003707,0.179516 -v8-interpreter,bn128_mul-chfast3,0.2480335235595703,0.003258,0.17573 -v8-interpreter,bn128_mul-chfast3,0.26256871223449707,0.003803,0.190005 -v8-interpreter,bn128_mul-chfast3,0.25302696228027344,0.003486,0.175148 -v8-interpreter,bn128_mul-chfast3,0.26450276374816895,0.003434,0.19304 -v8-interpreter,bn128_mul-chfast3,0.2526967525482178,0.003956,0.176685 -v8-interpreter,bn128_mul-chfast3,0.27221202850341797,0.004037,0.198521 -v8-interpreter,bn128_mul-chfast3,0.2606351375579834,0.004519,0.186167 -v8-interpreter,bn128_mul-chfast3,0.2619953155517578,0.003729,0.192271 -v8-interpreter,bn128_mul-chfast3,0.2621152400970459,0.003725,0.183812 -v8-interpreter,bn128_mul-chfast3,0.27118492126464844,0.003557,0.196525 -v8-interpreter,bn128_mul-chfast3,0.2623469829559326,0.003368,0.18933 -v8-interpreter,bn128_mul-chfast3,0.2833552360534668,0.004117,0.205674 -v8-interpreter,bn128_mul-chfast3,0.27015018463134766,0.004315,0.193141 -v8-interpreter,bn128_mul-chfast3,0.2788717746734619,0.004042,0.201193 -v8-interpreter,bn128_mul-chfast3,0.28359436988830566,0.004604,0.208037 -v8-interpreter,bn128_mul-chfast3,0.2809743881225586,0.005227,0.198468 -v8-interpreter,bn128_mul-chfast3,0.26067638397216797,0.003744,0.183037 -v8-interpreter,bn128_mul-chfast3,0.26948070526123047,0.003876,0.189272 -v8-interpreter,bn128_mul-chfast3,0.30139636993408203,0.008954,0.22171 -v8-interpreter,bn128_mul-chfast3,0.24875283241271973,0.003997,0.174085 -v8-interpreter,bn128_mul-chfast3,0.25005650520324707,0.003467,0.178099 -v8-interpreter,bn128_mul-chfast3,0.24903464317321777,0.004954,0.175712 -v8-interpreter,bn128_mul-chfast3,0.25357961654663086,0.003737,0.183432 -v8-interpreter,bn128_mul-chfast3,0.24339509010314941,0.003743,0.172842 -v8-interpreter,bn128_mul-chfast3,0.284085750579834,0.003688,0.208259 -v8-interpreter,bn128_mul-chfast3,0.2516045570373535,0.003663,0.17981 -v8-interpreter,bn128_mul-chfast3,0.26578831672668457,0.00386,0.1926 -v8-interpreter,bn128_mul-chfast3,0.24523687362670898,0.003365,0.178679 -v8-interpreter,bn128_mul-chfast3,0.24561357498168945,0.003253,0.177902 -v8-interpreter,bn128_mul-chfast3,0.2597510814666748,0.003552,0.188541 -v8-interpreter,bn128_mul-chfast3,0.27090978622436523,0.003697,0.195517 -v8-interpreter,bn128_mul-chfast3,0.26496171951293945,0.003518,0.190445 -v8-interpreter,bn128_mul-chfast3,0.28050661087036133,0.003801,0.203153 -v8-interpreter,bn128_mul-chfast3,0.2470231056213379,0.003768,0.175365 -v8-interpreter,bn128_mul-chfast3,0.27120518684387207,0.003287,0.190896 -v8-interpreter,bn128_mul-chfast3,0.2569692134857178,0.003892,0.184833 -v8-interpreter,bn128_mul-chfast3,0.2685408592224121,0.003476,0.191039 -v8-interpreter,bn128_mul-chfast3,0.2698836326599121,0.00403,0.196317 -v8-interpreter,bn128_mul-chfast3,0.277418851852417,0.004688,0.19045 -v8-interpreter,bn128_mul-chfast3,0.2617452144622803,0.003459,0.187997 -v8-interpreter,bn128_mul-chfast3,0.26154327392578125,0.003523,0.185192 -v8-interpreter,bn128_mul-chfast3,0.2701854705810547,0.003885,0.18623 -v8-interpreter,bn128_mul-chfast3,0.266709566116333,0.00357,0.189175 -v8-interpreter,bn128_mul-chfast3,0.27451300621032715,0.004009,0.197716 -v8-interpreter,bn128_mul-chfast3,0.24294352531433105,0.003632,0.170854 -v8-interpreter,bn128_mul-chfast3,0.27714037895202637,0.003856,0.201255 -v8-interpreter,bn128_mul-chfast3,0.25725865364074707,0.004396,0.179411 -v8-interpreter,bn128_mul-chfast3,0.2782917022705078,0.004054,0.207086 -v8-interpreter,bn128_mul-chfast3,0.2551448345184326,0.003559,0.18239 -v8-interpreter,bn128_mul-cdetrio11,0.3260219097137451,0.004342,0.246667 -v8-interpreter,bn128_mul-cdetrio11,0.3093290328979492,0.004039,0.22927 -v8-interpreter,bn128_mul-cdetrio11,0.3188357353210449,0.004058,0.240904 -v8-interpreter,bn128_mul-cdetrio11,0.3261415958404541,0.004378,0.238574 -v8-interpreter,bn128_mul-cdetrio11,0.3167154788970947,0.004818,0.23728 -v8-interpreter,bn128_mul-cdetrio11,0.3109269142150879,0.004943,0.228876 -v8-interpreter,bn128_mul-cdetrio11,0.3275296688079834,0.004191,0.245305 -v8-interpreter,bn128_mul-cdetrio11,0.3073434829711914,0.00392,0.228664 -v8-interpreter,bn128_mul-cdetrio11,0.28905510902404785,0.003599,0.211864 -v8-interpreter,bn128_mul-cdetrio11,0.2814183235168457,0.003773,0.211988 -v8-interpreter,bn128_mul-cdetrio11,0.2997093200683594,0.003684,0.218342 -v8-interpreter,bn128_mul-cdetrio11,0.30507397651672363,0.004042,0.225251 -v8-interpreter,bn128_mul-cdetrio11,0.2960529327392578,0.004069,0.218578 -v8-interpreter,bn128_mul-cdetrio11,0.30716896057128906,0.003662,0.230658 -v8-interpreter,bn128_mul-cdetrio11,0.2830042839050293,0.003578,0.212333 -v8-interpreter,bn128_mul-cdetrio11,0.27512335777282715,0.00357,0.204143 -v8-interpreter,bn128_mul-cdetrio11,0.30658650398254395,0.003706,0.219046 -v8-interpreter,bn128_mul-cdetrio11,0.2799646854400635,0.003637,0.203158 -v8-interpreter,bn128_mul-cdetrio11,0.29625391960144043,0.004504,0.221382 -v8-interpreter,bn128_mul-cdetrio11,0.3006613254547119,0.006004,0.223194 -v8-interpreter,bn128_mul-cdetrio11,0.3214130401611328,0.005995,0.237941 -v8-interpreter,bn128_mul-cdetrio11,0.29405689239501953,0.003656,0.218143 -v8-interpreter,bn128_mul-cdetrio11,0.2962989807128906,0.003922,0.224231 -v8-interpreter,bn128_mul-cdetrio11,0.29661989212036133,0.003394,0.219195 -v8-interpreter,bn128_mul-cdetrio11,0.29547953605651855,0.00327,0.216728 -v8-interpreter,bn128_mul-cdetrio11,0.31111812591552734,0.00505,0.232345 -v8-interpreter,bn128_mul-cdetrio11,0.31432104110717773,0.00431,0.242081 -v8-interpreter,bn128_mul-cdetrio11,0.3135519027709961,0.004455,0.222455 -v8-interpreter,bn128_mul-cdetrio11,0.2919440269470215,0.003774,0.219475 -v8-interpreter,bn128_mul-cdetrio11,0.29645848274230957,0.003997,0.221059 -v8-interpreter,bn128_mul-cdetrio11,0.314068078994751,0.003744,0.232603 -v8-interpreter,bn128_mul-cdetrio11,0.3104381561279297,0.004874,0.228268 -v8-interpreter,bn128_mul-cdetrio11,0.30519676208496094,0.004211,0.221095 -v8-interpreter,bn128_mul-cdetrio11,0.34650516510009766,0.004193,0.268651 -v8-interpreter,bn128_mul-cdetrio11,0.2827472686767578,0.003568,0.20999 -v8-interpreter,bn128_mul-cdetrio11,0.28185534477233887,0.003745,0.203239 -v8-interpreter,bn128_mul-cdetrio11,0.293163537979126,0.004082,0.218444 -v8-interpreter,bn128_mul-cdetrio11,0.2925879955291748,0.004195,0.209313 -v8-interpreter,bn128_mul-cdetrio11,0.28943562507629395,0.003754,0.211326 -v8-interpreter,bn128_mul-cdetrio11,0.29573702812194824,0.003356,0.220529 -v8-interpreter,bn128_mul-cdetrio11,0.29097938537597656,0.006017,0.214714 -v8-interpreter,bn128_mul-cdetrio11,0.29337286949157715,0.004063,0.215943 -v8-interpreter,bn128_mul-cdetrio11,0.2951014041900635,0.004063,0.215319 -v8-interpreter,bn128_mul-cdetrio11,0.2880673408508301,0.003529,0.217557 -v8-interpreter,bn128_mul-cdetrio11,0.3101320266723633,0.004262,0.224048 -v8-interpreter,bn128_mul-cdetrio11,0.29292821884155273,0.004669,0.220196 -v8-interpreter,bn128_mul-cdetrio11,0.3002512454986572,0.003375,0.223161 -v8-interpreter,bn128_mul-cdetrio11,0.31197476387023926,0.004113,0.226009 -v8-interpreter,bn128_mul-cdetrio11,0.30031299591064453,0.003679,0.222364 -v8-interpreter,bn128_mul-cdetrio11,0.2774512767791748,0.003446,0.20804 -v8-interpreter,mul256-gcolvin-drag-race,5.019797086715698,0.003275,4.94037 -v8-interpreter,mul256-gcolvin-drag-race,5.24302339553833,0.003957,5.162062 -v8-interpreter,mul256-gcolvin-drag-race,5.255705118179321,0.003734,5.174427 -v8-interpreter,mul256-gcolvin-drag-race,4.966932773590088,0.00371,4.882243 -v8-interpreter,mul256-gcolvin-drag-race,5.390118837356567,0.003171,5.30326 -v8-interpreter,mul256-gcolvin-drag-race,5.442941427230835,0.003904,5.358659 -v8-interpreter,mul256-gcolvin-drag-race,5.139226198196411,0.004133,5.056842 -v8-interpreter,mul256-gcolvin-drag-race,5.259913921356201,0.003682,5.180054 -v8-interpreter,mul256-gcolvin-drag-race,5.173591375350952,0.003845,5.08982 -v8-interpreter,mul256-gcolvin-drag-race,5.2510998249053955,0.003378,5.166408 -v8-interpreter,mul256-gcolvin-drag-race,4.803985834121704,0.003979,4.724415 -v8-interpreter,mul256-gcolvin-drag-race,4.876020193099976,0.004017,4.788448 -v8-interpreter,blake2b-5610-bytes,0.07968878746032715,0.006518,0.003832 -v8-interpreter,blake2b-5610-bytes,0.09097909927368164,0.012146,0.004127 -v8-interpreter,blake2b-5610-bytes,0.08945798873901367,0.006129,0.005086 -v8-interpreter,blake2b-5610-bytes,0.07959890365600586,0.006059,0.003437 -v8-interpreter,blake2b-5610-bytes,0.07898926734924316,0.006488,0.003726 -v8-interpreter,blake2b-5610-bytes,0.07795238494873047,0.006332,0.00385 -v8-interpreter,blake2b-5610-bytes,0.08887696266174316,0.00772,0.004246 -v8-interpreter,blake2b-5610-bytes,0.08047246932983398,0.006037,0.003885 -v8-interpreter,blake2b-5610-bytes,0.0860741138458252,0.0065,0.003751 -v8-interpreter,blake2b-5610-bytes,0.0859224796295166,0.008395,0.00461 -v8-interpreter,blake2b-5610-bytes,0.08355307579040527,0.00644,0.003664 -v8-interpreter,blake2b-5610-bytes,0.0809326171875,0.006443,0.004262 -v8-interpreter,blake2b-5610-bytes,0.07909297943115234,0.006697,0.003899 -v8-interpreter,blake2b-5610-bytes,0.07839822769165039,0.006245,0.003638 -v8-interpreter,blake2b-5610-bytes,0.08264398574829102,0.006198,0.003881 -v8-interpreter,blake2b-5610-bytes,0.07976365089416504,0.006132,0.003657 -v8-interpreter,blake2b-5610-bytes,0.0758817195892334,0.006108,0.003671 -v8-interpreter,blake2b-5610-bytes,0.07969880104064941,0.006468,0.004662 -v8-interpreter,blake2b-5610-bytes,0.07951211929321289,0.006459,0.003891 -v8-interpreter,blake2b-5610-bytes,0.0812225341796875,0.006486,0.004038 -v8-interpreter,blake2b-5610-bytes,0.0767967700958252,0.00601,0.00385 -v8-interpreter,blake2b-5610-bytes,0.08772945404052734,0.006252,0.003422 -v8-interpreter,blake2b-5610-bytes,0.08467459678649902,0.007033,0.004368 -v8-interpreter,blake2b-5610-bytes,0.08928251266479492,0.006161,0.005037 -v8-interpreter,blake2b-5610-bytes,0.08878445625305176,0.007132,0.0045 -v8-interpreter,blake2b-5610-bytes,0.08293843269348145,0.006565,0.003623 -v8-interpreter,blake2b-5610-bytes,0.07845807075500488,0.006591,0.003773 -v8-interpreter,blake2b-5610-bytes,0.08397674560546875,0.006351,0.003363 -v8-interpreter,blake2b-5610-bytes,0.08455443382263184,0.006541,0.003736 -v8-interpreter,blake2b-5610-bytes,0.07812619209289551,0.00669,0.003417 -v8-interpreter,blake2b-5610-bytes,0.080780029296875,0.007459,0.004432 -v8-interpreter,blake2b-5610-bytes,0.08277034759521484,0.007551,0.004427 -v8-interpreter,blake2b-5610-bytes,0.08892178535461426,0.007443,0.004333 -v8-interpreter,blake2b-5610-bytes,0.08524823188781738,0.006044,0.003798 -v8-interpreter,blake2b-5610-bytes,0.0842132568359375,0.006227,0.004358 -v8-interpreter,blake2b-5610-bytes,0.08043909072875977,0.006658,0.004022 -v8-interpreter,blake2b-5610-bytes,0.07602882385253906,0.006579,0.003869 -v8-interpreter,blake2b-5610-bytes,0.08109450340270996,0.006407,0.003735 -v8-interpreter,blake2b-5610-bytes,0.08749556541442871,0.007194,0.004115 -v8-interpreter,blake2b-5610-bytes,0.08598995208740234,0.006265,0.003999 -v8-interpreter,blake2b-5610-bytes,0.08102726936340332,0.006493,0.00381 -v8-interpreter,blake2b-5610-bytes,0.08566045761108398,0.006516,0.004079 -v8-interpreter,blake2b-5610-bytes,0.0870065689086914,0.007996,0.004074 -v8-interpreter,blake2b-5610-bytes,0.08702731132507324,0.007059,0.004623 -v8-interpreter,blake2b-5610-bytes,0.08241915702819824,0.006762,0.003865 -v8-interpreter,blake2b-5610-bytes,0.08704781532287598,0.006618,0.004068 -v8-interpreter,blake2b-5610-bytes,0.0912013053894043,0.00747,0.003738 -v8-interpreter,blake2b-5610-bytes,0.09119129180908203,0.007559,0.004158 -v8-interpreter,blake2b-5610-bytes,0.08277034759521484,0.006735,0.004065 -v8-interpreter,blake2b-5610-bytes,0.08367323875427246,0.006817,0.003774 -v8-interpreter,sha1-21896-bits,0.07297754287719727,0.002056,0.001769 -v8-interpreter,sha1-21896-bits,0.06768345832824707,0.002118,0.001847 -v8-interpreter,sha1-21896-bits,0.07056856155395508,0.002825,0.001599 -v8-interpreter,sha1-21896-bits,0.07787036895751953,0.00274,0.001564 -v8-interpreter,sha1-21896-bits,0.06974983215332031,0.002338,0.001838 -v8-interpreter,sha1-21896-bits,0.06902623176574707,0.002274,0.001663 -v8-interpreter,sha1-21896-bits,0.07026910781860352,0.002163,0.001921 -v8-interpreter,sha1-21896-bits,0.07050609588623047,0.002377,0.001775 -v8-interpreter,sha1-21896-bits,0.07190370559692383,0.002943,0.001624 -v8-interpreter,sha1-21896-bits,0.07566332817077637,0.002731,0.001975 -v8-interpreter,sha1-21896-bits,0.07848572731018066,0.002455,0.001815 -v8-interpreter,sha1-21896-bits,0.07434439659118652,0.002156,0.002232 -v8-interpreter,sha1-21896-bits,0.0822601318359375,0.005359,0.001751 -v8-interpreter,sha1-21896-bits,0.07515335083007812,0.002286,0.00158 -v8-interpreter,sha1-21896-bits,0.07129526138305664,0.002723,0.002297 -v8-interpreter,sha1-21896-bits,0.07178711891174316,0.002586,0.001633 -v8-interpreter,sha1-21896-bits,0.07200741767883301,0.003032,0.00235 -v8-interpreter,sha1-21896-bits,0.08177542686462402,0.002533,0.001681 -v8-interpreter,sha1-21896-bits,0.06997179985046387,0.002392,0.001711 -v8-interpreter,sha1-21896-bits,0.07616496086120605,0.003024,0.001801 -v8-interpreter,sha1-21896-bits,0.07593798637390137,0.00256,0.001647 -v8-interpreter,sha1-21896-bits,0.06847953796386719,0.00244,0.002228 -v8-interpreter,sha1-21896-bits,0.06740856170654297,0.002408,0.001702 -v8-interpreter,sha1-21896-bits,0.0699152946472168,0.002477,0.001775 -v8-interpreter,sha1-21896-bits,0.07668447494506836,0.002831,0.001601 -v8-interpreter,sha1-21896-bits,0.06902122497558594,0.002431,0.001525 -v8-interpreter,sha1-21896-bits,0.07356905937194824,0.002702,0.002611 -v8-interpreter,sha1-21896-bits,0.0727229118347168,0.002499,0.001708 -v8-interpreter,sha1-21896-bits,0.07262730598449707,0.00284,0.001561 -v8-interpreter,sha1-21896-bits,0.07635354995727539,0.002946,0.001851 -v8-interpreter,sha1-21896-bits,0.08249354362487793,0.003392,0.002826 -v8-interpreter,sha1-21896-bits,0.07835078239440918,0.002327,0.00171 -v8-interpreter,sha1-21896-bits,0.07214045524597168,0.00232,0.001798 -v8-interpreter,sha1-21896-bits,0.07415652275085449,0.002849,0.001831 -v8-interpreter,sha1-21896-bits,0.07384371757507324,0.003493,0.002645 -v8-interpreter,sha1-21896-bits,0.07912659645080566,0.002887,0.001748 -v8-interpreter,sha1-21896-bits,0.0762631893157959,0.003712,0.002212 -v8-interpreter,sha1-21896-bits,0.07603979110717773,0.002275,0.001664 -v8-interpreter,sha1-21896-bits,0.0745694637298584,0.002402,0.00178 -v8-interpreter,sha1-21896-bits,0.07840418815612793,0.0028,0.002186 -v8-interpreter,sha1-21896-bits,0.0757148265838623,0.002287,0.001846 -v8-interpreter,sha1-21896-bits,0.07715797424316406,0.002715,0.002187 -v8-interpreter,sha1-21896-bits,0.07540702819824219,0.002921,0.001926 -v8-interpreter,sha1-21896-bits,0.07879137992858887,0.002587,0.002196 -v8-interpreter,sha1-21896-bits,0.0876309871673584,0.002578,0.005978 -v8-interpreter,sha1-21896-bits,0.07394909858703613,0.002468,0.002136 -v8-interpreter,sha1-21896-bits,0.08497095108032227,0.003077,0.001903 -v8-interpreter,sha1-21896-bits,0.07922101020812988,0.00236,0.001546 -v8-interpreter,sha1-21896-bits,0.07241320610046387,0.002632,0.001822 -v8-interpreter,sha1-21896-bits,0.0716712474822998,0.002146,0.001866 -v8-interpreter,bn128_mul-cdetrio2,0.23553133010864258,0.003673,0.164219 -v8-interpreter,bn128_mul-cdetrio2,0.2589101791381836,0.003269,0.181869 -v8-interpreter,bn128_mul-cdetrio2,0.24106907844543457,0.003695,0.168308 -v8-interpreter,bn128_mul-cdetrio2,0.25081872940063477,0.004741,0.179316 -v8-interpreter,bn128_mul-cdetrio2,0.23092937469482422,0.00359,0.16127 -v8-interpreter,bn128_mul-cdetrio2,0.24987125396728516,0.003676,0.180731 -v8-interpreter,bn128_mul-cdetrio2,0.24962854385375977,0.004067,0.169024 -v8-interpreter,bn128_mul-cdetrio2,0.2578768730163574,0.00449,0.185362 -v8-interpreter,bn128_mul-cdetrio2,0.25282788276672363,0.003615,0.179734 -v8-interpreter,bn128_mul-cdetrio2,0.2565135955810547,0.004551,0.182008 -v8-interpreter,bn128_mul-cdetrio2,0.25444531440734863,0.003583,0.179345 -v8-interpreter,bn128_mul-cdetrio2,0.2706427574157715,0.004617,0.197292 -v8-interpreter,bn128_mul-cdetrio2,0.24669146537780762,0.004064,0.174207 -v8-interpreter,bn128_mul-cdetrio2,0.25062036514282227,0.003436,0.179311 -v8-interpreter,bn128_mul-cdetrio2,0.2430119514465332,0.003343,0.175793 -v8-interpreter,bn128_mul-cdetrio2,0.25594210624694824,0.00396,0.187766 -v8-interpreter,bn128_mul-cdetrio2,0.24078631401062012,0.004516,0.168246 -v8-interpreter,bn128_mul-cdetrio2,0.2555882930755615,0.003665,0.185201 -v8-interpreter,bn128_mul-cdetrio2,0.2524285316467285,0.003544,0.1799 -v8-interpreter,bn128_mul-cdetrio2,0.26389050483703613,0.00394,0.185653 -v8-interpreter,bn128_mul-cdetrio2,0.2449028491973877,0.00358,0.171822 -v8-interpreter,bn128_mul-cdetrio2,0.2624053955078125,0.003444,0.190949 -v8-interpreter,bn128_mul-cdetrio2,0.2586398124694824,0.003707,0.185552 -v8-interpreter,bn128_mul-cdetrio2,0.26193785667419434,0.004717,0.18377 -v8-interpreter,bn128_mul-cdetrio2,0.23783040046691895,0.003631,0.169174 -v8-interpreter,bn128_mul-cdetrio2,0.25877881050109863,0.003484,0.188472 -v8-interpreter,bn128_mul-cdetrio2,0.2315056324005127,0.003202,0.162828 -v8-interpreter,bn128_mul-cdetrio2,0.2418365478515625,0.003337,0.175715 -v8-interpreter,bn128_mul-cdetrio2,0.24878263473510742,0.004051,0.176057 -v8-interpreter,bn128_mul-cdetrio2,0.25043511390686035,0.003482,0.17905 -v8-interpreter,bn128_mul-cdetrio2,0.25657057762145996,0.003868,0.183446 -v8-interpreter,bn128_mul-cdetrio2,0.24923205375671387,0.004183,0.175679 -v8-interpreter,bn128_mul-cdetrio2,0.24326753616333008,0.004379,0.171072 -v8-interpreter,bn128_mul-cdetrio2,0.26387524604797363,0.00352,0.187103 -v8-interpreter,bn128_mul-cdetrio2,0.24770879745483398,0.005408,0.174573 -v8-interpreter,bn128_mul-cdetrio2,0.2680971622467041,0.003903,0.193139 -v8-interpreter,bn128_mul-cdetrio2,0.24691152572631836,0.004384,0.173315 -v8-interpreter,bn128_mul-cdetrio2,0.24759960174560547,0.003484,0.177716 -v8-interpreter,bn128_mul-cdetrio2,0.23744630813598633,0.004426,0.166257 -v8-interpreter,bn128_mul-cdetrio2,0.25501322746276855,0.003446,0.183201 -v8-interpreter,bn128_mul-cdetrio2,0.23696517944335938,0.003402,0.166245 -v8-interpreter,bn128_mul-cdetrio2,0.2528977394104004,0.003727,0.182669 -v8-interpreter,bn128_mul-cdetrio2,0.24358153343200684,0.003377,0.169989 -v8-interpreter,bn128_mul-cdetrio2,0.24001526832580566,0.00351,0.172589 -v8-interpreter,bn128_mul-cdetrio2,0.2622089385986328,0.004387,0.181546 -v8-interpreter,bn128_mul-cdetrio2,0.2572059631347656,0.003508,0.179622 -v8-interpreter,bn128_mul-cdetrio2,0.27620530128479004,0.00406,0.190143 -v8-interpreter,bn128_mul-cdetrio2,0.272904634475708,0.004842,0.189367 -v8-interpreter,bn128_mul-cdetrio2,0.24060440063476562,0.003858,0.166804 -v8-interpreter,bn128_mul-cdetrio2,0.28490304946899414,0.003485,0.213029 -v8-interpreter,bls12-381-aggreg-128-pubkeys-verify-sig,23.350189924240112,0.037461,23.248083 -v8-interpreter,bls12-381-aggreg-128-pubkeys-verify-sig,24.465304613113403,0.039305,24.354921 -v8-interpreter,bls12-381-aggreg-128-pubkeys-verify-sig,25.092839241027832,0.038828,24.981295 -v8-interpreter,bn128_mul-chfast2,0.18179750442504883,0.003392,0.111365 -v8-interpreter,bn128_mul-chfast2,0.18096065521240234,0.00359,0.107841 -v8-interpreter,bn128_mul-chfast2,0.18740129470825195,0.003417,0.112452 -v8-interpreter,bn128_mul-chfast2,0.18905210494995117,0.004078,0.109288 -v8-interpreter,bn128_mul-chfast2,0.19531917572021484,0.005494,0.113085 -v8-interpreter,bn128_mul-chfast2,0.2033827304840088,0.003836,0.122358 -v8-interpreter,bn128_mul-chfast2,0.1883225440979004,0.004073,0.112231 -v8-interpreter,bn128_mul-chfast2,0.20279741287231445,0.003586,0.127851 -v8-interpreter,bn128_mul-chfast2,0.18569612503051758,0.00348,0.109754 -v8-interpreter,bn128_mul-chfast2,0.18997812271118164,0.004156,0.110482 -v8-interpreter,bn128_mul-chfast2,0.19632649421691895,0.005101,0.114912 -v8-interpreter,bn128_mul-chfast2,0.17726564407348633,0.004298,0.105304 -v8-interpreter,bn128_mul-chfast2,0.17061543464660645,0.003772,0.1005 -v8-interpreter,bn128_mul-chfast2,0.1800518035888672,0.004305,0.104706 -v8-interpreter,bn128_mul-chfast2,0.17804479598999023,0.004574,0.103842 -v8-interpreter,bn128_mul-chfast2,0.20716214179992676,0.003647,0.115583 -v8-interpreter,bn128_mul-chfast2,0.18572640419006348,0.004423,0.109164 -v8-interpreter,bn128_mul-chfast2,0.1783308982849121,0.003645,0.106494 -v8-interpreter,bn128_mul-chfast2,0.1798114776611328,0.004118,0.107458 -v8-interpreter,bn128_mul-chfast2,0.1779778003692627,0.003422,0.104953 -v8-interpreter,bn128_mul-chfast2,0.17581915855407715,0.004002,0.103818 -v8-interpreter,bn128_mul-chfast2,0.20649266242980957,0.005115,0.119207 -v8-interpreter,bn128_mul-chfast2,0.18769454956054688,0.004194,0.112909 -v8-interpreter,bn128_mul-chfast2,0.19635772705078125,0.004136,0.120718 -v8-interpreter,bn128_mul-chfast2,0.196669340133667,0.004797,0.111834 -v8-interpreter,bn128_mul-chfast2,0.21268463134765625,0.005299,0.11946 -v8-interpreter,bn128_mul-chfast2,0.18120527267456055,0.00436,0.107542 -v8-interpreter,bn128_mul-chfast2,0.18729829788208008,0.003969,0.11199 -v8-interpreter,bn128_mul-chfast2,0.19536185264587402,0.004011,0.115932 -v8-interpreter,bn128_mul-chfast2,0.20879125595092773,0.004931,0.125228 -v8-interpreter,bn128_mul-chfast2,0.19153428077697754,0.003981,0.112718 -v8-interpreter,bn128_mul-chfast2,0.19356632232666016,0.004041,0.116182 -v8-interpreter,bn128_mul-chfast2,0.1995985507965088,0.004747,0.120084 -v8-interpreter,bn128_mul-chfast2,0.19270873069763184,0.00363,0.115289 -v8-interpreter,bn128_mul-chfast2,0.20359253883361816,0.006459,0.117877 -v8-interpreter,bn128_mul-chfast2,0.19812226295471191,0.00395,0.117373 -v8-interpreter,bn128_mul-chfast2,0.20398879051208496,0.004071,0.124476 -v8-interpreter,bn128_mul-chfast2,0.1983022689819336,0.003984,0.115622 -v8-interpreter,bn128_mul-chfast2,0.20394062995910645,0.003902,0.125343 -v8-interpreter,bn128_mul-chfast2,0.2125248908996582,0.004304,0.131082 -v8-interpreter,bn128_mul-chfast2,0.21733832359313965,0.004283,0.117834 -v8-interpreter,bn128_mul-chfast2,0.19538116455078125,0.004308,0.119116 -v8-interpreter,bn128_mul-chfast2,0.1990067958831787,0.004529,0.119248 -v8-interpreter,bn128_mul-chfast2,0.1900951862335205,0.00409,0.114425 -v8-interpreter,bn128_mul-chfast2,0.19951820373535156,0.004319,0.120249 -v8-interpreter,bn128_mul-chfast2,0.20107698440551758,0.010124,0.116599 -v8-interpreter,bn128_mul-chfast2,0.20100760459899902,0.003648,0.120272 -v8-interpreter,bn128_mul-chfast2,0.20431780815124512,0.003974,0.119684 -v8-interpreter,bn128_mul-chfast2,0.21062016487121582,0.004951,0.124437 -v8-interpreter,bn128_mul-chfast2,0.2129344940185547,0.004472,0.130582 -v8-interpreter,guido-fuzzer-find-2,1.5629513263702393,1.491229,9.6e-05 -v8-interpreter,guido-fuzzer-find-2,1.6921660900115967,1.619692,9.1e-05 -v8-interpreter,guido-fuzzer-find-2,1.520813226699829,1.448706,0.000127 -v8-interpreter,guido-fuzzer-find-2,1.5607924461364746,1.488338,0.000123 -v8-interpreter,guido-fuzzer-find-2,1.4364609718322754,1.362196,9.4e-05 -v8-interpreter,guido-fuzzer-find-2,1.4731824398040771,1.400362,8.7e-05 -v8-interpreter,guido-fuzzer-find-2,1.6187160015106201,1.543029,0.000123 -v8-interpreter,guido-fuzzer-find-2,1.5705335140228271,1.496773,9.7e-05 -v8-interpreter,guido-fuzzer-find-2,1.594097375869751,1.522328,9.9e-05 -v8-interpreter,guido-fuzzer-find-2,1.5220491886138916,1.443119,0.000112 -v8-interpreter,guido-fuzzer-find-2,1.6451778411865234,1.566318,9.3e-05 -v8-interpreter,guido-fuzzer-find-2,1.6767034530639648,1.598796,0.000109 -v8-interpreter,guido-fuzzer-find-2,1.6808888912200928,1.602589,0.00011 -v8-interpreter,guido-fuzzer-find-2,1.7584669589996338,1.669409,0.000117 -v8-interpreter,guido-fuzzer-find-2,1.6340157985687256,1.557324,0.000137 -v8-interpreter,guido-fuzzer-find-2,1.7124483585357666,1.635309,0.00012 -v8-interpreter,guido-fuzzer-find-2,1.667393445968628,1.586996,0.000134 -v8-interpreter,guido-fuzzer-find-2,1.7476768493652344,1.670949,0.000161 -v8-interpreter,guido-fuzzer-find-2,1.4536375999450684,1.382786,9e-05 -v8-interpreter,guido-fuzzer-find-2,1.4509928226470947,1.375989,0.000132 -v8-interpreter,guido-fuzzer-find-2,1.5928394794464111,1.516926,0.000112 -v8-interpreter,guido-fuzzer-find-2,1.5988359451293945,1.530709,9.2e-05 -v8-interpreter,guido-fuzzer-find-2,1.48732590675354,1.418291,0.000117 -v8-interpreter,guido-fuzzer-find-2,1.3198814392089844,1.250802,9e-05 -v8-interpreter,guido-fuzzer-find-2,1.5047802925109863,1.428756,0.000147 -v8-interpreter,guido-fuzzer-find-2,1.5610146522521973,1.482574,9.8e-05 -v8-interpreter,guido-fuzzer-find-2,1.8884057998657227,1.806071,0.000134 -v8-interpreter,guido-fuzzer-find-2,1.645813226699829,1.572532,0.000167 -v8-interpreter,guido-fuzzer-find-2,1.698941946029663,1.617021,0.000129 -v8-interpreter,guido-fuzzer-find-2,1.510394811630249,1.43066,0.000114 -v8-interpreter,guido-fuzzer-find-2,1.5046775341033936,1.438374,9.3e-05 -v8-interpreter,guido-fuzzer-find-2,1.5306682586669922,1.451316,0.000111 -v8-interpreter,guido-fuzzer-find-2,1.3639285564422607,1.293339,0.000158 -v8-interpreter,guido-fuzzer-find-2,1.5446438789367676,1.466721,9.6e-05 -v8-interpreter,guido-fuzzer-find-2,1.5255975723266602,1.448733,9.2e-05 -v8-interpreter,guido-fuzzer-find-2,1.5338704586029053,1.464097,0.00013 -v8-interpreter,guido-fuzzer-find-2,1.4208548069000244,1.34094,0.000101 -v8-interpreter,guido-fuzzer-find-2,1.5997536182403564,1.524019,0.000101 -v8-interpreter,bn128_add-cdetrio14,0.07782816886901855,0.003865,0.001802 -v8-interpreter,bn128_add-cdetrio14,0.07496023178100586,0.003865,0.001521 -v8-interpreter,bn128_add-cdetrio14,0.0757901668548584,0.003928,0.001593 -v8-interpreter,bn128_add-cdetrio14,0.07326412200927734,0.00334,0.001658 -v8-interpreter,bn128_add-cdetrio14,0.07529187202453613,0.003734,0.001555 -v8-interpreter,bn128_add-cdetrio14,0.07203483581542969,0.003851,0.001521 -v8-interpreter,bn128_add-cdetrio14,0.0698401927947998,0.003884,0.001429 -v8-interpreter,bn128_add-cdetrio14,0.07526826858520508,0.003481,0.001675 -v8-interpreter,bn128_add-cdetrio14,0.06955718994140625,0.003421,0.001709 -v8-interpreter,bn128_add-cdetrio14,0.0864107608795166,0.009105,0.001741 -v8-interpreter,bn128_add-cdetrio14,0.07530093193054199,0.003683,0.001575 -v8-interpreter,bn128_add-cdetrio14,0.0703730583190918,0.003493,0.001534 -v8-interpreter,bn128_add-cdetrio14,0.07398819923400879,0.00393,0.001601 -v8-interpreter,bn128_add-cdetrio14,0.07448554039001465,0.00404,0.001678 -v8-interpreter,bn128_add-cdetrio14,0.07721781730651855,0.004241,0.001699 -v8-interpreter,bn128_add-cdetrio14,0.085906982421875,0.003828,0.001443 -v8-interpreter,bn128_add-cdetrio14,0.07631325721740723,0.003634,0.001631 -v8-interpreter,bn128_add-cdetrio14,0.07524442672729492,0.003675,0.001593 -v8-interpreter,bn128_add-cdetrio14,0.07863187789916992,0.004133,0.001661 -v8-interpreter,bn128_add-cdetrio14,0.0751194953918457,0.004205,0.001634 -v8-interpreter,bn128_add-cdetrio14,0.0735929012298584,0.0042,0.002169 -v8-interpreter,bn128_add-cdetrio14,0.07421064376831055,0.003882,0.001545 -v8-interpreter,bn128_add-cdetrio14,0.0785672664642334,0.004119,0.001781 -v8-interpreter,bn128_add-cdetrio14,0.07608890533447266,0.003822,0.001461 -v8-interpreter,bn128_add-cdetrio14,0.08969283103942871,0.00382,0.001716 -v8-interpreter,bn128_add-cdetrio14,0.0846869945526123,0.004818,0.002366 -v8-interpreter,bn128_add-cdetrio14,0.08299946784973145,0.004311,0.001795 -v8-interpreter,bn128_add-cdetrio14,0.08071684837341309,0.003847,0.001465 -v8-interpreter,bn128_add-cdetrio14,0.08396530151367188,0.003896,0.002121 -v8-interpreter,bn128_add-cdetrio14,0.08781218528747559,0.003911,0.001661 -v8-interpreter,bn128_add-cdetrio14,0.07583451271057129,0.003851,0.001852 -v8-interpreter,bn128_add-cdetrio14,0.07211065292358398,0.004004,0.001665 -v8-interpreter,bn128_add-cdetrio14,0.07420492172241211,0.003816,0.001627 -v8-interpreter,bn128_add-cdetrio14,0.07399320602416992,0.003906,0.001721 -v8-interpreter,bn128_add-cdetrio14,0.07325911521911621,0.004193,0.001639 -v8-interpreter,bn128_add-cdetrio14,0.08371162414550781,0.003858,0.001763 -v8-interpreter,bn128_add-cdetrio14,0.07405781745910645,0.003676,0.001473 -v8-interpreter,bn128_add-cdetrio14,0.0741109848022461,0.005257,0.001746 -v8-interpreter,bn128_add-cdetrio14,0.07801389694213867,0.004344,0.001483 -v8-interpreter,bn128_add-cdetrio14,0.07177329063415527,0.003807,0.001605 -v8-interpreter,bn128_add-cdetrio14,0.07162046432495117,0.003732,0.001684 -v8-interpreter,bn128_add-cdetrio14,0.07673382759094238,0.00377,0.001701 -v8-interpreter,bn128_add-cdetrio14,0.07822394371032715,0.003629,0.001951 -v8-interpreter,bn128_add-cdetrio14,0.07518196105957031,0.003563,0.001394 -v8-interpreter,bn128_add-cdetrio14,0.08184170722961426,0.004747,0.001649 -v8-interpreter,bn128_add-cdetrio14,0.07526707649230957,0.003853,0.001902 -v8-interpreter,bn128_add-cdetrio14,0.08373188972473145,0.003462,0.001768 -v8-interpreter,bn128_add-cdetrio14,0.07353091239929199,0.003863,0.001447 -v8-interpreter,bn128_add-cdetrio14,0.07148146629333496,0.004888,0.0017 -v8-interpreter,bn128_add-cdetrio14,0.07552957534790039,0.004026,0.001724 -v8-interpreter,bn128_add-cdetrio11,0.08551812171936035,0.004659,0.004374 -v8-interpreter,bn128_add-cdetrio11,0.08206915855407715,0.003896,0.004304 -v8-interpreter,bn128_add-cdetrio11,0.08067655563354492,0.003614,0.004172 -v8-interpreter,bn128_add-cdetrio11,0.08588933944702148,0.003956,0.00499 -v8-interpreter,bn128_add-cdetrio11,0.10939478874206543,0.004883,0.005246 -v8-interpreter,bn128_add-cdetrio11,0.08742427825927734,0.004244,0.00436 -v8-interpreter,bn128_add-cdetrio11,0.07633423805236816,0.003434,0.003719 -v8-interpreter,bn128_add-cdetrio11,0.07327055931091309,0.003578,0.004005 -v8-interpreter,bn128_add-cdetrio11,0.07720232009887695,0.003651,0.00419 -v8-interpreter,bn128_add-cdetrio11,0.07604622840881348,0.00342,0.003891 -v8-interpreter,bn128_add-cdetrio11,0.07208871841430664,0.00438,0.004055 -v8-interpreter,bn128_add-cdetrio11,0.06800508499145508,0.003191,0.004012 -v8-interpreter,bn128_add-cdetrio11,0.08184123039245605,0.003718,0.004833 -v8-interpreter,bn128_add-cdetrio11,0.08931708335876465,0.003673,0.004897 -v8-interpreter,bn128_add-cdetrio11,0.08225703239440918,0.003733,0.004119 -v8-interpreter,bn128_add-cdetrio11,0.08460378646850586,0.003932,0.004319 -v8-interpreter,bn128_add-cdetrio11,0.09385871887207031,0.003926,0.004625 -v8-interpreter,bn128_add-cdetrio11,0.07866668701171875,0.003323,0.003722 -v8-interpreter,bn128_add-cdetrio11,0.08274006843566895,0.004301,0.00436 -v8-interpreter,bn128_add-cdetrio11,0.08189868927001953,0.005006,0.004271 -v8-interpreter,bn128_add-cdetrio11,0.0826711654663086,0.00366,0.004441 -v8-interpreter,bn128_add-cdetrio11,0.08957052230834961,0.003336,0.004542 -v8-interpreter,bn128_add-cdetrio11,0.0753321647644043,0.003737,0.004055 -v8-interpreter,bn128_add-cdetrio11,0.07827043533325195,0.003932,0.003897 -v8-interpreter,bn128_add-cdetrio11,0.0748755931854248,0.003584,0.003736 -v8-interpreter,bn128_add-cdetrio11,0.07550883293151855,0.003574,0.004239 -v8-interpreter,bn128_add-cdetrio11,0.07222223281860352,0.003303,0.00374 -v8-interpreter,bn128_add-cdetrio11,0.07758283615112305,0.004924,0.005022 -v8-interpreter,bn128_add-cdetrio11,0.07517147064208984,0.003591,0.004309 -v8-interpreter,bn128_add-cdetrio11,0.08014130592346191,0.00411,0.00433 -v8-interpreter,bn128_add-cdetrio11,0.08087015151977539,0.004379,0.004623 -v8-interpreter,bn128_add-cdetrio11,0.07686710357666016,0.003616,0.004041 -v8-interpreter,bn128_add-cdetrio11,0.07581782341003418,0.003934,0.00434 -v8-interpreter,bn128_add-cdetrio11,0.07407450675964355,0.003475,0.004264 -v8-interpreter,bn128_add-cdetrio11,0.07883143424987793,0.004153,0.00413 -v8-interpreter,bn128_add-cdetrio11,0.0701901912689209,0.003659,0.004598 -v8-interpreter,bn128_add-cdetrio11,0.07529163360595703,0.004109,0.004373 -v8-interpreter,bn128_add-cdetrio11,0.07531070709228516,0.004085,0.004223 -v8-interpreter,bn128_add-cdetrio11,0.07993602752685547,0.003937,0.004939 -v8-interpreter,bn128_add-cdetrio11,0.07797122001647949,0.003673,0.00382 -v8-interpreter,bn128_add-cdetrio11,0.07310032844543457,0.003591,0.005036 -v8-interpreter,bn128_add-cdetrio11,0.07686495780944824,0.003639,0.004301 -v8-interpreter,bn128_add-cdetrio11,0.07053518295288086,0.003581,0.004274 -v8-interpreter,bn128_add-cdetrio11,0.07443833351135254,0.004148,0.004762 -v8-interpreter,bn128_add-cdetrio11,0.07945013046264648,0.003906,0.004113 -v8-interpreter,bn128_add-cdetrio11,0.0739145278930664,0.00393,0.003961 -v8-interpreter,bn128_add-cdetrio11,0.07690215110778809,0.003665,0.004226 -v8-interpreter,bn128_add-cdetrio11,0.07913970947265625,0.004171,0.004106 -v8-interpreter,bn128_add-cdetrio11,0.08254361152648926,0.004675,0.004918 -v8-interpreter,bn128_add-cdetrio11,0.07662105560302734,0.004023,0.004814 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06982922554016113,0.001964,0.000112 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07334232330322266,0.001533,8.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07731389999389648,0.00211,0.000148 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07370638847351074,0.001713,0.000129 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06419897079467773,0.001497,7.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06958174705505371,0.0016,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06810617446899414,0.001611,7.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07238125801086426,0.001509,0.000111 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07770705223083496,0.001753,0.000139 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07467246055603027,0.002115,9.1e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07082581520080566,0.001487,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07551312446594238,0.001698,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0711822509765625,0.001821,9.4e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07108831405639648,0.001492,9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07543754577636719,0.002468,0.000188 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07568597793579102,0.001943,0.000273 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06704592704772949,0.001615,6.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06875896453857422,0.001537,8.1e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0693364143371582,0.001681,8.4e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07871580123901367,0.001852,9.4e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06781554222106934,0.001756,7.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0672616958618164,0.001648,8.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07629132270812988,0.001806,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0745687484741211,0.001525,0.000197 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06750178337097168,0.001528,8.1e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06923937797546387,0.001617,9.1e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07189512252807617,0.001687,8.3e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07185602188110352,0.001694,8.3e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06683540344238281,0.001681,0.000102 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0793921947479248,0.001871,9.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07046031951904297,0.001535,0.000108 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0735630989074707,0.002031,8.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07213258743286133,0.001627,0.00014 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07244277000427246,0.002153,0.000105 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07405662536621094,0.001664,7.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07287454605102539,0.002872,0.000153 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0762028694152832,0.001695,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07370233535766602,0.002746,0.000141 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07886028289794922,0.001702,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07380056381225586,0.002181,8.6e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06818771362304688,0.001763,8.1e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07573270797729492,0.002933,9.7e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07233929634094238,0.002132,9.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0723733901977539,0.00152,7.7e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06971383094787598,0.001844,8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07307243347167969,0.00168,8.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07504010200500488,0.003793,9.2e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06337165832519531,0.001465,7.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06773781776428223,0.003148,8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07074570655822754,0.00233,9.5e-05 -v8-interpreter,blake2b-8415-bytes,0.08296823501586914,0.006331,0.005573 -v8-interpreter,blake2b-8415-bytes,0.08061695098876953,0.007109,0.005276 -v8-interpreter,blake2b-8415-bytes,0.08987832069396973,0.005949,0.006264 -v8-interpreter,blake2b-8415-bytes,0.09497880935668945,0.006855,0.006334 -v8-interpreter,blake2b-8415-bytes,0.08418941497802734,0.00715,0.006564 -v8-interpreter,blake2b-8415-bytes,0.0829617977142334,0.005515,0.00543 -v8-interpreter,blake2b-8415-bytes,0.07691836357116699,0.006002,0.005467 -v8-interpreter,blake2b-8415-bytes,0.08712887763977051,0.00729,0.00554 -v8-interpreter,blake2b-8415-bytes,0.08685064315795898,0.005643,0.007521 -v8-interpreter,blake2b-8415-bytes,0.09802460670471191,0.006587,0.005373 -v8-interpreter,blake2b-8415-bytes,0.08817076683044434,0.006395,0.007214 -v8-interpreter,blake2b-8415-bytes,0.07889914512634277,0.006301,0.005749 -v8-interpreter,blake2b-8415-bytes,0.08120203018188477,0.006364,0.005149 -v8-interpreter,blake2b-8415-bytes,0.07826995849609375,0.005357,0.005175 -v8-interpreter,blake2b-8415-bytes,0.07676076889038086,0.006048,0.005311 -v8-interpreter,blake2b-8415-bytes,0.0762932300567627,0.005715,0.005244 -v8-interpreter,blake2b-8415-bytes,0.07268333435058594,0.005648,0.005421 -v8-interpreter,blake2b-8415-bytes,0.08060908317565918,0.005741,0.005214 -v8-interpreter,blake2b-8415-bytes,0.08101654052734375,0.007219,0.00563 -v8-interpreter,blake2b-8415-bytes,0.08041143417358398,0.005429,0.005987 -v8-interpreter,blake2b-8415-bytes,0.07728195190429688,0.005796,0.005656 -v8-interpreter,blake2b-8415-bytes,0.08402824401855469,0.009302,0.005194 -v8-interpreter,blake2b-8415-bytes,0.07352590560913086,0.005315,0.005197 -v8-interpreter,blake2b-8415-bytes,0.08412003517150879,0.006331,0.005136 -v8-interpreter,blake2b-8415-bytes,0.08445549011230469,0.008029,0.006724 -v8-interpreter,blake2b-8415-bytes,0.08873462677001953,0.00733,0.006368 -v8-interpreter,blake2b-8415-bytes,0.07713460922241211,0.00544,0.005 -v8-interpreter,blake2b-8415-bytes,0.08103466033935547,0.006407,0.005785 -v8-interpreter,blake2b-8415-bytes,0.0903174877166748,0.006488,0.005522 -v8-interpreter,blake2b-8415-bytes,0.0831449031829834,0.005688,0.006287 -v8-interpreter,blake2b-8415-bytes,0.08022570610046387,0.006354,0.006098 -v8-interpreter,blake2b-8415-bytes,0.07762455940246582,0.005597,0.005022 -v8-interpreter,blake2b-8415-bytes,0.07964754104614258,0.007109,0.005957 -v8-interpreter,blake2b-8415-bytes,0.08060598373413086,0.005558,0.004999 -v8-interpreter,blake2b-8415-bytes,0.07815313339233398,0.006522,0.004814 -v8-interpreter,blake2b-8415-bytes,0.07840657234191895,0.006102,0.005449 -v8-interpreter,blake2b-8415-bytes,0.07744646072387695,0.006248,0.005089 -v8-interpreter,blake2b-8415-bytes,0.07784891128540039,0.005702,0.005057 -v8-interpreter,blake2b-8415-bytes,0.07532668113708496,0.005997,0.004949 -v8-interpreter,blake2b-8415-bytes,0.0799112319946289,0.006597,0.005008 -v8-interpreter,blake2b-8415-bytes,0.07726669311523438,0.005475,0.004886 -v8-interpreter,blake2b-8415-bytes,0.07510924339294434,0.006336,0.0055 -v8-interpreter,blake2b-8415-bytes,0.08409571647644043,0.006144,0.005309 -v8-interpreter,blake2b-8415-bytes,0.08120584487915039,0.005528,0.005802 -v8-interpreter,blake2b-8415-bytes,0.07946181297302246,0.006703,0.005791 -v8-interpreter,blake2b-8415-bytes,0.09751081466674805,0.020734,0.005845 -v8-interpreter,blake2b-8415-bytes,0.08057403564453125,0.006142,0.005004 -v8-interpreter,blake2b-8415-bytes,0.07950258255004883,0.006477,0.005617 -v8-interpreter,blake2b-8415-bytes,0.08505845069885254,0.006004,0.005275 -v8-interpreter,blake2b-8415-bytes,0.07802748680114746,0.005627,0.005074 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,11.56900691986084,0.03842,11.450353 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,12.16090989112854,0.038376,12.041963 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,12.518749713897705,0.041075,12.399783 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,11.487637758255005,0.040984,11.375567 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,11.558924436569214,0.039838,11.448824 -v8-interpreter,sha1-42488-bits,0.08002662658691406,0.003298,0.003814 -v8-interpreter,sha1-42488-bits,0.07908940315246582,0.003222,0.004144 -v8-interpreter,sha1-42488-bits,0.08584165573120117,0.003611,0.00443 -v8-interpreter,sha1-42488-bits,0.0806117057800293,0.003111,0.003798 -v8-interpreter,sha1-42488-bits,0.0826578140258789,0.002762,0.003397 -v8-interpreter,sha1-42488-bits,0.09428763389587402,0.007779,0.003427 -v8-interpreter,sha1-42488-bits,0.08158183097839355,0.003249,0.003716 -v8-interpreter,sha1-42488-bits,0.08195257186889648,0.003642,0.00399 -v8-interpreter,sha1-42488-bits,0.09836697578430176,0.003247,0.003648 -v8-interpreter,sha1-42488-bits,0.09129738807678223,0.003206,0.005635 -v8-interpreter,sha1-42488-bits,0.08335399627685547,0.003047,0.003884 -v8-interpreter,sha1-42488-bits,0.07806897163391113,0.003181,0.003509 -v8-interpreter,sha1-42488-bits,0.08002185821533203,0.003049,0.003421 -v8-interpreter,sha1-42488-bits,0.08070182800292969,0.002841,0.004195 -v8-interpreter,sha1-42488-bits,0.08294248580932617,0.003066,0.003411 -v8-interpreter,sha1-42488-bits,0.08695387840270996,0.003025,0.003935 -v8-interpreter,sha1-42488-bits,0.08653974533081055,0.00451,0.003688 -v8-interpreter,sha1-42488-bits,0.08425736427307129,0.003338,0.003679 -v8-interpreter,sha1-42488-bits,0.08228397369384766,0.002832,0.00355 -v8-interpreter,sha1-42488-bits,0.08235812187194824,0.003188,0.003458 -v8-interpreter,sha1-42488-bits,0.08245730400085449,0.003291,0.003847 -v8-interpreter,sha1-42488-bits,0.07912373542785645,0.003099,0.003495 -v8-interpreter,sha1-42488-bits,0.09887242317199707,0.019584,0.003464 -v8-interpreter,sha1-42488-bits,0.07991194725036621,0.003189,0.003531 -v8-interpreter,sha1-42488-bits,0.07875680923461914,0.002872,0.003811 -v8-interpreter,sha1-42488-bits,0.07718133926391602,0.003165,0.003424 -v8-interpreter,sha1-42488-bits,0.08141231536865234,0.003693,0.004329 -v8-interpreter,sha1-42488-bits,0.08033490180969238,0.003527,0.004045 -v8-interpreter,sha1-42488-bits,0.08391833305358887,0.003529,0.003754 -v8-interpreter,sha1-42488-bits,0.08394145965576172,0.002876,0.003837 -v8-interpreter,sha1-42488-bits,0.08732247352600098,0.002876,0.003567 -v8-interpreter,sha1-42488-bits,0.08963203430175781,0.003133,0.003745 -v8-interpreter,sha1-42488-bits,0.08646893501281738,0.003343,0.00377 -v8-interpreter,sha1-42488-bits,0.08353567123413086,0.003038,0.004325 -v8-interpreter,sha1-42488-bits,0.09739518165588379,0.003246,0.003647 -v8-interpreter,sha1-42488-bits,0.07748270034790039,0.002872,0.003613 -v8-interpreter,sha1-42488-bits,0.08229589462280273,0.003357,0.003592 -v8-interpreter,sha1-42488-bits,0.08379650115966797,0.003686,0.003737 -v8-interpreter,sha1-42488-bits,0.08989930152893066,0.003621,0.003665 -v8-interpreter,sha1-42488-bits,0.08295011520385742,0.003271,0.003801 -v8-interpreter,sha1-42488-bits,0.0834970474243164,0.003691,0.004292 -v8-interpreter,sha1-42488-bits,0.07930755615234375,0.003125,0.004103 -v8-interpreter,sha1-42488-bits,0.08173823356628418,0.003243,0.003571 -v8-interpreter,sha1-42488-bits,0.0847315788269043,0.003647,0.004665 -v8-interpreter,sha1-42488-bits,0.08640527725219727,0.003788,0.003762 -v8-interpreter,sha1-42488-bits,0.09290742874145508,0.003229,0.003423 -v8-interpreter,sha1-42488-bits,0.08868741989135742,0.002933,0.003567 -v8-interpreter,sha1-42488-bits,0.08099484443664551,0.003206,0.004132 -v8-interpreter,sha1-42488-bits,0.0826413631439209,0.003343,0.003632 -v8-interpreter,sha1-42488-bits,0.08251285552978516,0.003068,0.004034 -v8-interpreter,bn128_mul-cdetrio7,0.27507877349853516,0.004223,0.197959 -v8-interpreter,bn128_mul-cdetrio7,0.28077125549316406,0.003869,0.199919 -v8-interpreter,bn128_mul-cdetrio7,0.27267956733703613,0.00366,0.198149 -v8-interpreter,bn128_mul-cdetrio7,0.2963595390319824,0.003872,0.216961 -v8-interpreter,bn128_mul-cdetrio7,0.28885912895202637,0.004196,0.204252 -v8-interpreter,bn128_mul-cdetrio7,0.2928471565246582,0.003974,0.202899 -v8-interpreter,bn128_mul-cdetrio7,0.25934290885925293,0.003542,0.182294 -v8-interpreter,bn128_mul-cdetrio7,0.260406494140625,0.003532,0.182025 -v8-interpreter,bn128_mul-cdetrio7,0.25861358642578125,0.003628,0.177007 -v8-interpreter,bn128_mul-cdetrio7,0.25311946868896484,0.003885,0.18029 -v8-interpreter,bn128_mul-cdetrio7,0.2817997932434082,0.003947,0.192459 -v8-interpreter,bn128_mul-cdetrio7,0.2677037715911865,0.003953,0.189337 -v8-interpreter,bn128_mul-cdetrio7,0.2757265567779541,0.015605,0.180603 -v8-interpreter,bn128_mul-cdetrio7,0.27048349380493164,0.004424,0.191224 -v8-interpreter,bn128_mul-cdetrio7,0.2678704261779785,0.003873,0.191283 -v8-interpreter,bn128_mul-cdetrio7,0.2785348892211914,0.003662,0.203965 -v8-interpreter,bn128_mul-cdetrio7,0.2740199565887451,0.00385,0.197857 -v8-interpreter,bn128_mul-cdetrio7,0.25438785552978516,0.003692,0.177631 -v8-interpreter,bn128_mul-cdetrio7,0.23961234092712402,0.003933,0.170458 -v8-interpreter,bn128_mul-cdetrio7,0.27036571502685547,0.004716,0.184422 -v8-interpreter,bn128_mul-cdetrio7,0.2459709644317627,0.003228,0.172717 -v8-interpreter,bn128_mul-cdetrio7,0.2591826915740967,0.004033,0.189624 -v8-interpreter,bn128_mul-cdetrio7,0.25046467781066895,0.004335,0.17828 -v8-interpreter,bn128_mul-cdetrio7,0.27321648597717285,0.004225,0.190978 -v8-interpreter,bn128_mul-cdetrio7,0.2521035671234131,0.003929,0.176062 -v8-interpreter,bn128_mul-cdetrio7,0.26892518997192383,0.003896,0.191255 -v8-interpreter,bn128_mul-cdetrio7,0.25846409797668457,0.003963,0.180618 -v8-interpreter,bn128_mul-cdetrio7,0.2647976875305176,0.004283,0.183095 -v8-interpreter,bn128_mul-cdetrio7,0.2499408721923828,0.00346,0.179585 -v8-interpreter,bn128_mul-cdetrio7,0.26316237449645996,0.003834,0.188091 -v8-interpreter,bn128_mul-cdetrio7,0.27830004692077637,0.003839,0.195709 -v8-interpreter,bn128_mul-cdetrio7,0.2718052864074707,0.003664,0.1931 -v8-interpreter,bn128_mul-cdetrio7,0.24924325942993164,0.005344,0.174896 -v8-interpreter,bn128_mul-cdetrio7,0.2672276496887207,0.003767,0.185955 -v8-interpreter,bn128_mul-cdetrio7,0.2799651622772217,0.003799,0.202659 -v8-interpreter,bn128_mul-cdetrio7,0.2589082717895508,0.003921,0.182303 -v8-interpreter,bn128_mul-cdetrio7,0.25607895851135254,0.003315,0.184905 -v8-interpreter,bn128_mul-cdetrio7,0.2538633346557617,0.003633,0.177378 -v8-interpreter,bn128_mul-cdetrio7,0.259824275970459,0.003656,0.188014 -v8-interpreter,bn128_mul-cdetrio7,0.2878150939941406,0.003826,0.210027 -v8-interpreter,bn128_mul-cdetrio7,0.2735898494720459,0.003987,0.19293 -v8-interpreter,bn128_mul-cdetrio7,0.26113343238830566,0.003776,0.183012 -v8-interpreter,bn128_mul-cdetrio7,0.2665119171142578,0.004325,0.187356 -v8-interpreter,bn128_mul-cdetrio7,0.26233839988708496,0.004732,0.185216 -v8-interpreter,bn128_mul-cdetrio7,0.2517082691192627,0.00365,0.180548 -v8-interpreter,bn128_mul-cdetrio7,0.2637746334075928,0.004117,0.188626 -v8-interpreter,bn128_mul-cdetrio7,0.2630302906036377,0.004008,0.18271 -v8-interpreter,bn128_mul-cdetrio7,0.2533409595489502,0.004346,0.175118 -v8-interpreter,bn128_mul-cdetrio7,0.2580687999725342,0.004171,0.182985 -v8-interpreter,bn128_mul-cdetrio7,0.2518954277038574,0.00421,0.174846 -v8-interpreter,bn128_add-cdetrio10,0.07273054122924805,0.003691,0.001131 -v8-interpreter,bn128_add-cdetrio10,0.06852483749389648,0.003261,0.000772 -v8-interpreter,bn128_add-cdetrio10,0.07669878005981445,0.007432,0.000833 -v8-interpreter,bn128_add-cdetrio10,0.08040618896484375,0.003302,0.000754 -v8-interpreter,bn128_add-cdetrio10,0.07376670837402344,0.003644,0.000736 -v8-interpreter,bn128_add-cdetrio10,0.07451248168945312,0.004464,0.001026 -v8-interpreter,bn128_add-cdetrio10,0.07308578491210938,0.003739,0.000762 -v8-interpreter,bn128_add-cdetrio10,0.07069516181945801,0.004137,0.00088 -v8-interpreter,bn128_add-cdetrio10,0.0739133358001709,0.004018,0.000741 -v8-interpreter,bn128_add-cdetrio10,0.0729684829711914,0.003501,0.000723 -v8-interpreter,bn128_add-cdetrio10,0.07725024223327637,0.003802,0.000721 -v8-interpreter,bn128_add-cdetrio10,0.07183694839477539,0.004368,0.000976 -v8-interpreter,bn128_add-cdetrio10,0.07144474983215332,0.00413,0.000872 -v8-interpreter,bn128_add-cdetrio10,0.07428383827209473,0.003893,0.001138 -v8-interpreter,bn128_add-cdetrio10,0.06875848770141602,0.003545,0.000712 -v8-interpreter,bn128_add-cdetrio10,0.07138395309448242,0.003532,0.001015 -v8-interpreter,bn128_add-cdetrio10,0.06789565086364746,0.00361,0.000781 -v8-interpreter,bn128_add-cdetrio10,0.07692313194274902,0.003417,0.001024 -v8-interpreter,bn128_add-cdetrio10,0.06859326362609863,0.003585,0.00076 -v8-interpreter,bn128_add-cdetrio10,0.07270622253417969,0.004563,0.000744 -v8-interpreter,bn128_add-cdetrio10,0.06746411323547363,0.003414,0.001158 -v8-interpreter,bn128_add-cdetrio10,0.06882500648498535,0.003483,0.000758 -v8-interpreter,bn128_add-cdetrio10,0.07245469093322754,0.003563,0.001066 -v8-interpreter,bn128_add-cdetrio10,0.07431554794311523,0.003945,0.000765 -v8-interpreter,bn128_add-cdetrio10,0.07862472534179688,0.003728,0.000894 -v8-interpreter,bn128_add-cdetrio10,0.07170605659484863,0.003737,0.000757 -v8-interpreter,bn128_add-cdetrio10,0.07156610488891602,0.00459,0.000997 -v8-interpreter,bn128_add-cdetrio10,0.07607722282409668,0.004158,0.000953 -v8-interpreter,bn128_add-cdetrio10,0.0752718448638916,0.006051,0.001215 -v8-interpreter,bn128_add-cdetrio10,0.07727265357971191,0.004036,0.001014 -v8-interpreter,bn128_add-cdetrio10,0.0889742374420166,0.005357,0.000866 -v8-interpreter,bn128_add-cdetrio10,0.07550716400146484,0.003893,0.000882 -v8-interpreter,bn128_add-cdetrio10,0.08345365524291992,0.004058,0.00099 -v8-interpreter,bn128_add-cdetrio10,0.07157588005065918,0.003802,0.000752 -v8-interpreter,bn128_add-cdetrio10,0.07258844375610352,0.004094,0.000976 -v8-interpreter,bn128_add-cdetrio10,0.07608652114868164,0.003714,0.000811 -v8-interpreter,bn128_add-cdetrio10,0.07140922546386719,0.003644,0.000728 -v8-interpreter,bn128_add-cdetrio10,0.07962393760681152,0.00476,0.001488 -v8-interpreter,bn128_add-cdetrio10,0.0809018611907959,0.004339,0.001038 -v8-interpreter,bn128_add-cdetrio10,0.07414627075195312,0.003521,0.000951 -v8-interpreter,bn128_add-cdetrio10,0.07197046279907227,0.003564,0.000721 -v8-interpreter,bn128_add-cdetrio10,0.07205510139465332,0.004157,0.000818 -v8-interpreter,bn128_add-cdetrio10,0.07124590873718262,0.004001,0.000738 -v8-interpreter,bn128_add-cdetrio10,0.07436847686767578,0.003699,0.000936 -v8-interpreter,bn128_add-cdetrio10,0.07467103004455566,0.003715,0.000953 -v8-interpreter,bn128_add-cdetrio10,0.07170748710632324,0.003462,0.000932 -v8-interpreter,bn128_add-cdetrio10,0.07594490051269531,0.003655,0.000836 -v8-interpreter,bn128_add-cdetrio10,0.0719146728515625,0.003861,0.000908 -v8-interpreter,bn128_add-cdetrio10,0.07804536819458008,0.003522,0.000754 -v8-interpreter,bn128_add-cdetrio10,0.07466816902160645,0.003586,0.000809 -wasmtime,modexp-nagydani-1-square,0.2990703582763672,0.292772,0.000136 -wasmtime,modexp-nagydani-1-square,0.28830575942993164,0.280486,0.000116 -wasmtime,modexp-nagydani-1-square,0.27275681495666504,0.266141,0.000123 -wasmtime,modexp-nagydani-1-square,0.2665443420410156,0.259533,9.7e-05 -wasmtime,modexp-nagydani-1-square,0.2825613021850586,0.275543,9.8e-05 -wasmtime,modexp-nagydani-1-square,0.2660245895385742,0.259764,0.000119 -wasmtime,modexp-nagydani-1-square,0.292125940322876,0.285209,0.000146 -wasmtime,modexp-nagydani-1-square,0.2847425937652588,0.277262,0.000132 -wasmtime,modexp-nagydani-1-square,0.2820878028869629,0.274989,0.000131 -wasmtime,modexp-nagydani-1-square,0.2810502052307129,0.273792,0.000144 -wasmtime,modexp-nagydani-1-square,0.2860751152038574,0.277783,0.000118 -wasmtime,modexp-nagydani-1-square,0.28882622718811035,0.281425,0.000156 -wasmtime,modexp-nagydani-1-square,0.28580403327941895,0.276636,0.000129 -wasmtime,modexp-nagydani-1-square,0.2908742427825928,0.283541,0.000159 -wasmtime,modexp-nagydani-1-square,0.2853670120239258,0.277496,0.000118 -wasmtime,modexp-nagydani-1-square,0.28338098526000977,0.276014,0.000195 -wasmtime,modexp-nagydani-1-square,0.3334836959838867,0.326219,0.000107 -wasmtime,modexp-nagydani-1-square,0.28668928146362305,0.279977,0.000109 -wasmtime,modexp-nagydani-1-square,0.2966456413269043,0.289333,0.000196 -wasmtime,modexp-nagydani-1-square,0.27573561668395996,0.26959,0.000102 -wasmtime,modexp-nagydani-1-square,0.2807004451751709,0.272992,0.000131 -wasmtime,modexp-nagydani-1-square,0.28864383697509766,0.281709,0.000122 -wasmtime,modexp-nagydani-1-square,0.26406288146972656,0.257321,0.00014 -wasmtime,modexp-nagydani-1-square,0.28103089332580566,0.273242,0.000124 -wasmtime,modexp-nagydani-1-square,0.2794804573059082,0.271586,0.000123 -wasmtime,modexp-nagydani-1-square,0.2901427745819092,0.282625,0.000174 -wasmtime,modexp-nagydani-1-square,0.26914310455322266,0.262999,0.000121 -wasmtime,modexp-nagydani-1-square,0.2796964645385742,0.272753,0.00025 -wasmtime,modexp-nagydani-1-square,0.2890501022338867,0.282236,0.000188 -wasmtime,modexp-nagydani-1-square,0.3021101951599121,0.295354,0.000104 -wasmtime,modexp-nagydani-1-square,0.2996048927307129,0.292799,0.000131 -wasmtime,modexp-nagydani-1-square,0.28552770614624023,0.27713,0.000155 -wasmtime,modexp-nagydani-1-square,0.30200958251953125,0.293974,9.9e-05 -wasmtime,modexp-nagydani-1-square,0.28319430351257324,0.275856,0.000137 -wasmtime,modexp-nagydani-1-square,0.2877645492553711,0.280329,0.000102 -wasmtime,modexp-nagydani-1-square,0.30301451683044434,0.295986,0.000113 -wasmtime,modexp-nagydani-1-square,0.2711055278778076,0.263176,0.000131 -wasmtime,modexp-nagydani-1-square,0.2771739959716797,0.270523,0.000148 -wasmtime,modexp-nagydani-1-square,0.29990482330322266,0.291702,0.000122 -wasmtime,modexp-nagydani-1-square,0.2879455089569092,0.280258,0.000146 -wasmtime,modexp-nagydani-1-square,0.26560044288635254,0.25904,0.000163 -wasmtime,modexp-nagydani-1-square,0.30626893043518066,0.297464,9.7e-05 -wasmtime,modexp-nagydani-1-square,0.2739832401275635,0.267381,9.9e-05 -wasmtime,modexp-nagydani-1-square,0.27280497550964355,0.265813,0.000119 -wasmtime,modexp-nagydani-1-square,0.276200532913208,0.269764,0.000176 -wasmtime,modexp-nagydani-1-square,0.28002476692199707,0.27279,0.000121 -wasmtime,modexp-nagydani-1-square,0.29886698722839355,0.291343,0.000123 -wasmtime,modexp-nagydani-1-square,0.26650428771972656,0.258899,0.00012 -wasmtime,modexp-nagydani-1-square,0.28844571113586426,0.281417,0.000234 -wasmtime,modexp-nagydani-1-square,0.2737865447998047,0.265553,9.8e-05 -wasmtime,ecpairing,1.024383783340454,0.905311,0.112121 -wasmtime,ecpairing,1.0753533840179443,0.962536,0.104205 -wasmtime,ecpairing,1.0458343029022217,0.938507,0.099761 -wasmtime,ecpairing,1.0359268188476562,0.929298,0.099152 -wasmtime,ecpairing,1.0746982097625732,0.964162,0.102931 -wasmtime,ecpairing,1.0084874629974365,0.894185,0.107481 -wasmtime,ecpairing,1.0151445865631104,0.905577,0.100196 -wasmtime,ecpairing,1.0161685943603516,0.905771,0.102125 -wasmtime,ecpairing,1.1366386413574219,1.016402,0.111079 -wasmtime,ecpairing,1.109919786453247,0.996566,0.105265 -wasmtime,ecpairing,1.120577335357666,1.006051,0.105546 -wasmtime,ecpairing,1.0380332469940186,0.932404,0.096989 -wasmtime,ecpairing,1.0569922924041748,0.946225,0.102604 -wasmtime,ecpairing,1.0259709358215332,0.918232,0.097661 -wasmtime,ecpairing,1.0331339836120605,0.926576,0.098903 -wasmtime,ecpairing,1.0318570137023926,0.916267,0.108243 -wasmtime,ecpairing,1.0796213150024414,0.967737,0.103628 -wasmtime,ecpairing,0.9627411365509033,0.860734,0.092585 -wasmtime,ecpairing,0.9977686405181885,0.893748,0.095925 -wasmtime,ecpairing,0.9972920417785645,0.897392,0.092401 -wasmtime,ecpairing,1.0609490871429443,0.952015,0.101347 -wasmtime,ecpairing,1.0145246982574463,0.915266,0.091683 -wasmtime,ecpairing,0.9938526153564453,0.878938,0.108075 -wasmtime,ecpairing,0.9708819389343262,0.868918,0.094525 -wasmtime,ecpairing,1.0043585300445557,0.90198,0.094463 -wasmtime,ecpairing,1.0592286586761475,0.940341,0.111284 -wasmtime,ecpairing,1.11936354637146,1.000874,0.110083 -wasmtime,ecpairing,1.0900206565856934,0.97415,0.106952 -wasmtime,ecpairing,1.1393508911132812,1.019822,0.10923 -wasmtime,ecpairing,1.1101939678192139,1.000281,0.101478 -wasmtime,ecpairing,1.0442049503326416,0.931655,0.102297 -wasmtime,ecpairing,1.0602715015411377,0.946163,0.104897 -wasmtime,ecpairing,1.0482161045074463,0.930606,0.108828 -wasmtime,ecpairing,1.0505263805389404,0.942296,0.097985 -wasmtime,ecpairing,1.065505027770996,0.965311,0.093952 -wasmtime,ecpairing,1.0669426918029785,0.954613,0.105002 -wasmtime,ecpairing,1.0947036743164062,0.9872,0.099706 -wasmtime,ecpairing,1.070300579071045,0.955608,0.106956 -wasmtime,ecpairing,1.075190782546997,0.958958,0.108293 -wasmtime,ecpairing,1.0771336555480957,0.950583,0.118322 -wasmtime,ecpairing,1.051342248916626,0.934918,0.109291 -wasmtime,ecpairing,1.1175589561462402,1.000143,0.108959 -wasmtime,ecpairing,1.1404175758361816,1.018778,0.113906 -wasmtime,ecpairing,1.1592555046081543,1.038209,0.111959 -wasmtime,ecpairing,1.1074655055999756,0.99105,0.107605 -wasmtime,ecpairing,1.1288163661956787,1.012001,0.108477 -wasmtime,ecpairing,1.0964863300323486,0.974123,0.113925 -wasmtime,ecpairing,1.0844998359680176,0.970893,0.105842 -wasmtime,ecpairing,1.0756449699401855,0.972635,0.095076 -wasmtime,ecpairing,1.09340500831604,0.980661,0.105634 -wasmtime,bn128_mul-chfast1,0.4236903190612793,0.415607,0.000768 -wasmtime,bn128_mul-chfast1,0.43375301361083984,0.425683,0.00089 -wasmtime,bn128_mul-chfast1,0.43851733207702637,0.429197,0.000757 -wasmtime,bn128_mul-chfast1,0.44014406204223633,0.431602,0.000655 -wasmtime,bn128_mul-chfast1,0.46636390686035156,0.458707,0.000706 -wasmtime,bn128_mul-chfast1,0.43465399742126465,0.425998,0.000706 -wasmtime,bn128_mul-chfast1,0.42740345001220703,0.418886,0.000611 -wasmtime,bn128_mul-chfast1,0.43001675605773926,0.421553,0.00073 -wasmtime,bn128_mul-chfast1,0.4250307083129883,0.416857,0.000668 -wasmtime,bn128_mul-chfast1,0.4152553081512451,0.406936,0.000668 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-wasmtime,ed25519-verify-ten-inputs,1.2791857719421387,1.262163,0.008691 -wasmtime,ed25519-verify-ten-inputs,1.356196641921997,1.339728,0.008811 -wasmtime,ed25519-verify-ten-inputs,1.4569501876831055,1.436793,0.0114 -wasmtime,ed25519-verify-ten-inputs,1.5656802654266357,1.54867,0.008975 -wasmtime,ed25519-verify-ten-inputs,1.605527639389038,1.588411,0.008776 -wasmtime,ed25519-verify-ten-inputs,1.4433424472808838,1.42482,0.009912 -wasmtime,ed25519-verify-ten-inputs,1.3892908096313477,1.36984,0.01186 -wasmtime,ed25519-verify-ten-inputs,1.4067559242248535,1.389482,0.009539 -wasmtime,ed25519-verify-ten-inputs,1.4003114700317383,1.381753,0.010539 -wasmtime,ed25519-verify-ten-inputs,1.329742431640625,1.312957,0.009219 -wasmtime,ed25519-verify-ten-inputs,1.3890819549560547,1.372198,0.008972 -wasmtime,ed25519-verify-ten-inputs,1.3014144897460938,1.28602,0.00754 -wasmtime,ed25519-verify-ten-inputs,1.2508649826049805,1.234915,0.007676 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-wasmtime,ed25519-verify-ten-inputs,1.3653180599212646,1.349486,0.007919 -wasmtime,ed25519-verify-ten-inputs,1.3418874740600586,1.327078,0.007645 -wasmtime,ed25519-verify-ten-inputs,1.3244969844818115,1.309667,0.007811 -wasmtime,ed25519-verify-ten-inputs,1.3236775398254395,1.307111,0.008845 -wasmtime,ed25519-verify-ten-inputs,1.2890079021453857,1.273048,0.008133 -wasmtime,ed25519-verify-ten-inputs,1.3172297477722168,1.301976,0.007999 -wasmtime,ed25519-verify-ten-inputs,1.2825634479522705,1.266059,0.009086 -wasmtime,ed25519-verify-ten-inputs,1.307237148284912,1.289035,0.010778 -wasmtime,ed25519-verify-ten-inputs,1.3068995475769043,1.292264,0.007543 -wasmtime,ed25519-verify-ten-inputs,1.3213391304016113,1.304624,0.009109 -wasmtime,ed25519-verify-ten-inputs,1.284036636352539,1.266678,0.009569 -wasmtime,ed25519-verify-ten-inputs,1.25700044631958,1.241168,0.007595 -wasmtime,bn128_pairing-ten_point_match_1,8.570013999938965,8.349028,0.21242 -wasmtime,bn128_pairing-ten_point_match_1,8.618690490722656,8.433071,0.176427 -wasmtime,bn128_pairing-ten_point_match_1,8.611212730407715,8.41797,0.185227 -wasmtime,bn128_pairing-ten_point_match_1,9.018520593643188,8.800416,0.20949 -wasmtime,bn128_pairing-ten_point_match_1,9.341771841049194,9.156875,0.176623 -wasmtime,bn128_pairing-ten_point_match_1,8.714163780212402,8.518932,0.186919 -wasmtime,bn128_pairing-ten_point_match_1,8.540546178817749,8.356165,0.176389 -wasmtime,bn128_pairing-one_point,8.229296684265137,8.183406,0.037131 -wasmtime,bn128_pairing-one_point,8.161526203155518,8.1146,0.0376 -wasmtime,bn128_pairing-one_point,8.344435214996338,8.291293,0.0439 -wasmtime,bn128_pairing-one_point,8.340970039367676,8.288367,0.043776 -wasmtime,bn128_pairing-one_point,8.215974569320679,8.160151,0.047113 -wasmtime,bn128_pairing-one_point,8.14048981666565,8.094996,0.037196 -wasmtime,bn128_pairing-one_point,8.006565570831299,7.956897,0.041755 -wasmtime,bn128_pairing-two_point_match_2,9.20509672164917,9.139726,0.056007 -wasmtime,bn128_pairing-two_point_match_2,9.174306154251099,9.112467,0.052842 -wasmtime,bn128_pairing-two_point_match_2,9.217947959899902,9.153629,0.055215 -wasmtime,bn128_pairing-two_point_match_2,9.212067127227783,9.145463,0.056827 -wasmtime,bn128_pairing-two_point_match_2,9.255265474319458,9.193912,0.052205 -wasmtime,bn128_pairing-two_point_match_2,9.257289409637451,9.188553,0.059965 -wasmtime,bn128_pairing-two_point_match_2,9.191770553588867,9.127481,0.055014 -wasmtime,sha1-10808-bits,0.04590415954589844,0.038878,0.000131 -wasmtime,sha1-10808-bits,0.04962158203125,0.041958,0.000103 -wasmtime,sha1-10808-bits,0.047104835510253906,0.03953,8.7e-05 -wasmtime,sha1-10808-bits,0.04921078681945801,0.042455,0.000129 -wasmtime,sha1-10808-bits,0.04192519187927246,0.035323,0.000194 -wasmtime,sha1-10808-bits,0.04451346397399902,0.037996,0.000119 -wasmtime,sha1-10808-bits,0.04824471473693848,0.04136,0.000108 -wasmtime,sha1-10808-bits,0.04673004150390625,0.040628,0.000112 -wasmtime,sha1-10808-bits,0.048174381256103516,0.041926,0.00013 -wasmtime,sha1-10808-bits,0.049185991287231445,0.042054,8.9e-05 -wasmtime,sha1-10808-bits,0.047907352447509766,0.040656,0.000102 -wasmtime,sha1-10808-bits,0.046800851821899414,0.040184,0.000174 -wasmtime,sha1-10808-bits,0.05047440528869629,0.044129,0.000111 -wasmtime,sha1-10808-bits,0.04745364189147949,0.040469,0.000102 -wasmtime,sha1-10808-bits,0.04732489585876465,0.040214,0.000111 -wasmtime,sha1-10808-bits,0.046399831771850586,0.039818,8.6e-05 -wasmtime,sha1-10808-bits,0.04991436004638672,0.0433,0.000105 -wasmtime,sha1-10808-bits,0.04841470718383789,0.04187,0.000107 -wasmtime,sha1-10808-bits,0.05105161666870117,0.044378,0.000117 -wasmtime,sha1-10808-bits,0.046129703521728516,0.038804,0.000117 -wasmtime,sha1-10808-bits,0.043272972106933594,0.037314,8.4e-05 -wasmtime,sha1-10808-bits,0.04709148406982422,0.040712,0.000158 -wasmtime,sha1-10808-bits,0.05111956596374512,0.042886,0.000151 -wasmtime,sha1-10808-bits,0.047087907791137695,0.038469,0.000119 -wasmtime,sha1-10808-bits,0.04511141777038574,0.037672,9.9e-05 -wasmtime,sha1-10808-bits,0.0442354679107666,0.037768,8.3e-05 -wasmtime,sha1-10808-bits,0.04491257667541504,0.037251,0.000141 -wasmtime,sha1-10808-bits,0.0415949821472168,0.034751,0.000104 -wasmtime,sha1-10808-bits,0.04691648483276367,0.040285,8.6e-05 -wasmtime,sha1-10808-bits,0.04247307777404785,0.036181,0.000126 -wasmtime,sha1-10808-bits,0.043653011322021484,0.037623,0.000114 -wasmtime,sha1-10808-bits,0.05376768112182617,0.046862,0.000116 -wasmtime,sha1-10808-bits,0.04888343811035156,0.042048,0.000183 -wasmtime,sha1-10808-bits,0.054303646087646484,0.045988,0.000101 -wasmtime,sha1-10808-bits,0.04718279838562012,0.03921,0.000101 -wasmtime,sha1-10808-bits,0.049619197845458984,0.04289,0.000135 -wasmtime,sha1-10808-bits,0.049211978912353516,0.042116,8.2e-05 -wasmtime,sha1-10808-bits,0.04542350769042969,0.039332,0.000117 -wasmtime,sha1-10808-bits,0.051622629165649414,0.044816,8.1e-05 -wasmtime,sha1-10808-bits,0.04491257667541504,0.038422,0.0001 -wasmtime,sha1-10808-bits,0.042072296142578125,0.035692,7.8e-05 -wasmtime,sha1-10808-bits,0.045746803283691406,0.039638,8.4e-05 -wasmtime,sha1-10808-bits,0.04841017723083496,0.041765,9.7e-05 -wasmtime,sha1-10808-bits,0.047284603118896484,0.041088,0.000207 -wasmtime,sha1-10808-bits,0.046105384826660156,0.039126,7.4e-05 -wasmtime,sha1-10808-bits,0.041723012924194336,0.035702,0.000119 -wasmtime,sha1-10808-bits,0.0393831729888916,0.034294,7.4e-05 -wasmtime,sha1-10808-bits,0.040119171142578125,0.034982,7.3e-05 -wasmtime,sha1-10808-bits,0.04183244705200195,0.036473,7.7e-05 -wasmtime,sha1-10808-bits,0.04546689987182617,0.039376,0.000117 -wasmtime,modexp-eip_example1,0.3007345199584961,0.294029,0.000656 -wasmtime,modexp-eip_example1,0.28934788703918457,0.282045,0.000689 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-wasmtime,modexp-eip_example1,0.3120875358581543,0.30334,0.000762 -wasmtime,modexp-eip_example1,0.2954590320587158,0.287153,0.00071 -wasmtime,modexp-eip_example1,0.3016073703765869,0.293643,0.000746 -wasmtime,modexp-eip_example1,0.3058462142944336,0.298154,0.000634 -wasmtime,modexp-eip_example1,0.31592369079589844,0.305908,0.000565 -wasmtime,modexp-eip_example1,0.29126858711242676,0.282782,0.000822 -wasmtime,bn128_mul-cdetrio12,0.38222789764404297,0.372251,0.002234 -wasmtime,bn128_mul-cdetrio12,0.3930244445800781,0.384236,0.002328 -wasmtime,bn128_mul-cdetrio12,0.3777735233306885,0.366933,0.002682 -wasmtime,bn128_mul-cdetrio12,0.3670322895050049,0.357533,0.001948 -wasmtime,bn128_mul-cdetrio12,0.3901405334472656,0.380916,0.002636 -wasmtime,bn128_mul-cdetrio12,0.37902331352233887,0.36914,0.002137 -wasmtime,bn128_mul-cdetrio12,0.376575231552124,0.367199,0.002152 -wasmtime,bn128_mul-cdetrio12,0.37532830238342285,0.366799,0.001939 -wasmtime,bn128_mul-cdetrio12,0.37537074089050293,0.366244,0.001973 -wasmtime,bn128_mul-cdetrio12,0.35521531105041504,0.345312,0.002261 -wasmtime,bn128_mul-cdetrio12,0.3851330280303955,0.373321,0.002735 -wasmtime,bn128_mul-cdetrio12,0.35999488830566406,0.351223,0.002054 -wasmtime,bn128_mul-cdetrio12,0.36577916145324707,0.357579,0.001911 -wasmtime,bn128_mul-cdetrio12,0.3870687484741211,0.377858,0.002011 -wasmtime,bn128_mul-cdetrio12,0.36324620246887207,0.353365,0.002323 -wasmtime,bn128_mul-cdetrio12,0.39699435234069824,0.388018,0.002088 -wasmtime,bn128_mul-cdetrio12,0.3902909755706787,0.381085,0.002288 -wasmtime,bn128_mul-cdetrio12,0.3598790168762207,0.35058,0.001926 -wasmtime,bn128_mul-cdetrio12,0.3728477954864502,0.363371,0.002196 -wasmtime,bn128_mul-cdetrio12,0.3800778388977051,0.371356,0.002188 -wasmtime,bn128_mul-cdetrio12,0.3757820129394531,0.3668,0.0019 -wasmtime,bn128_mul-cdetrio12,0.36867761611938477,0.359682,0.002096 -wasmtime,bn128_mul-cdetrio12,0.36991190910339355,0.361003,0.002062 -wasmtime,bn128_mul-cdetrio12,0.3714132308959961,0.36257,0.00201 -wasmtime,bn128_mul-cdetrio12,0.3739299774169922,0.364881,0.00281 -wasmtime,bn128_mul-cdetrio12,0.3618175983428955,0.353471,0.00203 -wasmtime,bn128_mul-cdetrio12,0.3755970001220703,0.365332,0.003037 -wasmtime,bn128_mul-cdetrio12,0.42650938034057617,0.416064,0.002212 -wasmtime,bn128_mul-cdetrio12,0.3885996341705322,0.377949,0.002031 -wasmtime,bn128_mul-cdetrio12,0.37609243392944336,0.366759,0.002098 -wasmtime,bn128_mul-cdetrio12,0.3653407096862793,0.355729,0.002212 -wasmtime,bn128_mul-cdetrio12,0.3832361698150635,0.374221,0.001977 -wasmtime,bn128_mul-cdetrio12,0.37604832649230957,0.366365,0.00225 -wasmtime,bn128_mul-cdetrio12,0.37271595001220703,0.361736,0.001941 -wasmtime,bn128_mul-cdetrio12,0.3758702278137207,0.365992,0.002188 -wasmtime,bn128_mul-cdetrio12,0.3679776191711426,0.358067,0.001895 -wasmtime,bn128_mul-cdetrio12,0.40649986267089844,0.398148,0.002171 -wasmtime,bn128_mul-cdetrio12,0.36952805519104004,0.360124,0.002077 -wasmtime,bn128_mul-cdetrio12,0.3573641777038574,0.348857,0.001948 -wasmtime,bn128_mul-cdetrio12,0.3876683712005615,0.378699,0.002414 -wasmtime,bn128_mul-cdetrio12,0.3623316287994385,0.35298,0.002205 -wasmtime,bn128_mul-cdetrio12,0.4107365608215332,0.400747,0.001959 -wasmtime,bn128_mul-cdetrio12,0.3733646869659424,0.36453,0.002097 -wasmtime,bn128_mul-cdetrio12,0.38771653175354004,0.376853,0.002021 -wasmtime,bn128_mul-cdetrio12,0.36463117599487305,0.354561,0.002604 -wasmtime,bn128_mul-cdetrio12,0.38144755363464355,0.370746,0.002311 -wasmtime,bn128_mul-cdetrio12,0.3983447551727295,0.387466,0.002599 -wasmtime,bn128_mul-cdetrio12,0.39445018768310547,0.384086,0.002207 -wasmtime,bn128_mul-cdetrio12,0.37515759468078613,0.365536,0.002174 -wasmtime,bn128_mul-cdetrio12,0.3688356876373291,0.360052,0.002222 -wasmtime,modexp-nagydani-1-qube,0.2952723503112793,0.288942,0.000157 -wasmtime,modexp-nagydani-1-qube,0.2884244918823242,0.28125,0.000124 -wasmtime,modexp-nagydani-1-qube,0.2814366817474365,0.27419,9.8e-05 -wasmtime,modexp-nagydani-1-qube,0.27265310287475586,0.265654,0.000137 -wasmtime,modexp-nagydani-1-qube,0.2742941379547119,0.268138,0.000124 -wasmtime,modexp-nagydani-1-qube,0.27101898193359375,0.265221,0.000103 -wasmtime,modexp-nagydani-1-qube,0.2821977138519287,0.276128,0.0001 -wasmtime,modexp-nagydani-1-qube,0.27800583839416504,0.270671,0.000138 -wasmtime,modexp-nagydani-1-qube,0.2757446765899658,0.269386,0.000135 -wasmtime,modexp-nagydani-1-qube,0.28861069679260254,0.281347,0.000101 -wasmtime,modexp-nagydani-1-qube,0.2778959274291992,0.269668,0.000128 -wasmtime,modexp-nagydani-1-qube,0.2957587242126465,0.289106,0.000125 -wasmtime,modexp-nagydani-1-qube,0.33127403259277344,0.323763,0.000201 -wasmtime,modexp-nagydani-1-qube,0.31566548347473145,0.308445,0.000103 -wasmtime,modexp-nagydani-1-qube,0.2920806407928467,0.28411,9.8e-05 -wasmtime,modexp-nagydani-1-qube,0.27298402786254883,0.265661,0.000155 -wasmtime,modexp-nagydani-1-qube,0.29214906692504883,0.285645,0.000109 -wasmtime,modexp-nagydani-1-qube,0.2853102684020996,0.277859,0.000143 -wasmtime,modexp-nagydani-1-qube,0.2871561050415039,0.280297,0.000147 -wasmtime,modexp-nagydani-1-qube,0.28696250915527344,0.279961,0.000112 -wasmtime,modexp-nagydani-1-qube,0.2880713939666748,0.28123,0.000111 -wasmtime,modexp-nagydani-1-qube,0.32764482498168945,0.319598,0.000176 -wasmtime,modexp-nagydani-1-qube,0.3168919086456299,0.308204,0.000166 -wasmtime,modexp-nagydani-1-qube,0.28573083877563477,0.278193,0.000219 -wasmtime,modexp-nagydani-1-qube,0.3015403747558594,0.293945,0.000165 -wasmtime,modexp-nagydani-1-qube,0.2781350612640381,0.271297,0.0001 -wasmtime,modexp-nagydani-1-qube,0.29910993576049805,0.291257,0.000176 -wasmtime,modexp-nagydani-1-qube,0.285754919052124,0.278687,0.000126 -wasmtime,modexp-nagydani-1-qube,0.2906675338745117,0.283367,0.000125 -wasmtime,modexp-nagydani-1-qube,0.2996211051940918,0.292363,0.000188 -wasmtime,modexp-nagydani-1-qube,0.32009053230285645,0.312836,0.000253 -wasmtime,modexp-nagydani-1-qube,0.3021056652069092,0.295225,0.000137 -wasmtime,modexp-nagydani-1-qube,0.2858922481536865,0.279003,0.000157 -wasmtime,modexp-nagydani-1-qube,0.3101527690887451,0.303004,0.000184 -wasmtime,modexp-nagydani-1-qube,0.3067314624786377,0.299395,0.000191 -wasmtime,modexp-nagydani-1-qube,0.281038761138916,0.272065,9.7e-05 -wasmtime,modexp-nagydani-1-qube,0.2841353416442871,0.277503,0.000132 -wasmtime,modexp-nagydani-1-qube,0.2819240093231201,0.275344,0.000146 -wasmtime,modexp-nagydani-1-qube,0.28651952743530273,0.280062,0.000143 -wasmtime,modexp-nagydani-1-qube,0.274364709854126,0.266181,0.000368 -wasmtime,modexp-nagydani-1-qube,0.278825044631958,0.27152,0.000135 -wasmtime,modexp-nagydani-1-qube,0.27386999130249023,0.267189,9.8e-05 -wasmtime,modexp-nagydani-1-qube,0.2881200313568115,0.281394,0.00014 -wasmtime,modexp-nagydani-1-qube,0.27301454544067383,0.26509,9.8e-05 -wasmtime,modexp-nagydani-1-qube,0.29491329193115234,0.288697,0.000124 -wasmtime,modexp-nagydani-1-qube,0.2919280529022217,0.284843,0.000142 -wasmtime,modexp-nagydani-1-qube,0.2870016098022461,0.280087,0.000121 -wasmtime,modexp-nagydani-1-qube,0.2945406436920166,0.287977,0.000162 -wasmtime,modexp-nagydani-1-qube,0.3005404472351074,0.292682,0.000109 -wasmtime,modexp-nagydani-1-qube,0.2853870391845703,0.27777,0.00011 -wasmtime,bls12-381-aggreg-64-pubkeys-verify-sig,13.288291454315186,13.112903,0.165744 -wasmtime,bls12-381-aggreg-64-pubkeys-verify-sig,13.158941507339478,12.998351,0.151597 -wasmtime,bls12-381-aggreg-64-pubkeys-verify-sig,13.212889194488525,13.041275,0.161745 -wasmtime,bls12-381-aggreg-64-pubkeys-verify-sig,13.123927116394043,12.960246,0.154537 -wasmtime,bls12-381-aggreg-64-pubkeys-verify-sig,13.680150270462036,13.49804,0.172538 -wasmtime,bn128_mul-cdetrio6,0.3536186218261719,0.343095,0.002284 -wasmtime,bn128_mul-cdetrio6,0.37639355659484863,0.367289,0.002361 -wasmtime,bn128_mul-cdetrio6,0.35785818099975586,0.348097,0.002607 -wasmtime,bn128_mul-cdetrio6,0.36281275749206543,0.352187,0.002739 -wasmtime,bn128_mul-cdetrio6,0.37884068489074707,0.366711,0.003197 -wasmtime,bn128_mul-cdetrio6,0.3848543167114258,0.37405,0.0024 -wasmtime,bn128_mul-cdetrio6,0.37448763847351074,0.364373,0.002728 -wasmtime,bn128_mul-cdetrio6,0.3701791763305664,0.35933,0.002181 -wasmtime,bn128_mul-cdetrio6,0.3844771385192871,0.37504,0.002775 -wasmtime,bn128_mul-cdetrio6,0.3659400939941406,0.357334,0.002274 -wasmtime,bn128_mul-cdetrio6,0.37006330490112305,0.361028,0.002425 -wasmtime,bn128_mul-cdetrio6,0.4117698669433594,0.401442,0.00331 -wasmtime,bn128_mul-cdetrio6,0.3782384395599365,0.359833,0.002781 -wasmtime,bn128_mul-cdetrio6,0.36302828788757324,0.353616,0.00219 -wasmtime,bn128_mul-cdetrio6,0.3634672164916992,0.353653,0.002492 -wasmtime,bn128_mul-cdetrio6,0.3722078800201416,0.362071,0.002786 -wasmtime,bn128_mul-cdetrio6,0.37123727798461914,0.361089,0.002189 -wasmtime,bn128_mul-cdetrio6,0.37062644958496094,0.361112,0.003077 -wasmtime,bn128_mul-cdetrio6,0.35828161239624023,0.348353,0.002437 -wasmtime,bn128_mul-cdetrio6,0.39377593994140625,0.379669,0.003783 -wasmtime,bn128_mul-cdetrio6,0.3852558135986328,0.375166,0.002693 -wasmtime,bn128_mul-cdetrio6,0.3769063949584961,0.367327,0.00281 -wasmtime,bn128_mul-cdetrio6,0.39362382888793945,0.382128,0.003152 -wasmtime,bn128_mul-cdetrio6,0.38524842262268066,0.374728,0.002492 -wasmtime,bn128_mul-cdetrio6,0.37193822860717773,0.362023,0.002977 -wasmtime,bn128_mul-cdetrio6,0.40339016914367676,0.391549,0.003754 -wasmtime,bn128_mul-cdetrio6,0.3884618282318115,0.376634,0.00266 -wasmtime,bn128_mul-cdetrio6,0.35168886184692383,0.342236,0.002376 -wasmtime,bn128_mul-cdetrio6,0.3860945701599121,0.376713,0.002527 -wasmtime,bn128_mul-cdetrio6,0.3855555057525635,0.373438,0.002991 -wasmtime,bn128_mul-cdetrio6,0.38099050521850586,0.368725,0.00287 -wasmtime,bn128_mul-cdetrio6,0.3753349781036377,0.366719,0.002581 -wasmtime,bn128_mul-cdetrio6,0.3704061508178711,0.359675,0.002701 -wasmtime,bn128_mul-cdetrio6,0.3816242218017578,0.371495,0.00245 -wasmtime,bn128_mul-cdetrio6,0.3549158573150635,0.344217,0.004441 -wasmtime,bn128_mul-cdetrio6,0.363445520401001,0.353206,0.002299 -wasmtime,bn128_mul-cdetrio6,0.3868880271911621,0.376766,0.002554 -wasmtime,bn128_mul-cdetrio6,0.3747832775115967,0.36493,0.002367 -wasmtime,bn128_mul-cdetrio6,0.3750340938568115,0.36544,0.002358 -wasmtime,bn128_mul-cdetrio6,0.3940601348876953,0.384002,0.0023 -wasmtime,bn128_mul-cdetrio6,0.39139747619628906,0.381123,0.002593 -wasmtime,bn128_mul-cdetrio6,0.3676784038543701,0.357763,0.002396 -wasmtime,bn128_mul-cdetrio6,0.3812282085418701,0.372529,0.002902 -wasmtime,bn128_mul-cdetrio6,0.393007755279541,0.381397,0.002381 -wasmtime,bn128_mul-cdetrio6,0.3688933849334717,0.360015,0.002234 -wasmtime,bn128_mul-cdetrio6,0.36553335189819336,0.355721,0.002227 -wasmtime,bn128_mul-cdetrio6,0.3686685562133789,0.35913,0.002628 -wasmtime,bn128_mul-cdetrio6,0.37370944023132324,0.362564,0.00328 -wasmtime,bn128_mul-cdetrio6,0.36505818367004395,0.355068,0.002479 -wasmtime,bn128_mul-cdetrio6,0.36682796478271484,0.357895,0.002386 -wasmtime,blake2b-2805-bytes,0.0847783088684082,0.077524,0.000113 -wasmtime,blake2b-2805-bytes,0.08618283271789551,0.079531,8.9e-05 -wasmtime,blake2b-2805-bytes,0.09384679794311523,0.086143,0.000278 -wasmtime,blake2b-2805-bytes,0.0871133804321289,0.07988,0.000108 -wasmtime,blake2b-2805-bytes,0.10141134262084961,0.093534,0.00016 -wasmtime,blake2b-2805-bytes,0.09478354454040527,0.087224,0.000133 -wasmtime,blake2b-2805-bytes,0.09752178192138672,0.089946,9.1e-05 -wasmtime,blake2b-2805-bytes,0.09755063056945801,0.090569,0.000101 -wasmtime,blake2b-2805-bytes,0.09309840202331543,0.085509,0.000133 -wasmtime,blake2b-2805-bytes,0.09557723999023438,0.08825,0.000177 -wasmtime,blake2b-2805-bytes,0.09478592872619629,0.086175,0.000129 -wasmtime,blake2b-2805-bytes,0.10204482078552246,0.094537,0.000103 -wasmtime,blake2b-2805-bytes,0.11725711822509766,0.108285,0.000127 -wasmtime,blake2b-2805-bytes,0.11261773109436035,0.105311,9.9e-05 -wasmtime,blake2b-2805-bytes,0.09870481491088867,0.091413,0.0001 -wasmtime,blake2b-2805-bytes,0.10197043418884277,0.094767,0.000141 -wasmtime,blake2b-2805-bytes,0.09943222999572754,0.090643,0.000155 -wasmtime,blake2b-2805-bytes,0.11287569999694824,0.104666,0.0001 -wasmtime,blake2b-2805-bytes,0.10547447204589844,0.095005,0.000114 -wasmtime,blake2b-2805-bytes,0.10728979110717773,0.099447,0.000121 -wasmtime,blake2b-2805-bytes,0.1029818058013916,0.094557,0.000115 -wasmtime,blake2b-2805-bytes,0.10658597946166992,0.098577,0.000188 -wasmtime,blake2b-2805-bytes,0.10879802703857422,0.100317,0.000128 -wasmtime,blake2b-2805-bytes,0.1021122932434082,0.094018,0.000181 -wasmtime,blake2b-2805-bytes,0.09959268569946289,0.092963,0.000102 -wasmtime,blake2b-2805-bytes,0.09499764442443848,0.088484,0.000136 -wasmtime,blake2b-2805-bytes,0.09877943992614746,0.091382,0.000156 -wasmtime,blake2b-2805-bytes,0.09985065460205078,0.091847,0.000135 -wasmtime,blake2b-2805-bytes,0.09816217422485352,0.091089,0.000112 -wasmtime,blake2b-2805-bytes,0.09841394424438477,0.089124,9.7e-05 -wasmtime,blake2b-2805-bytes,0.10411882400512695,0.096725,0.00012 -wasmtime,blake2b-2805-bytes,0.09536075592041016,0.087698,0.000141 -wasmtime,blake2b-2805-bytes,0.09836220741271973,0.089329,0.000118 -wasmtime,blake2b-2805-bytes,0.0929567813873291,0.086399,0.000157 -wasmtime,blake2b-2805-bytes,0.10058283805847168,0.093245,0.00014 -wasmtime,blake2b-2805-bytes,0.09588813781738281,0.088322,0.000112 -wasmtime,blake2b-2805-bytes,0.09676027297973633,0.089637,9.1e-05 -wasmtime,blake2b-2805-bytes,0.09770774841308594,0.090254,0.000267 -wasmtime,blake2b-2805-bytes,0.08726787567138672,0.079153,0.000131 -wasmtime,blake2b-2805-bytes,0.09547042846679688,0.088626,0.000291 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-wasmi,modexp-nagydani-1-square,0.009224653244018555,0.003469,0.004026 -wasmi,modexp-nagydani-1-square,0.009542226791381836,0.003605,0.003756 -wasmi,modexp-nagydani-1-square,0.008960962295532227,0.00293,0.004135 -wasmi,modexp-nagydani-1-square,0.00890350341796875,0.003199,0.003793 -wasmi,modexp-nagydani-1-square,0.01066899299621582,0.004727,0.004075 -wasmi,modexp-nagydani-1-square,0.009002685546875,0.00321,0.003895 -wasmi,modexp-nagydani-1-square,0.00999593734741211,0.003814,0.004066 -wasmi,modexp-nagydani-1-square,0.010460853576660156,0.003579,0.00496 -wasmi,modexp-nagydani-1-square,0.010987520217895508,0.004372,0.004456 -wasmi,modexp-nagydani-1-square,0.008852720260620117,0.003432,0.003663 -wasmi,modexp-nagydani-1-square,0.008871793746948242,0.003531,0.003541 -wasmi,modexp-nagydani-1-square,0.008861064910888672,0.003421,0.003611 -wasmi,modexp-nagydani-1-square,0.010248422622680664,0.003273,0.003855 -wasmi,modexp-nagydani-1-square,0.010390281677246094,0.003658,0.004828 -wasmi,modexp-nagydani-1-square,0.009335041046142578,0.003892,0.003633 -wasmi,modexp-nagydani-1-square,0.009903669357299805,0.003758,0.003786 -wasmi,modexp-nagydani-1-square,0.010101318359375,0.003193,0.005057 -wasmi,ecpairing,16.94295573234558,0.009612,16.929795 -wasmi,ecpairing,17.158374786376953,0.007493,17.145784 -wasmi,ecpairing,17.729852437973022,0.007727,17.71828 -wasmi,ecpairing,16.665096521377563,0.007756,16.654287 -wasmi,bn128_mul-chfast1,0.06973099708557129,0.002464,0.065013 -wasmi,bn128_mul-chfast1,0.07431221008300781,0.002637,0.069525 -wasmi,bn128_mul-chfast1,0.08145475387573242,0.002128,0.077051 -wasmi,bn128_mul-chfast1,0.07405567169189453,0.002199,0.069533 -wasmi,bn128_mul-chfast1,0.07425975799560547,0.002134,0.069904 -wasmi,bn128_mul-chfast1,0.0740664005279541,0.002129,0.070104 -wasmi,bn128_mul-chfast1,0.08098220825195312,0.002391,0.07616 -wasmi,bn128_mul-chfast1,0.07781052589416504,0.003344,0.071463 -wasmi,bn128_mul-chfast1,0.0731956958770752,0.002314,0.068901 -wasmi,bn128_mul-chfast1,0.07150721549987793,0.002132,0.067039 -wasmi,bn128_mul-chfast1,0.0764772891998291,0.002389,0.071084 -wasmi,bn128_mul-chfast1,0.0743248462677002,0.002113,0.069736 -wasmi,bn128_mul-chfast1,0.07531046867370605,0.002326,0.070343 -wasmi,bn128_mul-chfast1,0.07228517532348633,0.001918,0.067898 -wasmi,bn128_mul-chfast1,0.07091498374938965,0.002154,0.06685 -wasmi,bn128_mul-chfast1,0.07306265830993652,0.002113,0.068746 -wasmi,bn128_mul-chfast1,0.07471466064453125,0.001908,0.070303 -wasmi,bn128_mul-chfast1,0.07551121711730957,0.002364,0.070809 -wasmi,bn128_mul-chfast1,0.07293248176574707,0.002673,0.067895 -wasmi,bn128_mul-chfast1,0.07617521286010742,0.003235,0.070771 -wasmi,bn128_mul-chfast1,0.07519030570983887,0.002821,0.069887 -wasmi,bn128_mul-chfast1,0.07137584686279297,0.00191,0.067251 -wasmi,bn128_mul-chfast1,0.0742495059967041,0.002345,0.069476 -wasmi,bn128_mul-chfast1,0.07442903518676758,0.002047,0.069766 -wasmi,bn128_mul-chfast1,0.0765380859375,0.002713,0.071404 -wasmi,bn128_mul-chfast1,0.07797789573669434,0.002826,0.071802 -wasmi,bn128_mul-chfast1,0.07453036308288574,0.002706,0.0693 -wasmi,bn128_mul-chfast1,0.07599759101867676,0.002081,0.07125 -wasmi,bn128_mul-chfast1,0.07436323165893555,0.002555,0.069253 -wasmi,bn128_mul-chfast1,0.08565044403076172,0.002151,0.080807 -wasmi,bn128_mul-chfast1,0.07604360580444336,0.002893,0.069664 -wasmi,bn128_mul-chfast1,0.07407164573669434,0.002442,0.069349 -wasmi,bn128_mul-chfast1,0.07563495635986328,0.002711,0.070252 -wasmi,bn128_mul-chfast1,0.07775378227233887,0.001983,0.073206 -wasmi,bn128_mul-chfast1,0.0760507583618164,0.00271,0.070117 -wasmi,bn128_mul-chfast1,0.08581352233886719,0.002165,0.081046 -wasmi,bn128_mul-chfast1,0.07383513450622559,0.002661,0.068501 -wasmi,bn128_mul-chfast1,0.07646036148071289,0.002193,0.071743 -wasmi,bn128_mul-chfast1,0.07198286056518555,0.00198,0.067906 -wasmi,bn128_mul-chfast1,0.07713651657104492,0.003837,0.070527 -wasmi,bn128_mul-chfast1,0.07302618026733398,0.00219,0.068367 -wasmi,bn128_mul-chfast1,0.07562994956970215,0.002495,0.070477 -wasmi,bn128_mul-chfast1,0.07919907569885254,0.002252,0.074843 -wasmi,bn128_mul-chfast1,0.07380485534667969,0.002203,0.068477 -wasmi,bn128_mul-chfast1,0.07245659828186035,0.002212,0.068139 -wasmi,bn128_mul-chfast1,0.07789802551269531,0.001796,0.073997 -wasmi,bn128_mul-chfast1,0.07599782943725586,0.002181,0.070534 -wasmi,bn128_mul-chfast1,0.07725262641906738,0.002065,0.072885 -wasmi,bn128_mul-chfast1,0.06927347183227539,0.002326,0.064945 -wasmi,bn128_mul-chfast1,0.07188892364501953,0.002121,0.067563 -wasmi,ed25519-verify-ten-inputs,1.0302369594573975,0.011328,1.015474 -wasmi,ed25519-verify-ten-inputs,1.0224266052246094,0.007703,1.011582 -wasmi,ed25519-verify-ten-inputs,0.9868478775024414,0.008312,0.974972 -wasmi,ed25519-verify-ten-inputs,1.0029027462005615,0.00781,0.992414 -wasmi,ed25519-verify-ten-inputs,0.9980449676513672,0.007444,0.987233 -wasmi,ed25519-verify-ten-inputs,1.0231287479400635,0.007708,1.011726 -wasmi,ed25519-verify-ten-inputs,1.0070533752441406,0.008243,0.994361 -wasmi,ed25519-verify-ten-inputs,1.0089428424835205,0.007753,0.997862 -wasmi,ed25519-verify-ten-inputs,1.0177147388458252,0.007336,1.007233 -wasmi,ed25519-verify-ten-inputs,1.0130460262298584,0.00816,1.001986 -wasmi,ed25519-verify-ten-inputs,1.1026451587677002,0.008587,1.09091 -wasmi,ed25519-verify-ten-inputs,1.1292786598205566,0.008664,1.116913 -wasmi,ed25519-verify-ten-inputs,1.1652910709381104,0.008229,1.153997 -wasmi,ed25519-verify-ten-inputs,1.1433427333831787,0.008057,1.132147 -wasmi,ed25519-verify-ten-inputs,1.152550458908081,0.008938,1.140273 -wasmi,ed25519-verify-ten-inputs,1.1438326835632324,0.008448,1.132272 -wasmi,ed25519-verify-ten-inputs,1.1624493598937988,0.008627,1.150711 -wasmi,ed25519-verify-ten-inputs,1.0914685726165771,0.009016,1.077231 -wasmi,ed25519-verify-ten-inputs,1.1115391254425049,0.009786,1.098762 -wasmi,ed25519-verify-ten-inputs,1.0249779224395752,0.008294,1.013482 -wasmi,ed25519-verify-ten-inputs,1.0303149223327637,0.007362,1.019909 -wasmi,ed25519-verify-ten-inputs,1.0158731937408447,0.007611,1.005579 -wasmi,ed25519-verify-ten-inputs,1.0031452178955078,0.008329,0.991928 -wasmi,ed25519-verify-ten-inputs,1.0274276733398438,0.007668,1.017041 -wasmi,ed25519-verify-ten-inputs,1.0298755168914795,0.008214,1.018433 -wasmi,ed25519-verify-ten-inputs,1.0233290195465088,0.008898,1.011776 -wasmi,ed25519-verify-ten-inputs,1.0162818431854248,0.007345,1.005627 -wasmi,ed25519-verify-ten-inputs,1.0058362483978271,0.008171,0.994163 -wasmi,ed25519-verify-ten-inputs,1.0125081539154053,0.008068,1.001306 -wasmi,ed25519-verify-ten-inputs,1.0517947673797607,0.008353,1.039813 -wasmi,ed25519-verify-ten-inputs,1.0596027374267578,0.008289,1.047693 -wasmi,ed25519-verify-ten-inputs,1.1112453937530518,0.008952,1.098512 -wasmi,ed25519-verify-ten-inputs,1.1252467632293701,0.008731,1.113495 -wasmi,ed25519-verify-ten-inputs,1.0974040031433105,0.008523,1.084862 -wasmi,ed25519-verify-ten-inputs,1.1220893859863281,0.00864,1.110548 -wasmi,ed25519-verify-ten-inputs,1.0338780879974365,0.007911,1.022293 -wasmi,ed25519-verify-ten-inputs,1.0136463642120361,0.007194,1.003273 -wasmi,ed25519-verify-ten-inputs,1.0529954433441162,0.007072,1.042835 -wasmi,ed25519-verify-ten-inputs,1.0941405296325684,0.008731,1.082524 -wasmi,ed25519-verify-ten-inputs,1.1130387783050537,0.009861,1.099778 -wasmi,ed25519-verify-ten-inputs,0.999824047088623,0.009092,0.987659 -wasmi,ed25519-verify-ten-inputs,1.0364329814910889,0.008644,1.024287 -wasmi,ed25519-verify-ten-inputs,1.0053210258483887,0.007544,0.994955 -wasmi,ed25519-verify-ten-inputs,1.09080171585083,0.006934,1.080876 -wasmi,ed25519-verify-ten-inputs,1.0987765789031982,0.00919,1.085831 -wasmi,ed25519-verify-ten-inputs,1.1801283359527588,0.008337,1.168242 -wasmi,ed25519-verify-ten-inputs,1.2031042575836182,0.00899,1.190807 -wasmi,ed25519-verify-ten-inputs,1.1693358421325684,0.009094,1.157236 -wasmi,ed25519-verify-ten-inputs,1.1752593517303467,0.009,1.162915 -wasmi,ed25519-verify-ten-inputs,1.2278716564178467,0.008328,1.215998 -wasmi,bn128_pairing-ten_point_match_1,16.85383439064026,0.007941,16.842711 -wasmi,bn128_pairing-ten_point_match_1,17.190773725509644,0.009493,17.178138 -wasmi,bn128_pairing-ten_point_match_1,16.784165620803833,0.007375,16.773956 -wasmi,bn128_pairing-ten_point_match_1,16.814730644226074,0.009166,16.801871 -wasmi,bn128_pairing-one_point,3.6068315505981445,0.009892,3.594149 -wasmi,bn128_pairing-one_point,3.7036616802215576,0.009025,3.690892 -wasmi,bn128_pairing-one_point,3.6115736961364746,0.009702,3.598788 -wasmi,bn128_pairing-one_point,3.613168954849243,0.008658,3.601274 -wasmi,bn128_pairing-one_point,3.7430429458618164,0.009005,3.730807 -wasmi,bn128_pairing-one_point,3.6586782932281494,0.007894,3.647484 -wasmi,bn128_pairing-one_point,3.5450892448425293,0.007852,3.534218 -wasmi,bn128_pairing-one_point,3.4829282760620117,0.008764,3.470573 -wasmi,bn128_pairing-one_point,3.569063901901245,0.008795,3.556662 -wasmi,bn128_pairing-one_point,3.607677936553955,0.008329,3.596242 -wasmi,bn128_pairing-one_point,3.8959670066833496,0.008005,3.884639 -wasmi,bn128_pairing-one_point,3.9784934520721436,0.009992,3.965287 -wasmi,bn128_pairing-one_point,4.12109899520874,0.008845,4.109285 -wasmi,bn128_pairing-one_point,4.0575761795043945,0.010988,4.043714 -wasmi,bn128_pairing-one_point,4.053955316543579,0.010179,4.039848 -wasmi,bn128_pairing-one_point,4.155188322067261,0.009446,4.142366 -wasmi,bn128_pairing-one_point,4.1174445152282715,0.009583,4.104473 -wasmi,bn128_pairing-two_point_match_2,4.571347951889038,0.009115,4.558895 -wasmi,bn128_pairing-two_point_match_2,4.509318113327026,0.008917,4.496812 -wasmi,bn128_pairing-two_point_match_2,4.59715723991394,0.012308,4.579258 -wasmi,bn128_pairing-two_point_match_2,4.5247132778167725,0.010934,4.510425 -wasmi,bn128_pairing-two_point_match_2,4.631653308868408,0.010196,4.618034 -wasmi,bn128_pairing-two_point_match_2,4.545586824417114,0.009866,4.532337 -wasmi,bn128_pairing-two_point_match_2,4.627002716064453,0.008467,4.615313 -wasmi,bn128_pairing-two_point_match_2,4.596292495727539,0.008684,4.584182 -wasmi,bn128_pairing-two_point_match_2,4.5295305252075195,0.008725,4.517352 -wasmi,bn128_pairing-two_point_match_2,4.490393161773682,0.008955,4.477858 -wasmi,bn128_pairing-two_point_match_2,4.559980630874634,0.009995,4.546799 -wasmi,bn128_pairing-two_point_match_2,4.561377286911011,0.010566,4.547826 -wasmi,bn128_pairing-two_point_match_2,4.514565706253052,0.009905,4.500757 -wasmi,sha1-10808-bits,0.004000663757324219,0.001151,0.001244 -wasmi,sha1-10808-bits,0.005166769027709961,0.001368,0.001576 -wasmi,sha1-10808-bits,0.004154205322265625,0.001067,0.00126 -wasmi,sha1-10808-bits,0.0044133663177490234,0.001326,0.001427 -wasmi,sha1-10808-bits,0.0042417049407958984,0.001001,0.001203 -wasmi,sha1-10808-bits,0.004007101058959961,0.000967,0.00124 -wasmi,sha1-10808-bits,0.003665447235107422,0.000865,0.001154 -wasmi,sha1-10808-bits,0.005101442337036133,0.00111,0.001664 -wasmi,sha1-10808-bits,0.004160642623901367,0.001413,0.001158 -wasmi,sha1-10808-bits,0.003887176513671875,0.000968,0.001265 -wasmi,sha1-10808-bits,0.004106283187866211,0.000938,0.001529 -wasmi,sha1-10808-bits,0.003965139389038086,0.000963,0.00128 -wasmi,sha1-10808-bits,0.00496673583984375,0.001327,0.001611 -wasmi,sha1-10808-bits,0.0036852359771728516,0.000894,0.001151 -wasmi,sha1-10808-bits,0.003900289535522461,0.0009,0.001299 -wasmi,sha1-10808-bits,0.004658937454223633,0.001271,0.001559 -wasmi,sha1-10808-bits,0.003997087478637695,0.000985,0.001328 -wasmi,sha1-10808-bits,0.003566741943359375,0.000906,0.001159 -wasmi,sha1-10808-bits,0.003972530364990234,0.001037,0.001151 -wasmi,sha1-10808-bits,0.0036268234252929688,0.000971,0.001181 -wasmi,sha1-10808-bits,0.004903316497802734,0.001455,0.001377 -wasmi,sha1-10808-bits,0.0046460628509521484,0.001207,0.001566 -wasmi,sha1-10808-bits,0.004900693893432617,0.001223,0.001735 -wasmi,sha1-10808-bits,0.0041141510009765625,0.000896,0.001227 -wasmi,sha1-10808-bits,0.0038042068481445312,0.000866,0.001283 -wasmi,sha1-10808-bits,0.003816843032836914,0.00088,0.00125 -wasmi,sha1-10808-bits,0.003983259201049805,0.000874,0.001526 -wasmi,sha1-10808-bits,0.0037496089935302734,0.000872,0.001192 -wasmi,sha1-10808-bits,0.003765106201171875,0.000934,0.001254 -wasmi,sha1-10808-bits,0.0037436485290527344,0.000867,0.001185 -wasmi,sha1-10808-bits,0.004742622375488281,0.001517,0.001367 -wasmi,sha1-10808-bits,0.0041162967681884766,0.000869,0.001442 -wasmi,sha1-10808-bits,0.003913164138793945,0.00095,0.001331 -wasmi,sha1-10808-bits,0.004694223403930664,0.00121,0.001687 -wasmi,sha1-10808-bits,0.0037581920623779297,0.000887,0.001276 -wasmi,sha1-10808-bits,0.004309654235839844,0.00104,0.001495 -wasmi,sha1-10808-bits,0.004488706588745117,0.001119,0.001703 -wasmi,sha1-10808-bits,0.0038328170776367188,0.000866,0.001143 -wasmi,sha1-10808-bits,0.004221916198730469,0.001056,0.001379 -wasmi,sha1-10808-bits,0.0038847923278808594,0.000946,0.001294 -wasmi,sha1-10808-bits,0.004290580749511719,0.001012,0.001227 -wasmi,sha1-10808-bits,0.003651857376098633,0.000898,0.001195 -wasmi,sha1-10808-bits,0.0038557052612304688,0.000868,0.00123 -wasmi,sha1-10808-bits,0.003910064697265625,0.000884,0.001478 -wasmi,sha1-10808-bits,0.003976345062255859,0.000978,0.001164 -wasmi,sha1-10808-bits,0.0043942928314208984,0.001151,0.001518 -wasmi,sha1-10808-bits,0.004157304763793945,0.00095,0.001286 -wasmi,sha1-10808-bits,0.004976511001586914,0.001277,0.001512 -wasmi,sha1-10808-bits,0.003965139389038086,0.000944,0.001399 -wasmi,sha1-10808-bits,0.004884958267211914,0.001078,0.001591 -wasmi,modexp-eip_example1,0.09298968315124512,0.00395,0.086207 -wasmi,modexp-eip_example1,0.08825159072875977,0.004264,0.081595 -wasmi,modexp-eip_example1,0.09341931343078613,0.005031,0.08589 -wasmi,modexp-eip_example1,0.09078478813171387,0.003606,0.08478 -wasmi,modexp-eip_example1,0.09082174301147461,0.004317,0.083954 -wasmi,modexp-eip_example1,0.0897676944732666,0.004039,0.083412 -wasmi,modexp-eip_example1,0.0936880111694336,0.003652,0.087583 -wasmi,modexp-eip_example1,0.09592866897583008,0.003848,0.089819 -wasmi,modexp-eip_example1,0.0952305793762207,0.004142,0.088683 -wasmi,modexp-eip_example1,0.0931558609008789,0.004922,0.085501 -wasmi,modexp-eip_example1,0.08971571922302246,0.004617,0.08221 -wasmi,modexp-eip_example1,0.09048867225646973,0.003887,0.08402 -wasmi,modexp-eip_example1,0.08395600318908691,0.003338,0.078611 -wasmi,modexp-eip_example1,0.08898401260375977,0.003587,0.0829 -wasmi,modexp-eip_example1,0.08366990089416504,0.003491,0.077826 -wasmi,modexp-eip_example1,0.09101462364196777,0.004454,0.084402 -wasmi,modexp-eip_example1,0.08997035026550293,0.004346,0.083225 -wasmi,modexp-eip_example1,0.08742904663085938,0.003923,0.080562 -wasmi,modexp-eip_example1,0.08022284507751465,0.003275,0.074864 -wasmi,modexp-eip_example1,0.08661055564880371,0.004516,0.07962 -wasmi,modexp-eip_example1,0.08088445663452148,0.003638,0.075119 -wasmi,modexp-eip_example1,0.07928013801574707,0.003155,0.074428 -wasmi,modexp-eip_example1,0.0867147445678711,0.003548,0.080761 -wasmi,modexp-eip_example1,0.08063983917236328,0.004002,0.074625 -wasmi,modexp-eip_example1,0.08203816413879395,0.003489,0.075975 -wasmi,modexp-eip_example1,0.09276485443115234,0.005037,0.084289 -wasmi,modexp-eip_example1,0.09004926681518555,0.004125,0.083264 -wasmi,modexp-eip_example1,0.08858203887939453,0.006126,0.078713 -wasmi,modexp-eip_example1,0.08246040344238281,0.003832,0.076559 -wasmi,modexp-eip_example1,0.09268379211425781,0.004179,0.085979 -wasmi,modexp-eip_example1,0.09011292457580566,0.003843,0.083452 -wasmi,modexp-eip_example1,0.09287691116333008,0.005316,0.084813 -wasmi,modexp-eip_example1,0.09523653984069824,0.004194,0.084857 -wasmi,modexp-eip_example1,0.0837252140045166,0.003706,0.077812 -wasmi,modexp-eip_example1,0.08353209495544434,0.004667,0.076566 -wasmi,modexp-eip_example1,0.09101057052612305,0.005268,0.083966 -wasmi,modexp-eip_example1,0.09571170806884766,0.004307,0.088778 -wasmi,modexp-eip_example1,0.08384370803833008,0.006219,0.075534 -wasmi,modexp-eip_example1,0.08701157569885254,0.003511,0.081117 -wasmi,modexp-eip_example1,0.09164571762084961,0.003877,0.085485 -wasmi,modexp-eip_example1,0.08700847625732422,0.004205,0.080192 -wasmi,modexp-eip_example1,0.0955498218536377,0.004098,0.088116 -wasmi,modexp-eip_example1,0.09243059158325195,0.003826,0.085928 -wasmi,modexp-eip_example1,0.08637523651123047,0.004947,0.078955 -wasmi,modexp-eip_example1,0.08408403396606445,0.003789,0.078166 -wasmi,modexp-eip_example1,0.0897223949432373,0.00399,0.083152 -wasmi,modexp-eip_example1,0.08165192604064941,0.003472,0.075944 -wasmi,modexp-eip_example1,0.0872342586517334,0.003862,0.081336 -wasmi,modexp-eip_example1,0.08597302436828613,0.003914,0.07939 -wasmi,modexp-eip_example1,0.08323884010314941,0.00384,0.076888 -wasmi,bn128_mul-cdetrio12,0.24554967880249023,0.001934,0.241024 -wasmi,bn128_mul-cdetrio12,0.25009822845458984,0.002079,0.245643 -wasmi,bn128_mul-cdetrio12,0.25095510482788086,0.001984,0.246181 -wasmi,bn128_mul-cdetrio12,0.23341155052185059,0.002099,0.228396 -wasmi,bn128_mul-cdetrio12,0.22646784782409668,0.001879,0.222477 -wasmi,bn128_mul-cdetrio12,0.25627732276916504,0.001933,0.252185 -wasmi,bn128_mul-cdetrio12,0.22363495826721191,0.002251,0.219258 -wasmi,bn128_mul-cdetrio12,0.23222112655639648,0.002087,0.227818 -wasmi,bn128_mul-cdetrio12,0.23492956161499023,0.002174,0.230685 -wasmi,bn128_mul-cdetrio12,0.2438490390777588,0.002051,0.238866 -wasmi,bn128_mul-cdetrio12,0.2249746322631836,0.002186,0.220222 -wasmi,bn128_mul-cdetrio12,0.25798630714416504,0.001957,0.253067 -wasmi,bn128_mul-cdetrio12,0.23107218742370605,0.002043,0.226691 -wasmi,bn128_mul-cdetrio12,0.2391204833984375,0.002207,0.234053 -wasmi,bn128_mul-cdetrio12,0.22921133041381836,0.002135,0.224329 -wasmi,bn128_mul-cdetrio12,0.23585295677185059,0.001855,0.231403 -wasmi,bn128_mul-cdetrio12,0.24339056015014648,0.003021,0.236185 -wasmi,bn128_mul-cdetrio12,0.2556121349334717,0.001966,0.250952 -wasmi,bn128_mul-cdetrio12,0.24036478996276855,0.002142,0.235232 -wasmi,bn128_mul-cdetrio12,0.23588347434997559,0.00205,0.231259 -wasmi,bn128_mul-cdetrio12,0.22030949592590332,0.002174,0.21559 -wasmi,bn128_mul-cdetrio12,0.22010588645935059,0.002066,0.21576 -wasmi,bn128_mul-cdetrio12,0.23566794395446777,0.002088,0.231151 -wasmi,bn128_mul-cdetrio12,0.23579978942871094,0.002183,0.231347 -wasmi,bn128_mul-cdetrio12,0.23408102989196777,0.002096,0.229187 -wasmi,bn128_mul-cdetrio12,0.23286104202270508,0.002525,0.227913 -wasmi,bn128_mul-cdetrio12,0.24263358116149902,0.002486,0.237448 -wasmi,bn128_mul-cdetrio12,0.24209928512573242,0.0021,0.237119 -wasmi,bn128_mul-cdetrio12,0.25666189193725586,0.002764,0.251585 -wasmi,bn128_mul-cdetrio12,0.2360837459564209,0.002243,0.230249 -wasmi,bn128_mul-cdetrio12,0.24834799766540527,0.002122,0.24367 -wasmi,bn128_mul-cdetrio12,0.2367236614227295,0.002211,0.231787 -wasmi,bn128_mul-cdetrio12,0.23639845848083496,0.002334,0.231697 -wasmi,bn128_mul-cdetrio12,0.23425960540771484,0.002418,0.228885 -wasmi,bn128_mul-cdetrio12,0.24425959587097168,0.002343,0.238693 -wasmi,bn128_mul-cdetrio12,0.23038864135742188,0.002055,0.225748 -wasmi,bn128_mul-cdetrio12,0.23341822624206543,0.001825,0.228788 -wasmi,bn128_mul-cdetrio12,0.2370009422302246,0.002104,0.232301 -wasmi,bn128_mul-cdetrio12,0.23187994956970215,0.00191,0.227366 -wasmi,bn128_mul-cdetrio12,0.2481703758239746,0.001993,0.243218 -wasmi,bn128_mul-cdetrio12,0.23182940483093262,0.002099,0.227294 -wasmi,bn128_mul-cdetrio12,0.23906898498535156,0.002028,0.234235 -wasmi,bn128_mul-cdetrio12,0.23467803001403809,0.001999,0.230102 -wasmi,bn128_mul-cdetrio12,0.2502305507659912,0.001849,0.245709 -wasmi,bn128_mul-cdetrio12,0.22940587997436523,0.002867,0.223312 -wasmi,bn128_mul-cdetrio12,0.22927522659301758,0.001881,0.225152 -wasmi,bn128_mul-cdetrio12,0.2232346534729004,0.002497,0.218422 -wasmi,bn128_mul-cdetrio12,0.2515435218811035,0.002314,0.246893 -wasmi,bn128_mul-cdetrio12,0.23939037322998047,0.002067,0.23471 -wasmi,bn128_mul-cdetrio12,0.2412116527557373,0.002108,0.235957 -wasmi,modexp-nagydani-1-qube,0.012643814086914062,0.004547,0.005422 -wasmi,modexp-nagydani-1-qube,0.011602401733398438,0.003951,0.004522 -wasmi,modexp-nagydani-1-qube,0.011708736419677734,0.004685,0.004728 -wasmi,modexp-nagydani-1-qube,0.010618925094604492,0.003455,0.004639 -wasmi,modexp-nagydani-1-qube,0.011299610137939453,0.003402,0.005567 -wasmi,modexp-nagydani-1-qube,0.013283014297485352,0.005073,0.00535 -wasmi,modexp-nagydani-1-qube,0.01117706298828125,0.004041,0.004918 -wasmi,modexp-nagydani-1-qube,0.010107278823852539,0.003363,0.00465 -wasmi,modexp-nagydani-1-qube,0.009659051895141602,0.003543,0.004088 -wasmi,modexp-nagydani-1-qube,0.009639263153076172,0.003669,0.003806 -wasmi,modexp-nagydani-1-qube,0.010560750961303711,0.003337,0.004965 -wasmi,modexp-nagydani-1-qube,0.011783361434936523,0.004418,0.00513 -wasmi,modexp-nagydani-1-qube,0.009817361831665039,0.00385,0.00418 -wasmi,modexp-nagydani-1-qube,0.009918689727783203,0.003805,0.004032 -wasmi,modexp-nagydani-1-qube,0.01212620735168457,0.004385,0.00564 -wasmi,modexp-nagydani-1-qube,0.009995222091674805,0.003033,0.004935 -wasmi,modexp-nagydani-1-qube,0.011568784713745117,0.004607,0.004174 -wasmi,modexp-nagydani-1-qube,0.01114797592163086,0.003173,0.004854 -wasmi,modexp-nagydani-1-qube,0.010469675064086914,0.003421,0.0049 -wasmi,modexp-nagydani-1-qube,0.012353658676147461,0.003809,0.004693 -wasmi,modexp-nagydani-1-qube,0.012042045593261719,0.003861,0.004796 -wasmi,modexp-nagydani-1-qube,0.009784460067749023,0.003468,0.003955 -wasmi,modexp-nagydani-1-qube,0.01055598258972168,0.003919,0.00465 -wasmi,modexp-nagydani-1-qube,0.009729623794555664,0.003472,0.004095 -wasmi,modexp-nagydani-1-qube,0.009530067443847656,0.003247,0.004215 -wasmi,modexp-nagydani-1-qube,0.009284257888793945,0.003213,0.004299 -wasmi,modexp-nagydani-1-qube,0.010409355163574219,0.003516,0.004402 -wasmi,modexp-nagydani-1-qube,0.009536981582641602,0.003453,0.004365 -wasmi,modexp-nagydani-1-qube,0.009794950485229492,0.003791,0.004035 -wasmi,modexp-nagydani-1-qube,0.011857032775878906,0.003788,0.006007 -wasmi,modexp-nagydani-1-qube,0.010667562484741211,0.004181,0.004316 -wasmi,modexp-nagydani-1-qube,0.009307861328125,0.00344,0.003923 -wasmi,modexp-nagydani-1-qube,0.009313344955444336,0.003063,0.0042 -wasmi,modexp-nagydani-1-qube,0.01072835922241211,0.003382,0.004312 -wasmi,modexp-nagydani-1-qube,0.009377002716064453,0.003233,0.004323 -wasmi,modexp-nagydani-1-qube,0.008898735046386719,0.00307,0.004048 -wasmi,modexp-nagydani-1-qube,0.009002685546875,0.003311,0.003693 -wasmi,modexp-nagydani-1-qube,0.008983850479125977,0.002922,0.004338 -wasmi,modexp-nagydani-1-qube,0.009267330169677734,0.003023,0.0043 -wasmi,modexp-nagydani-1-qube,0.01026153564453125,0.004048,0.003998 -wasmi,modexp-nagydani-1-qube,0.008573293685913086,0.002948,0.00375 -wasmi,modexp-nagydani-1-qube,0.014681100845336914,0.005449,0.006197 -wasmi,modexp-nagydani-1-qube,0.009940147399902344,0.00378,0.003954 -wasmi,modexp-nagydani-1-qube,0.00983285903930664,0.002951,0.005005 -wasmi,modexp-nagydani-1-qube,0.010286092758178711,0.003496,0.004223 -wasmi,modexp-nagydani-1-qube,0.010378122329711914,0.003332,0.004722 -wasmi,modexp-nagydani-1-qube,0.009154558181762695,0.003041,0.004304 -wasmi,modexp-nagydani-1-qube,0.009435176849365234,0.003477,0.003803 -wasmi,modexp-nagydani-1-qube,0.00982356071472168,0.003397,0.003956 -wasmi,modexp-nagydani-1-qube,0.009729385375976562,0.003573,0.004414 -wasmi,bls12-381-aggreg-64-pubkeys-verify-sig,20.104833126068115,0.014708,20.086082 -wasmi,bls12-381-aggreg-64-pubkeys-verify-sig,20.17950701713562,0.014861,20.159712 -wasmi,bls12-381-aggreg-64-pubkeys-verify-sig,19.62799596786499,0.014217,19.610058 -wasmi,bn128_mul-cdetrio6,0.27298760414123535,0.002298,0.267662 -wasmi,bn128_mul-cdetrio6,0.2740921974182129,0.001818,0.270092 -wasmi,bn128_mul-cdetrio6,0.28581881523132324,0.001735,0.281666 -wasmi,bn128_mul-cdetrio6,0.2724189758300781,0.00228,0.267543 -wasmi,bn128_mul-cdetrio6,0.2818467617034912,0.002325,0.276656 -wasmi,bn128_mul-cdetrio6,0.28798961639404297,0.002424,0.282938 -wasmi,bn128_mul-cdetrio6,0.27599048614501953,0.002288,0.270823 -wasmi,bn128_mul-cdetrio6,0.29950571060180664,0.001804,0.295258 -wasmi,bn128_mul-cdetrio6,0.27911853790283203,0.002451,0.274085 -wasmi,bn128_mul-cdetrio6,0.2659149169921875,0.002145,0.260937 -wasmi,bn128_mul-cdetrio6,0.26371026039123535,0.00164,0.259934 -wasmi,bn128_mul-cdetrio6,0.28152894973754883,0.00194,0.277125 -wasmi,bn128_mul-cdetrio6,0.2732722759246826,0.002184,0.26821 -wasmi,bn128_mul-cdetrio6,0.3018028736114502,0.002681,0.296365 -wasmi,bn128_mul-cdetrio6,0.279177188873291,0.002163,0.274395 -wasmi,bn128_mul-cdetrio6,0.3141601085662842,0.002264,0.307831 -wasmi,bn128_mul-cdetrio6,0.29027509689331055,0.001886,0.285935 -wasmi,bn128_mul-cdetrio6,0.3076777458190918,0.00228,0.302549 -wasmi,bn128_mul-cdetrio6,0.3308985233306885,0.002539,0.325316 -wasmi,bn128_mul-cdetrio6,0.32115960121154785,0.002371,0.315952 -wasmi,bn128_mul-cdetrio6,0.3253133296966553,0.002458,0.320162 -wasmi,bn128_mul-cdetrio6,0.30100345611572266,0.00207,0.296238 -wasmi,bn128_mul-cdetrio6,0.2851295471191406,0.001998,0.280738 -wasmi,bn128_mul-cdetrio6,0.28609538078308105,0.002198,0.280664 -wasmi,bn128_mul-cdetrio6,0.2640202045440674,0.002289,0.259437 -wasmi,bn128_mul-cdetrio6,0.28135037422180176,0.002129,0.276362 -wasmi,bn128_mul-cdetrio6,0.2733628749847412,0.001925,0.268556 -wasmi,bn128_mul-cdetrio6,0.2762455940246582,0.002238,0.271382 -wasmi,bn128_mul-cdetrio6,0.2778301239013672,0.002604,0.272594 -wasmi,bn128_mul-cdetrio6,0.2846198081970215,0.002256,0.279514 -wasmi,bn128_mul-cdetrio6,0.3020906448364258,0.002032,0.296352 -wasmi,bn128_mul-cdetrio6,0.28310489654541016,0.002685,0.277505 -wasmi,bn128_mul-cdetrio6,0.2842674255371094,0.002509,0.279165 -wasmi,bn128_mul-cdetrio6,0.27878785133361816,0.001939,0.274082 -wasmi,bn128_mul-cdetrio6,0.28868532180786133,0.002224,0.283567 -wasmi,bn128_mul-cdetrio6,0.2814507484436035,0.002316,0.276607 -wasmi,bn128_mul-cdetrio6,0.2850303649902344,0.002114,0.280107 -wasmi,bn128_mul-cdetrio6,0.2829000949859619,0.002052,0.278461 -wasmi,bn128_mul-cdetrio6,0.27191638946533203,0.00208,0.26736 -wasmi,bn128_mul-cdetrio6,0.3123650550842285,0.002116,0.307641 -wasmi,bn128_mul-cdetrio6,0.28679966926574707,0.002583,0.281051 -wasmi,bn128_mul-cdetrio6,0.29131460189819336,0.002024,0.287095 -wasmi,bn128_mul-cdetrio6,0.2898235321044922,0.002266,0.284767 -wasmi,bn128_mul-cdetrio6,0.27904343605041504,0.002434,0.274389 -wasmi,bn128_mul-cdetrio6,0.28075599670410156,0.001969,0.276476 -wasmi,bn128_mul-cdetrio6,0.28414225578308105,0.002224,0.27947 -wasmi,bn128_mul-cdetrio6,0.2846698760986328,0.002549,0.279009 -wasmi,bn128_mul-cdetrio6,0.28364992141723633,0.00258,0.278372 -wasmi,bn128_mul-cdetrio6,0.29591798782348633,0.002212,0.290828 -wasmi,bn128_mul-cdetrio6,0.29154038429260254,0.002402,0.286148 -wasmi,blake2b-2805-bytes,0.006982326507568359,0.001901,0.002949 -wasmi,blake2b-2805-bytes,0.005642890930175781,0.001379,0.002449 -wasmi,blake2b-2805-bytes,0.006556034088134766,0.001455,0.002789 -wasmi,blake2b-2805-bytes,0.0061321258544921875,0.001508,0.002755 -wasmi,blake2b-2805-bytes,0.006879091262817383,0.002077,0.002814 -wasmi,blake2b-2805-bytes,0.005902290344238281,0.001437,0.002666 -wasmi,blake2b-2805-bytes,0.00668787956237793,0.001481,0.002876 -wasmi,blake2b-2805-bytes,0.005966901779174805,0.001541,0.002496 -wasmi,blake2b-2805-bytes,0.006195783615112305,0.001287,0.0031 -wasmi,blake2b-2805-bytes,0.006760120391845703,0.001536,0.002977 -wasmi,blake2b-2805-bytes,0.006556510925292969,0.001698,0.002509 -wasmi,blake2b-2805-bytes,0.005953311920166016,0.001309,0.002499 -wasmi,blake2b-2805-bytes,0.0060613155364990234,0.0014,0.002824 -wasmi,blake2b-2805-bytes,0.006413698196411133,0.001758,0.002619 -wasmi,blake2b-2805-bytes,0.005997896194458008,0.001411,0.002774 -wasmi,blake2b-2805-bytes,0.006301164627075195,0.001289,0.003109 -wasmi,blake2b-2805-bytes,0.0064127445220947266,0.001582,0.002763 -wasmi,blake2b-2805-bytes,0.006262779235839844,0.00145,0.002941 -wasmi,blake2b-2805-bytes,0.007949590682983398,0.001384,0.003544 -wasmi,blake2b-2805-bytes,0.006667137145996094,0.001721,0.002875 -wasmi,blake2b-2805-bytes,0.005621910095214844,0.001352,0.002541 -wasmi,blake2b-2805-bytes,0.0061206817626953125,0.001344,0.0026 -wasmi,blake2b-2805-bytes,0.006372690200805664,0.001687,0.002779 -wasmi,blake2b-2805-bytes,0.007430315017700195,0.001323,0.00378 -wasmi,blake2b-2805-bytes,0.006073951721191406,0.001694,0.002631 -wasmi,blake2b-2805-bytes,0.006623744964599609,0.001457,0.003047 -wasmi,blake2b-2805-bytes,0.006331920623779297,0.001358,0.002941 -wasmi,blake2b-2805-bytes,0.006178379058837891,0.001386,0.002871 -wasmi,blake2b-2805-bytes,0.006559610366821289,0.001459,0.002873 -wasmi,blake2b-2805-bytes,0.00652313232421875,0.001532,0.003046 -wasmi,blake2b-2805-bytes,0.005548238754272461,0.00126,0.002396 -wasmi,blake2b-2805-bytes,0.00680088996887207,0.001751,0.002944 -wasmi,blake2b-2805-bytes,0.00624394416809082,0.001481,0.002903 -wasmi,blake2b-2805-bytes,0.006928920745849609,0.001662,0.002864 -wasmi,blake2b-2805-bytes,0.005613803863525391,0.001373,0.002463 -wasmi,blake2b-2805-bytes,0.006086111068725586,0.001194,0.003032 -wasmi,blake2b-2805-bytes,0.005896091461181641,0.001337,0.002586 -wasmi,blake2b-2805-bytes,0.006579399108886719,0.001272,0.00314 -wasmi,blake2b-2805-bytes,0.006051540374755859,0.001455,0.002783 -wasmi,blake2b-2805-bytes,0.006551265716552734,0.001821,0.002585 -wasmi,blake2b-2805-bytes,0.006551265716552734,0.001418,0.002753 -wasmi,blake2b-2805-bytes,0.006172895431518555,0.001744,0.002637 -wasmi,blake2b-2805-bytes,0.006892681121826172,0.001775,0.002863 -wasmi,blake2b-2805-bytes,0.005828380584716797,0.001334,0.002681 -wasmi,blake2b-2805-bytes,0.005865573883056641,0.001222,0.002701 -wasmi,blake2b-2805-bytes,0.005864620208740234,0.001502,0.002515 -wasmi,blake2b-2805-bytes,0.0065233707427978516,0.001426,0.002832 -wasmi,blake2b-2805-bytes,0.006074190139770508,0.001358,0.002675 -wasmi,blake2b-2805-bytes,0.006088733673095703,0.00153,0.002694 -wasmi,blake2b-2805-bytes,0.0063343048095703125,0.001506,0.00301 -wasmi,bn128_mul-chfast3,0.2700958251953125,0.002541,0.263547 -wasmi,bn128_mul-chfast3,0.26845312118530273,0.003159,0.262031 -wasmi,bn128_mul-chfast3,0.2671546936035156,0.002151,0.262418 -wasmi,bn128_mul-chfast3,0.2453005313873291,0.00207,0.239708 -wasmi,bn128_mul-chfast3,0.2604100704193115,0.002428,0.255277 -wasmi,bn128_mul-chfast3,0.26064181327819824,0.002417,0.254424 -wasmi,bn128_mul-chfast3,0.2840244770050049,0.002596,0.278627 -wasmi,bn128_mul-chfast3,0.2737250328063965,0.002991,0.267616 -wasmi,bn128_mul-chfast3,0.2811610698699951,0.002061,0.276087 -wasmi,bn128_mul-chfast3,0.27704644203186035,0.002722,0.27013 -wasmi,bn128_mul-chfast3,0.2547764778137207,0.002459,0.248191 -wasmi,bn128_mul-chfast3,0.2669057846069336,0.002494,0.261323 -wasmi,bn128_mul-chfast3,0.26027560234069824,0.002655,0.254946 -wasmi,bn128_mul-chfast3,0.2725536823272705,0.00239,0.26656 -wasmi,bn128_mul-chfast3,0.25679945945739746,0.002253,0.251261 -wasmi,bn128_mul-chfast3,0.2784876823425293,0.002117,0.273587 -wasmi,bn128_mul-chfast3,0.2816426753997803,0.002332,0.276106 -wasmi,bn128_mul-chfast3,0.2610597610473633,0.002608,0.255282 -wasmi,bn128_mul-chfast3,0.2459707260131836,0.002215,0.239462 -wasmi,bn128_mul-chfast3,0.2666797637939453,0.002059,0.261671 -wasmi,bn128_mul-chfast3,0.2674133777618408,0.002275,0.26235 -wasmi,bn128_mul-chfast3,0.26488494873046875,0.001847,0.259303 -wasmi,bn128_mul-chfast3,0.28510141372680664,0.002147,0.279186 -wasmi,bn128_mul-chfast3,0.28887152671813965,0.002282,0.283478 -wasmi,bn128_mul-chfast3,0.27632641792297363,0.002331,0.269694 -wasmi,bn128_mul-chfast3,0.2634916305541992,0.002286,0.258551 -wasmi,bn128_mul-chfast3,0.2604258060455322,0.00219,0.255073 -wasmi,bn128_mul-chfast3,0.2687692642211914,0.002728,0.263523 -wasmi,bn128_mul-chfast3,0.2927255630493164,0.00413,0.284214 -wasmi,bn128_mul-chfast3,0.2775900363922119,0.002059,0.272591 -wasmi,bn128_mul-chfast3,0.2820923328399658,0.00231,0.276981 -wasmi,bn128_mul-chfast3,0.2600560188293457,0.001881,0.255492 -wasmi,bn128_mul-chfast3,0.26706933975219727,0.002203,0.26145 -wasmi,bn128_mul-chfast3,0.25304746627807617,0.002297,0.247113 -wasmi,bn128_mul-chfast3,0.2585012912750244,0.00241,0.253486 -wasmi,bn128_mul-chfast3,0.25176405906677246,0.002254,0.246465 -wasmi,bn128_mul-chfast3,0.2607686519622803,0.00199,0.255432 -wasmi,bn128_mul-chfast3,0.24888205528259277,0.003756,0.241241 -wasmi,bn128_mul-chfast3,0.27676892280578613,0.00252,0.270587 -wasmi,bn128_mul-chfast3,0.25925540924072266,0.002163,0.254111 -wasmi,bn128_mul-chfast3,0.25830078125,0.002219,0.253605 -wasmi,bn128_mul-chfast3,0.2561025619506836,0.002204,0.250955 -wasmi,bn128_mul-chfast3,0.2999002933502197,0.002069,0.295475 -wasmi,bn128_mul-chfast3,0.26300644874572754,0.002212,0.257895 -wasmi,bn128_mul-chfast3,0.2819554805755615,0.002182,0.277477 -wasmi,bn128_mul-chfast3,0.2489011287689209,0.002144,0.244259 -wasmi,bn128_mul-chfast3,0.270108699798584,0.002394,0.264539 -wasmi,bn128_mul-chfast3,0.25693416595458984,0.002514,0.252059 -wasmi,bn128_mul-chfast3,0.28840136528015137,0.00215,0.283527 -wasmi,bn128_mul-chfast3,0.3181123733520508,0.002919,0.311586 -wasmi,bn128_mul-cdetrio11,0.29091358184814453,0.002081,0.286644 -wasmi,bn128_mul-cdetrio11,0.2947514057159424,0.002704,0.289224 -wasmi,bn128_mul-cdetrio11,0.29186511039733887,0.002299,0.28602 -wasmi,bn128_mul-cdetrio11,0.289700984954834,0.002365,0.284515 -wasmi,bn128_mul-cdetrio11,0.30991506576538086,0.002148,0.305015 -wasmi,bn128_mul-cdetrio11,0.2938826084136963,0.002372,0.288244 -wasmi,bn128_mul-cdetrio11,0.305098295211792,0.002865,0.299684 -wasmi,bn128_mul-cdetrio11,0.28992295265197754,0.00229,0.283464 -wasmi,bn128_mul-cdetrio11,0.305300235748291,0.002753,0.299707 -wasmi,bn128_mul-cdetrio11,0.31367921829223633,0.002753,0.306623 -wasmi,bn128_mul-cdetrio11,0.2889118194580078,0.003055,0.283563 -wasmi,bn128_mul-cdetrio11,0.3067619800567627,0.002079,0.301559 -wasmi,bn128_mul-cdetrio11,0.30242252349853516,0.002851,0.297028 -wasmi,bn128_mul-cdetrio11,0.2917520999908447,0.002586,0.284779 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-wasmi,bn128_mul-cdetrio11,0.2800743579864502,0.002016,0.275056 -wasmi,bn128_mul-cdetrio11,0.2770664691925049,0.002163,0.27225 -wasmi,bn128_mul-cdetrio11,0.28932738304138184,0.002504,0.284155 -wasmi,bn128_mul-cdetrio11,0.2790970802307129,0.002158,0.273609 -wasmi,bn128_mul-cdetrio11,0.2849307060241699,0.002386,0.280361 -wasmi,bn128_mul-cdetrio11,0.28075742721557617,0.002314,0.275164 -wasmi,bn128_mul-cdetrio11,0.28361034393310547,0.002387,0.278324 -wasmi,bn128_mul-cdetrio11,0.2722179889678955,0.002142,0.26748 -wasmi,bn128_mul-cdetrio11,0.30658459663391113,0.002355,0.299978 -wasmi,bn128_mul-cdetrio11,0.3023357391357422,0.002323,0.296741 -wasmi,bn128_mul-cdetrio11,0.29060792922973633,0.002072,0.286045 -wasmi,bn128_mul-cdetrio11,0.28617382049560547,0.002014,0.280593 -wasmi,bn128_mul-cdetrio11,0.27918267250061035,0.001787,0.273657 -wasmi,bn128_mul-cdetrio11,0.28161025047302246,0.002698,0.276146 -wasmi,bn128_mul-cdetrio11,0.2793886661529541,0.001999,0.274907 -wasmi,bn128_mul-cdetrio11,0.3044414520263672,0.002281,0.299366 -wasmi,bn128_mul-cdetrio11,0.27965426445007324,0.003358,0.273268 -wasmi,bn128_mul-cdetrio11,0.28548431396484375,0.003043,0.278272 -wasmi,bn128_mul-cdetrio11,0.2965586185455322,0.002013,0.291113 -wasmi,bn128_mul-cdetrio11,0.28078532218933105,0.001896,0.276114 -wasmi,bn128_mul-cdetrio11,0.2889864444732666,0.002156,0.284482 -wasmi,mul256-gcolvin-drag-race,5.971980571746826,0.001873,5.967482 -wasmi,mul256-gcolvin-drag-race,5.972671985626221,0.00253,5.967027 -wasmi,mul256-gcolvin-drag-race,5.759012699127197,0.002189,5.754228 -wasmi,mul256-gcolvin-drag-race,5.899038791656494,0.002018,5.894279 -wasmi,mul256-gcolvin-drag-race,6.424551725387573,0.002412,6.419017 -wasmi,mul256-gcolvin-drag-race,6.008372068405151,0.001841,6.004048 -wasmi,mul256-gcolvin-drag-race,5.775645971298218,0.002093,5.77102 -wasmi,mul256-gcolvin-drag-race,5.753856182098389,0.001981,5.749269 -wasmi,mul256-gcolvin-drag-race,5.869816541671753,0.004046,5.863245 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-wasmi,blake2b-5610-bytes,0.008290529251098633,0.001739,0.004794 -wasmi,blake2b-5610-bytes,0.009029150009155273,0.001892,0.005155 -wasmi,blake2b-5610-bytes,0.008313417434692383,0.001337,0.005166 -wasmi,blake2b-5610-bytes,0.0076825618743896484,0.001259,0.004637 -wasmi,blake2b-5610-bytes,0.008309364318847656,0.001653,0.004715 -wasmi,blake2b-5610-bytes,0.010036230087280273,0.001941,0.005524 -wasmi,blake2b-5610-bytes,0.00827169418334961,0.00157,0.004612 -wasmi,blake2b-5610-bytes,0.007612705230712891,0.001401,0.004265 -wasmi,blake2b-5610-bytes,0.007919788360595703,0.001407,0.004585 -wasmi,blake2b-5610-bytes,0.008660554885864258,0.001825,0.004935 -wasmi,blake2b-5610-bytes,0.008420944213867188,0.001438,0.004983 -wasmi,blake2b-5610-bytes,0.009088754653930664,0.001527,0.005293 -wasmi,blake2b-5610-bytes,0.007403373718261719,0.001553,0.004377 -wasmi,blake2b-5610-bytes,0.007455110549926758,0.001252,0.004383 -wasmi,blake2b-5610-bytes,0.007489442825317383,0.001689,0.00409 -wasmi,blake2b-5610-bytes,0.007526397705078125,0.00141,0.004634 -wasmi,blake2b-5610-bytes,0.008905649185180664,0.002285,0.004905 -wasmi,blake2b-5610-bytes,0.008473634719848633,0.001665,0.004902 -wasmi,blake2b-5610-bytes,0.009336709976196289,0.001607,0.005393 -wasmi,blake2b-5610-bytes,0.008710622787475586,0.001508,0.00548 -wasmi,blake2b-5610-bytes,0.00817108154296875,0.001377,0.004851 -wasmi,blake2b-5610-bytes,0.008119583129882812,0.001758,0.004553 -wasmi,blake2b-5610-bytes,0.008433103561401367,0.001828,0.004881 -wasmi,blake2b-5610-bytes,0.008336305618286133,0.001479,0.004793 -wasmi,blake2b-5610-bytes,0.008819580078125,0.001521,0.005511 -wasmi,blake2b-5610-bytes,0.008250236511230469,0.001527,0.004763 -wasmi,blake2b-5610-bytes,0.008500814437866211,0.001527,0.005211 -wasmi,blake2b-5610-bytes,0.0076410770416259766,0.001293,0.004638 -wasmi,blake2b-5610-bytes,0.008442878723144531,0.001761,0.004911 -wasmi,blake2b-5610-bytes,0.009618043899536133,0.002305,0.005105 -wasmi,blake2b-5610-bytes,0.008703947067260742,0.001523,0.005223 -wasmi,blake2b-5610-bytes,0.008246421813964844,0.001422,0.004489 -wasmi,blake2b-5610-bytes,0.009026050567626953,0.001478,0.005598 -wasmi,blake2b-5610-bytes,0.009222984313964844,0.001729,0.005641 -wasmi,blake2b-5610-bytes,0.007261037826538086,0.001337,0.004184 -wasmi,blake2b-5610-bytes,0.014254093170166016,0.001943,0.005503 -wasmi,sha1-21896-bits,0.005233287811279297,0.001138,0.002252 -wasmi,sha1-21896-bits,0.005282878875732422,0.001196,0.002425 -wasmi,sha1-21896-bits,0.0066738128662109375,0.001248,0.002669 -wasmi,sha1-21896-bits,0.0060939788818359375,0.001315,0.00262 -wasmi,sha1-21896-bits,0.007036447525024414,0.001353,0.002974 -wasmi,sha1-21896-bits,0.006921529769897461,0.001258,0.003019 -wasmi,sha1-21896-bits,0.0053288936614990234,0.001234,0.002484 -wasmi,sha1-21896-bits,0.005701303482055664,0.001273,0.002238 -wasmi,sha1-21896-bits,0.005751609802246094,0.001263,0.002582 -wasmi,sha1-21896-bits,0.0057795047760009766,0.001181,0.002677 -wasmi,sha1-21896-bits,0.0055234432220458984,0.001259,0.002427 -wasmi,sha1-21896-bits,0.004952192306518555,0.001027,0.002249 -wasmi,sha1-21896-bits,0.005244731903076172,0.001419,0.002026 -wasmi,sha1-21896-bits,0.0057141780853271484,0.001089,0.002787 -wasmi,sha1-21896-bits,0.006588459014892578,0.001035,0.002949 -wasmi,sha1-21896-bits,0.005630970001220703,0.001527,0.002239 -wasmi,sha1-21896-bits,0.0047228336334228516,0.000916,0.002179 -wasmi,sha1-21896-bits,0.005333900451660156,0.001088,0.002588 -wasmi,sha1-21896-bits,0.0063381195068359375,0.001455,0.003024 -wasmi,sha1-21896-bits,0.006003856658935547,0.001326,0.002572 -wasmi,sha1-21896-bits,0.005322456359863281,0.001086,0.002474 -wasmi,sha1-21896-bits,0.0055730342864990234,0.001103,0.002358 -wasmi,sha1-21896-bits,0.005820751190185547,0.00122,0.002397 -wasmi,sha1-21896-bits,0.006282806396484375,0.001541,0.002693 -wasmi,sha1-21896-bits,0.005690574645996094,0.001095,0.002583 -wasmi,sha1-21896-bits,0.005179882049560547,0.000959,0.002498 -wasmi,sha1-21896-bits,0.004862785339355469,0.000997,0.002322 -wasmi,sha1-21896-bits,0.008331298828125,0.00335,0.003212 -wasmi,sha1-21896-bits,0.0065631866455078125,0.001429,0.002858 -wasmi,sha1-21896-bits,0.005835056304931641,0.001189,0.002852 -wasmi,sha1-21896-bits,0.0055391788482666016,0.00116,0.002286 -wasmi,sha1-21896-bits,0.005074262619018555,0.001044,0.002206 -wasmi,sha1-21896-bits,0.006612539291381836,0.001591,0.002764 -wasmi,sha1-21896-bits,0.0050318241119384766,0.001035,0.002089 -wasmi,sha1-21896-bits,0.005079507827758789,0.001238,0.002024 -wasmi,sha1-21896-bits,0.005071878433227539,0.00108,0.002302 -wasmi,sha1-21896-bits,0.0053365230560302734,0.001183,0.002265 -wasmi,sha1-21896-bits,0.005125522613525391,0.001007,0.00228 -wasmi,sha1-21896-bits,0.0047109127044677734,0.000947,0.002054 -wasmi,sha1-21896-bits,0.0051119327545166016,0.001064,0.002131 -wasmi,sha1-21896-bits,0.00489044189453125,0.000938,0.002321 -wasmi,sha1-21896-bits,0.00494837760925293,0.001168,0.002146 -wasmi,sha1-21896-bits,0.0058269500732421875,0.001214,0.002778 -wasmi,sha1-21896-bits,0.005517005920410156,0.00148,0.002051 -wasmi,sha1-21896-bits,0.0054035186767578125,0.001199,0.002528 -wasmi,sha1-21896-bits,0.005334615707397461,0.00128,0.00242 -wasmi,sha1-21896-bits,0.0052907466888427734,0.000958,0.002504 -wasmi,sha1-21896-bits,0.004843473434448242,0.001071,0.002078 -wasmi,sha1-21896-bits,0.00526738166809082,0.001091,0.002021 -wasmi,sha1-21896-bits,0.004821062088012695,0.000965,0.00222 -wasmi,bn128_mul-cdetrio2,0.2352299690246582,0.002526,0.230186 -wasmi,bn128_mul-cdetrio2,0.23571324348449707,0.00229,0.230726 -wasmi,bn128_mul-cdetrio2,0.22767400741577148,0.001902,0.223367 -wasmi,bn128_mul-cdetrio2,0.23078012466430664,0.002059,0.225898 -wasmi,bn128_mul-cdetrio2,0.2436690330505371,0.002096,0.23937 -wasmi,bn128_mul-cdetrio2,0.24391722679138184,0.002273,0.239008 -wasmi,bn128_mul-cdetrio2,0.24548792839050293,0.002181,0.236856 -wasmi,bn128_mul-cdetrio2,0.2470695972442627,0.002047,0.242151 -wasmi,bn128_mul-cdetrio2,0.24575567245483398,0.002574,0.240058 -wasmi,bn128_mul-cdetrio2,0.22961878776550293,0.002184,0.22507 -wasmi,bn128_mul-cdetrio2,0.23713350296020508,0.001954,0.232366 -wasmi,bn128_mul-cdetrio2,0.24513530731201172,0.002331,0.2403 -wasmi,bn128_mul-cdetrio2,0.24565386772155762,0.001972,0.241264 -wasmi,bn128_mul-cdetrio2,0.23853087425231934,0.00204,0.234041 -wasmi,bn128_mul-cdetrio2,0.23475098609924316,0.002209,0.229378 -wasmi,bn128_mul-cdetrio2,0.23390483856201172,0.002482,0.228633 -wasmi,bn128_mul-cdetrio2,0.24051213264465332,0.001896,0.23615 -wasmi,bn128_mul-cdetrio2,0.25160956382751465,0.002502,0.24657 -wasmi,bn128_mul-cdetrio2,0.25635719299316406,0.001894,0.251684 -wasmi,bn128_mul-cdetrio2,0.2513577938079834,0.002408,0.246617 -wasmi,bn128_mul-cdetrio2,0.25648951530456543,0.001758,0.251277 -wasmi,bn128_mul-cdetrio2,0.2612786293029785,0.002413,0.256047 -wasmi,bn128_mul-cdetrio2,0.2534008026123047,0.002337,0.248344 -wasmi,bn128_mul-cdetrio2,0.22768759727478027,0.001896,0.223645 -wasmi,bn128_mul-cdetrio2,0.23870515823364258,0.00204,0.234183 -wasmi,bn128_mul-cdetrio2,0.2387220859527588,0.002035,0.233854 -wasmi,bn128_mul-cdetrio2,0.23494505882263184,0.002098,0.230193 -wasmi,bn128_mul-cdetrio2,0.23853802680969238,0.002513,0.233476 -wasmi,bn128_mul-cdetrio2,0.2292032241821289,0.001894,0.225102 -wasmi,bn128_mul-cdetrio2,0.2465674877166748,0.002754,0.241227 -wasmi,bn128_mul-cdetrio2,0.23291325569152832,0.002474,0.22788 -wasmi,bn128_mul-cdetrio2,0.23089027404785156,0.001999,0.226381 -wasmi,bn128_mul-cdetrio2,0.2284259796142578,0.001934,0.224132 -wasmi,bn128_mul-cdetrio2,0.23755884170532227,0.002496,0.232569 -wasmi,bn128_mul-cdetrio2,0.2523529529571533,0.002126,0.247476 -wasmi,bn128_mul-cdetrio2,0.25279831886291504,0.002511,0.247256 -wasmi,bn128_mul-cdetrio2,0.23984384536743164,0.002014,0.235435 -wasmi,bn128_mul-cdetrio2,0.24126815795898438,0.001879,0.237076 -wasmi,bn128_mul-cdetrio2,0.2415471076965332,0.002176,0.236546 -wasmi,bn128_mul-cdetrio2,0.2577061653137207,0.002189,0.253027 -wasmi,bn128_mul-cdetrio2,0.2370753288269043,0.001975,0.23239 -wasmi,bn128_mul-cdetrio2,0.2520637512207031,0.002289,0.24672 -wasmi,bn128_mul-cdetrio2,0.24118304252624512,0.002601,0.235745 -wasmi,bn128_mul-cdetrio2,0.25528740882873535,0.002452,0.250276 -wasmi,bn128_mul-cdetrio2,0.23298001289367676,0.00256,0.227781 -wasmi,bn128_mul-cdetrio2,0.23035216331481934,0.002098,0.225242 -wasmi,bn128_mul-cdetrio2,0.24245762825012207,0.002121,0.237215 -wasmi,bn128_mul-cdetrio2,0.23657655715942383,0.002581,0.231439 -wasmi,bn128_mul-cdetrio2,0.23097825050354004,0.001989,0.226684 -wasmi,bn128_mul-cdetrio2,0.23134088516235352,0.002261,0.22613 -wasmi,bls12-381-aggreg-128-pubkeys-verify-sig,33.06214714050293,0.015982,33.042562 -wasmi,bls12-381-aggreg-128-pubkeys-verify-sig,31.357295036315918,0.015494,31.338104 -wasmi,bls12-381-aggreg-128-pubkeys-verify-sig,31.214354991912842,0.014247,31.196694 -wasmi,bn128_mul-chfast2,0.15799927711486816,0.002527,0.152251 -wasmi,bn128_mul-chfast2,0.1579573154449463,0.002186,0.153355 -wasmi,bn128_mul-chfast2,0.15488958358764648,0.002174,0.150093 -wasmi,bn128_mul-chfast2,0.15453720092773438,0.002232,0.150019 -wasmi,bn128_mul-chfast2,0.1549241542816162,0.002508,0.149621 -wasmi,bn128_mul-chfast2,0.15428662300109863,0.002121,0.149597 -wasmi,bn128_mul-chfast2,0.16139698028564453,0.001915,0.156913 -wasmi,bn128_mul-chfast2,0.1616058349609375,0.00236,0.156436 -wasmi,bn128_mul-chfast2,0.1512451171875,0.002455,0.146323 -wasmi,bn128_mul-chfast2,0.15912485122680664,0.002602,0.154016 -wasmi,bn128_mul-chfast2,0.15783286094665527,0.002453,0.152401 -wasmi,bn128_mul-chfast2,0.16611409187316895,0.002279,0.16139 -wasmi,bn128_mul-chfast2,0.15886330604553223,0.002404,0.15333 -wasmi,bn128_mul-chfast2,0.16613388061523438,0.002971,0.16019 -wasmi,bn128_mul-chfast2,0.14912939071655273,0.002495,0.143967 -wasmi,bn128_mul-chfast2,0.14755630493164062,0.001873,0.14357 -wasmi,bn128_mul-chfast2,0.16346025466918945,0.002022,0.15848 -wasmi,bn128_mul-chfast2,0.16182518005371094,0.002729,0.156269 -wasmi,bn128_mul-chfast2,0.16175580024719238,0.002358,0.156616 -wasmi,bn128_mul-chfast2,0.16211271286010742,0.002554,0.156858 -wasmi,bn128_mul-chfast2,0.15767478942871094,0.002632,0.152071 -wasmi,bn128_mul-chfast2,0.16355228424072266,0.002781,0.156988 -wasmi,bn128_mul-chfast2,0.17395591735839844,0.003167,0.16648 -wasmi,bn128_mul-chfast2,0.16663169860839844,0.002629,0.161159 -wasmi,bn128_mul-chfast2,0.17003345489501953,0.002878,0.164269 -wasmi,bn128_mul-chfast2,0.1672677993774414,0.002272,0.162312 -wasmi,bn128_mul-chfast2,0.16649532318115234,0.002325,0.160761 -wasmi,bn128_mul-chfast2,0.15713191032409668,0.002388,0.152056 -wasmi,bn128_mul-chfast2,0.1578366756439209,0.002066,0.153226 -wasmi,bn128_mul-chfast2,0.18790531158447266,0.002052,0.183403 -wasmi,bn128_mul-chfast2,0.16168522834777832,0.002189,0.156657 -wasmi,bn128_mul-chfast2,0.15227556228637695,0.002431,0.147048 -wasmi,bn128_mul-chfast2,0.15454721450805664,0.002205,0.14907 -wasmi,bn128_mul-chfast2,0.15909934043884277,0.002305,0.154265 -wasmi,bn128_mul-chfast2,0.14758729934692383,0.002449,0.142473 -wasmi,bn128_mul-chfast2,0.15412640571594238,0.002356,0.148661 -wasmi,bn128_mul-chfast2,0.1411738395690918,0.002708,0.136027 -wasmi,bn128_mul-chfast2,0.14027810096740723,0.001913,0.135938 -wasmi,bn128_mul-chfast2,0.17740130424499512,0.002211,0.17232 -wasmi,bn128_mul-chfast2,0.1752777099609375,0.002421,0.170051 -wasmi,bn128_mul-chfast2,0.15232062339782715,0.002117,0.147235 -wasmi,bn128_mul-chfast2,0.15263724327087402,0.001859,0.147913 -wasmi,bn128_mul-chfast2,0.1505601406097412,0.002248,0.145717 -wasmi,bn128_mul-chfast2,0.16170024871826172,0.00324,0.155558 -wasmi,bn128_mul-chfast2,0.16131949424743652,0.002677,0.15596 -wasmi,bn128_mul-chfast2,0.1520531177520752,0.002296,0.146916 -wasmi,bn128_mul-chfast2,0.15020442008972168,0.001967,0.145798 -wasmi,bn128_mul-chfast2,0.1452045440673828,0.002259,0.139655 -wasmi,bn128_mul-chfast2,0.1807270050048828,0.00249,0.173336 -wasmi,bn128_mul-chfast2,0.15008068084716797,0.002321,0.144918 -wasmi,bn128_add-cdetrio14,0.007265567779541016,0.002367,0.002303 -wasmi,bn128_add-cdetrio14,0.0062944889068603516,0.002072,0.002184 -wasmi,bn128_add-cdetrio14,0.00695037841796875,0.0023,0.002215 -wasmi,bn128_add-cdetrio14,0.006796836853027344,0.002241,0.002505 -wasmi,bn128_add-cdetrio14,0.0063953399658203125,0.001966,0.002045 -wasmi,bn128_add-cdetrio14,0.006306648254394531,0.002005,0.002218 -wasmi,bn128_add-cdetrio14,0.0069561004638671875,0.002475,0.002375 -wasmi,bn128_add-cdetrio14,0.006562471389770508,0.002021,0.002246 -wasmi,bn128_add-cdetrio14,0.006217002868652344,0.002042,0.002224 -wasmi,bn128_add-cdetrio14,0.006699562072753906,0.002137,0.002318 -wasmi,bn128_add-cdetrio14,0.006599903106689453,0.00186,0.002573 -wasmi,bn128_add-cdetrio14,0.006817817687988281,0.002304,0.002354 -wasmi,bn128_add-cdetrio14,0.006733417510986328,0.001883,0.002209 -wasmi,bn128_add-cdetrio14,0.006276130676269531,0.002222,0.001982 -wasmi,bn128_add-cdetrio14,0.006239175796508789,0.002009,0.002119 -wasmi,bn128_add-cdetrio14,0.0065271854400634766,0.002224,0.002155 -wasmi,bn128_add-cdetrio14,0.006719827651977539,0.002232,0.002354 -wasmi,bn128_add-cdetrio14,0.006520271301269531,0.002178,0.002023 -wasmi,bn128_add-cdetrio14,0.006433963775634766,0.002289,0.00205 -wasmi,bn128_add-cdetrio14,0.006609201431274414,0.002359,0.002219 -wasmi,bn128_add-cdetrio14,0.005832195281982422,0.001905,0.001945 -wasmi,bn128_add-cdetrio14,0.006276845932006836,0.001895,0.002379 -wasmi,bn128_add-cdetrio14,0.005837202072143555,0.001752,0.002031 -wasmi,bn128_add-cdetrio14,0.00584101676940918,0.00196,0.001975 -wasmi,bn128_add-cdetrio14,0.006378889083862305,0.002247,0.002049 -wasmi,bn128_add-cdetrio14,0.005835056304931641,0.00182,0.0021 -wasmi,bn128_add-cdetrio14,0.0065729618072509766,0.002134,0.002475 -wasmi,bn128_add-cdetrio14,0.006487846374511719,0.00193,0.002303 -wasmi,bn128_add-cdetrio14,0.006823301315307617,0.00202,0.002724 -wasmi,bn128_add-cdetrio14,0.006447553634643555,0.002196,0.002021 -wasmi,bn128_add-cdetrio14,0.006799221038818359,0.001923,0.002568 -wasmi,bn128_add-cdetrio14,0.0060651302337646484,0.001814,0.002085 -wasmi,bn128_add-cdetrio14,0.006139039993286133,0.002251,0.00193 -wasmi,bn128_add-cdetrio14,0.005917072296142578,0.001844,0.001892 -wasmi,bn128_add-cdetrio14,0.005944728851318359,0.001817,0.002111 -wasmi,bn128_add-cdetrio14,0.006923675537109375,0.002259,0.002642 -wasmi,bn128_add-cdetrio14,0.00565648078918457,0.001878,0.00198 -wasmi,bn128_add-cdetrio14,0.006154775619506836,0.00193,0.002296 -wasmi,bn128_add-cdetrio14,0.007487297058105469,0.002136,0.002404 -wasmi,bn128_add-cdetrio14,0.006412982940673828,0.001986,0.002309 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-wasmi,bn128_mul-cdetrio7,0.24958372116088867,0.001912,0.245265 -wasmi,bn128_mul-cdetrio7,0.23144102096557617,0.002259,0.226667 -wasmi,bn128_add-cdetrio10,0.006064176559448242,0.00245,0.001189 -wasmi,bn128_add-cdetrio10,0.006125450134277344,0.002235,0.001384 -wasmi,bn128_add-cdetrio10,0.004966259002685547,0.001825,0.000996 -wasmi,bn128_add-cdetrio10,0.005446434020996094,0.001855,0.001485 -wasmi,bn128_add-cdetrio10,0.0058901309967041016,0.002617,0.001066 -wasmi,bn128_add-cdetrio10,0.006117343902587891,0.002238,0.001721 -wasmi,bn128_add-cdetrio10,0.0055768489837646484,0.001895,0.001231 -wasmi,bn128_add-cdetrio10,0.00509953498840332,0.002205,0.001014 -wasmi,bn128_add-cdetrio10,0.0057718753814697266,0.001703,0.001938 -wasmi,bn128_add-cdetrio10,0.006916999816894531,0.002945,0.001213 -wasmi,bn128_add-cdetrio10,0.00503087043762207,0.002021,0.000994 -wasmi,bn128_add-cdetrio10,0.005250453948974609,0.001856,0.001148 -wasmi,bn128_add-cdetrio10,0.004594326019287109,0.001787,0.001099 -wasmi,bn128_add-cdetrio10,0.004873037338256836,0.001694,0.001075 -wasmi,bn128_add-cdetrio10,0.005421161651611328,0.002018,0.001217 -wasmi,bn128_add-cdetrio10,0.004878997802734375,0.001863,0.001161 -wasmi,bn128_add-cdetrio10,0.006997108459472656,0.00342,0.001475 -wasmi,bn128_add-cdetrio10,0.005827426910400391,0.002052,0.001088 -wasmi,bn128_add-cdetrio10,0.005207538604736328,0.00195,0.001275 -wasmi,bn128_add-cdetrio10,0.005517721176147461,0.002189,0.001164 -wasmi,bn128_add-cdetrio10,0.004630088806152344,0.001704,0.001123 -wasmi,bn128_add-cdetrio10,0.005579233169555664,0.001974,0.001193 -wasmi,bn128_add-cdetrio10,0.005095958709716797,0.002012,0.001046 -wasmi,bn128_add-cdetrio10,0.00484919548034668,0.001996,0.000933 -wasmi,bn128_add-cdetrio10,0.00539088249206543,0.00175,0.001198 -wasmi,bn128_add-cdetrio10,0.0052225589752197266,0.001983,0.001025 -wasmi,bn128_add-cdetrio10,0.00587010383605957,0.001917,0.001674 -wasmi,bn128_add-cdetrio10,0.00490260124206543,0.001962,0.000999 -wasmi,bn128_add-cdetrio10,0.005490541458129883,0.00196,0.001656 -wasmi,bn128_add-cdetrio10,0.005527973175048828,0.002174,0.001054 -wasmi,bn128_add-cdetrio10,0.0058879852294921875,0.002484,0.001238 -wasmi,bn128_add-cdetrio10,0.006058216094970703,0.002218,0.001699 -wasmi,bn128_add-cdetrio10,0.0051288604736328125,0.002004,0.001295 -wasmi,bn128_add-cdetrio10,0.005434989929199219,0.001795,0.001475 -wasmi,bn128_add-cdetrio10,0.006712913513183594,0.003093,0.001489 -wasmi,bn128_add-cdetrio10,0.005097389221191406,0.001733,0.001307 -wasmi,bn128_add-cdetrio10,0.0058672428131103516,0.002227,0.001596 -wasmi,bn128_add-cdetrio10,0.0052602291107177734,0.002023,0.001058 -wasmi,bn128_add-cdetrio10,0.005347013473510742,0.00224,0.001166 -wasmi,bn128_add-cdetrio10,0.005923032760620117,0.00275,0.001121 -wasmi,bn128_add-cdetrio10,0.005943775177001953,0.002251,0.001332 -wasmi,bn128_add-cdetrio10,0.006102323532104492,0.002058,0.001831 -wasmi,bn128_add-cdetrio10,0.006422758102416992,0.002491,0.00117 -wasmi,bn128_add-cdetrio10,0.005549907684326172,0.002306,0.001137 -wasmi,bn128_add-cdetrio10,0.005494594573974609,0.002368,0.001133 -wasmi,bn128_add-cdetrio10,0.0060079097747802734,0.001995,0.001312 -wasmi,bn128_add-cdetrio10,0.006203174591064453,0.002313,0.001252 -wasmi,bn128_add-cdetrio10,0.005358695983886719,0.002015,0.00103 -wasmi,bn128_add-cdetrio10,0.005298614501953125,0.001908,0.001157 -wasmi,bn128_add-cdetrio10,0.00658726692199707,0.00277,0.001242 -asmble,modexp-nagydani-1-square,2.535102605819702,2.320413,0.032427 -asmble,modexp-nagydani-1-square,2.5905845165252686,2.367147,0.02916 -asmble,modexp-nagydani-1-square,2.561267614364624,2.333179,0.033692 -asmble,modexp-nagydani-1-square,2.680704116821289,2.436419,0.033485 -asmble,modexp-nagydani-1-square,2.5534565448760986,2.333579,0.033417 -asmble,modexp-nagydani-1-square,2.48903226852417,2.256328,0.034275 -asmble,modexp-nagydani-1-square,2.658395528793335,2.417527,0.032239 -asmble,modexp-nagydani-1-square,2.637118101119995,2.410853,0.031517 -asmble,modexp-nagydani-1-square,2.59079647064209,2.363267,0.034819 -asmble,modexp-nagydani-1-square,2.5687177181243896,2.342684,0.03067 -asmble,modexp-nagydani-1-square,2.564072847366333,2.331383,0.03193 -asmble,modexp-nagydani-1-square,2.673861026763916,2.436144,0.03259 -asmble,modexp-nagydani-1-square,2.772216320037842,2.526039,0.030927 -asmble,modexp-nagydani-1-square,2.6193652153015137,2.38648,0.030729 -asmble,modexp-nagydani-1-square,2.5187644958496094,2.297179,0.032952 -asmble,modexp-nagydani-1-square,2.6610560417175293,2.437139,0.032885 -asmble,modexp-nagydani-1-square,2.765136480331421,2.516426,0.032783 -asmble,modexp-nagydani-1-square,2.774172067642212,2.533111,0.031858 -asmble,modexp-nagydani-1-square,2.7085211277008057,2.453383,0.031699 -asmble,modexp-nagydani-1-square,2.6879665851593018,2.449094,0.035512 -asmble,modexp-nagydani-1-square,2.6840879917144775,2.452107,0.034663 -asmble,modexp-nagydani-1-square,2.7529618740081787,2.522744,0.031391 -asmble,modexp-nagydani-1-square,2.7418270111083984,2.486191,0.039217 -asmble,modexp-nagydani-1-square,2.8011341094970703,2.534387,0.031708 -asmble,ecpairing,4.621156692504883,3.784059,0.399114 -asmble,ecpairing,4.8063764572143555,3.995609,0.396857 -asmble,ecpairing,4.79447340965271,3.941808,0.39598 -asmble,ecpairing,4.507511138916016,3.946667,0.300438 -asmble,ecpairing,4.813056468963623,4.058887,0.421356 -asmble,ecpairing,4.7820281982421875,3.930319,0.411674 -asmble,ecpairing,4.749209880828857,3.930178,0.403745 -asmble,ecpairing,4.800445318222046,3.956612,0.426835 -asmble,ecpairing,4.535722494125366,3.719304,0.395264 -asmble,ecpairing,4.727277040481567,3.919828,0.394159 -asmble,ecpairing,4.784578561782837,3.969851,0.396473 -asmble,ecpairing,4.71280837059021,3.906427,0.400546 -asmble,ecpairing,4.67048192024231,3.880961,0.39364 -asmble,bn128_mul-chfast1,2.8074028491973877,2.552975,0.021238 -asmble,bn128_mul-chfast1,2.9753592014312744,2.713186,0.021131 -asmble,bn128_mul-chfast1,2.9231696128845215,2.68132,0.021022 -asmble,bn128_mul-chfast1,2.939033269882202,2.636252,0.02598 -asmble,bn128_mul-chfast1,2.94657039642334,2.683049,0.02266 -asmble,bn128_mul-chfast1,2.889129877090454,2.638251,0.018415 -asmble,bn128_mul-chfast1,2.9597370624542236,2.697917,0.022447 -asmble,bn128_mul-chfast1,2.901604175567627,2.645706,0.021739 -asmble,bn128_mul-chfast1,2.9066050052642822,2.64838,0.019529 -asmble,bn128_mul-chfast1,2.980548143386841,2.728255,0.020603 -asmble,bn128_mul-chfast1,2.8231496810913086,2.573195,0.01918 -asmble,bn128_mul-chfast1,2.7781026363372803,2.533582,0.01973 -asmble,bn128_mul-chfast1,2.796837329864502,2.550493,0.021315 -asmble,bn128_mul-chfast1,2.9103827476501465,2.658858,0.02234 -asmble,bn128_mul-chfast1,2.837628126144409,2.588386,0.019377 -asmble,bn128_mul-chfast1,2.8273427486419678,2.576535,0.019352 -asmble,bn128_mul-chfast1,2.8468613624572754,2.58808,0.019425 -asmble,bn128_mul-chfast1,2.812591791152954,2.556766,0.020131 -asmble,bn128_mul-chfast1,2.938124179840088,2.676015,0.019546 -asmble,bn128_mul-chfast1,2.8112616539001465,2.560351,0.019689 -asmble,bn128_mul-chfast1,2.891249418258667,2.639331,0.019944 -asmble,bn128_pairing-ten_point_match_1,9.85232925415039,8.096209,1.501051 -asmble,bn128_pairing-ten_point_match_1,9.242677688598633,8.015297,0.958117 -asmble,bn128_pairing-ten_point_match_1,9.745957851409912,7.962111,1.489404 -asmble,bn128_pairing-ten_point_match_1,9.76518201828003,8.014477,1.425783 -asmble,bn128_pairing-ten_point_match_1,9.163576126098633,7.988941,0.921161 -asmble,bn128_pairing-ten_point_match_1,9.148398399353027,7.935718,0.965286 -asmble,bn128_pairing-one_point,9.59121823310852,8.440656,0.36206 -asmble,bn128_pairing-one_point,9.804832696914673,8.60137,0.377614 -asmble,bn128_pairing-one_point,9.614005088806152,8.65259,0.326959 -asmble,bn128_pairing-one_point,9.683367490768433,8.759675,0.379928 -asmble,bn128_pairing-one_point,9.670133352279663,8.658312,0.333819 -asmble,bn128_pairing-one_point,9.86973237991333,8.880012,0.288544 -asmble,bn128_pairing-two_point_match_2,9.75277304649353,8.540665,0.439575 -asmble,bn128_pairing-two_point_match_2,9.89729380607605,8.680959,0.449442 -asmble,bn128_pairing-two_point_match_2,9.70684027671814,8.47596,0.443479 -asmble,bn128_pairing-two_point_match_2,9.479007959365845,8.472345,0.41972 -asmble,bn128_pairing-two_point_match_2,9.646605491638184,8.429759,0.432539 -asmble,bn128_pairing-two_point_match_2,9.732259750366211,8.510338,0.497713 -asmble,sha1-10808-bits,1.8358871936798096,1.632283,0.001037 -asmble,sha1-10808-bits,1.856029987335205,1.650394,0.001417 -asmble,sha1-10808-bits,1.875490427017212,1.662037,0.001512 -asmble,sha1-10808-bits,1.8806836605072021,1.669026,0.001328 -asmble,sha1-10808-bits,1.8369088172912598,1.644448,0.001916 -asmble,sha1-10808-bits,1.8543236255645752,1.640199,0.001874 -asmble,sha1-10808-bits,1.8886165618896484,1.69665,0.001591 -asmble,sha1-10808-bits,1.887709617614746,1.684999,0.002202 -asmble,sha1-10808-bits,1.9410223960876465,1.728857,0.001417 -asmble,sha1-10808-bits,1.891181468963623,1.687086,0.001948 -asmble,sha1-10808-bits,1.8652150630950928,1.656319,0.002454 -asmble,sha1-10808-bits,1.831456184387207,1.621376,0.001947 -asmble,sha1-10808-bits,1.8328745365142822,1.636363,0.001682 -asmble,sha1-10808-bits,1.8453664779663086,1.66033,0.001916 -asmble,sha1-10808-bits,1.8604271411895752,1.663757,0.002073 -asmble,sha1-10808-bits,1.8490841388702393,1.653002,0.001428 -asmble,sha1-10808-bits,1.900369644165039,1.691241,0.001549 -asmble,sha1-10808-bits,1.8489875793457031,1.636723,0.001535 -asmble,sha1-10808-bits,1.9130759239196777,1.711809,0.002468 -asmble,sha1-10808-bits,1.955963134765625,1.736631,0.001622 -asmble,sha1-10808-bits,1.868485450744629,1.656376,0.001487 -asmble,sha1-10808-bits,1.8733241558074951,1.676324,0.001533 -asmble,sha1-10808-bits,1.913365364074707,1.713272,0.001436 -asmble,sha1-10808-bits,1.8376941680908203,1.63637,0.002168 -asmble,sha1-10808-bits,1.8695509433746338,1.676391,0.001894 -asmble,sha1-10808-bits,1.8906769752502441,1.688194,0.001891 -asmble,sha1-10808-bits,1.9916491508483887,1.78604,0.001765 -asmble,sha1-10808-bits,1.9749422073364258,1.773861,0.001704 -asmble,sha1-10808-bits,1.8897128105163574,1.69156,0.001496 -asmble,sha1-10808-bits,1.831486701965332,1.645849,0.001886 -asmble,sha1-10808-bits,1.8976328372955322,1.685896,0.001766 -asmble,sha1-10808-bits,1.8984816074371338,1.711552,0.001351 -asmble,sha1-10808-bits,1.8662712574005127,1.656736,0.001572 -asmble,modexp-eip_example1,2.6182453632354736,2.343671,0.054161 -asmble,modexp-eip_example1,2.5221176147460938,2.247036,0.055533 -asmble,modexp-eip_example1,2.5548133850097656,2.284396,0.055782 -asmble,modexp-eip_example1,2.601731300354004,2.344138,0.059404 -asmble,modexp-eip_example1,2.7442469596862793,2.475908,0.055426 -asmble,modexp-eip_example1,2.5285487174987793,2.260034,0.053776 -asmble,modexp-eip_example1,2.6043319702148438,2.333031,0.053377 -asmble,modexp-eip_example1,2.6072702407836914,2.327218,0.062448 -asmble,modexp-eip_example1,2.6465742588043213,2.375097,0.061937 -asmble,modexp-eip_example1,2.594700574874878,2.320169,0.063839 -asmble,modexp-eip_example1,2.5742294788360596,2.315837,0.053467 -asmble,modexp-eip_example1,2.5904617309570312,2.315771,0.056938 -asmble,modexp-eip_example1,2.6733968257904053,2.367404,0.059647 -asmble,modexp-eip_example1,2.649264097213745,2.360952,0.054787 -asmble,modexp-eip_example1,2.7246322631835938,2.45002,0.057112 -asmble,modexp-eip_example1,2.732485055923462,2.424302,0.05901 -asmble,modexp-eip_example1,2.5547192096710205,2.277566,0.06934 -asmble,modexp-eip_example1,2.7141427993774414,2.403926,0.067696 -asmble,modexp-eip_example1,2.6721725463867188,2.397735,0.059557 -asmble,modexp-eip_example1,2.7106120586395264,2.411697,0.065803 -asmble,modexp-eip_example1,2.735292911529541,2.457953,0.057456 -asmble,modexp-eip_example1,2.7828099727630615,2.500005,0.056392 -asmble,modexp-eip_example1,2.6789543628692627,2.405986,0.05365 -asmble,bn128_mul-cdetrio12,2.6916310787200928,2.448258,0.036777 -asmble,bn128_mul-cdetrio12,2.6556460857391357,2.386873,0.043175 -asmble,bn128_mul-cdetrio12,2.771000385284424,2.523015,0.033485 -asmble,bn128_mul-cdetrio12,2.6340715885162354,2.391682,0.035667 -asmble,bn128_mul-cdetrio12,2.6900417804718018,2.451198,0.035192 -asmble,bn128_mul-cdetrio12,2.637233018875122,2.399765,0.034929 -asmble,bn128_mul-cdetrio12,2.668865203857422,2.417781,0.034667 -asmble,bn128_mul-cdetrio12,2.6015431880950928,2.35395,0.036512 -asmble,bn128_mul-cdetrio12,2.6535284519195557,2.405157,0.038579 -asmble,bn128_mul-cdetrio12,2.6793081760406494,2.405,0.039321 -asmble,bn128_mul-cdetrio12,2.771822690963745,2.513279,0.039774 -asmble,bn128_mul-cdetrio12,2.652547597885132,2.399245,0.038444 -asmble,bn128_mul-cdetrio12,2.7232093811035156,2.476237,0.037458 -asmble,bn128_mul-cdetrio12,2.6353325843811035,2.38906,0.035841 -asmble,bn128_mul-cdetrio12,2.6707234382629395,2.416866,0.035406 -asmble,bn128_mul-cdetrio12,2.692634105682373,2.432833,0.037098 -asmble,bn128_mul-cdetrio12,2.6491775512695312,2.397398,0.034201 -asmble,bn128_mul-cdetrio12,2.631681203842163,2.387727,0.036791 -asmble,bn128_mul-cdetrio12,2.6921017169952393,2.448131,0.033738 -asmble,bn128_mul-cdetrio12,2.607102394104004,2.359092,0.037651 -asmble,bn128_mul-cdetrio12,2.7080891132354736,2.455284,0.046078 -asmble,bn128_mul-cdetrio12,2.6521713733673096,2.412155,0.033695 -asmble,modexp-nagydani-1-qube,2.5073304176330566,2.272849,0.03778 -asmble,modexp-nagydani-1-qube,2.566948652267456,2.328697,0.030014 -asmble,modexp-nagydani-1-qube,2.5873687267303467,2.352875,0.037751 -asmble,modexp-nagydani-1-qube,2.5310170650482178,2.285585,0.038232 -asmble,modexp-nagydani-1-qube,2.616861343383789,2.368831,0.032727 -asmble,modexp-nagydani-1-qube,2.5615427494049072,2.330199,0.030327 -asmble,modexp-nagydani-1-qube,2.565333843231201,2.326243,0.033601 -asmble,modexp-nagydani-1-qube,2.5026235580444336,2.248208,0.045637 -asmble,modexp-nagydani-1-qube,2.4931886196136475,2.245672,0.036276 -asmble,modexp-nagydani-1-qube,2.4395406246185303,2.200689,0.039771 -asmble,modexp-nagydani-1-qube,2.5452375411987305,2.306354,0.043105 -asmble,modexp-nagydani-1-qube,2.5349059104919434,2.298242,0.033119 -asmble,modexp-nagydani-1-qube,2.50036358833313,2.256689,0.038389 -asmble,modexp-nagydani-1-qube,2.5296757221221924,2.289929,0.031294 -asmble,modexp-nagydani-1-qube,2.560488700866699,2.301384,0.048862 -asmble,modexp-nagydani-1-qube,2.594724178314209,2.352453,0.033737 -asmble,modexp-nagydani-1-qube,2.579191207885742,2.34881,0.032091 -asmble,modexp-nagydani-1-qube,2.5170905590057373,2.287252,0.029058 -asmble,modexp-nagydani-1-qube,2.53825306892395,2.312861,0.030315 -asmble,modexp-nagydani-1-qube,2.5909218788146973,2.360763,0.030657 -asmble,modexp-nagydani-1-qube,2.5152478218078613,2.284696,0.031545 -asmble,modexp-nagydani-1-qube,2.547441005706787,2.31677,0.03143 -asmble,modexp-nagydani-1-qube,2.446511745452881,2.226282,0.030902 -asmble,modexp-nagydani-1-qube,2.575761556625366,2.325601,0.032933 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,13.50983190536499,11.942521,0.970301 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,14.009318351745605,12.378844,1.183723 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,13.500118732452393,11.951388,1.064022 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,13.618468284606934,12.088317,1.059748 -asmble,bn128_mul-cdetrio6,2.671947717666626,2.403595,0.04177 -asmble,bn128_mul-cdetrio6,2.721757411956787,2.463922,0.03649 -asmble,bn128_mul-cdetrio6,2.7395496368408203,2.484212,0.038801 -asmble,bn128_mul-cdetrio6,2.7034928798675537,2.434132,0.042195 -asmble,bn128_mul-cdetrio6,2.7834079265594482,2.521696,0.043031 -asmble,bn128_mul-cdetrio6,2.83402681350708,2.56554,0.044608 -asmble,bn128_mul-cdetrio6,2.996154308319092,2.727999,0.037953 -asmble,bn128_mul-cdetrio6,2.8636627197265625,2.592537,0.047115 -asmble,bn128_mul-cdetrio6,2.8636696338653564,2.608538,0.041984 -asmble,bn128_mul-cdetrio6,2.969494104385376,2.690724,0.046091 -asmble,bn128_mul-cdetrio6,3.019211769104004,2.716799,0.053384 -asmble,bn128_mul-cdetrio6,2.945782423019409,2.662989,0.046101 -asmble,bn128_mul-cdetrio6,2.9757936000823975,2.69693,0.042918 -asmble,bn128_mul-cdetrio6,2.961822032928467,2.689836,0.045227 -asmble,bn128_mul-cdetrio6,2.9139552116394043,2.65652,0.041337 -asmble,bn128_mul-cdetrio6,2.8759000301361084,2.614688,0.043886 -asmble,bn128_mul-cdetrio6,3.017749547958374,2.746255,0.045504 -asmble,bn128_mul-cdetrio6,2.901042938232422,2.632801,0.042642 -asmble,bn128_mul-cdetrio6,2.833967685699463,2.563576,0.040384 -asmble,bn128_mul-cdetrio6,2.882878065109253,2.614251,0.039828 -asmble,bn128_mul-cdetrio6,2.7521166801452637,2.489455,0.043584 -asmble,bn128_mul-cdetrio6,2.6942172050476074,2.444125,0.04058 -asmble,blake2b-2805-bytes,2.075260877609253,1.875287,0.002684 -asmble,blake2b-2805-bytes,2.0755720138549805,1.879051,0.002364 -asmble,blake2b-2805-bytes,2.0532286167144775,1.850603,0.002378 -asmble,blake2b-2805-bytes,1.9741666316986084,1.783896,0.002713 -asmble,blake2b-2805-bytes,2.066342353820801,1.861871,0.001781 -asmble,blake2b-2805-bytes,1.9774882793426514,1.768698,0.003245 -asmble,blake2b-2805-bytes,2.0738916397094727,1.861904,0.003636 -asmble,blake2b-2805-bytes,2.3565008640289307,2.150278,0.002367 -asmble,blake2b-2805-bytes,1.9774599075317383,1.77091,0.002177 -asmble,blake2b-2805-bytes,2.0431296825408936,1.842854,0.003003 -asmble,blake2b-2805-bytes,1.9547858238220215,1.761235,0.002776 -asmble,blake2b-2805-bytes,1.9931974411010742,1.794351,0.002912 -asmble,blake2b-2805-bytes,2.0271146297454834,1.82235,0.003086 -asmble,blake2b-2805-bytes,2.011544942855835,1.812638,0.003463 -asmble,blake2b-2805-bytes,2.0890002250671387,1.881643,0.00164 -asmble,blake2b-2805-bytes,1.9993209838867188,1.787368,0.002957 -asmble,blake2b-2805-bytes,1.9627227783203125,1.77141,0.00239 -asmble,blake2b-2805-bytes,1.9658188819885254,1.776009,0.002213 -asmble,blake2b-2805-bytes,2.0149126052856445,1.821841,0.002476 -asmble,blake2b-2805-bytes,1.986543893814087,1.789132,0.003402 -asmble,blake2b-2805-bytes,2.084712505340576,1.874429,0.001829 -asmble,blake2b-2805-bytes,2.094507932662964,1.89879,0.003319 -asmble,blake2b-2805-bytes,2.1156957149505615,1.90005,0.002072 -asmble,blake2b-2805-bytes,2.117185115814209,1.898143,0.001655 -asmble,blake2b-2805-bytes,2.0760622024536133,1.886269,0.002271 -asmble,blake2b-2805-bytes,1.9952630996704102,1.777971,0.002323 -asmble,blake2b-2805-bytes,2.0095081329345703,1.806274,0.001829 -asmble,blake2b-2805-bytes,2.0455358028411865,1.83674,0.004698 -asmble,blake2b-2805-bytes,1.9913389682769775,1.796936,0.001969 -asmble,bn128_mul-chfast3,2.8781726360321045,2.612268,0.040648 -asmble,bn128_mul-chfast3,2.747363805770874,2.486919,0.041477 -asmble,bn128_mul-chfast3,2.72902774810791,2.493405,0.0374 -asmble,bn128_mul-chfast3,2.859046220779419,2.595138,0.049499 -asmble,bn128_mul-chfast3,2.691993474960327,2.451421,0.036935 -asmble,bn128_mul-chfast3,2.6630771160125732,2.402891,0.038935 -asmble,bn128_mul-chfast3,2.6498048305511475,2.391753,0.035783 -asmble,bn128_mul-chfast3,2.685638666152954,2.435671,0.036579 -asmble,bn128_mul-chfast3,2.733560562133789,2.503469,0.036729 -asmble,bn128_mul-chfast3,2.6155004501342773,2.368938,0.035189 -asmble,bn128_mul-chfast3,2.620288133621216,2.376621,0.040672 -asmble,bn128_mul-chfast3,2.7512400150299072,2.51116,0.037264 -asmble,bn128_mul-chfast3,2.7883989810943604,2.532877,0.040859 -asmble,bn128_mul-chfast3,2.8051719665527344,2.549724,0.041791 -asmble,bn128_mul-chfast3,2.6312925815582275,2.382921,0.039391 -asmble,bn128_mul-chfast3,2.661561965942383,2.422915,0.03591 -asmble,bn128_mul-chfast3,2.647580146789551,2.403916,0.036417 -asmble,bn128_mul-chfast3,2.7020211219787598,2.459305,0.035999 -asmble,bn128_mul-chfast3,2.6581027507781982,2.41874,0.037902 -asmble,bn128_mul-chfast3,2.6733713150024414,2.428522,0.039161 -asmble,bn128_mul-chfast3,2.6746630668640137,2.421352,0.035825 -asmble,bn128_mul-cdetrio11,2.7193093299865723,2.472699,0.041955 -asmble,bn128_mul-cdetrio11,2.6627070903778076,2.406372,0.049683 -asmble,bn128_mul-cdetrio11,2.7077152729034424,2.456053,0.040202 -asmble,bn128_mul-cdetrio11,2.701019048690796,2.455611,0.040695 -asmble,bn128_mul-cdetrio11,2.7661397457122803,2.514189,0.03897 -asmble,bn128_mul-cdetrio11,2.7943828105926514,2.54406,0.040675 -asmble,bn128_mul-cdetrio11,2.7292845249176025,2.468362,0.039026 -asmble,bn128_mul-cdetrio11,2.7120931148529053,2.443555,0.042914 -asmble,bn128_mul-cdetrio11,2.71600604057312,2.457394,0.038816 -asmble,bn128_mul-cdetrio11,2.7218072414398193,2.461441,0.04023 -asmble,bn128_mul-cdetrio11,2.657984733581543,2.402745,0.044079 -asmble,bn128_mul-cdetrio11,2.768113374710083,2.494998,0.056192 -asmble,bn128_mul-cdetrio11,2.703767776489258,2.450639,0.03903 -asmble,bn128_mul-cdetrio11,2.7518553733825684,2.505538,0.038516 -asmble,bn128_mul-cdetrio11,2.730395793914795,2.4714,0.039474 -asmble,bn128_mul-cdetrio11,2.7724688053131104,2.507249,0.048643 -asmble,bn128_mul-cdetrio11,2.665175676345825,2.422648,0.038788 -asmble,bn128_mul-cdetrio11,2.7436721324920654,2.485596,0.036172 -asmble,bn128_mul-cdetrio11,2.641848087310791,2.405739,0.044902 -asmble,bn128_mul-cdetrio11,2.5914061069488525,2.360193,0.035368 -asmble,bn128_mul-cdetrio11,2.6004221439361572,2.359591,0.042038 -asmble,bn128_mul-cdetrio11,2.663686513900757,2.409644,0.040042 -asmble,mul256-gcolvin-drag-race,3.844823122024536,3.024845,0.598958 -asmble,mul256-gcolvin-drag-race,3.9011504650115967,3.037824,0.650836 -asmble,mul256-gcolvin-drag-race,3.7866344451904297,2.95163,0.611335 -asmble,mul256-gcolvin-drag-race,3.842496633529663,2.982892,0.63569 -asmble,mul256-gcolvin-drag-race,3.8469064235687256,3.013438,0.612486 -asmble,mul256-gcolvin-drag-race,3.8124544620513916,2.9817,0.616609 -asmble,mul256-gcolvin-drag-race,3.791810989379883,2.989826,0.583172 -asmble,mul256-gcolvin-drag-race,3.8249950408935547,3.007468,0.605307 -asmble,mul256-gcolvin-drag-race,3.895066261291504,3.035484,0.644152 -asmble,mul256-gcolvin-drag-race,3.8913803100585938,3.05922,0.616823 -asmble,mul256-gcolvin-drag-race,3.8693974018096924,3.040106,0.618847 -asmble,mul256-gcolvin-drag-race,3.8814284801483154,3.031334,0.619252 -asmble,mul256-gcolvin-drag-race,3.9725873470306396,3.08764,0.631996 -asmble,mul256-gcolvin-drag-race,3.9856371879577637,3.149534,0.614586 -asmble,mul256-gcolvin-drag-race,4.0495688915252686,3.155782,0.667337 -asmble,mul256-gcolvin-drag-race,4.064900159835815,3.18444,0.648242 -asmble,blake2b-5610-bytes,2.1818490028381348,1.977866,0.003523 -asmble,blake2b-5610-bytes,2.2156829833984375,1.997476,0.003433 -asmble,blake2b-5610-bytes,2.166409492492676,1.967547,0.004311 -asmble,blake2b-5610-bytes,2.1984033584594727,1.977921,0.004728 -asmble,blake2b-5610-bytes,2.2404212951660156,2.00999,0.004626 -asmble,blake2b-5610-bytes,2.2024648189544678,1.995321,0.002903 -asmble,blake2b-5610-bytes,2.2406625747680664,2.005333,0.002633 -asmble,blake2b-5610-bytes,2.1553828716278076,1.959264,0.005536 -asmble,blake2b-5610-bytes,2.177929639816284,1.960311,0.003264 -asmble,blake2b-5610-bytes,2.132610559463501,1.912185,0.002762 -asmble,blake2b-5610-bytes,2.169271945953369,1.952699,0.004005 -asmble,blake2b-5610-bytes,2.2106916904449463,1.976845,0.003258 -asmble,blake2b-5610-bytes,2.2300045490264893,2.015807,0.005541 -asmble,blake2b-5610-bytes,2.259222984313965,2.047383,0.002869 -asmble,blake2b-5610-bytes,2.217349052429199,2.010658,0.002761 -asmble,blake2b-5610-bytes,2.179497718811035,1.95694,0.00331 -asmble,blake2b-5610-bytes,2.2438385486602783,2.012836,0.003038 -asmble,blake2b-5610-bytes,2.160841464996338,1.959051,0.002704 -asmble,blake2b-5610-bytes,2.155043601989746,1.936826,0.004204 -asmble,blake2b-5610-bytes,2.045488119125366,1.848233,0.005877 -asmble,blake2b-5610-bytes,2.155524492263794,1.930445,0.003343 -asmble,blake2b-5610-bytes,2.15089750289917,1.93664,0.003434 -asmble,blake2b-5610-bytes,2.1415815353393555,1.944747,0.002745 -asmble,blake2b-5610-bytes,2.146336317062378,1.922179,0.004288 -asmble,blake2b-5610-bytes,2.213737964630127,1.995562,0.003432 -asmble,blake2b-5610-bytes,2.185746431350708,1.981696,0.004239 -asmble,blake2b-5610-bytes,2.1521055698394775,1.949241,0.00534 -asmble,sha1-21896-bits,1.9257304668426514,1.734597,0.002487 -asmble,sha1-21896-bits,1.9140281677246094,1.712792,0.003289 -asmble,sha1-21896-bits,1.9112157821655273,1.714465,0.00238 -asmble,sha1-21896-bits,1.9983737468719482,1.784751,0.002152 -asmble,sha1-21896-bits,1.9295969009399414,1.718234,0.002846 -asmble,sha1-21896-bits,1.9412152767181396,1.737068,0.002858 -asmble,sha1-21896-bits,1.927560806274414,1.719733,0.002013 -asmble,sha1-21896-bits,1.9417705535888672,1.738287,0.002901 -asmble,sha1-21896-bits,1.927353858947754,1.727862,0.002456 -asmble,sha1-21896-bits,1.9849817752838135,1.783458,0.002121 -asmble,sha1-21896-bits,1.959824800491333,1.7508,0.00411 -asmble,sha1-21896-bits,1.9715604782104492,1.776396,0.002168 -asmble,sha1-21896-bits,1.8884799480438232,1.694227,0.002541 -asmble,sha1-21896-bits,1.8964309692382812,1.708391,0.002099 -asmble,sha1-21896-bits,1.9651272296905518,1.760397,0.003162 -asmble,sha1-21896-bits,1.877152919769287,1.688184,0.002421 -asmble,sha1-21896-bits,1.8905200958251953,1.686726,0.003526 -asmble,sha1-21896-bits,1.9630420207977295,1.751685,0.002173 -asmble,sha1-21896-bits,1.948155164718628,1.722019,0.003504 -asmble,sha1-21896-bits,1.934105634689331,1.731349,0.003794 -asmble,sha1-21896-bits,1.9128918647766113,1.720693,0.00265 -asmble,sha1-21896-bits,1.9392240047454834,1.728431,0.003671 -asmble,sha1-21896-bits,1.9142065048217773,1.71189,0.003011 -asmble,sha1-21896-bits,1.906517505645752,1.694852,0.001897 -asmble,sha1-21896-bits,1.9536261558532715,1.744097,0.00338 -asmble,sha1-21896-bits,1.9528896808624268,1.750139,0.002232 -asmble,sha1-21896-bits,2.0372567176818848,1.828776,0.002684 -asmble,sha1-21896-bits,1.9052867889404297,1.704805,0.00368 -asmble,sha1-21896-bits,1.8889975547790527,1.685807,0.00285 -asmble,sha1-21896-bits,1.9691734313964844,1.75401,0.005627 -asmble,sha1-21896-bits,1.9340572357177734,1.73456,0.002197 -asmble,bn128_mul-cdetrio2,2.6811118125915527,2.429702,0.038938 -asmble,bn128_mul-cdetrio2,2.707007646560669,2.459952,0.044901 -asmble,bn128_mul-cdetrio2,2.6724069118499756,2.424405,0.034008 -asmble,bn128_mul-cdetrio2,2.684196949005127,2.45116,0.03268 -asmble,bn128_mul-cdetrio2,2.705662727355957,2.467878,0.038584 -asmble,bn128_mul-cdetrio2,2.776728630065918,2.517321,0.038954 -asmble,bn128_mul-cdetrio2,2.7529008388519287,2.498914,0.037687 -asmble,bn128_mul-cdetrio2,2.741973400115967,2.500716,0.038567 -asmble,bn128_mul-cdetrio2,2.687739610671997,2.453062,0.033955 -asmble,bn128_mul-cdetrio2,2.712235689163208,2.453076,0.043859 -asmble,bn128_mul-cdetrio2,2.689610481262207,2.445075,0.0396 -asmble,bn128_mul-cdetrio2,2.73768949508667,2.484916,0.035362 -asmble,bn128_mul-cdetrio2,2.766005754470825,2.511098,0.04641 -asmble,bn128_mul-cdetrio2,2.8313844203948975,2.589086,0.038144 -asmble,bn128_mul-cdetrio2,2.7593374252319336,2.496137,0.038303 -asmble,bn128_mul-cdetrio2,2.803266763687134,2.553284,0.038741 -asmble,bn128_mul-cdetrio2,2.8553242683410645,2.590741,0.044843 -asmble,bn128_mul-cdetrio2,2.711132049560547,2.462651,0.042448 -asmble,bn128_mul-cdetrio2,2.675252914428711,2.419747,0.035692 -asmble,bn128_mul-cdetrio2,2.684009075164795,2.435894,0.035499 -asmble,bn128_mul-cdetrio2,2.7035634517669678,2.465286,0.038123 -asmble,bn128_mul-cdetrio2,2.715876579284668,2.437903,0.052559 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,13.965367794036865,12.131987,1.166399 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,13.905398607254028,12.25959,1.381364 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,13.956570386886597,12.222094,1.130777 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,14.304319381713867,12.482363,1.200206 -asmble,bn128_mul-chfast2,2.695577383041382,2.440619,0.029386 -asmble,bn128_mul-chfast2,2.7112433910369873,2.461136,0.029999 -asmble,bn128_mul-chfast2,2.6704068183898926,2.429003,0.032443 -asmble,bn128_mul-chfast2,2.635547399520874,2.410709,0.028952 -asmble,bn128_mul-chfast2,2.65110445022583,2.405401,0.034723 -asmble,bn128_mul-chfast2,2.722961664199829,2.464879,0.02937 -asmble,bn128_mul-chfast2,2.7465898990631104,2.510676,0.028312 -asmble,bn128_mul-chfast2,2.803612232208252,2.545763,0.034488 -asmble,bn128_mul-chfast2,2.697089910507202,2.46119,0.02888 -asmble,bn128_mul-chfast2,2.7837448120117188,2.548609,0.028589 -asmble,bn128_mul-chfast2,2.692673921585083,2.436403,0.031716 -asmble,bn128_mul-chfast2,2.692500114440918,2.445064,0.032595 -asmble,bn128_mul-chfast2,2.6314151287078857,2.390759,0.027684 -asmble,bn128_mul-chfast2,2.6909162998199463,2.448519,0.029963 -asmble,bn128_mul-chfast2,2.70257306098938,2.463983,0.031517 -asmble,bn128_mul-chfast2,2.7333624362945557,2.481864,0.02968 -asmble,bn128_mul-chfast2,2.7160961627960205,2.490442,0.028745 -asmble,bn128_mul-chfast2,2.72391939163208,2.485455,0.032038 -asmble,bn128_mul-chfast2,2.7590582370758057,2.515021,0.031701 -asmble,bn128_mul-chfast2,2.7750654220581055,2.518626,0.031941 -asmble,bn128_mul-chfast2,2.776859760284424,2.517486,0.034406 -asmble,bn128_mul-chfast2,2.7386879920959473,2.491594,0.031731 -asmble,bn128_add-cdetrio14,2.8173623085021973,2.587729,0.004429 -asmble,bn128_add-cdetrio14,2.757554292678833,2.53328,0.00625 -asmble,bn128_add-cdetrio14,2.7491726875305176,2.521902,0.002603 -asmble,bn128_add-cdetrio14,2.7322580814361572,2.504919,0.002943 -asmble,bn128_add-cdetrio14,2.7947003841400146,2.551735,0.002425 -asmble,bn128_add-cdetrio14,2.668708086013794,2.446399,0.002524 -asmble,bn128_add-cdetrio14,2.64601731300354,2.421467,0.005357 -asmble,bn128_add-cdetrio14,2.6230101585388184,2.416752,0.002575 -asmble,bn128_add-cdetrio14,2.7011783123016357,2.45782,0.002518 -asmble,bn128_add-cdetrio14,2.6930646896362305,2.479588,0.002752 -asmble,bn128_add-cdetrio14,2.781651735305786,2.54495,0.002792 -asmble,bn128_add-cdetrio14,2.722994565963745,2.51303,0.00276 -asmble,bn128_add-cdetrio14,2.7296197414398193,2.504357,0.004242 -asmble,bn128_add-cdetrio14,2.707047462463379,2.481679,0.00236 -asmble,bn128_add-cdetrio14,2.6789004802703857,2.465561,0.002703 -asmble,bn128_add-cdetrio14,2.6654584407806396,2.440303,0.004072 -asmble,bn128_add-cdetrio14,2.6657874584198,2.450653,0.003511 -asmble,bn128_add-cdetrio14,2.6679980754852295,2.453376,0.002851 -asmble,bn128_add-cdetrio14,2.6495158672332764,2.430645,0.002907 -asmble,bn128_add-cdetrio14,2.645817995071411,2.420485,0.002508 -asmble,bn128_add-cdetrio14,2.6726393699645996,2.450913,0.004142 -asmble,bn128_add-cdetrio11,2.618948221206665,2.400727,0.005775 -asmble,bn128_add-cdetrio11,2.6234779357910156,2.416301,0.004152 -asmble,bn128_add-cdetrio11,2.6901707649230957,2.477711,0.003936 -asmble,bn128_add-cdetrio11,2.5877835750579834,2.372533,0.005803 -asmble,bn128_add-cdetrio11,2.648688793182373,2.435939,0.003826 -asmble,bn128_add-cdetrio11,2.6411166191101074,2.432867,0.006607 -asmble,bn128_add-cdetrio11,2.709827184677124,2.494035,0.004702 -asmble,bn128_add-cdetrio11,2.6061365604400635,2.39691,0.00522 -asmble,bn128_add-cdetrio11,2.596071720123291,2.377438,0.005343 -asmble,bn128_add-cdetrio11,2.6203062534332275,2.415663,0.004299 -asmble,bn128_add-cdetrio11,2.620924711227417,2.390791,0.005108 -asmble,bn128_add-cdetrio11,2.5529069900512695,2.350915,0.004754 -asmble,bn128_add-cdetrio11,2.585444688796997,2.383955,0.004617 -asmble,bn128_add-cdetrio11,2.6603190898895264,2.454368,0.006002 -asmble,bn128_add-cdetrio11,2.7405970096588135,2.514647,0.004971 -asmble,bn128_add-cdetrio11,2.706265687942505,2.471782,0.005084 -asmble,bn128_add-cdetrio11,2.737858295440674,2.515774,0.005514 -asmble,bn128_add-cdetrio11,2.7981207370758057,2.570214,0.01105 -asmble,bn128_add-cdetrio11,2.7613587379455566,2.534734,0.006706 -asmble,bn128_add-cdetrio11,2.650022268295288,2.42766,0.005825 -asmble,bn128_add-cdetrio11,2.676239013671875,2.444809,0.004932 -asmble,bn128_add-cdetrio11,2.610933780670166,2.392025,0.005036 -asmble,bn128_add-cdetrio11,2.635772466659546,2.412156,0.005356 -asmble,blake2b-8415-bytes,2.347344160079956,2.125565,0.005576 -asmble,blake2b-8415-bytes,2.335190773010254,2.131177,0.004504 -asmble,blake2b-8415-bytes,2.3152990341186523,2.108288,0.004314 -asmble,blake2b-8415-bytes,2.3369126319885254,2.12782,0.006475 -asmble,blake2b-8415-bytes,2.3171753883361816,2.090189,0.003844 -asmble,blake2b-8415-bytes,2.3880560398101807,2.1774,0.003545 -asmble,blake2b-8415-bytes,2.3063385486602783,2.110005,0.003917 -asmble,blake2b-8415-bytes,2.500082015991211,2.258144,0.005237 -asmble,blake2b-8415-bytes,2.518169641494751,2.288429,0.004932 -asmble,blake2b-8415-bytes,2.4848954677581787,2.256763,0.004608 -asmble,blake2b-8415-bytes,2.4788618087768555,2.256323,0.004603 -asmble,blake2b-8415-bytes,2.446723461151123,2.224617,0.004332 -asmble,blake2b-8415-bytes,2.4242868423461914,2.203291,0.004264 -asmble,blake2b-8415-bytes,2.4387829303741455,2.215145,0.005431 -asmble,blake2b-8415-bytes,2.472644090652466,2.252727,0.00498 -asmble,blake2b-8415-bytes,2.3690152168273926,2.160402,0.004172 -asmble,blake2b-8415-bytes,2.3863821029663086,2.16582,0.00633 -asmble,blake2b-8415-bytes,2.345201253890991,2.113784,0.004193 -asmble,blake2b-8415-bytes,2.3827812671661377,2.172024,0.00403 -asmble,blake2b-8415-bytes,2.3273541927337646,2.113872,0.005641 -asmble,blake2b-8415-bytes,2.3431663513183594,2.128763,0.003988 -asmble,blake2b-8415-bytes,2.313845157623291,2.092982,0.004659 -asmble,blake2b-8415-bytes,2.301034688949585,2.094081,0.003327 -asmble,blake2b-8415-bytes,2.3282086849212646,2.125347,0.003621 -asmble,blake2b-8415-bytes,2.2762303352355957,2.085201,0.005429 -asmble,blake2b-8415-bytes,2.298879623413086,2.097244,0.005096 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,13.703579664230347,12.15757,1.001814 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,13.704012155532837,12.161705,0.985972 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,14.063830137252808,12.495979,1.006426 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,13.75637149810791,12.179601,0.996058 -asmble,sha1-42488-bits,2.1744425296783447,1.950365,0.004435 -asmble,sha1-42488-bits,2.0325472354888916,1.828069,0.002937 -asmble,sha1-42488-bits,2.0690512657165527,1.857038,0.003154 -asmble,sha1-42488-bits,2.053359270095825,1.8465,0.004827 -asmble,sha1-42488-bits,2.1726815700531006,1.963209,0.00308 -asmble,sha1-42488-bits,2.1884284019470215,1.954362,0.005568 -asmble,sha1-42488-bits,2.1118056774139404,1.906687,0.002768 -asmble,sha1-42488-bits,2.0827038288116455,1.87761,0.004615 -asmble,sha1-42488-bits,2.0746548175811768,1.857416,0.003901 -asmble,sha1-42488-bits,2.1009438037872314,1.895394,0.003938 -asmble,sha1-42488-bits,2.2067904472351074,1.995694,0.003395 -asmble,sha1-42488-bits,2.151069164276123,1.934849,0.003105 -asmble,sha1-42488-bits,2.0942983627319336,1.881117,0.004591 -asmble,sha1-42488-bits,2.131134033203125,1.918529,0.002566 -asmble,sha1-42488-bits,2.113173723220825,1.90286,0.002575 -asmble,sha1-42488-bits,2.1155850887298584,1.91601,0.003197 -asmble,sha1-42488-bits,2.1141066551208496,1.893021,0.004192 -asmble,sha1-42488-bits,2.036360502243042,1.837968,0.004293 -asmble,sha1-42488-bits,2.0843677520751953,1.882777,0.002973 -asmble,sha1-42488-bits,2.104208469390869,1.893649,0.002991 -asmble,sha1-42488-bits,2.0472793579101562,1.85058,0.004248 -asmble,sha1-42488-bits,2.233421802520752,2.007887,0.005414 -asmble,sha1-42488-bits,2.226500988006592,1.984769,0.00537 -asmble,sha1-42488-bits,2.19736647605896,1.976964,0.003354 -asmble,sha1-42488-bits,2.2279067039489746,1.993139,0.005119 -asmble,sha1-42488-bits,2.165951728820801,1.932307,0.003734 -asmble,sha1-42488-bits,2.1252193450927734,1.918166,0.003027 -asmble,sha1-42488-bits,2.208547830581665,1.971767,0.005694 -asmble,bn128_mul-cdetrio7,2.7448344230651855,2.492332,0.04091 -asmble,bn128_mul-cdetrio7,2.8999202251434326,2.646219,0.038258 -asmble,bn128_mul-cdetrio7,2.879997491836548,2.619821,0.037327 -asmble,bn128_mul-cdetrio7,2.726210117340088,2.45425,0.036312 -asmble,bn128_mul-cdetrio7,2.7504141330718994,2.503369,0.036611 -asmble,bn128_mul-cdetrio7,2.713399648666382,2.466166,0.037921 -asmble,bn128_mul-cdetrio7,2.8103981018066406,2.556307,0.044719 -asmble,bn128_mul-cdetrio7,2.7941067218780518,2.547639,0.038065 -asmble,bn128_mul-cdetrio7,2.711587429046631,2.451623,0.035806 -asmble,bn128_mul-cdetrio7,2.7899107933044434,2.546801,0.039833 -asmble,bn128_mul-cdetrio7,2.6912548542022705,2.442429,0.038444 -asmble,bn128_mul-cdetrio7,2.7656376361846924,2.50448,0.035476 -asmble,bn128_mul-cdetrio7,2.795037269592285,2.542683,0.037623 -asmble,bn128_mul-cdetrio7,2.8664987087249756,2.609543,0.038809 -asmble,bn128_mul-cdetrio7,2.727428913116455,2.471413,0.039731 -asmble,bn128_mul-cdetrio7,2.776733875274658,2.510122,0.035756 -asmble,bn128_mul-cdetrio7,2.76360821723938,2.507983,0.043653 -asmble,bn128_mul-cdetrio7,2.713390350341797,2.459797,0.037272 -asmble,bn128_mul-cdetrio7,2.752392292022705,2.507829,0.03381 -asmble,bn128_mul-cdetrio7,2.7763805389404297,2.527886,0.036159 -asmble,bn128_mul-cdetrio7,2.8204565048217773,2.565479,0.037897 -asmble,bn128_mul-cdetrio7,2.8118598461151123,2.543579,0.039961 -asmble,bn128_add-cdetrio10,2.8041563034057617,2.569845,0.001397 -asmble,bn128_add-cdetrio10,2.81280255317688,2.579224,0.001762 -asmble,bn128_add-cdetrio10,2.9196324348449707,2.656744,0.001958 -asmble,bn128_add-cdetrio10,2.7916951179504395,2.553205,0.001659 -asmble,bn128_add-cdetrio10,2.727093458175659,2.492124,0.002378 -asmble,bn128_add-cdetrio10,2.8041818141937256,2.579658,0.001679 -asmble,bn128_add-cdetrio10,2.8124921321868896,2.590448,0.001703 -asmble,bn128_add-cdetrio10,2.7999374866485596,2.572826,0.001732 -asmble,bn128_add-cdetrio10,2.8327882289886475,2.584146,0.002216 -asmble,bn128_add-cdetrio10,2.7904458045959473,2.550531,0.002563 -asmble,bn128_add-cdetrio10,2.8707938194274902,2.637432,0.00238 -asmble,bn128_add-cdetrio10,2.742202043533325,2.511951,0.001748 -asmble,bn128_add-cdetrio10,2.7761096954345703,2.548341,0.001848 -asmble,bn128_add-cdetrio10,2.9611599445343018,2.701517,0.001541 -asmble,bn128_add-cdetrio10,2.9019131660461426,2.639778,0.001562 -asmble,bn128_add-cdetrio10,2.9437901973724365,2.695475,0.001876 -asmble,bn128_add-cdetrio10,3.100266695022583,2.826699,0.00266 -asmble,bn128_add-cdetrio10,3.0241997241973877,2.76396,0.003221 -asmble,bn128_add-cdetrio10,3.0422582626342773,2.781777,0.001945 -asmble,bn128_add-cdetrio10,2.9823901653289795,2.740702,0.001935 -asmble,bn128_add-cdetrio10,2.9200353622436523,2.689707,0.0019 -wamr-interp,modexp-nagydani-1-square,0.013407230377197266,0.000967,0.006934 -wamr-interp,modexp-nagydani-1-square,0.013193607330322266,0.000707,0.007353 -wamr-interp,modexp-nagydani-1-square,0.013262510299682617,0.000686,0.0074 -wamr-interp,modexp-nagydani-1-square,0.01197957992553711,0.00051,0.006967 -wamr-interp,modexp-nagydani-1-square,0.013165712356567383,0.000549,0.007105 -wamr-interp,modexp-nagydani-1-square,0.013627052307128906,0.000607,0.00779 -wamr-interp,modexp-nagydani-1-square,0.015912771224975586,0.000934,0.007328 -wamr-interp,modexp-nagydani-1-square,0.013317108154296875,0.00061,0.006985 -wamr-interp,modexp-nagydani-1-square,0.013293743133544922,0.00064,0.006819 -wamr-interp,modexp-nagydani-1-square,0.011423110961914062,0.00058,0.005798 -wamr-interp,modexp-nagydani-1-square,0.011802434921264648,0.000513,0.006746 -wamr-interp,modexp-nagydani-1-square,0.012238502502441406,0.000533,0.006801 -wamr-interp,modexp-nagydani-1-square,0.010973453521728516,0.000598,0.004877 -wamr-interp,modexp-nagydani-1-square,0.011162757873535156,0.000539,0.005778 -wamr-interp,modexp-nagydani-1-square,0.013224124908447266,0.000681,0.006958 -wamr-interp,modexp-nagydani-1-square,0.013434886932373047,0.000542,0.007481 -wamr-interp,modexp-nagydani-1-square,0.013583660125732422,0.001082,0.007461 -wamr-interp,modexp-nagydani-1-square,0.01137685775756836,0.000486,0.006221 -wamr-interp,modexp-nagydani-1-square,0.012514591217041016,0.000533,0.006578 -wamr-interp,modexp-nagydani-1-square,0.012491703033447266,0.000706,0.006493 -wamr-interp,modexp-nagydani-1-square,0.013105392456054688,0.000758,0.007232 -wamr-interp,modexp-nagydani-1-square,0.01254725456237793,0.000797,0.006588 -wamr-interp,modexp-nagydani-1-square,0.01415872573852539,0.000836,0.00734 -wamr-interp,modexp-nagydani-1-square,0.013481855392456055,0.000562,0.007655 -wamr-interp,modexp-nagydani-1-square,0.012150764465332031,0.000616,0.006674 -wamr-interp,modexp-nagydani-1-square,0.01347041130065918,0.000676,0.006917 -wamr-interp,modexp-nagydani-1-square,0.012824535369873047,0.000712,0.006478 -wamr-interp,modexp-nagydani-1-square,0.015177488327026367,0.000778,0.00633 -wamr-interp,modexp-nagydani-1-square,0.011688709259033203,0.000545,0.0063 -wamr-interp,modexp-nagydani-1-square,0.027886152267456055,0.000671,0.015769 -wamr-interp,modexp-nagydani-1-square,0.015223264694213867,0.000813,0.008276 -wamr-interp,modexp-nagydani-1-square,0.012000799179077148,0.000642,0.006315 -wamr-interp,modexp-nagydani-1-square,0.014894962310791016,0.000601,0.009316 -wamr-interp,modexp-nagydani-1-square,0.01133871078491211,0.0005,0.006115 -wamr-interp,modexp-nagydani-1-square,0.012864828109741211,0.000598,0.007265 -wamr-interp,modexp-nagydani-1-square,0.015177249908447266,0.000632,0.006364 -wamr-interp,modexp-nagydani-1-square,0.01213979721069336,0.000582,0.006842 -wamr-interp,modexp-nagydani-1-square,0.011298418045043945,0.000482,0.005493 -wamr-interp,modexp-nagydani-1-square,0.01193380355834961,0.000822,0.005627 -wamr-interp,modexp-nagydani-1-square,0.012495279312133789,0.000592,0.007044 -wamr-interp,modexp-nagydani-1-square,0.013612031936645508,0.001088,0.006766 -wamr-interp,modexp-nagydani-1-square,0.017377614974975586,0.000587,0.010663 -wamr-interp,modexp-nagydani-1-square,0.014043331146240234,0.000607,0.007141 -wamr-interp,modexp-nagydani-1-square,0.015624761581420898,0.000563,0.01019 -wamr-interp,modexp-nagydani-1-square,0.013086795806884766,0.000577,0.006684 -wamr-interp,modexp-nagydani-1-square,0.012798309326171875,0.000611,0.007046 -wamr-interp,modexp-nagydani-1-square,0.012119531631469727,0.000532,0.006544 -wamr-interp,modexp-nagydani-1-square,0.012606143951416016,0.000589,0.006727 -wamr-interp,modexp-nagydani-1-square,0.012087583541870117,0.000621,0.005906 -wamr-interp,modexp-nagydani-1-square,0.013216495513916016,0.000838,0.007523 -wamr-interp,ecpairing,4.032580852508545,0.001081,4.026322 -wamr-interp,ecpairing,3.9583840370178223,0.000803,3.952068 -wamr-interp,ecpairing,3.937013626098633,0.000743,3.93096 -wamr-interp,ecpairing,3.954655170440674,0.000901,3.948137 -wamr-interp,ecpairing,3.8631198406219482,0.000917,3.856707 -wamr-interp,ecpairing,4.006587982177734,0.000787,3.999875 -wamr-interp,ecpairing,3.8698015213012695,0.000755,3.862702 -wamr-interp,ecpairing,3.913203001022339,0.000755,3.906539 -wamr-interp,ecpairing,3.9815096855163574,0.000853,3.975487 -wamr-interp,ecpairing,3.89743709564209,0.000861,3.890868 -wamr-interp,ecpairing,3.876155138015747,0.00078,3.870692 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-wamr-interp,bn128_pairing-two_point_match_2,0.9605550765991211,0.000721,0.954641 -wamr-interp,bn128_pairing-two_point_match_2,0.9510159492492676,0.000833,0.944455 -wamr-interp,sha1-10808-bits,0.0032205581665039062,0.00061,0.00026 -wamr-interp,sha1-10808-bits,0.002445697784423828,0.000619,0.000256 -wamr-interp,sha1-10808-bits,0.002542257308959961,0.000526,0.000294 -wamr-interp,sha1-10808-bits,0.003325939178466797,0.000822,0.000387 -wamr-interp,sha1-10808-bits,0.0026454925537109375,0.000654,0.000257 -wamr-interp,sha1-10808-bits,0.0038416385650634766,0.000664,0.000354 -wamr-interp,sha1-10808-bits,0.002866506576538086,0.000473,0.000502 -wamr-interp,sha1-10808-bits,0.002773284912109375,0.000627,0.000572 -wamr-interp,sha1-10808-bits,0.002661466598510742,0.000549,0.000273 -wamr-interp,sha1-10808-bits,0.002734661102294922,0.000483,0.000264 -wamr-interp,sha1-10808-bits,0.0026819705963134766,0.000591,0.000379 -wamr-interp,sha1-10808-bits,0.0028307437896728516,0.000586,0.000279 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-wasm3,bn128_pairing-one_point,0.21325469017028809,2e-05,0.209585 -wasm3,bn128_pairing-one_point,0.21471333503723145,2.5e-05,0.210819 -wasm3,bn128_pairing-one_point,0.21361279487609863,2.2e-05,0.209938 -wasm3,bn128_pairing-one_point,0.21085596084594727,2e-05,0.206594 -wasm3,bn128_pairing-one_point,0.21191191673278809,2.3e-05,0.207898 -wasm3,bn128_pairing-one_point,0.21628475189208984,2.1e-05,0.212327 -wasm3,bn128_pairing-one_point,0.21802186965942383,1.9e-05,0.214545 -wasm3,bn128_pairing-one_point,0.2106304168701172,2.1e-05,0.206793 -wasm3,bn128_pairing-one_point,0.2176344394683838,3.8e-05,0.213651 -wasm3,bn128_pairing-one_point,0.2243051528930664,2.2e-05,0.220656 -wasm3,bn128_pairing-one_point,0.21737122535705566,2.3e-05,0.213498 -wasm3,bn128_pairing-one_point,0.21960997581481934,2.1e-05,0.215665 -wasm3,bn128_pairing-one_point,0.22713828086853027,3.7e-05,0.223422 -wasm3,bn128_pairing-one_point,0.2224738597869873,3e-05,0.218521 -wasm3,bn128_pairing-one_point,0.22231626510620117,2e-05,0.218479 -wasm3,bn128_pairing-one_point,0.22074103355407715,4.1e-05,0.217122 -wasm3,bn128_pairing-one_point,0.23389005661010742,3.9e-05,0.230143 -wasm3,bn128_pairing-one_point,0.2370290756225586,2.2e-05,0.233107 -wasm3,bn128_pairing-one_point,0.22804784774780273,2.2e-05,0.223908 -wasm3,bn128_pairing-one_point,0.23700499534606934,2.2e-05,0.232529 -wasm3,bn128_pairing-one_point,0.22201156616210938,2.9e-05,0.217696 -wasm3,bn128_pairing-two_point_match_2,0.2500901222229004,2.1e-05,0.245353 -wasm3,bn128_pairing-two_point_match_2,0.25064826011657715,3e-05,0.246586 -wasm3,bn128_pairing-two_point_match_2,0.25982165336608887,2.1e-05,0.24835 -wasm3,bn128_pairing-two_point_match_2,0.23709321022033691,2.1e-05,0.233149 -wasm3,bn128_pairing-two_point_match_2,0.23414373397827148,2.4e-05,0.230042 -wasm3,bn128_pairing-two_point_match_2,0.23547959327697754,3.9e-05,0.231458 -wasm3,bn128_pairing-two_point_match_2,0.24370050430297852,2e-05,0.23949 -wasm3,bn128_pairing-two_point_match_2,0.2368481159210205,1.9e-05,0.232878 -wasm3,bn128_pairing-two_point_match_2,0.2408275604248047,2.4e-05,0.236416 -wasm3,bn128_pairing-two_point_match_2,0.24417686462402344,3.7e-05,0.240236 -wasm3,bn128_pairing-two_point_match_2,0.2391366958618164,2.3e-05,0.23517 -wasm3,bn128_pairing-two_point_match_2,0.24978351593017578,2.1e-05,0.245283 -wasm3,bn128_pairing-two_point_match_2,0.2426462173461914,2e-05,0.238786 -wasm3,bn128_pairing-two_point_match_2,0.23653221130371094,2.1e-05,0.232718 -wasm3,bn128_pairing-two_point_match_2,0.2385420799255371,2.8e-05,0.23394 -wasm3,bn128_pairing-two_point_match_2,0.24223637580871582,3e-05,0.237164 -wasm3,bn128_pairing-two_point_match_2,0.24312973022460938,2.2e-05,0.23973 -wasm3,bn128_pairing-two_point_match_2,0.23829340934753418,2.1e-05,0.234373 -wasm3,bn128_pairing-two_point_match_2,0.24928855895996094,4.6e-05,0.24182 -wasm3,bn128_pairing-two_point_match_2,0.24316716194152832,2.1e-05,0.238941 -wasm3,bn128_pairing-two_point_match_2,0.2574479579925537,2.3e-05,0.252084 -wasm3,bn128_pairing-two_point_match_2,0.2338883876800537,2.4e-05,0.22939 -wasm3,bn128_pairing-two_point_match_2,0.23243117332458496,4e-05,0.229096 -wasm3,bn128_pairing-two_point_match_2,0.23995423316955566,2.1e-05,0.235904 -wasm3,bn128_pairing-two_point_match_2,0.24837136268615723,2.9e-05,0.243663 -wasm3,bn128_pairing-two_point_match_2,0.23858404159545898,2.2e-05,0.234777 -wasm3,bn128_pairing-two_point_match_2,0.23702001571655273,2.1e-05,0.233175 -wasm3,bn128_pairing-two_point_match_2,0.23850083351135254,3.7e-05,0.234738 -wasm3,bn128_pairing-two_point_match_2,0.23692750930786133,2e-05,0.233163 -wasm3,bn128_pairing-two_point_match_2,0.23476219177246094,2.3e-05,0.230929 -wasm3,bn128_pairing-two_point_match_2,0.23662757873535156,1.9e-05,0.232073 -wasm3,bn128_pairing-two_point_match_2,0.23817777633666992,3e-05,0.233775 -wasm3,bn128_pairing-two_point_match_2,0.23591160774230957,2.4e-05,0.230774 -wasm3,bn128_pairing-two_point_match_2,0.25447559356689453,1.9e-05,0.250688 -wasm3,bn128_pairing-two_point_match_2,0.25374507904052734,2e-05,0.250192 -wasm3,bn128_pairing-two_point_match_2,0.24908661842346191,3.1e-05,0.244505 -wasm3,bn128_pairing-two_point_match_2,0.25486087799072266,2e-05,0.250837 -wasm3,bn128_pairing-two_point_match_2,0.24248385429382324,2.2e-05,0.237972 -wasm3,bn128_pairing-two_point_match_2,0.23757481575012207,2.4e-05,0.232082 -wasm3,bn128_pairing-two_point_match_2,0.2340075969696045,2.6e-05,0.23005 -wasm3,bn128_pairing-two_point_match_2,0.2342231273651123,2.1e-05,0.230085 -wasm3,bn128_pairing-two_point_match_2,0.24376797676086426,2.1e-05,0.239655 -wasm3,bn128_pairing-two_point_match_2,0.24366021156311035,2.4e-05,0.238945 -wasm3,bn128_pairing-two_point_match_2,0.23830413818359375,1.9e-05,0.23427 -wasm3,bn128_pairing-two_point_match_2,0.23075222969055176,2e-05,0.22706 -wasm3,bn128_pairing-two_point_match_2,0.23783159255981445,3.6e-05,0.23397 -wasm3,bn128_pairing-two_point_match_2,0.23376870155334473,2.4e-05,0.229596 -wasm3,bn128_pairing-two_point_match_2,0.24399781227111816,2.3e-05,0.240047 -wasm3,bn128_pairing-two_point_match_2,0.2323319911956787,3.7e-05,0.228483 -wasm3,bn128_pairing-two_point_match_2,0.2367544174194336,4.1e-05,0.23222 -wasm3,sha1-10808-bits,0.0029065608978271484,1.5e-05,0.000196 -wasm3,sha1-10808-bits,0.0022513866424560547,1.1e-05,0.000167 -wasm3,sha1-10808-bits,0.0027408599853515625,2.9e-05,0.000296 -wasm3,sha1-10808-bits,0.0027184486389160156,2.8e-05,0.000206 -wasm3,sha1-10808-bits,0.0032052993774414062,1.2e-05,0.00018 -wasm3,sha1-10808-bits,0.002220630645751953,1.2e-05,0.000186 -wasm3,sha1-10808-bits,0.0023288726806640625,1.1e-05,0.000162 -wasm3,sha1-10808-bits,0.0024602413177490234,2.8e-05,0.0002 -wasm3,sha1-10808-bits,0.0022335052490234375,1.2e-05,0.000212 -wasm3,sha1-10808-bits,0.002716064453125,1.2e-05,0.000187 -wasm3,sha1-10808-bits,0.002126932144165039,1.1e-05,0.000162 -wasm3,sha1-10808-bits,0.0028679370880126953,1.1e-05,0.000272 -wasm3,sha1-10808-bits,0.002401590347290039,2.9e-05,0.000188 -wasm3,sha1-10808-bits,0.0028328895568847656,1.2e-05,0.000201 -wasm3,sha1-10808-bits,0.0025343894958496094,1.1e-05,0.000186 -wasm3,sha1-10808-bits,0.0024514198303222656,1.1e-05,0.000173 -wasm3,sha1-10808-bits,0.0022115707397460938,1.1e-05,0.000169 -wasm3,sha1-10808-bits,0.002553224563598633,1.5e-05,0.000227 -wasm3,sha1-10808-bits,0.002260923385620117,1.2e-05,0.000173 -wasm3,sha1-10808-bits,0.0024652481079101562,1.1e-05,0.0002 -wasm3,sha1-10808-bits,0.0023767948150634766,1.1e-05,0.000171 -wasm3,sha1-10808-bits,0.0022995471954345703,1e-05,0.000169 -wasm3,sha1-10808-bits,0.003050565719604492,1.3e-05,0.000333 -wasm3,sha1-10808-bits,0.0027413368225097656,1.2e-05,0.000218 -wasm3,sha1-10808-bits,0.0021283626556396484,1.4e-05,0.000161 -wasm3,sha1-10808-bits,0.0022902488708496094,1.1e-05,0.000224 -wasm3,sha1-10808-bits,0.002095937728881836,1.1e-05,0.000188 -wasm3,sha1-10808-bits,0.0020308494567871094,1.1e-05,0.000159 -wasm3,sha1-10808-bits,0.002162933349609375,1.1e-05,0.000161 -wasm3,sha1-10808-bits,0.002101898193359375,1.1e-05,0.000163 -wasm3,sha1-10808-bits,0.0021462440490722656,1.1e-05,0.00016 -wasm3,sha1-10808-bits,0.002318859100341797,1.1e-05,0.000161 -wasm3,sha1-10808-bits,0.002290964126586914,1.2e-05,0.000178 -wasm3,sha1-10808-bits,0.0025305747985839844,1.3e-05,0.000232 -wasm3,sha1-10808-bits,0.0023310184478759766,1.2e-05,0.000167 -wasm3,sha1-10808-bits,0.0023767948150634766,1.3e-05,0.000245 -wasm3,sha1-10808-bits,0.0023796558380126953,1.1e-05,0.000218 -wasm3,sha1-10808-bits,0.0022521018981933594,1e-05,0.000161 -wasm3,sha1-10808-bits,0.0022478103637695312,1.1e-05,0.000182 -wasm3,sha1-10808-bits,0.0030117034912109375,1.2e-05,0.000168 -wasm3,sha1-10808-bits,0.0022482872009277344,1e-05,0.00016 -wasm3,sha1-10808-bits,0.002738475799560547,2.7e-05,0.000209 -wasm3,sha1-10808-bits,0.002229928970336914,1.1e-05,0.000175 -wasm3,sha1-10808-bits,0.002471923828125,1.2e-05,0.000163 -wasm3,sha1-10808-bits,0.003331899642944336,1.2e-05,0.000201 -wasm3,sha1-10808-bits,0.002591848373413086,1.2e-05,0.000218 -wasm3,sha1-10808-bits,0.0026140213012695312,2.8e-05,0.000166 -wasm3,sha1-10808-bits,0.0027778148651123047,1.1e-05,0.000168 -wasm3,sha1-10808-bits,0.0022497177124023438,2.8e-05,0.00016 -wasm3,sha1-10808-bits,0.002086639404296875,1e-05,0.00016 -wasm3,modexp-eip_example1,0.008565187454223633,2.5e-05,0.005385 -wasm3,modexp-eip_example1,0.0069196224212646484,2.2e-05,0.004818 -wasm3,modexp-eip_example1,0.0071141719818115234,2.1e-05,0.004304 -wasm3,modexp-eip_example1,0.007844686508178711,3.7e-05,0.005837 -wasm3,modexp-eip_example1,0.006449460983276367,1.8e-05,0.003968 -wasm3,modexp-eip_example1,0.006302595138549805,2e-05,0.004129 -wasm3,modexp-eip_example1,0.007057666778564453,2e-05,0.004657 -wasm3,modexp-eip_example1,0.008267879486083984,5.8e-05,0.006015 -wasm3,modexp-eip_example1,0.007837533950805664,2.1e-05,0.00502 -wasm3,modexp-eip_example1,0.008177995681762695,3.6e-05,0.005338 -wasm3,modexp-eip_example1,0.007737636566162109,3.7e-05,0.004793 -wasm3,modexp-eip_example1,0.007302045822143555,2.2e-05,0.004927 -wasm3,modexp-eip_example1,0.00693058967590332,2.1e-05,0.004445 -wasm3,modexp-eip_example1,0.006321907043457031,2.5e-05,0.004093 -wasm3,modexp-eip_example1,0.006846189498901367,1.9e-05,0.00432 -wasm3,modexp-eip_example1,0.00623011589050293,1.9e-05,0.004162 -wasm3,modexp-eip_example1,0.006285905838012695,2e-05,0.004192 -wasm3,modexp-eip_example1,0.006224155426025391,2.1e-05,0.004141 -wasm3,modexp-eip_example1,0.007012844085693359,2e-05,0.004688 -wasm3,modexp-eip_example1,0.0070531368255615234,2e-05,0.004195 -wasm3,modexp-eip_example1,0.007513284683227539,2e-05,0.004695 -wasm3,modexp-eip_example1,0.006671905517578125,1.9e-05,0.004536 -wasm3,modexp-eip_example1,0.006292104721069336,2.1e-05,0.004205 -wasm3,modexp-eip_example1,0.0065310001373291016,1.9e-05,0.004322 -wasm3,modexp-eip_example1,0.006560802459716797,2e-05,0.003992 -wasm3,modexp-eip_example1,0.0065996646881103516,1.8e-05,0.004503 -wasm3,modexp-eip_example1,0.006596088409423828,2.1e-05,0.004041 -wasm3,modexp-eip_example1,0.006780147552490234,1.9e-05,0.004477 -wasm3,modexp-eip_example1,0.006441354751586914,1.9e-05,0.004369 -wasm3,modexp-eip_example1,0.0060651302337646484,3.7e-05,0.003764 -wasm3,modexp-eip_example1,0.00676727294921875,3.5e-05,0.004353 -wasm3,modexp-eip_example1,0.006509304046630859,2.3e-05,0.004203 -wasm3,modexp-eip_example1,0.006594657897949219,1.9e-05,0.004522 -wasm3,modexp-eip_example1,0.006844758987426758,1.9e-05,0.004612 -wasm3,modexp-eip_example1,0.007852792739868164,3.7e-05,0.005577 -wasm3,modexp-eip_example1,0.00677800178527832,1.9e-05,0.004505 -wasm3,modexp-eip_example1,0.006332874298095703,1.9e-05,0.00401 -wasm3,modexp-eip_example1,0.006194114685058594,1.8e-05,0.004077 -wasm3,modexp-eip_example1,0.006702423095703125,2.3e-05,0.004531 -wasm3,modexp-eip_example1,0.006991147994995117,1.8e-05,0.004592 -wasm3,modexp-eip_example1,0.006282329559326172,2e-05,0.003952 -wasm3,modexp-eip_example1,0.007233858108520508,2e-05,0.004935 -wasm3,modexp-eip_example1,0.006798267364501953,2e-05,0.004681 -wasm3,modexp-eip_example1,0.006138324737548828,1.9e-05,0.004101 -wasm3,modexp-eip_example1,0.00703883171081543,1.8e-05,0.004922 -wasm3,modexp-eip_example1,0.0064661502838134766,1.9e-05,0.004462 -wasm3,modexp-eip_example1,0.006559133529663086,1.9e-05,0.00441 -wasm3,modexp-eip_example1,0.006376981735229492,3.6e-05,0.00421 -wasm3,modexp-eip_example1,0.0069751739501953125,1.9e-05,0.004674 -wasm3,modexp-eip_example1,0.007615804672241211,3.6e-05,0.004653 -wasm3,bn128_mul-cdetrio12,0.014513969421386719,2.6e-05,0.010971 -wasm3,bn128_mul-cdetrio12,0.014870882034301758,2.1e-05,0.011551 -wasm3,bn128_mul-cdetrio12,0.013580322265625,1.2e-05,0.010712 -wasm3,bn128_mul-cdetrio12,0.01844930648803711,3.6e-05,0.014512 -wasm3,bn128_mul-cdetrio12,0.018453359603881836,1.5e-05,0.015324 -wasm3,bn128_mul-cdetrio12,0.015311479568481445,1.4e-05,0.011823 -wasm3,bn128_mul-cdetrio12,0.015040874481201172,1.3e-05,0.012341 -wasm3,bn128_mul-cdetrio12,0.015269279479980469,1.4e-05,0.012341 -wasm3,bn128_mul-cdetrio12,0.014127731323242188,1.2e-05,0.011476 -wasm3,bn128_mul-cdetrio12,0.014885902404785156,1.2e-05,0.012235 -wasm3,bn128_mul-cdetrio12,0.014419794082641602,1.2e-05,0.011599 -wasm3,bn128_mul-cdetrio12,0.013482093811035156,1.2e-05,0.011028 -wasm3,bn128_mul-cdetrio12,0.01346278190612793,1.2e-05,0.01087 -wasm3,bn128_mul-cdetrio12,0.013312339782714844,1.2e-05,0.010639 -wasm3,bn128_mul-cdetrio12,0.013216495513916016,1.2e-05,0.010648 -wasm3,bn128_mul-cdetrio12,0.013356447219848633,1.2e-05,0.010746 -wasm3,bn128_mul-cdetrio12,0.0165255069732666,1.3e-05,0.013836 -wasm3,bn128_mul-cdetrio12,0.016416072845458984,1.4e-05,0.012721 -wasm3,bn128_mul-cdetrio12,0.013467550277709961,1.4e-05,0.01075 -wasm3,bn128_mul-cdetrio12,0.015209197998046875,1.2e-05,0.012507 -wasm3,bn128_mul-cdetrio12,0.014345407485961914,1.4e-05,0.011167 -wasm3,bn128_mul-cdetrio12,0.014616966247558594,1.5e-05,0.011793 -wasm3,bn128_mul-cdetrio12,0.01712965965270996,1.6e-05,0.012859 -wasm3,bn128_mul-cdetrio12,0.015404462814331055,1.3e-05,0.012215 -wasm3,bn128_mul-cdetrio12,0.015506267547607422,1.3e-05,0.012263 -wasm3,bn128_mul-cdetrio12,0.014663457870483398,1.3e-05,0.0118 -wasm3,bn128_mul-cdetrio12,0.015854835510253906,1.3e-05,0.012852 -wasm3,bn128_mul-cdetrio12,0.016230344772338867,1.5e-05,0.012965 -wasm3,bn128_mul-cdetrio12,0.014442920684814453,1.3e-05,0.011561 -wasm3,bn128_mul-cdetrio12,0.01442575454711914,1.3e-05,0.011581 -wasm3,bn128_mul-cdetrio12,0.013670206069946289,1.2e-05,0.011109 -wasm3,bn128_mul-cdetrio12,0.013913631439208984,1.2e-05,0.011297 -wasm3,bn128_mul-cdetrio12,0.01668524742126465,1.4e-05,0.011961 -wasm3,bn128_mul-cdetrio12,0.014198541641235352,1.3e-05,0.011646 -wasm3,bn128_mul-cdetrio12,0.013353824615478516,1.3e-05,0.010898 -wasm3,bn128_mul-cdetrio12,0.018340587615966797,1.6e-05,0.01478 -wasm3,bn128_mul-cdetrio12,0.013407230377197266,1.3e-05,0.010872 -wasm3,bn128_mul-cdetrio12,0.01442861557006836,3e-05,0.012135 -wasm3,bn128_mul-cdetrio12,0.014388561248779297,1.3e-05,0.011624 -wasm3,bn128_mul-cdetrio12,0.015287160873413086,1.3e-05,0.012268 -wasm3,bn128_mul-cdetrio12,0.01442265510559082,3.8e-05,0.011358 -wasm3,bn128_mul-cdetrio12,0.01330113410949707,1.2e-05,0.010677 -wasm3,bn128_mul-cdetrio12,0.014259099960327148,1.2e-05,0.011512 -wasm3,bn128_mul-cdetrio12,0.015452861785888672,2.9e-05,0.012736 -wasm3,bn128_mul-cdetrio12,0.013962030410766602,1.2e-05,0.011757 -wasm3,bn128_mul-cdetrio12,0.015063285827636719,1.2e-05,0.012083 -wasm3,bn128_mul-cdetrio12,0.014328479766845703,1.4e-05,0.011717 -wasm3,bn128_mul-cdetrio12,0.014139175415039062,1.2e-05,0.011538 -wasm3,bn128_mul-cdetrio12,0.01555943489074707,3.4e-05,0.012713 -wasm3,bn128_mul-cdetrio12,0.013664007186889648,1.2e-05,0.011017 -wasm3,modexp-nagydani-1-qube,0.007589578628540039,3.6e-05,0.001916 -wasm3,modexp-nagydani-1-qube,0.0037355422973632812,2.3e-05,0.001356 -wasm3,modexp-nagydani-1-qube,0.0033698081970214844,2e-05,0.001063 -wasm3,modexp-nagydani-1-qube,0.003123760223388672,2e-05,0.001053 -wasm3,modexp-nagydani-1-qube,0.002961874008178711,2e-05,0.001085 -wasm3,modexp-nagydani-1-qube,0.004111051559448242,2.4e-05,0.001217 -wasm3,modexp-nagydani-1-qube,0.0038683414459228516,2.3e-05,0.001246 -wasm3,modexp-nagydani-1-qube,0.003373861312866211,2.2e-05,0.001171 -wasm3,modexp-nagydani-1-qube,0.00468134880065918,3.7e-05,0.001989 -wasm3,modexp-nagydani-1-qube,0.0034232139587402344,2.2e-05,0.001126 -wasm3,modexp-nagydani-1-qube,0.0034286975860595703,2.3e-05,0.001207 -wasm3,modexp-nagydani-1-qube,0.003412485122680664,2.1e-05,0.00111 -wasm3,modexp-nagydani-1-qube,0.003508329391479492,2.6e-05,0.001078 -wasm3,modexp-nagydani-1-qube,0.0033559799194335938,2.3e-05,0.001114 -wasm3,modexp-nagydani-1-qube,0.003183603286743164,2.1e-05,0.001222 -wasm3,modexp-nagydani-1-qube,0.003284931182861328,2e-05,0.001144 -wasm3,modexp-nagydani-1-qube,0.003467559814453125,2e-05,0.001242 -wasm3,modexp-nagydani-1-qube,0.0031468868255615234,1.9e-05,0.000985 -wasm3,modexp-nagydani-1-qube,0.003003358840942383,1.9e-05,0.001127 -wasm3,modexp-nagydani-1-qube,0.003517627716064453,2.1e-05,0.001172 -wasm3,modexp-nagydani-1-qube,0.0041086673736572266,2.8e-05,0.001495 -wasm3,modexp-nagydani-1-qube,0.0030052661895751953,2e-05,0.000983 -wasm3,modexp-nagydani-1-qube,0.00360870361328125,2.2e-05,0.001053 -wasm3,modexp-nagydani-1-qube,0.0037641525268554688,1.9e-05,0.001439 -wasm3,modexp-nagydani-1-qube,0.0037746429443359375,2.2e-05,0.001211 -wasm3,modexp-nagydani-1-qube,0.0035064220428466797,3.9e-05,0.001125 -wasm3,modexp-nagydani-1-qube,0.0032160282135009766,2.1e-05,0.001095 -wasm3,modexp-nagydani-1-qube,0.0031304359436035156,2e-05,0.001025 -wasm3,modexp-nagydani-1-qube,0.0029823780059814453,2.1e-05,0.000962 -wasm3,modexp-nagydani-1-qube,0.003251791000366211,2e-05,0.000966 -wasm3,modexp-nagydani-1-qube,0.0033080577850341797,2e-05,0.001209 -wasm3,modexp-nagydani-1-qube,0.002803802490234375,1.9e-05,0.000967 -wasm3,modexp-nagydani-1-qube,0.0033311843872070312,2e-05,0.00102 -wasm3,modexp-nagydani-1-qube,0.003304719924926758,5.5e-05,0.001047 -wasm3,modexp-nagydani-1-qube,0.0031168460845947266,2e-05,0.00108 -wasm3,modexp-nagydani-1-qube,0.003251314163208008,1.9e-05,0.001197 -wasm3,modexp-nagydani-1-qube,0.009179830551147461,4.1e-05,0.003694 -wasm3,modexp-nagydani-1-qube,0.003462076187133789,2.1e-05,0.001296 -wasm3,modexp-nagydani-1-qube,0.0034613609313964844,1.9e-05,0.001203 -wasm3,modexp-nagydani-1-qube,0.005975961685180664,2.2e-05,0.00363 -wasm3,modexp-nagydani-1-qube,0.0031058788299560547,2.1e-05,0.001097 -wasm3,modexp-nagydani-1-qube,0.0031478404998779297,1.9e-05,0.001028 -wasm3,modexp-nagydani-1-qube,0.004204750061035156,2e-05,0.001067 -wasm3,modexp-nagydani-1-qube,0.0030324459075927734,3.8e-05,0.001012 -wasm3,modexp-nagydani-1-qube,0.002988576889038086,1.9e-05,0.001072 -wasm3,modexp-nagydani-1-qube,0.0030317306518554688,2e-05,0.001053 -wasm3,modexp-nagydani-1-qube,0.00345611572265625,1.9e-05,0.001076 -wasm3,modexp-nagydani-1-qube,0.002782583236694336,1.9e-05,0.00098 -wasm3,modexp-nagydani-1-qube,0.0029768943786621094,1.9e-05,0.001 -wasm3,modexp-nagydani-1-qube,0.002891063690185547,1.9e-05,0.001017 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1106970310211182,4.5e-05,1.10722 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1417522430419922,9.8e-05,1.137568 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1401231288909912,2.5e-05,1.136782 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.0871026515960693,2.7e-05,1.083342 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.17226243019104,2.5e-05,1.168865 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1181440353393555,3.4e-05,1.114156 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.176177740097046,2.6e-05,1.172507 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.0821537971496582,2.5e-05,1.078925 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.0837395191192627,2.8e-05,1.080092 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.129183292388916,7.2e-05,1.124809 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.147676706314087,2.6e-05,1.143985 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1491901874542236,2.4e-05,1.145746 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.0849840641021729,3.6e-05,1.080917 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1068880558013916,2.8e-05,1.103228 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1275177001953125,3.4e-05,1.124135 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.127065658569336,2.6e-05,1.123335 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1780624389648438,2.8e-05,1.174229 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1690616607666016,2.7e-05,1.165608 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.2055132389068604,2.3e-05,1.20116 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.2107231616973877,2.7e-05,1.207184 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.2255144119262695,2.7e-05,1.22168 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.168182611465454,2.6e-05,1.164836 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1936533451080322,3.1e-05,1.189974 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.2561609745025635,2.8e-05,1.252323 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1746397018432617,2.8e-05,1.170813 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.187891960144043,3e-05,1.184203 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1948575973510742,2.7e-05,1.190326 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1819329261779785,2.6e-05,1.178649 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1651191711425781,2.5e-05,1.1614 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.2171664237976074,2.5e-05,1.213235 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.203338384628296,2.5e-05,1.198514 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.166205644607544,2.6e-05,1.162778 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.173126220703125,2.5e-05,1.169508 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1782045364379883,2.6e-05,1.174526 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.188166856765747,2.6e-05,1.184632 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1748175621032715,2.7e-05,1.171094 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1615498065948486,2.7e-05,1.157874 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1598832607269287,2.5e-05,1.156675 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.2591166496276855,6e-05,1.254961 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1730103492736816,2.9e-05,1.169148 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1647062301635742,2.6e-05,1.161303 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1445529460906982,2.5e-05,1.140945 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.2137224674224854,6e-05,1.210497 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1475939750671387,3.1e-05,1.143845 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1260743141174316,2.3e-05,1.122797 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1304845809936523,5.3e-05,1.126015 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1482937335968018,9.8e-05,1.144402 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.1694488525390625,2.5e-05,1.166082 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.210961103439331,2.5e-05,1.207281 -wasm3,bls12-381-aggreg-64-pubkeys-verify-sig,1.14530348777771,2.7e-05,1.14127 -wasm3,bn128_mul-cdetrio6,0.02038097381591797,2.1e-05,0.017504 -wasm3,bn128_mul-cdetrio6,0.018131256103515625,1.3e-05,0.014835 -wasm3,bn128_mul-cdetrio6,0.019575119018554688,1.3e-05,0.016634 -wasm3,bn128_mul-cdetrio6,0.016292810440063477,1.2e-05,0.013347 -wasm3,bn128_mul-cdetrio6,0.01531672477722168,1.3e-05,0.013025 -wasm3,bn128_mul-cdetrio6,0.01602792739868164,1.8e-05,0.013444 -wasm3,bn128_mul-cdetrio6,0.015371322631835938,1.3e-05,0.012925 -wasm3,bn128_mul-cdetrio6,0.016217708587646484,1.2e-05,0.01387 -wasm3,bn128_mul-cdetrio6,0.018858671188354492,1.9e-05,0.016292 -wasm3,bn128_mul-cdetrio6,0.017172574996948242,1.4e-05,0.013909 -wasm3,bn128_mul-cdetrio6,0.015402793884277344,1.2e-05,0.013032 -wasm3,bn128_mul-cdetrio6,0.016646862030029297,1.3e-05,0.013874 -wasm3,bn128_mul-cdetrio6,0.016185998916625977,1.2e-05,0.013582 -wasm3,bn128_mul-cdetrio6,0.017726659774780273,1.5e-05,0.013985 -wasm3,bn128_mul-cdetrio6,0.01617121696472168,1.3e-05,0.013328 -wasm3,bn128_mul-cdetrio6,0.018169164657592773,1.3e-05,0.015273 -wasm3,bn128_mul-cdetrio6,0.01750802993774414,1.3e-05,0.014506 -wasm3,bn128_mul-cdetrio6,0.01662135124206543,1.6e-05,0.013463 -wasm3,bn128_mul-cdetrio6,0.018577098846435547,1.2e-05,0.015813 -wasm3,bn128_mul-cdetrio6,0.016563892364501953,1.6e-05,0.013202 -wasm3,bn128_mul-cdetrio6,0.01770496368408203,3.7e-05,0.014879 -wasm3,bn128_mul-cdetrio6,0.01690673828125,0.000218,0.013615 -wasm3,bn128_mul-cdetrio6,0.016511917114257812,2.2e-05,0.013795 -wasm3,bn128_mul-cdetrio6,0.01668858528137207,1.2e-05,0.014186 -wasm3,bn128_mul-cdetrio6,0.015565156936645508,1.3e-05,0.013111 -wasm3,bn128_mul-cdetrio6,0.01594376564025879,1.3e-05,0.013332 -wasm3,bn128_mul-cdetrio6,0.015918970108032227,1.2e-05,0.013653 -wasm3,bn128_mul-cdetrio6,0.015409231185913086,1.6e-05,0.012678 -wasm3,bn128_mul-cdetrio6,0.015923500061035156,1.2e-05,0.013251 -wasm3,bn128_mul-cdetrio6,0.018596172332763672,1.7e-05,0.015858 -wasm3,bn128_mul-cdetrio6,0.021189212799072266,1.6e-05,0.017058 -wasm3,bn128_mul-cdetrio6,0.025459766387939453,1.3e-05,0.022961 -wasm3,bn128_mul-cdetrio6,0.017403364181518555,1.4e-05,0.013765 -wasm3,bn128_mul-cdetrio6,0.01842808723449707,1.9e-05,0.014973 -wasm3,bn128_mul-cdetrio6,0.017048120498657227,1.8e-05,0.013686 -wasm3,bn128_mul-cdetrio6,0.016457080841064453,1.2e-05,0.013879 -wasm3,bn128_mul-cdetrio6,0.01693272590637207,2.4e-05,0.013885 -wasm3,bn128_mul-cdetrio6,0.017539262771606445,1.4e-05,0.014386 -wasm3,bn128_mul-cdetrio6,0.017137527465820312,1.9e-05,0.014047 -wasm3,bn128_mul-cdetrio6,0.019544363021850586,1.3e-05,0.015863 -wasm3,bn128_mul-cdetrio6,0.015311241149902344,1.3e-05,0.012947 -wasm3,bn128_mul-cdetrio6,0.01627659797668457,1.2e-05,0.013495 -wasm3,bn128_mul-cdetrio6,0.015613079071044922,1.8e-05,0.012923 -wasm3,bn128_mul-cdetrio6,0.01610541343688965,4.4e-05,0.013042 -wasm3,bn128_mul-cdetrio6,0.015630722045898438,3.4e-05,0.013073 -wasm3,bn128_mul-cdetrio6,0.01676201820373535,1.2e-05,0.014156 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-ssvm,bn128_mul-chfast1,0.04232144355773926,0.001216,0.035547 -ssvm,bn128_mul-chfast1,0.04225754737854004,0.001337,0.035734 -ssvm,bn128_mul-chfast1,0.04253888130187988,0.001286,0.036096 -ssvm,bn128_mul-chfast1,0.04394173622131348,0.001205,0.037385 -ssvm,bn128_mul-chfast1,0.04360699653625488,0.00143,0.036184 -ssvm,bn128_mul-chfast1,0.03994870185852051,0.00129,0.033477 -ssvm,bn128_mul-chfast1,0.04346776008605957,0.001431,0.036536 -ssvm,bn128_mul-chfast1,0.04254412651062012,0.00125,0.036194 -ssvm,bn128_mul-chfast1,0.04212808609008789,0.001381,0.034838 -ssvm,bn128_mul-chfast1,0.04487252235412598,0.001687,0.036601 -ssvm,bn128_mul-chfast1,0.04187130928039551,0.001598,0.035224 -ssvm,bn128_mul-chfast1,0.04375791549682617,0.001214,0.037336 -ssvm,bn128_mul-chfast1,0.041112422943115234,0.001268,0.034389 -ssvm,bn128_mul-chfast1,0.0402674674987793,0.001189,0.033448 -ssvm,bn128_mul-chfast1,0.04140305519104004,0.00134,0.034113 -ssvm,bn128_mul-chfast1,0.044631004333496094,0.001328,0.037441 -ssvm,bn128_mul-chfast1,0.04242396354675293,0.001161,0.035726 -ssvm,bn128_mul-chfast1,0.04104137420654297,0.001537,0.034609 -ssvm,bn128_mul-chfast1,0.040456295013427734,0.001359,0.033378 -ssvm,bn128_mul-chfast1,0.0418856143951416,0.001193,0.035697 -ssvm,bn128_mul-chfast1,0.04284405708312988,0.00109,0.036546 -ssvm,bn128_mul-chfast1,0.0442652702331543,0.001479,0.037246 -ssvm,bn128_mul-chfast1,0.04526638984680176,0.00134,0.038248 -ssvm,bn128_mul-chfast1,0.04106736183166504,0.001166,0.034686 -ssvm,bn128_mul-chfast1,0.04564785957336426,0.001409,0.038 -ssvm,bn128_mul-chfast1,0.0421905517578125,0.001462,0.035419 -ssvm,bn128_mul-chfast1,0.040567874908447266,0.001172,0.034277 -ssvm,bn128_mul-chfast1,0.04772615432739258,0.001259,0.041218 -ssvm,bn128_mul-chfast1,0.041884660720825195,0.001415,0.034799 -ssvm,bn128_mul-chfast1,0.041878700256347656,0.00119,0.035912 -ssvm,bn128_mul-chfast1,0.04465532302856445,0.001336,0.037065 -ssvm,bn128_mul-chfast1,0.04282498359680176,0.001227,0.036047 -ssvm,bn128_mul-chfast1,0.04198288917541504,0.001449,0.034972 -ssvm,bn128_mul-chfast1,0.0437166690826416,0.001073,0.036707 -ssvm,bn128_mul-chfast1,0.042737722396850586,0.001239,0.035946 -ssvm,bn128_mul-chfast1,0.04234671592712402,0.001042,0.035742 -ssvm,bn128_mul-chfast1,0.045150041580200195,0.001955,0.037419 -ssvm,bn128_mul-chfast1,0.044651031494140625,0.001333,0.037424 -ssvm,ed25519-verify-ten-inputs,0.5225210189819336,0.004446,0.502816 -ssvm,ed25519-verify-ten-inputs,0.5128450393676758,0.003831,0.49335 -ssvm,ed25519-verify-ten-inputs,0.5491752624511719,0.003825,0.528315 -ssvm,ed25519-verify-ten-inputs,0.5265636444091797,0.004221,0.505838 -ssvm,ed25519-verify-ten-inputs,0.5533843040466309,0.004507,0.532099 -ssvm,ed25519-verify-ten-inputs,0.5241348743438721,0.004103,0.503618 -ssvm,ed25519-verify-ten-inputs,0.5380837917327881,0.004727,0.51651 -ssvm,ed25519-verify-ten-inputs,0.5165970325469971,0.004601,0.49523 -ssvm,ed25519-verify-ten-inputs,0.5662267208099365,0.004721,0.545557 -ssvm,ed25519-verify-ten-inputs,0.5350172519683838,0.004509,0.514035 -ssvm,ed25519-verify-ten-inputs,0.5818126201629639,0.005618,0.551421 -ssvm,ed25519-verify-ten-inputs,0.5407333374023438,0.004479,0.518293 -ssvm,ed25519-verify-ten-inputs,0.5407898426055908,0.005168,0.518761 -ssvm,ed25519-verify-ten-inputs,0.5845255851745605,0.004224,0.563839 -ssvm,ed25519-verify-ten-inputs,0.5260350704193115,0.00397,0.505656 -ssvm,ed25519-verify-ten-inputs,0.5194621086120605,0.003888,0.50037 -ssvm,ed25519-verify-ten-inputs,0.5414304733276367,0.004669,0.52037 -ssvm,ed25519-verify-ten-inputs,0.5287868976593018,0.004856,0.508708 -ssvm,ed25519-verify-ten-inputs,0.5537540912628174,0.004472,0.534626 -ssvm,ed25519-verify-ten-inputs,0.54215407371521,0.004124,0.521015 -ssvm,ed25519-verify-ten-inputs,0.5458266735076904,0.004307,0.521037 -ssvm,ed25519-verify-ten-inputs,0.5429980754852295,0.004685,0.519717 -ssvm,ed25519-verify-ten-inputs,0.523369312286377,0.00419,0.502862 -ssvm,ed25519-verify-ten-inputs,0.5454378128051758,0.004659,0.515607 -ssvm,ed25519-verify-ten-inputs,0.5758609771728516,0.004395,0.555288 -ssvm,ed25519-verify-ten-inputs,0.493821382522583,0.003683,0.472864 -ssvm,ed25519-verify-ten-inputs,0.5114619731903076,0.004737,0.490487 -ssvm,ed25519-verify-ten-inputs,0.4993150234222412,0.004358,0.478488 -ssvm,ed25519-verify-ten-inputs,0.5332164764404297,0.004144,0.511797 -ssvm,ed25519-verify-ten-inputs,0.49375295639038086,0.004001,0.474067 -ssvm,ed25519-verify-ten-inputs,0.5396521091461182,0.00461,0.517878 -ssvm,ed25519-verify-ten-inputs,0.5544185638427734,0.004721,0.531455 -ssvm,ed25519-verify-ten-inputs,0.5509319305419922,0.004587,0.529264 -ssvm,ed25519-verify-ten-inputs,0.5490431785583496,0.004381,0.528219 -ssvm,ed25519-verify-ten-inputs,0.5678884983062744,0.004262,0.540344 -ssvm,ed25519-verify-ten-inputs,0.5687990188598633,0.005226,0.546797 -ssvm,ed25519-verify-ten-inputs,0.5335817337036133,0.004654,0.511325 -ssvm,ed25519-verify-ten-inputs,0.5630931854248047,0.003973,0.54117 -ssvm,ed25519-verify-ten-inputs,0.5394864082336426,0.005725,0.505982 -ssvm,ed25519-verify-ten-inputs,0.5216565132141113,0.003892,0.502243 -ssvm,ed25519-verify-ten-inputs,0.5324385166168213,0.003768,0.512551 -ssvm,ed25519-verify-ten-inputs,0.5291211605072021,0.00412,0.510028 -ssvm,ed25519-verify-ten-inputs,0.5041408538818359,0.003877,0.484423 -ssvm,ed25519-verify-ten-inputs,0.5339689254760742,0.004202,0.512951 -ssvm,ed25519-verify-ten-inputs,0.5108597278594971,0.003987,0.491301 -ssvm,ed25519-verify-ten-inputs,0.5147702693939209,0.004735,0.494773 -ssvm,ed25519-verify-ten-inputs,0.5018959045410156,0.004737,0.4794 -ssvm,ed25519-verify-ten-inputs,0.5345878601074219,0.00364,0.515928 -ssvm,ed25519-verify-ten-inputs,0.518589973449707,0.00399,0.497594 -ssvm,ed25519-verify-ten-inputs,0.5195012092590332,0.004486,0.49951 -ssvm,bn128_pairing-ten_point_match_1,8.83177924156189,0.004534,8.810924 -ssvm,bn128_pairing-ten_point_match_1,9.181018829345703,0.003964,9.161466 -ssvm,bn128_pairing-ten_point_match_1,8.72374415397644,0.004541,8.703375 -ssvm,bn128_pairing-ten_point_match_1,8.696941614151001,0.005172,8.670958 -ssvm,bn128_pairing-ten_point_match_1,8.82248044013977,0.004532,8.802136 -ssvm,bn128_pairing-ten_point_match_1,8.744899034500122,0.00445,8.722863 -ssvm,bn128_pairing-ten_point_match_1,9.057061910629272,0.004553,9.032888 -ssvm,bn128_pairing-one_point,2.1227705478668213,0.006123,2.098766 -ssvm,bn128_pairing-one_point,2.100411891937256,0.005477,2.07607 -ssvm,bn128_pairing-one_point,2.0744147300720215,0.004873,2.050129 -ssvm,bn128_pairing-one_point,2.1053264141082764,0.004543,2.081161 -ssvm,bn128_pairing-one_point,2.1452243328094482,0.005592,2.120405 -ssvm,bn128_pairing-one_point,2.0612130165100098,0.005905,2.037103 -ssvm,bn128_pairing-one_point,2.047433853149414,0.004967,2.023889 -ssvm,bn128_pairing-one_point,2.1231446266174316,0.004456,2.101071 -ssvm,bn128_pairing-one_point,2.0916507244110107,0.00461,2.066929 -ssvm,bn128_pairing-one_point,2.083130121231079,0.005871,2.057227 -ssvm,bn128_pairing-one_point,2.114349365234375,0.004743,2.090267 -ssvm,bn128_pairing-one_point,2.104295253753662,0.005419,2.081367 -ssvm,bn128_pairing-one_point,2.0831847190856934,0.006922,2.057688 -ssvm,bn128_pairing-one_point,2.1334304809570312,0.007707,2.107568 -ssvm,bn128_pairing-one_point,2.176319122314453,0.005278,2.153021 -ssvm,bn128_pairing-one_point,2.123539924621582,0.006044,2.1001 -ssvm,bn128_pairing-one_point,2.0988266468048096,0.004984,2.076352 -ssvm,bn128_pairing-one_point,2.048395872116089,0.00498,2.022383 -ssvm,bn128_pairing-one_point,2.1789326667785645,0.004612,2.155369 -ssvm,bn128_pairing-one_point,2.1382524967193604,0.005102,2.112761 -ssvm,bn128_pairing-one_point,2.1837573051452637,0.005391,2.160064 -ssvm,bn128_pairing-one_point,2.126049280166626,0.00568,2.101963 -ssvm,bn128_pairing-one_point,2.0768489837646484,0.005102,2.052534 -ssvm,bn128_pairing-one_point,2.0722298622131348,0.005072,2.049702 -ssvm,bn128_pairing-one_point,2.088919162750244,0.004315,2.066464 -ssvm,bn128_pairing-one_point,2.1099236011505127,0.00611,2.080149 -ssvm,bn128_pairing-one_point,2.153592109680176,0.004491,2.131511 -ssvm,bn128_pairing-one_point,2.0980148315429688,0.004652,2.07036 -ssvm,bn128_pairing-two_point_match_2,2.4142537117004395,0.004959,2.390673 -ssvm,bn128_pairing-two_point_match_2,2.1865010261535645,0.004164,2.163921 -ssvm,bn128_pairing-two_point_match_2,2.096459150314331,0.004125,2.075243 -ssvm,bn128_pairing-two_point_match_2,2.2134110927581787,0.005678,2.188459 -ssvm,bn128_pairing-two_point_match_2,2.1903438568115234,0.004971,2.167756 -ssvm,bn128_pairing-two_point_match_2,2.2213425636291504,0.004507,2.200102 -ssvm,bn128_pairing-two_point_match_2,2.190829038619995,0.004572,2.168813 -ssvm,bn128_pairing-two_point_match_2,2.202425241470337,0.00455,2.179464 -ssvm,bn128_pairing-two_point_match_2,2.262890577316284,0.004964,2.240011 -ssvm,bn128_pairing-two_point_match_2,2.240037202835083,0.006026,2.216654 -ssvm,bn128_pairing-two_point_match_2,2.2271811962127686,0.004476,2.20579 -ssvm,bn128_pairing-two_point_match_2,2.1749355792999268,0.00453,2.151625 -ssvm,bn128_pairing-two_point_match_2,2.217754602432251,0.004508,2.197003 -ssvm,bn128_pairing-two_point_match_2,2.1786224842071533,0.0038,2.157335 -ssvm,bn128_pairing-two_point_match_2,2.1544487476348877,0.004309,2.134 -ssvm,bn128_pairing-two_point_match_2,2.156114339828491,0.004168,2.13525 -ssvm,bn128_pairing-two_point_match_2,2.206427574157715,0.005733,2.181563 -ssvm,bn128_pairing-two_point_match_2,2.264299154281616,0.00697,2.23876 -ssvm,bn128_pairing-two_point_match_2,2.221264123916626,0.005525,2.196884 -ssvm,bn128_pairing-two_point_match_2,2.218738555908203,0.00477,2.195799 -ssvm,bn128_pairing-two_point_match_2,2.266721725463867,0.004773,2.244843 -ssvm,bn128_pairing-two_point_match_2,2.1821460723876953,0.004079,2.160972 -ssvm,bn128_pairing-two_point_match_2,2.1007602214813232,0.004576,2.077047 -ssvm,bn128_pairing-two_point_match_2,2.1403863430023193,0.00467,2.11862 -ssvm,bn128_pairing-two_point_match_2,2.172607421875,0.004482,2.148545 -ssvm,sha1-10808-bits,0.0076372623443603516,0.001346,0.000965 -ssvm,sha1-10808-bits,0.006139278411865234,0.001025,0.000854 -ssvm,sha1-10808-bits,0.004983663558959961,0.000716,0.000684 -ssvm,sha1-10808-bits,0.0062868595123291016,0.000859,0.000646 -ssvm,sha1-10808-bits,0.004743814468383789,0.000881,0.000597 -ssvm,sha1-10808-bits,0.005658626556396484,0.000638,0.000829 -ssvm,sha1-10808-bits,0.00661015510559082,0.001203,0.001277 -ssvm,sha1-10808-bits,0.0051593780517578125,0.000667,0.000647 -ssvm,sha1-10808-bits,0.005139350891113281,0.000654,0.000611 -ssvm,sha1-10808-bits,0.004720211029052734,0.000616,0.000722 -ssvm,sha1-10808-bits,0.018958330154418945,0.000955,0.000655 -ssvm,sha1-10808-bits,0.007394313812255859,0.001042,0.000793 -ssvm,sha1-10808-bits,0.005078792572021484,0.000718,0.000644 -ssvm,sha1-10808-bits,0.0048983097076416016,0.000772,0.000579 -ssvm,sha1-10808-bits,0.005601167678833008,0.000763,0.000757 -ssvm,sha1-10808-bits,0.0048961639404296875,0.00076,0.000686 -ssvm,sha1-10808-bits,0.004739999771118164,0.000616,0.000717 -ssvm,sha1-10808-bits,0.005482673645019531,0.000696,0.000679 -ssvm,sha1-10808-bits,0.005348920822143555,0.000695,0.000711 -ssvm,sha1-10808-bits,0.005135536193847656,0.000827,0.000739 -ssvm,sha1-10808-bits,0.005233049392700195,0.00075,0.000598 -ssvm,sha1-10808-bits,0.0054056644439697266,0.00072,0.000564 -ssvm,sha1-10808-bits,0.005815029144287109,0.000639,0.000619 -ssvm,sha1-10808-bits,0.004808187484741211,0.000857,0.000712 -ssvm,sha1-10808-bits,0.005823612213134766,0.00069,0.000604 -ssvm,sha1-10808-bits,0.005043983459472656,0.000804,0.000703 -ssvm,sha1-10808-bits,0.005373954772949219,0.000795,0.00069 -ssvm,sha1-10808-bits,0.00516510009765625,0.000925,0.000633 -ssvm,sha1-10808-bits,0.005191802978515625,0.000647,0.0006 -ssvm,sha1-10808-bits,0.0045850276947021484,0.000609,0.000564 -ssvm,sha1-10808-bits,0.004603147506713867,0.00076,0.000585 -ssvm,sha1-10808-bits,0.005015373229980469,0.000582,0.000533 -ssvm,sha1-10808-bits,0.005201578140258789,0.000645,0.000657 -ssvm,sha1-10808-bits,0.0058248043060302734,0.000709,0.000658 -ssvm,sha1-10808-bits,0.004703998565673828,0.000644,0.000611 -ssvm,sha1-10808-bits,0.0058596134185791016,0.000955,0.001017 -ssvm,sha1-10808-bits,0.0052661895751953125,0.00075,0.000913 -ssvm,sha1-10808-bits,0.005987644195556641,0.000764,0.000642 -ssvm,sha1-10808-bits,0.005238533020019531,0.000701,0.000533 -ssvm,sha1-10808-bits,0.004904031753540039,0.00079,0.000577 -ssvm,sha1-10808-bits,0.005690813064575195,0.000664,0.000759 -ssvm,sha1-10808-bits,0.005065441131591797,0.000795,0.00061 -ssvm,sha1-10808-bits,0.005201101303100586,0.000834,0.000622 -ssvm,sha1-10808-bits,0.004659891128540039,0.000758,0.000763 -ssvm,sha1-10808-bits,0.0044252872467041016,0.000644,0.000549 -ssvm,sha1-10808-bits,0.005080461502075195,0.000612,0.000592 -ssvm,sha1-10808-bits,0.004306316375732422,0.000628,0.000556 -ssvm,sha1-10808-bits,0.004884004592895508,0.000691,0.000661 -ssvm,sha1-10808-bits,0.0045049190521240234,0.000762,0.000586 -ssvm,sha1-10808-bits,0.004751682281494141,0.000697,0.000692 -ssvm,modexp-eip_example1,0.05541253089904785,0.002256,0.045145 -ssvm,modexp-eip_example1,0.05433201789855957,0.002079,0.044449 -ssvm,modexp-eip_example1,0.05457115173339844,0.001893,0.045713 -ssvm,modexp-eip_example1,0.05682802200317383,0.002227,0.046374 -ssvm,modexp-eip_example1,0.059415578842163086,0.002267,0.04871 -ssvm,modexp-eip_example1,0.05326390266418457,0.002109,0.043159 -ssvm,modexp-eip_example1,0.05701160430908203,0.002213,0.04609 -ssvm,modexp-eip_example1,0.06246066093444824,0.002309,0.051188 -ssvm,modexp-eip_example1,0.05654096603393555,0.002277,0.046155 -ssvm,modexp-eip_example1,0.05602002143859863,0.001859,0.045485 -ssvm,modexp-eip_example1,0.05856013298034668,0.00219,0.046333 -ssvm,modexp-eip_example1,0.054721832275390625,0.001964,0.044868 -ssvm,modexp-eip_example1,0.054135799407958984,0.001738,0.045052 -ssvm,modexp-eip_example1,0.0598602294921875,0.003328,0.048206 -ssvm,modexp-eip_example1,0.056365966796875,0.002122,0.046549 -ssvm,modexp-eip_example1,0.05942559242248535,0.001983,0.048957 -ssvm,modexp-eip_example1,0.05634808540344238,0.002802,0.04545 -ssvm,modexp-eip_example1,0.056533098220825195,0.001897,0.045975 -ssvm,modexp-eip_example1,0.05611252784729004,0.002519,0.04438 -ssvm,modexp-eip_example1,0.06153059005737305,0.002599,0.050037 -ssvm,modexp-eip_example1,0.06255292892456055,0.002306,0.050725 -ssvm,modexp-eip_example1,0.07196354866027832,0.001905,0.060616 -ssvm,modexp-eip_example1,0.055435895919799805,0.002357,0.044431 -ssvm,modexp-eip_example1,0.05465579032897949,0.002464,0.044319 -ssvm,modexp-eip_example1,0.05772995948791504,0.001821,0.047065 -ssvm,modexp-eip_example1,0.056227684020996094,0.002304,0.045626 -ssvm,modexp-eip_example1,0.05557847023010254,0.002428,0.045273 -ssvm,modexp-eip_example1,0.057686805725097656,0.002288,0.044829 -ssvm,modexp-eip_example1,0.05266094207763672,0.001971,0.043491 -ssvm,modexp-eip_example1,0.05791115760803223,0.002488,0.0479 -ssvm,modexp-eip_example1,0.05791473388671875,0.001858,0.048053 -ssvm,modexp-eip_example1,0.05089974403381348,0.00181,0.041965 -ssvm,modexp-eip_example1,0.05376553535461426,0.00197,0.044599 -ssvm,modexp-eip_example1,0.059137821197509766,0.002158,0.048787 -ssvm,modexp-eip_example1,0.05687260627746582,0.001806,0.047064 -ssvm,modexp-eip_example1,0.06116795539855957,0.002199,0.050433 -ssvm,modexp-eip_example1,0.05902814865112305,0.00211,0.047665 -ssvm,modexp-eip_example1,0.05937814712524414,0.002926,0.047563 -ssvm,modexp-eip_example1,0.05431652069091797,0.001847,0.043928 -ssvm,modexp-eip_example1,0.062456607818603516,0.00221,0.05153 -ssvm,modexp-eip_example1,0.058419227600097656,0.001882,0.048446 -ssvm,modexp-eip_example1,0.05709123611450195,0.002304,0.045588 -ssvm,modexp-eip_example1,0.057267189025878906,0.002261,0.046891 -ssvm,modexp-eip_example1,0.05476975440979004,0.002371,0.043698 -ssvm,modexp-eip_example1,0.06287431716918945,0.00714,0.048359 -ssvm,modexp-eip_example1,0.05949687957763672,0.002329,0.049135 -ssvm,modexp-eip_example1,0.055245161056518555,0.00223,0.045814 -ssvm,modexp-eip_example1,0.0532381534576416,0.001835,0.044043 -ssvm,modexp-eip_example1,0.061801910400390625,0.003346,0.050297 -ssvm,modexp-eip_example1,0.05320429801940918,0.001973,0.044464 -ssvm,bn128_mul-cdetrio12,0.1575019359588623,0.001392,0.148983 -ssvm,bn128_mul-cdetrio12,0.1748652458190918,0.001526,0.166462 -ssvm,bn128_mul-cdetrio12,0.1530618667602539,0.001305,0.145519 -ssvm,bn128_mul-cdetrio12,0.15460753440856934,0.001552,0.145273 -ssvm,bn128_mul-cdetrio12,0.15400052070617676,0.001529,0.145496 -ssvm,bn128_mul-cdetrio12,0.15230751037597656,0.00183,0.143319 -ssvm,bn128_mul-cdetrio12,0.1578841209411621,0.001529,0.149189 -ssvm,bn128_mul-cdetrio12,0.15430331230163574,0.001494,0.146341 -ssvm,bn128_mul-cdetrio12,0.1540534496307373,0.001602,0.145261 -ssvm,bn128_mul-cdetrio12,0.15262484550476074,0.001507,0.144539 -ssvm,bn128_mul-cdetrio12,0.14950060844421387,0.001535,0.141042 -ssvm,bn128_mul-cdetrio12,0.15642285346984863,0.001368,0.148603 -ssvm,bn128_mul-cdetrio12,0.1478266716003418,0.001602,0.139256 -ssvm,bn128_mul-cdetrio12,0.14832234382629395,0.001585,0.139686 -ssvm,bn128_mul-cdetrio12,0.15190386772155762,0.001471,0.144209 -ssvm,bn128_mul-cdetrio12,0.15657401084899902,0.001553,0.148741 -ssvm,bn128_mul-cdetrio12,0.14780569076538086,0.001457,0.138802 -ssvm,bn128_mul-cdetrio12,0.15456056594848633,0.00149,0.146344 -ssvm,bn128_mul-cdetrio12,0.1521315574645996,0.001859,0.143425 -ssvm,bn128_mul-cdetrio12,0.15805816650390625,0.00165,0.148587 -ssvm,bn128_mul-cdetrio12,0.17751049995422363,0.001461,0.169935 -ssvm,bn128_mul-cdetrio12,0.163529634475708,0.001496,0.155088 -ssvm,bn128_mul-cdetrio12,0.1527698040008545,0.001578,0.14449 -ssvm,bn128_mul-cdetrio12,0.1632685661315918,0.001545,0.154496 -ssvm,bn128_mul-cdetrio12,0.15478515625,0.001552,0.146137 -ssvm,bn128_mul-cdetrio12,0.15865468978881836,0.001403,0.150173 -ssvm,bn128_mul-cdetrio12,0.15333247184753418,0.001648,0.144934 -ssvm,bn128_mul-cdetrio12,0.15074467658996582,0.001501,0.142082 -ssvm,bn128_mul-cdetrio12,0.1552422046661377,0.001366,0.146829 -ssvm,bn128_mul-cdetrio12,0.15328598022460938,0.001386,0.144968 -ssvm,bn128_mul-cdetrio12,0.15635204315185547,0.001583,0.14756 -ssvm,bn128_mul-cdetrio12,0.14071393013000488,0.00143,0.133362 -ssvm,bn128_mul-cdetrio12,0.14384102821350098,0.00169,0.135436 -ssvm,bn128_mul-cdetrio12,0.15235686302185059,0.001443,0.144365 -ssvm,bn128_mul-cdetrio12,0.14816975593566895,0.001508,0.139418 -ssvm,bn128_mul-cdetrio12,0.1530475616455078,0.001569,0.144805 -ssvm,bn128_mul-cdetrio12,0.14644861221313477,0.00161,0.137628 -ssvm,bn128_mul-cdetrio12,0.15414667129516602,0.001729,0.1449 -ssvm,bn128_mul-cdetrio12,0.1534276008605957,0.001563,0.144998 -ssvm,bn128_mul-cdetrio12,0.15152287483215332,0.00169,0.142913 -ssvm,bn128_mul-cdetrio12,0.15006113052368164,0.001431,0.141987 -ssvm,bn128_mul-cdetrio12,0.15203046798706055,0.001896,0.142395 -ssvm,bn128_mul-cdetrio12,0.1468963623046875,0.001543,0.13874 -ssvm,bn128_mul-cdetrio12,0.14919209480285645,0.001433,0.141254 -ssvm,bn128_mul-cdetrio12,0.15453243255615234,0.001373,0.146606 -ssvm,bn128_mul-cdetrio12,0.15768122673034668,0.002161,0.149411 -ssvm,bn128_mul-cdetrio12,0.15655088424682617,0.001912,0.147321 -ssvm,bn128_mul-cdetrio12,0.16737031936645508,0.001794,0.158105 -ssvm,bn128_mul-cdetrio12,0.15275168418884277,0.001551,0.144542 -ssvm,bn128_mul-cdetrio12,0.1524507999420166,0.001429,0.144178 -ssvm,modexp-nagydani-1-qube,0.014217853546142578,0.002331,0.003378 -ssvm,modexp-nagydani-1-qube,0.012154579162597656,0.001851,0.002619 -ssvm,modexp-nagydani-1-qube,0.011359930038452148,0.001726,0.002638 -ssvm,modexp-nagydani-1-qube,0.012563943862915039,0.002369,0.00284 -ssvm,modexp-nagydani-1-qube,0.01157999038696289,0.00172,0.003152 -ssvm,modexp-nagydani-1-qube,0.01148366928100586,0.002066,0.00312 -ssvm,modexp-nagydani-1-qube,0.011418819427490234,0.001797,0.00263 -ssvm,modexp-nagydani-1-qube,0.011557817459106445,0.001722,0.002615 -ssvm,modexp-nagydani-1-qube,0.012290716171264648,0.002218,0.002862 -ssvm,modexp-nagydani-1-qube,0.011488676071166992,0.001848,0.002729 -ssvm,modexp-nagydani-1-qube,0.011156797409057617,0.0017,0.002746 -ssvm,modexp-nagydani-1-qube,0.012269973754882812,0.002013,0.002673 -ssvm,modexp-nagydani-1-qube,0.011849641799926758,0.002477,0.002665 -ssvm,modexp-nagydani-1-qube,0.01279902458190918,0.002297,0.002927 -ssvm,modexp-nagydani-1-qube,0.011223077774047852,0.00183,0.002427 -ssvm,modexp-nagydani-1-qube,0.013014554977416992,0.002226,0.003182 -ssvm,modexp-nagydani-1-qube,0.012641429901123047,0.002022,0.003086 -ssvm,modexp-nagydani-1-qube,0.012984752655029297,0.002011,0.002971 -ssvm,modexp-nagydani-1-qube,0.012332916259765625,0.001942,0.003135 -ssvm,modexp-nagydani-1-qube,0.01255035400390625,0.002385,0.003119 -ssvm,modexp-nagydani-1-qube,0.013261556625366211,0.001992,0.003582 -ssvm,modexp-nagydani-1-qube,0.012356042861938477,0.001952,0.002815 -ssvm,modexp-nagydani-1-qube,0.01418757438659668,0.002732,0.002965 -ssvm,modexp-nagydani-1-qube,0.012392282485961914,0.001915,0.002929 -ssvm,modexp-nagydani-1-qube,0.015807628631591797,0.001728,0.002879 -ssvm,modexp-nagydani-1-qube,0.012790203094482422,0.001848,0.002701 -ssvm,modexp-nagydani-1-qube,0.012149810791015625,0.00205,0.002542 -ssvm,modexp-nagydani-1-qube,0.013254404067993164,0.002239,0.003268 -ssvm,modexp-nagydani-1-qube,0.013130426406860352,0.002461,0.003418 -ssvm,modexp-nagydani-1-qube,0.012916326522827148,0.001942,0.003458 -ssvm,modexp-nagydani-1-qube,0.012351512908935547,0.001935,0.002561 -ssvm,modexp-nagydani-1-qube,0.012022733688354492,0.001772,0.002721 -ssvm,modexp-nagydani-1-qube,0.014505147933959961,0.003054,0.002902 -ssvm,modexp-nagydani-1-qube,0.013453245162963867,0.002079,0.002618 -ssvm,modexp-nagydani-1-qube,0.014133930206298828,0.002522,0.003956 -ssvm,modexp-nagydani-1-qube,0.011887550354003906,0.002169,0.002642 -ssvm,modexp-nagydani-1-qube,0.011531829833984375,0.001705,0.003119 -ssvm,modexp-nagydani-1-qube,0.011108160018920898,0.001896,0.002662 -ssvm,modexp-nagydani-1-qube,0.011592626571655273,0.00171,0.00257 -ssvm,modexp-nagydani-1-qube,0.01200103759765625,0.001846,0.002647 -ssvm,modexp-nagydani-1-qube,0.012446880340576172,0.001981,0.003377 -ssvm,modexp-nagydani-1-qube,0.013885259628295898,0.002129,0.004091 -ssvm,modexp-nagydani-1-qube,0.013406753540039062,0.002026,0.003725 -ssvm,modexp-nagydani-1-qube,0.013312578201293945,0.002152,0.003735 -ssvm,modexp-nagydani-1-qube,0.012482643127441406,0.001976,0.003079 -ssvm,modexp-nagydani-1-qube,0.012241363525390625,0.001968,0.002754 -ssvm,modexp-nagydani-1-qube,0.012837886810302734,0.001927,0.002867 -ssvm,modexp-nagydani-1-qube,0.01290750503540039,0.002388,0.00313 -ssvm,modexp-nagydani-1-qube,0.012756824493408203,0.001695,0.003913 -ssvm,modexp-nagydani-1-qube,0.01198434829711914,0.001847,0.00275 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,10.285279512405396,0.007555,10.252768 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,10.587844133377075,0.007254,10.554419 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,10.452356338500977,0.007628,10.415158 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,10.349457502365112,0.00801,10.315187 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,10.163876056671143,0.007569,10.130062 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,10.450120210647583,0.00798,10.415955 -ssvm,bn128_mul-cdetrio6,0.17490553855895996,0.001575,0.167458 -ssvm,bn128_mul-cdetrio6,0.19051623344421387,0.001638,0.181362 -ssvm,bn128_mul-cdetrio6,0.16626596450805664,0.001516,0.157579 -ssvm,bn128_mul-cdetrio6,0.16815543174743652,0.001463,0.160491 -ssvm,bn128_mul-cdetrio6,0.17247486114501953,0.001268,0.165567 -ssvm,bn128_mul-cdetrio6,0.16727018356323242,0.001508,0.158955 -ssvm,bn128_mul-cdetrio6,0.17713642120361328,0.001416,0.169722 -ssvm,bn128_mul-cdetrio6,0.16711044311523438,0.001816,0.159303 -ssvm,bn128_mul-cdetrio6,0.1669461727142334,0.00155,0.158137 -ssvm,bn128_mul-cdetrio6,0.17210078239440918,0.001371,0.16425 -ssvm,bn128_mul-cdetrio6,0.1686394214630127,0.00166,0.16043 -ssvm,bn128_mul-cdetrio6,0.1654353141784668,0.001334,0.157501 -ssvm,bn128_mul-cdetrio6,0.1713085174560547,0.001564,0.162723 -ssvm,bn128_mul-cdetrio6,0.17083239555358887,0.001991,0.162374 -ssvm,bn128_mul-cdetrio6,0.16934823989868164,0.001471,0.160662 -ssvm,bn128_mul-cdetrio6,0.17348051071166992,0.001605,0.165031 -ssvm,bn128_mul-cdetrio6,0.17041683197021484,0.001448,0.162375 -ssvm,bn128_mul-cdetrio6,0.1658642292022705,0.001439,0.156829 -ssvm,bn128_mul-cdetrio6,0.18145084381103516,0.001307,0.174122 -ssvm,bn128_mul-cdetrio6,0.170135498046875,0.001534,0.162196 -ssvm,bn128_mul-cdetrio6,0.17523884773254395,0.001339,0.167437 -ssvm,bn128_mul-cdetrio6,0.16607403755187988,0.001654,0.157791 -ssvm,bn128_mul-cdetrio6,0.16973161697387695,0.001567,0.16203 -ssvm,bn128_mul-cdetrio6,0.1601276397705078,0.00143,0.151627 -ssvm,bn128_mul-cdetrio6,0.15933775901794434,0.001365,0.15153 -ssvm,bn128_mul-cdetrio6,0.14851093292236328,0.001403,0.140306 -ssvm,bn128_mul-cdetrio6,0.1525886058807373,0.001902,0.143472 -ssvm,bn128_mul-cdetrio6,0.1598219871520996,0.001311,0.151885 -ssvm,bn128_mul-cdetrio6,0.16388511657714844,0.001399,0.157241 -ssvm,bn128_mul-cdetrio6,0.14481568336486816,0.001083,0.13761 -ssvm,bn128_mul-cdetrio6,0.14743256568908691,0.001606,0.138846 -ssvm,bn128_mul-cdetrio6,0.15377259254455566,0.001587,0.145861 -ssvm,bn128_mul-cdetrio6,0.1499638557434082,0.00131,0.142022 -ssvm,bn128_mul-cdetrio6,0.14968037605285645,0.001137,0.142408 -ssvm,bn128_mul-cdetrio6,0.1662733554840088,0.001427,0.158797 -ssvm,bn128_mul-cdetrio6,0.160203218460083,0.001595,0.152557 -ssvm,bn128_mul-cdetrio6,0.1555931568145752,0.001675,0.146975 -ssvm,bn128_mul-cdetrio6,0.16888070106506348,0.001473,0.160849 -ssvm,bn128_mul-cdetrio6,0.15161824226379395,0.001197,0.144496 -ssvm,bn128_mul-cdetrio6,0.1457664966583252,0.001087,0.138952 -ssvm,bn128_mul-cdetrio6,0.1599109172821045,0.001352,0.152935 -ssvm,bn128_mul-cdetrio6,0.16634082794189453,0.002267,0.158007 -ssvm,bn128_mul-cdetrio6,0.15089869499206543,0.001437,0.143471 -ssvm,bn128_mul-cdetrio6,0.1561136245727539,0.001285,0.149378 -ssvm,bn128_mul-cdetrio6,0.15612101554870605,0.001562,0.140148 -ssvm,bn128_mul-cdetrio6,0.15851402282714844,0.001284,0.151375 -ssvm,bn128_mul-cdetrio6,0.16790533065795898,0.001144,0.160043 -ssvm,bn128_mul-cdetrio6,0.1573786735534668,0.001344,0.149691 -ssvm,bn128_mul-cdetrio6,0.15131068229675293,0.001346,0.144236 -ssvm,bn128_mul-cdetrio6,0.16795969009399414,0.001571,0.159135 -ssvm,blake2b-2805-bytes,0.006461620330810547,0.001136,0.001107 -ssvm,blake2b-2805-bytes,0.006566762924194336,0.000909,0.001272 -ssvm,blake2b-2805-bytes,0.005133390426635742,0.000724,0.001026 -ssvm,blake2b-2805-bytes,0.005760908126831055,0.000828,0.001214 -ssvm,blake2b-2805-bytes,0.006252288818359375,0.000866,0.001175 -ssvm,blake2b-2805-bytes,0.005273342132568359,0.000702,0.001032 -ssvm,blake2b-2805-bytes,0.006550312042236328,0.000979,0.002076 -ssvm,blake2b-2805-bytes,0.005318403244018555,0.000813,0.001024 -ssvm,blake2b-2805-bytes,0.005463123321533203,0.000753,0.001122 -ssvm,blake2b-2805-bytes,0.006802797317504883,0.000884,0.001325 -ssvm,blake2b-2805-bytes,0.00670313835144043,0.000922,0.001179 -ssvm,blake2b-2805-bytes,0.0072023868560791016,0.001,0.001216 -ssvm,blake2b-2805-bytes,0.006099700927734375,0.000956,0.001311 -ssvm,blake2b-2805-bytes,0.007321596145629883,0.001233,0.001477 -ssvm,blake2b-2805-bytes,0.006407499313354492,0.00094,0.001188 -ssvm,blake2b-2805-bytes,0.006551027297973633,0.000898,0.001358 -ssvm,blake2b-2805-bytes,0.005503177642822266,0.000746,0.001047 -ssvm,blake2b-2805-bytes,0.005796670913696289,0.000703,0.001457 -ssvm,blake2b-2805-bytes,0.005650758743286133,0.000718,0.001073 -ssvm,blake2b-2805-bytes,0.006137371063232422,0.000893,0.001825 -ssvm,blake2b-2805-bytes,0.016260385513305664,0.000993,0.001636 -ssvm,blake2b-2805-bytes,0.0064008235931396484,0.000802,0.001107 -ssvm,blake2b-2805-bytes,0.005914926528930664,0.000931,0.001306 -ssvm,blake2b-2805-bytes,0.0061817169189453125,0.000843,0.001217 -ssvm,blake2b-2805-bytes,0.005542755126953125,0.00087,0.00113 -ssvm,blake2b-2805-bytes,0.005345821380615234,0.000721,0.001168 -ssvm,blake2b-2805-bytes,0.005848884582519531,0.001024,0.001114 -ssvm,blake2b-2805-bytes,0.00506138801574707,0.000695,0.001019 -ssvm,blake2b-2805-bytes,0.00638890266418457,0.000955,0.001542 -ssvm,blake2b-2805-bytes,0.007139921188354492,0.000945,0.001774 -ssvm,blake2b-2805-bytes,0.006337881088256836,0.001018,0.001276 -ssvm,blake2b-2805-bytes,0.006853818893432617,0.00102,0.001513 -ssvm,blake2b-2805-bytes,0.007014036178588867,0.001029,0.0015 -ssvm,blake2b-2805-bytes,0.0063288211822509766,0.001003,0.001158 -ssvm,blake2b-2805-bytes,0.006723165512084961,0.001055,0.001429 -ssvm,blake2b-2805-bytes,0.0055789947509765625,0.000727,0.00107 -ssvm,blake2b-2805-bytes,0.006056547164916992,0.000851,0.001161 -ssvm,blake2b-2805-bytes,0.006566762924194336,0.00091,0.001129 -ssvm,blake2b-2805-bytes,0.005403757095336914,0.000725,0.001037 -ssvm,blake2b-2805-bytes,0.005950212478637695,0.000987,0.001374 -ssvm,blake2b-2805-bytes,0.005829334259033203,0.00076,0.001147 -ssvm,blake2b-2805-bytes,0.005292415618896484,0.000744,0.001128 -ssvm,blake2b-2805-bytes,0.006056308746337891,0.000935,0.001086 -ssvm,blake2b-2805-bytes,0.005176067352294922,0.000705,0.001016 -ssvm,blake2b-2805-bytes,0.0059239864349365234,0.00085,0.001115 -ssvm,blake2b-2805-bytes,0.0053365230560302734,0.00079,0.001079 -ssvm,blake2b-2805-bytes,0.00549006462097168,0.000749,0.001119 -ssvm,blake2b-2805-bytes,0.005639314651489258,0.000756,0.001155 -ssvm,blake2b-2805-bytes,0.005652666091918945,0.000711,0.001198 -ssvm,blake2b-2805-bytes,0.0061604976654052734,0.000847,0.0013 -ssvm,bn128_mul-chfast3,0.14009356498718262,0.001512,0.132693 -ssvm,bn128_mul-chfast3,0.15485024452209473,0.001344,0.146434 -ssvm,bn128_mul-chfast3,0.14000916481018066,0.001408,0.131656 -ssvm,bn128_mul-chfast3,0.13727188110351562,0.001573,0.1295 -ssvm,bn128_mul-chfast3,0.14561104774475098,0.001553,0.137129 -ssvm,bn128_mul-chfast3,0.14574074745178223,0.001825,0.136478 -ssvm,bn128_mul-chfast3,0.13861298561096191,0.001469,0.130351 -ssvm,bn128_mul-chfast3,0.14169764518737793,0.001681,0.13438 -ssvm,bn128_mul-chfast3,0.13987278938293457,0.001539,0.131098 -ssvm,bn128_mul-chfast3,0.15019893646240234,0.001665,0.142672 -ssvm,bn128_mul-chfast3,0.13704204559326172,0.001287,0.129374 -ssvm,bn128_mul-chfast3,0.1438591480255127,0.001858,0.135861 -ssvm,bn128_mul-chfast3,0.13589239120483398,0.001251,0.128608 -ssvm,bn128_mul-chfast3,0.13737130165100098,0.001183,0.129277 -ssvm,bn128_mul-chfast3,0.15087103843688965,0.001589,0.13878 -ssvm,bn128_mul-chfast3,0.13383769989013672,0.00152,0.126223 -ssvm,bn128_mul-chfast3,0.13859057426452637,0.001315,0.130302 -ssvm,bn128_mul-chfast3,0.13399767875671387,0.001417,0.126616 -ssvm,bn128_mul-chfast3,0.13878464698791504,0.001234,0.132006 -ssvm,bn128_mul-chfast3,0.13229036331176758,0.001613,0.125087 -ssvm,bn128_mul-chfast3,0.1388247013092041,0.001265,0.132171 -ssvm,bn128_mul-chfast3,0.15959525108337402,0.001386,0.151083 -ssvm,bn128_mul-chfast3,0.15124726295471191,0.00154,0.142588 -ssvm,bn128_mul-chfast3,0.1467761993408203,0.001312,0.137393 -ssvm,bn128_mul-chfast3,0.14570164680480957,0.001235,0.138859 -ssvm,bn128_mul-chfast3,0.1458137035369873,0.0015,0.137721 -ssvm,bn128_mul-chfast3,0.14433598518371582,0.001288,0.136034 -ssvm,bn128_mul-chfast3,0.1422128677368164,0.001354,0.134994 -ssvm,bn128_mul-chfast3,0.13830828666687012,0.001325,0.130599 -ssvm,bn128_mul-chfast3,0.14449191093444824,0.00156,0.135886 -ssvm,bn128_mul-chfast3,0.1350557804107666,0.001283,0.127737 -ssvm,bn128_mul-chfast3,0.13179659843444824,0.001325,0.124581 -ssvm,bn128_mul-chfast3,0.13819384574890137,0.001258,0.131274 -ssvm,bn128_mul-chfast3,0.13509702682495117,0.001212,0.128722 -ssvm,bn128_mul-chfast3,0.13766217231750488,0.001372,0.130423 -ssvm,bn128_mul-chfast3,0.15094852447509766,0.001599,0.142645 -ssvm,bn128_mul-chfast3,0.1437070369720459,0.0014,0.136166 -ssvm,bn128_mul-chfast3,0.1503772735595703,0.001522,0.141203 -ssvm,bn128_mul-chfast3,0.1507272720336914,0.001305,0.142986 -ssvm,bn128_mul-chfast3,0.16796088218688965,0.001843,0.158836 -ssvm,bn128_mul-chfast3,0.15473294258117676,0.001456,0.147018 -ssvm,bn128_mul-chfast3,0.15793251991271973,0.001445,0.148968 -ssvm,bn128_mul-chfast3,0.1491708755493164,0.00126,0.141372 -ssvm,bn128_mul-chfast3,0.14338445663452148,0.00149,0.135163 -ssvm,bn128_mul-chfast3,0.14455938339233398,0.001358,0.137102 -ssvm,bn128_mul-chfast3,0.1439962387084961,0.001358,0.136893 -ssvm,bn128_mul-chfast3,0.14720439910888672,0.001307,0.139604 -ssvm,bn128_mul-chfast3,0.13155126571655273,0.001724,0.123652 -ssvm,bn128_mul-chfast3,0.13614296913146973,0.001153,0.12912 -ssvm,bn128_mul-chfast3,0.1445317268371582,0.001345,0.136739 -ssvm,bn128_mul-cdetrio11,0.16807150840759277,0.001394,0.161168 -ssvm,bn128_mul-cdetrio11,0.16538643836975098,0.001208,0.157899 -ssvm,bn128_mul-cdetrio11,0.18017792701721191,0.001365,0.172691 -ssvm,bn128_mul-cdetrio11,0.17350482940673828,0.001704,0.165048 -ssvm,bn128_mul-cdetrio11,0.1586627960205078,0.001312,0.151455 -ssvm,bn128_mul-cdetrio11,0.1570584774017334,0.001279,0.149429 -ssvm,bn128_mul-cdetrio11,0.1547098159790039,0.001974,0.144939 -ssvm,bn128_mul-cdetrio11,0.1658620834350586,0.001414,0.157314 -ssvm,bn128_mul-cdetrio11,0.15209174156188965,0.001914,0.143189 -ssvm,bn128_mul-cdetrio11,0.15532946586608887,0.001565,0.148005 -ssvm,bn128_mul-cdetrio11,0.1427936553955078,0.001344,0.135402 -ssvm,bn128_mul-cdetrio11,0.14743757247924805,0.00144,0.140627 -ssvm,bn128_mul-cdetrio11,0.1492624282836914,0.001234,0.142258 -ssvm,bn128_mul-cdetrio11,0.15331649780273438,0.002475,0.144939 -ssvm,bn128_mul-cdetrio11,0.150970458984375,0.001586,0.143283 -ssvm,bn128_mul-cdetrio11,0.1753840446472168,0.001776,0.166214 -ssvm,bn128_mul-cdetrio11,0.1608715057373047,0.001448,0.15314 -ssvm,bn128_mul-cdetrio11,0.149566650390625,0.001207,0.142897 -ssvm,bn128_mul-cdetrio11,0.15927481651306152,0.001537,0.150988 -ssvm,bn128_mul-cdetrio11,0.1502854824066162,0.001419,0.142438 -ssvm,bn128_mul-cdetrio11,0.15724849700927734,0.001496,0.149267 -ssvm,bn128_mul-cdetrio11,0.15033864974975586,0.001617,0.14052 -ssvm,bn128_mul-cdetrio11,0.161118745803833,0.001303,0.154267 -ssvm,bn128_mul-cdetrio11,0.150681734085083,0.001309,0.141988 -ssvm,bn128_mul-cdetrio11,0.14841246604919434,0.001574,0.141062 -ssvm,bn128_mul-cdetrio11,0.1560347080230713,0.001487,0.148896 -ssvm,bn128_mul-cdetrio11,0.1386280059814453,0.001481,0.131296 -ssvm,bn128_mul-cdetrio11,0.14867568016052246,0.001427,0.141249 -ssvm,bn128_mul-cdetrio11,0.152116060256958,0.001153,0.145657 -ssvm,bn128_mul-cdetrio11,0.16016387939453125,0.001755,0.151098 -ssvm,bn128_mul-cdetrio11,0.14788079261779785,0.001396,0.140467 -ssvm,bn128_mul-cdetrio11,0.14717650413513184,0.00132,0.138298 -ssvm,bn128_mul-cdetrio11,0.1493995189666748,0.001296,0.142327 -ssvm,bn128_mul-cdetrio11,0.14654922485351562,0.00136,0.138561 -ssvm,bn128_mul-cdetrio11,0.15417861938476562,0.001372,0.147337 -ssvm,bn128_mul-cdetrio11,0.1717240810394287,0.001818,0.163735 -ssvm,bn128_mul-cdetrio11,0.1592566967010498,0.001618,0.151725 -ssvm,bn128_mul-cdetrio11,0.16758394241333008,0.001511,0.159764 -ssvm,bn128_mul-cdetrio11,0.15709733963012695,0.001567,0.149846 -ssvm,bn128_mul-cdetrio11,0.1514568328857422,0.001218,0.144356 -ssvm,bn128_mul-cdetrio11,0.1444382667541504,0.001339,0.136925 -ssvm,bn128_mul-cdetrio11,0.1419665813446045,0.001313,0.135411 -ssvm,bn128_mul-cdetrio11,0.16184687614440918,0.001987,0.151963 -ssvm,bn128_mul-cdetrio11,0.1439530849456787,0.001352,0.137273 -ssvm,bn128_mul-cdetrio11,0.14228367805480957,0.001077,0.13612 -ssvm,bn128_mul-cdetrio11,0.15111899375915527,0.001024,0.144512 -ssvm,bn128_mul-cdetrio11,0.144852876663208,0.001362,0.138509 -ssvm,bn128_mul-cdetrio11,0.14332294464111328,0.001117,0.136625 -ssvm,bn128_mul-cdetrio11,0.1636641025543213,0.001292,0.155699 -ssvm,bn128_mul-cdetrio11,0.15933442115783691,0.001593,0.151927 -ssvm,mul256-gcolvin-drag-race,3.0815672874450684,0.001299,3.074207 -ssvm,mul256-gcolvin-drag-race,3.0217549800872803,0.001121,3.014977 -ssvm,mul256-gcolvin-drag-race,2.9179587364196777,0.001158,2.91092 -ssvm,mul256-gcolvin-drag-race,2.9899275302886963,0.001337,2.98217 -ssvm,mul256-gcolvin-drag-race,2.9814488887786865,0.001382,2.973482 -ssvm,mul256-gcolvin-drag-race,3.178877592086792,0.001565,3.170913 -ssvm,mul256-gcolvin-drag-race,3.2768218517303467,0.001234,3.269502 -ssvm,mul256-gcolvin-drag-race,3.1329550743103027,0.00133,3.125108 -ssvm,mul256-gcolvin-drag-race,2.9247326850891113,0.00171,2.915945 -ssvm,mul256-gcolvin-drag-race,2.8945770263671875,0.001552,2.887247 -ssvm,mul256-gcolvin-drag-race,2.8526272773742676,0.001227,2.846162 -ssvm,mul256-gcolvin-drag-race,2.8751752376556396,0.001456,2.867168 -ssvm,mul256-gcolvin-drag-race,2.8988287448883057,0.001446,2.890117 -ssvm,mul256-gcolvin-drag-race,2.9308183193206787,0.001406,2.923675 -ssvm,mul256-gcolvin-drag-race,3.145504951477051,0.001298,3.137493 -ssvm,mul256-gcolvin-drag-race,2.929243326187134,0.001208,2.922141 -ssvm,mul256-gcolvin-drag-race,3.1216418743133545,0.001246,3.114598 -ssvm,mul256-gcolvin-drag-race,3.1769912242889404,0.001354,3.168956 -ssvm,mul256-gcolvin-drag-race,3.159520149230957,0.001236,3.151995 -ssvm,blake2b-5610-bytes,0.009744405746459961,0.001345,0.002751 -ssvm,blake2b-5610-bytes,0.0072138309478759766,0.001054,0.00234 -ssvm,blake2b-5610-bytes,0.0067288875579833984,0.000919,0.002077 -ssvm,blake2b-5610-bytes,0.006858110427856445,0.000904,0.002343 -ssvm,blake2b-5610-bytes,0.007208108901977539,0.000864,0.002152 -ssvm,blake2b-5610-bytes,0.00725865364074707,0.000973,0.002492 -ssvm,blake2b-5610-bytes,0.008140087127685547,0.000727,0.002333 -ssvm,blake2b-5610-bytes,0.0065801143646240234,0.00089,0.002151 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-ssvm,blake2b-5610-bytes,0.007344961166381836,0.000775,0.002155 -ssvm,blake2b-5610-bytes,0.008492469787597656,0.000821,0.002367 -ssvm,blake2b-5610-bytes,0.008365631103515625,0.000718,0.002814 -ssvm,blake2b-5610-bytes,0.006941318511962891,0.000956,0.002103 -ssvm,blake2b-5610-bytes,0.006665945053100586,0.000758,0.002128 -ssvm,blake2b-5610-bytes,0.006872653961181641,0.000719,0.002309 -ssvm,blake2b-5610-bytes,0.010648965835571289,0.002916,0.003926 -ssvm,blake2b-5610-bytes,0.007470607757568359,0.001055,0.002436 -ssvm,blake2b-5610-bytes,0.007638692855834961,0.001006,0.002341 -ssvm,blake2b-5610-bytes,0.008907079696655273,0.000914,0.002866 -ssvm,blake2b-5610-bytes,0.0074748992919921875,0.001252,0.002243 -ssvm,blake2b-5610-bytes,0.008681297302246094,0.000763,0.003727 -ssvm,blake2b-5610-bytes,0.008996248245239258,0.000859,0.003043 -ssvm,blake2b-5610-bytes,0.008484125137329102,0.000973,0.002381 -ssvm,blake2b-5610-bytes,0.0071485042572021484,0.001043,0.002283 -ssvm,blake2b-5610-bytes,0.008162260055541992,0.001398,0.002411 -ssvm,blake2b-5610-bytes,0.011098623275756836,0.00085,0.00211 -ssvm,blake2b-5610-bytes,0.0069506168365478516,0.000821,0.002496 -ssvm,blake2b-5610-bytes,0.006977081298828125,0.000866,0.002019 -ssvm,blake2b-5610-bytes,0.006873607635498047,0.000716,0.002396 -ssvm,blake2b-5610-bytes,0.007262468338012695,0.000714,0.002531 -ssvm,blake2b-5610-bytes,0.006392955780029297,0.000712,0.002329 -ssvm,blake2b-5610-bytes,0.0077702999114990234,0.00125,0.002435 -ssvm,blake2b-5610-bytes,0.006674528121948242,0.00071,0.002275 -ssvm,blake2b-5610-bytes,0.006966114044189453,0.000973,0.001971 -ssvm,blake2b-5610-bytes,0.007260799407958984,0.000839,0.002203 -ssvm,blake2b-5610-bytes,0.009376049041748047,0.00135,0.003351 -ssvm,sha1-21896-bits,0.00864863395690918,0.001055,0.001402 -ssvm,sha1-21896-bits,0.005959749221801758,0.00079,0.001345 -ssvm,sha1-21896-bits,0.0058689117431640625,0.000793,0.001241 -ssvm,sha1-21896-bits,0.006079912185668945,0.00081,0.001638 -ssvm,sha1-21896-bits,0.005632877349853516,0.000712,0.00114 -ssvm,sha1-21896-bits,0.0055654048919677734,0.000792,0.001085 -ssvm,sha1-21896-bits,0.006053447723388672,0.00084,0.001085 -ssvm,sha1-21896-bits,0.006120443344116211,0.000729,0.001195 -ssvm,sha1-21896-bits,0.005423784255981445,0.000751,0.001213 -ssvm,sha1-21896-bits,0.006073951721191406,0.000992,0.001323 -ssvm,sha1-21896-bits,0.006791114807128906,0.000886,0.001393 -ssvm,sha1-21896-bits,0.005785465240478516,0.000887,0.001367 -ssvm,sha1-21896-bits,0.005442142486572266,0.000705,0.001124 -ssvm,sha1-21896-bits,0.005491971969604492,0.000894,0.001005 -ssvm,sha1-21896-bits,0.005784511566162109,0.000821,0.001105 -ssvm,sha1-21896-bits,0.006544828414916992,0.000644,0.001633 -ssvm,sha1-21896-bits,0.006287813186645508,0.000922,0.001113 -ssvm,sha1-21896-bits,0.005591630935668945,0.000732,0.001214 -ssvm,sha1-21896-bits,0.005321502685546875,0.000646,0.001004 -ssvm,sha1-21896-bits,0.006058931350708008,0.000691,0.001189 -ssvm,sha1-21896-bits,0.005711793899536133,0.000776,0.000967 -ssvm,sha1-21896-bits,0.005745887756347656,0.000985,0.001176 -ssvm,sha1-21896-bits,0.005076408386230469,0.000759,0.00098 -ssvm,sha1-21896-bits,0.005246877670288086,0.000786,0.001016 -ssvm,sha1-21896-bits,0.005482912063598633,0.000634,0.001022 -ssvm,sha1-21896-bits,0.005364179611206055,0.000635,0.001593 -ssvm,sha1-21896-bits,0.005304813385009766,0.000671,0.001015 -ssvm,sha1-21896-bits,0.005173683166503906,0.000633,0.001058 -ssvm,sha1-21896-bits,0.005403757095336914,0.000679,0.001097 -ssvm,sha1-21896-bits,0.005653858184814453,0.000799,0.001076 -ssvm,sha1-21896-bits,0.004835367202758789,0.00067,0.001007 -ssvm,sha1-21896-bits,0.006207466125488281,0.000854,0.001263 -ssvm,sha1-21896-bits,0.005431652069091797,0.000682,0.001027 -ssvm,sha1-21896-bits,0.0058536529541015625,0.000857,0.001072 -ssvm,sha1-21896-bits,0.006143093109130859,0.000978,0.00144 -ssvm,sha1-21896-bits,0.006123542785644531,0.00085,0.001387 -ssvm,sha1-21896-bits,0.00598597526550293,0.000864,0.001209 -ssvm,sha1-21896-bits,0.006199359893798828,0.000964,0.001224 -ssvm,sha1-21896-bits,0.006257534027099609,0.000773,0.001359 -ssvm,sha1-21896-bits,0.0063097476959228516,0.000692,0.00119 -ssvm,sha1-21896-bits,0.0067594051361083984,0.001371,0.001277 -ssvm,sha1-21896-bits,0.0079345703125,0.000944,0.001788 -ssvm,sha1-21896-bits,0.009972572326660156,0.000878,0.001457 -ssvm,sha1-21896-bits,0.006539821624755859,0.00081,0.001297 -ssvm,sha1-21896-bits,0.007219552993774414,0.00093,0.001403 -ssvm,sha1-21896-bits,0.005928516387939453,0.000773,0.001253 -ssvm,sha1-21896-bits,0.005646228790283203,0.000742,0.001127 -ssvm,sha1-21896-bits,0.006322622299194336,0.000931,0.001128 -ssvm,sha1-21896-bits,0.005907297134399414,0.000709,0.001174 -ssvm,sha1-21896-bits,0.0055768489837646484,0.000733,0.00108 -ssvm,bn128_mul-cdetrio2,0.13596081733703613,0.001518,0.128256 -ssvm,bn128_mul-cdetrio2,0.15156817436218262,0.001442,0.142892 -ssvm,bn128_mul-cdetrio2,0.1375102996826172,0.001421,0.130105 -ssvm,bn128_mul-cdetrio2,0.14492368698120117,0.001446,0.13561 -ssvm,bn128_mul-cdetrio2,0.12399911880493164,0.001271,0.116642 -ssvm,bn128_mul-cdetrio2,0.12611627578735352,0.001223,0.119822 -ssvm,bn128_mul-cdetrio2,0.13097596168518066,0.001204,0.124174 -ssvm,bn128_mul-cdetrio2,0.12897753715515137,0.001844,0.121928 -ssvm,bn128_mul-cdetrio2,0.13220548629760742,0.001342,0.123706 -ssvm,bn128_mul-cdetrio2,0.13651514053344727,0.001232,0.129523 -ssvm,bn128_mul-cdetrio2,0.13439130783081055,0.001359,0.126981 -ssvm,bn128_mul-cdetrio2,0.1353754997253418,0.001517,0.12739 -ssvm,bn128_mul-cdetrio2,0.14655494689941406,0.001674,0.138384 -ssvm,bn128_mul-cdetrio2,0.14234614372253418,0.001288,0.135352 -ssvm,bn128_mul-cdetrio2,0.13334870338439941,0.001242,0.126498 -ssvm,bn128_mul-cdetrio2,0.13622045516967773,0.001409,0.129135 -ssvm,bn128_mul-cdetrio2,0.13888120651245117,0.001523,0.130678 -ssvm,bn128_mul-cdetrio2,0.13217473030090332,0.00157,0.12496 -ssvm,bn128_mul-cdetrio2,0.13818764686584473,0.001511,0.130458 -ssvm,bn128_mul-cdetrio2,0.13252973556518555,0.001387,0.125643 -ssvm,bn128_mul-cdetrio2,0.14452457427978516,0.001399,0.136267 -ssvm,bn128_mul-cdetrio2,0.1315627098083496,0.001617,0.123648 -ssvm,bn128_mul-cdetrio2,0.13404178619384766,0.001366,0.126914 -ssvm,bn128_mul-cdetrio2,0.14180612564086914,0.001705,0.13353 -ssvm,bn128_mul-cdetrio2,0.13761091232299805,0.001468,0.129414 -ssvm,bn128_mul-cdetrio2,0.1394195556640625,0.001478,0.131731 -ssvm,bn128_mul-cdetrio2,0.13818573951721191,0.001566,0.129605 -ssvm,bn128_mul-cdetrio2,0.1434953212738037,0.001482,0.13585 -ssvm,bn128_mul-cdetrio2,0.13657546043395996,0.001253,0.130118 -ssvm,bn128_mul-cdetrio2,0.1705455780029297,0.00135,0.160025 -ssvm,bn128_mul-cdetrio2,0.2636711597442627,0.005084,0.231504 -ssvm,bn128_mul-cdetrio2,0.22133588790893555,0.003539,0.207974 -ssvm,bn128_mul-cdetrio2,0.14810729026794434,0.001451,0.140339 -ssvm,bn128_mul-cdetrio2,0.14359259605407715,0.001612,0.136517 -ssvm,bn128_mul-cdetrio2,0.1429743766784668,0.001343,0.135501 -ssvm,bn128_mul-cdetrio2,0.13966107368469238,0.001401,0.131929 -ssvm,bn128_mul-cdetrio2,0.13763117790222168,0.001365,0.130556 -ssvm,bn128_mul-cdetrio2,0.1447911262512207,0.001693,0.136169 -ssvm,bn128_mul-cdetrio2,0.15636014938354492,0.00165,0.148816 -ssvm,bn128_mul-cdetrio2,0.1397719383239746,0.001338,0.131803 -ssvm,bn128_mul-cdetrio2,0.13926124572753906,0.001366,0.131143 -ssvm,bn128_mul-cdetrio2,0.13503813743591309,0.001412,0.127661 -ssvm,bn128_mul-cdetrio2,0.14403700828552246,0.001618,0.134861 -ssvm,bn128_mul-cdetrio2,0.14724397659301758,0.001486,0.137876 -ssvm,bn128_mul-cdetrio2,0.13387441635131836,0.001494,0.126847 -ssvm,bn128_mul-cdetrio2,0.1302928924560547,0.001457,0.12303 -ssvm,bn128_mul-cdetrio2,0.12598824501037598,0.001058,0.120301 -ssvm,bn128_mul-cdetrio2,0.14268708229064941,0.001428,0.13592 -ssvm,bn128_mul-cdetrio2,0.15016841888427734,0.001705,0.140641 -ssvm,bn128_mul-cdetrio2,0.13400959968566895,0.001238,0.126001 -ssvm,bls12-381-aggreg-128-pubkeys-verify-sig,16.48758554458618,0.009696,16.449833 -ssvm,bls12-381-aggreg-128-pubkeys-verify-sig,15.827823400497437,0.007373,15.796023 -ssvm,bls12-381-aggreg-128-pubkeys-verify-sig,15.785406351089478,0.00769,15.750625 -ssvm,bls12-381-aggreg-128-pubkeys-verify-sig,16.11684489250183,0.006394,16.084371 -ssvm,bn128_mul-chfast2,0.0822134017944336,0.001575,0.074979 -ssvm,bn128_mul-chfast2,0.0775754451751709,0.001197,0.070745 -ssvm,bn128_mul-chfast2,0.07794046401977539,0.001169,0.071646 -ssvm,bn128_mul-chfast2,0.07649493217468262,0.001336,0.070061 -ssvm,bn128_mul-chfast2,0.08120918273925781,0.001341,0.074488 -ssvm,bn128_mul-chfast2,0.08531475067138672,0.00103,0.07822 -ssvm,bn128_mul-chfast2,0.08200335502624512,0.00149,0.074266 -ssvm,bn128_mul-chfast2,0.0858457088470459,0.001991,0.078482 -ssvm,bn128_mul-chfast2,0.08397889137268066,0.001302,0.076503 -ssvm,bn128_mul-chfast2,0.08531475067138672,0.001666,0.076996 -ssvm,bn128_mul-chfast2,0.07657408714294434,0.00116,0.069716 -ssvm,bn128_mul-chfast2,0.08262038230895996,0.001044,0.076483 -ssvm,bn128_mul-chfast2,0.0822451114654541,0.00116,0.075036 -ssvm,bn128_mul-chfast2,0.08199548721313477,0.001337,0.075863 -ssvm,bn128_mul-chfast2,0.07956886291503906,0.00159,0.07175 -ssvm,bn128_mul-chfast2,0.07987499237060547,0.001484,0.070772 -ssvm,bn128_mul-chfast2,0.07618308067321777,0.00126,0.069362 -ssvm,bn128_mul-chfast2,0.08312153816223145,0.001055,0.076936 -ssvm,bn128_mul-chfast2,0.08078312873840332,0.001356,0.073554 -ssvm,bn128_mul-chfast2,0.08587646484375,0.001202,0.078301 -ssvm,bn128_mul-chfast2,0.08110380172729492,0.00111,0.074331 -ssvm,bn128_mul-chfast2,0.07988333702087402,0.001182,0.073805 -ssvm,bn128_mul-chfast2,0.08537435531616211,0.001323,0.078846 -ssvm,bn128_mul-chfast2,0.0802304744720459,0.001146,0.072814 -ssvm,bn128_mul-chfast2,0.08446264266967773,0.00143,0.077608 -ssvm,bn128_mul-chfast2,0.0829920768737793,0.001237,0.075998 -ssvm,bn128_mul-chfast2,0.08248591423034668,0.001415,0.074456 -ssvm,bn128_mul-chfast2,0.08754086494445801,0.001502,0.079887 -ssvm,bn128_mul-chfast2,0.08107209205627441,0.001349,0.073337 -ssvm,bn128_mul-chfast2,0.0847773551940918,0.001376,0.077628 -ssvm,bn128_mul-chfast2,0.08572697639465332,0.00154,0.078226 -ssvm,bn128_mul-chfast2,0.07651901245117188,0.001328,0.06988 -ssvm,bn128_mul-chfast2,0.08305859565734863,0.001092,0.075782 -ssvm,bn128_mul-chfast2,0.07489228248596191,0.001279,0.068891 -ssvm,bn128_mul-chfast2,0.0795753002166748,0.001435,0.07268 -ssvm,bn128_mul-chfast2,0.07819795608520508,0.001233,0.071634 -ssvm,bn128_mul-chfast2,0.08704590797424316,0.001208,0.080565 -ssvm,bn128_mul-chfast2,0.08007049560546875,0.001482,0.072545 -ssvm,bn128_mul-chfast2,0.07933688163757324,0.001068,0.072847 -ssvm,bn128_mul-chfast2,0.08108091354370117,0.001341,0.073404 -ssvm,bn128_mul-chfast2,0.0833580493927002,0.00158,0.075547 -ssvm,bn128_mul-chfast2,0.0808718204498291,0.001137,0.073711 -ssvm,bn128_mul-chfast2,0.08474445343017578,0.001291,0.077798 -ssvm,bn128_mul-chfast2,0.08142280578613281,0.001399,0.074515 -ssvm,bn128_mul-chfast2,0.07750630378723145,0.001191,0.070847 -ssvm,bn128_mul-chfast2,0.082000732421875,0.0012,0.074674 -ssvm,bn128_mul-chfast2,0.07947754859924316,0.001148,0.073226 -ssvm,bn128_mul-chfast2,0.0787203311920166,0.001453,0.071869 -ssvm,bn128_mul-chfast2,0.08476567268371582,0.001629,0.078066 -ssvm,bn128_mul-chfast2,0.07966351509094238,0.0013,0.072492 -ssvm,bn128_add-cdetrio14,0.009423494338989258,0.001812,0.001235 -ssvm,bn128_add-cdetrio14,0.00736236572265625,0.001426,0.000925 -ssvm,bn128_add-cdetrio14,0.007712841033935547,0.001385,0.000968 -ssvm,bn128_add-cdetrio14,0.0067102909088134766,0.001036,0.000892 -ssvm,bn128_add-cdetrio14,0.007879495620727539,0.0015,0.00105 -ssvm,bn128_add-cdetrio14,0.00834965705871582,0.001397,0.001687 -ssvm,bn128_add-cdetrio14,0.008052825927734375,0.001167,0.001049 -ssvm,bn128_add-cdetrio14,0.006865262985229492,0.001091,0.000949 -ssvm,bn128_add-cdetrio14,0.008484363555908203,0.001265,0.001309 -ssvm,bn128_add-cdetrio14,0.006764888763427734,0.001083,0.000879 -ssvm,bn128_add-cdetrio14,0.007587432861328125,0.001486,0.001197 -ssvm,bn128_add-cdetrio14,0.006603240966796875,0.001024,0.00091 -ssvm,bn128_add-cdetrio14,0.007061481475830078,0.001055,0.000898 -ssvm,bn128_add-cdetrio14,0.006567239761352539,0.001233,0.000838 -ssvm,bn128_add-cdetrio14,0.008287906646728516,0.001044,0.001111 -ssvm,bn128_add-cdetrio14,0.006987571716308594,0.001303,0.0011 -ssvm,bn128_add-cdetrio14,0.008022069931030273,0.001372,0.00108 -ssvm,bn128_add-cdetrio14,0.0065441131591796875,0.001121,0.000924 -ssvm,bn128_add-cdetrio14,0.0069446563720703125,0.001001,0.00103 -ssvm,bn128_add-cdetrio14,0.006331443786621094,0.001136,0.000786 -ssvm,bn128_add-cdetrio14,0.006899833679199219,0.001037,0.000826 -ssvm,bn128_add-cdetrio14,0.006978750228881836,0.001025,0.001006 -ssvm,bn128_add-cdetrio14,0.007221698760986328,0.001181,0.00096 -ssvm,bn128_add-cdetrio14,0.0069255828857421875,0.0011,0.000952 -ssvm,bn128_add-cdetrio14,0.008043527603149414,0.001323,0.001199 -ssvm,bn128_add-cdetrio14,0.006448030471801758,0.001019,0.000864 -ssvm,bn128_add-cdetrio14,0.006842374801635742,0.001052,0.000854 -ssvm,bn128_add-cdetrio14,0.007102251052856445,0.001146,0.000937 -ssvm,bn128_add-cdetrio14,0.007561206817626953,0.001048,0.001076 -ssvm,bn128_add-cdetrio14,0.007295370101928711,0.00102,0.000906 -ssvm,bn128_add-cdetrio14,0.0073699951171875,0.001133,0.001124 -ssvm,bn128_add-cdetrio14,0.006561279296875,0.00095,0.00096 -ssvm,bn128_add-cdetrio14,0.0073015689849853516,0.001453,0.000895 -ssvm,bn128_add-cdetrio14,0.007344484329223633,0.001001,0.001208 -ssvm,bn128_add-cdetrio14,0.007866621017456055,0.001234,0.000969 -ssvm,bn128_add-cdetrio14,0.0071866512298583984,0.001086,0.001167 -ssvm,bn128_add-cdetrio14,0.007354021072387695,0.001092,0.000867 -ssvm,bn128_add-cdetrio14,0.007691860198974609,0.001191,0.001144 -ssvm,bn128_add-cdetrio14,0.007292985916137695,0.001051,0.000874 -ssvm,bn128_add-cdetrio14,0.006541013717651367,0.001111,0.000861 -ssvm,bn128_add-cdetrio14,0.007296085357666016,0.000984,0.000876 -ssvm,bn128_add-cdetrio14,0.006665945053100586,0.001073,0.000833 -ssvm,bn128_add-cdetrio14,0.007561922073364258,0.001337,0.001045 -ssvm,bn128_add-cdetrio14,0.007276058197021484,0.001044,0.000946 -ssvm,bn128_add-cdetrio14,0.0076558589935302734,0.001106,0.000999 -ssvm,bn128_add-cdetrio14,0.007536888122558594,0.001205,0.000983 -ssvm,bn128_add-cdetrio14,0.008069992065429688,0.001245,0.001009 -ssvm,bn128_add-cdetrio14,0.007348775863647461,0.001142,0.000899 -ssvm,bn128_add-cdetrio14,0.006762027740478516,0.001026,0.000856 -ssvm,bn128_add-cdetrio14,0.006772756576538086,0.001032,0.000866 -ssvm,bn128_add-cdetrio11,0.010124683380126953,0.001333,0.003122 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-ssvm,blake2b-8415-bytes,0.009392738342285156,0.001004,0.003937 -ssvm,blake2b-8415-bytes,0.010524272918701172,0.001127,0.003963 -ssvm,blake2b-8415-bytes,0.010898113250732422,0.001399,0.004102 -ssvm,blake2b-8415-bytes,0.010494470596313477,0.001149,0.004186 -ssvm,blake2b-8415-bytes,0.009343147277832031,0.000962,0.003619 -ssvm,blake2b-8415-bytes,0.009233236312866211,0.001023,0.003419 -ssvm,blake2b-8415-bytes,0.00842738151550293,0.000843,0.00346 -ssvm,blake2b-8415-bytes,0.010437250137329102,0.001189,0.003417 -ssvm,blake2b-8415-bytes,0.009687423706054688,0.001227,0.003994 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,7.932917833328247,0.008562,7.897366 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,7.764751672744751,0.007907,7.729287 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,7.947363376617432,0.006799,7.912833 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.202721357345581,0.009795,8.162189 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.10085654258728,0.008847,8.063487 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.090667724609375,0.00738,8.055841 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.103872060775757,0.00816,8.06894 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.234590768814087,0.007706,8.197938 -ssvm,sha1-42488-bits,0.009101152420043945,0.001035,0.002608 -ssvm,sha1-42488-bits,0.006866455078125,0.000674,0.002057 -ssvm,sha1-42488-bits,0.00856924057006836,0.000985,0.002551 -ssvm,sha1-42488-bits,0.008365154266357422,0.000796,0.002339 -ssvm,sha1-42488-bits,0.00732111930847168,0.000807,0.00235 -ssvm,sha1-42488-bits,0.0063936710357666016,0.000705,0.001964 -ssvm,sha1-42488-bits,0.007864236831665039,0.001004,0.002598 -ssvm,sha1-42488-bits,0.007704496383666992,0.000814,0.002385 -ssvm,sha1-42488-bits,0.007282257080078125,0.000834,0.002402 -ssvm,sha1-42488-bits,0.0069751739501953125,0.000782,0.002368 -ssvm,sha1-42488-bits,0.007971763610839844,0.000997,0.003099 -ssvm,sha1-42488-bits,0.007386445999145508,0.000919,0.002261 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-ssvm,sha1-42488-bits,0.007573366165161133,0.000693,0.002267 -ssvm,sha1-42488-bits,0.007048368453979492,0.00082,0.002319 -ssvm,sha1-42488-bits,0.006876230239868164,0.000658,0.002242 -ssvm,sha1-42488-bits,0.00727081298828125,0.000734,0.00182 -ssvm,sha1-42488-bits,0.0070056915283203125,0.000733,0.002241 -ssvm,sha1-42488-bits,0.007741212844848633,0.001022,0.002319 -ssvm,bn128_mul-cdetrio7,0.12959074974060059,0.001479,0.122388 -ssvm,bn128_mul-cdetrio7,0.14033031463623047,0.00168,0.132828 -ssvm,bn128_mul-cdetrio7,0.13149142265319824,0.00122,0.12322 -ssvm,bn128_mul-cdetrio7,0.12822365760803223,0.001289,0.121566 -ssvm,bn128_mul-cdetrio7,0.13587188720703125,0.001347,0.128288 -ssvm,bn128_mul-cdetrio7,0.14000844955444336,0.001412,0.13235 -ssvm,bn128_mul-cdetrio7,0.12986278533935547,0.001558,0.122105 -ssvm,bn128_mul-cdetrio7,0.1338050365447998,0.001267,0.12671 -ssvm,bn128_mul-cdetrio7,0.13982486724853516,0.001222,0.132636 -ssvm,bn128_mul-cdetrio7,0.13913393020629883,0.001393,0.130103 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-vanilla-wabt,bn128_mul-chfast3,0.1782212257385254,0.001316,0.173182 -vanilla-wabt,bn128_mul-chfast3,0.18901824951171875,0.001178,0.184938 -vanilla-wabt,bn128_mul-chfast3,0.17577219009399414,0.00113,0.171491 -vanilla-wabt,bn128_mul-chfast3,0.17436528205871582,0.001173,0.170076 -vanilla-wabt,bn128_mul-chfast3,0.1879863739013672,0.000989,0.184011 -vanilla-wabt,bn128_mul-chfast3,0.1773073673248291,0.001308,0.172767 -vanilla-wabt,bn128_mul-chfast3,0.17631793022155762,0.001376,0.172085 -vanilla-wabt,bn128_mul-chfast3,0.1885213851928711,0.001503,0.18377 -vanilla-wabt,bn128_mul-chfast3,0.1851816177368164,0.00102,0.181043 -vanilla-wabt,bn128_mul-chfast3,0.18300104141235352,0.001269,0.178823 -vanilla-wabt,bn128_mul-chfast3,0.17796921730041504,0.001057,0.173894 -vanilla-wabt,bn128_mul-chfast3,0.18149375915527344,0.001142,0.177301 -vanilla-wabt,bn128_mul-chfast3,0.18926239013671875,0.001171,0.184721 -vanilla-wabt,bn128_mul-chfast3,0.1766510009765625,0.00122,0.172384 -vanilla-wabt,bn128_mul-chfast3,0.18587684631347656,0.001744,0.180337 -vanilla-wabt,bn128_mul-chfast3,0.1896648406982422,0.001126,0.184447 -vanilla-wabt,bn128_mul-chfast3,0.1813514232635498,0.001098,0.177329 -vanilla-wabt,bn128_mul-chfast3,0.17310190200805664,0.001189,0.167939 -vanilla-wabt,bn128_mul-chfast3,0.18861675262451172,0.001074,0.183882 -vanilla-wabt,bn128_mul-chfast3,0.1766338348388672,0.00116,0.172518 -vanilla-wabt,bn128_mul-chfast3,0.18205928802490234,0.000996,0.177643 -vanilla-wabt,bn128_mul-chfast3,0.17050385475158691,0.001026,0.166559 -vanilla-wabt,bn128_mul-chfast3,0.1909036636352539,0.000999,0.187248 -vanilla-wabt,bn128_mul-chfast3,0.18745684623718262,0.001152,0.1831 -vanilla-wabt,bn128_mul-chfast3,0.18235135078430176,0.001147,0.177885 -vanilla-wabt,bn128_mul-chfast3,0.1796274185180664,0.001328,0.17456 -vanilla-wabt,bn128_mul-chfast3,0.18581628799438477,0.000964,0.181683 -vanilla-wabt,bn128_mul-chfast3,0.19170761108398438,0.001016,0.187139 -vanilla-wabt,bn128_mul-chfast3,0.18178367614746094,0.000979,0.176919 -vanilla-wabt,bn128_mul-chfast3,0.19368505477905273,0.001011,0.189459 -vanilla-wabt,bn128_mul-chfast3,0.17540621757507324,0.001,0.17124 -vanilla-wabt,bn128_mul-chfast3,0.18155789375305176,0.001033,0.177423 -vanilla-wabt,bn128_mul-chfast3,0.19000983238220215,0.001109,0.185036 -vanilla-wabt,bn128_mul-chfast3,0.19123315811157227,0.001124,0.186499 -vanilla-wabt,bn128_mul-chfast3,0.19891834259033203,0.001275,0.194463 -vanilla-wabt,bn128_mul-chfast3,0.18440985679626465,0.001037,0.180079 -vanilla-wabt,bn128_mul-chfast3,0.17593669891357422,0.001129,0.171409 -vanilla-wabt,bn128_mul-chfast3,0.1822664737701416,0.001005,0.178005 -vanilla-wabt,bn128_mul-chfast3,0.18636679649353027,0.001095,0.182054 -vanilla-wabt,bn128_mul-chfast3,0.19552063941955566,0.001285,0.190602 -vanilla-wabt,bn128_mul-chfast3,0.20069313049316406,0.001368,0.195965 -vanilla-wabt,bn128_mul-chfast3,0.18388128280639648,0.001218,0.179548 -vanilla-wabt,bn128_mul-chfast3,0.18615388870239258,0.000969,0.181989 -vanilla-wabt,bn128_mul-chfast3,0.18578577041625977,0.001183,0.181603 -vanilla-wabt,bn128_mul-chfast3,0.18503713607788086,0.001417,0.180222 -vanilla-wabt,bn128_mul-chfast3,0.194854736328125,0.001006,0.190378 -vanilla-wabt,modexp-eip_example1,0.06232404708862305,0.002862,0.056404 -vanilla-wabt,modexp-eip_example1,0.06456327438354492,0.003121,0.058282 -vanilla-wabt,modexp-eip_example1,0.060906171798706055,0.002713,0.054972 -vanilla-wabt,modexp-eip_example1,0.06646013259887695,0.002477,0.060392 -vanilla-wabt,modexp-eip_example1,0.0669407844543457,0.002859,0.060868 -vanilla-wabt,modexp-eip_example1,0.0725257396697998,0.003439,0.065672 -vanilla-wabt,modexp-eip_example1,0.07188558578491211,0.002995,0.065485 -vanilla-wabt,modexp-eip_example1,0.06616377830505371,0.002998,0.059947 -vanilla-wabt,modexp-eip_example1,0.06584930419921875,0.002655,0.059629 -vanilla-wabt,modexp-eip_example1,0.0635979175567627,0.002776,0.057772 -vanilla-wabt,modexp-eip_example1,0.06448578834533691,0.002494,0.059054 -vanilla-wabt,modexp-eip_example1,0.06472039222717285,0.002953,0.058568 -vanilla-wabt,modexp-eip_example1,0.06742143630981445,0.003006,0.060713 -vanilla-wabt,modexp-eip_example1,0.06986045837402344,0.0028,0.063823 -vanilla-wabt,modexp-eip_example1,0.0628976821899414,0.003176,0.056735 -vanilla-wabt,modexp-eip_example1,0.06562948226928711,0.002927,0.059098 -vanilla-wabt,modexp-eip_example1,0.06423830986022949,0.002931,0.058291 -vanilla-wabt,modexp-eip_example1,0.06721019744873047,0.002574,0.061333 -vanilla-wabt,modexp-eip_example1,0.07410669326782227,0.002904,0.067958 -vanilla-wabt,modexp-eip_example1,0.06602358818054199,0.002972,0.059834 -vanilla-wabt,modexp-eip_example1,0.06383466720581055,0.002574,0.058308 -vanilla-wabt,modexp-eip_example1,0.06516098976135254,0.003413,0.058452 -vanilla-wabt,modexp-eip_example1,0.06561470031738281,0.003185,0.059119 -vanilla-wabt,modexp-eip_example1,0.06685018539428711,0.002506,0.061059 -vanilla-wabt,modexp-eip_example1,0.07218360900878906,0.002829,0.065978 -vanilla-wabt,modexp-eip_example1,0.06428790092468262,0.002708,0.058443 -vanilla-wabt,modexp-eip_example1,0.07293391227722168,0.003396,0.06624 -vanilla-wabt,modexp-eip_example1,0.0718226432800293,0.002766,0.06547 -vanilla-wabt,modexp-eip_example1,0.07129812240600586,0.003847,0.064267 -vanilla-wabt,modexp-eip_example1,0.0645456314086914,0.002772,0.058788 -vanilla-wabt,modexp-eip_example1,0.06571316719055176,0.002716,0.059275 -vanilla-wabt,modexp-eip_example1,0.06665420532226562,0.00288,0.060579 -vanilla-wabt,modexp-eip_example1,0.06476902961730957,0.002948,0.058757 -vanilla-wabt,modexp-eip_example1,0.0730900764465332,0.002897,0.067006 -vanilla-wabt,modexp-eip_example1,0.06604337692260742,0.002721,0.057216 -vanilla-wabt,modexp-eip_example1,0.07247400283813477,0.00265,0.066497 -vanilla-wabt,modexp-eip_example1,0.06807923316955566,0.00303,0.06169 -vanilla-wabt,modexp-eip_example1,0.06571507453918457,0.002866,0.059817 -vanilla-wabt,modexp-eip_example1,0.07234644889831543,0.002979,0.066425 -vanilla-wabt,modexp-eip_example1,0.07075357437133789,0.002811,0.064147 -vanilla-wabt,modexp-eip_example1,0.06956934928894043,0.003447,0.062637 -vanilla-wabt,modexp-eip_example1,0.07087850570678711,0.002705,0.065247 -vanilla-wabt,modexp-eip_example1,0.07122325897216797,0.003012,0.064488 -vanilla-wabt,modexp-eip_example1,0.06368112564086914,0.002633,0.057943 -vanilla-wabt,modexp-eip_example1,0.06268882751464844,0.002705,0.056952 -vanilla-wabt,modexp-eip_example1,0.06583261489868164,0.003956,0.058628 -vanilla-wabt,modexp-eip_example1,0.06400227546691895,0.002667,0.058117 -vanilla-wabt,modexp-eip_example1,0.0658271312713623,0.002839,0.059933 -vanilla-wabt,modexp-eip_example1,0.06512260437011719,0.002762,0.059155 -vanilla-wabt,modexp-eip_example1,0.06309914588928223,0.002781,0.057323 -vanilla-wabt,blake2b-5610-bytes,0.007328987121582031,0.000803,0.003715 -vanilla-wabt,blake2b-5610-bytes,0.006604194641113281,0.000876,0.003432 -vanilla-wabt,blake2b-5610-bytes,0.00621342658996582,0.000609,0.003453 -vanilla-wabt,blake2b-5610-bytes,0.008109092712402344,0.000679,0.004568 -vanilla-wabt,blake2b-5610-bytes,0.007228374481201172,0.000679,0.00428 -vanilla-wabt,blake2b-5610-bytes,0.0059871673583984375,0.000639,0.003217 -vanilla-wabt,blake2b-5610-bytes,0.006237983703613281,0.000563,0.0034 -vanilla-wabt,blake2b-5610-bytes,0.007649898529052734,0.000801,0.004269 -vanilla-wabt,blake2b-5610-bytes,0.007481813430786133,0.00081,0.003755 -vanilla-wabt,blake2b-5610-bytes,0.006623268127441406,0.000641,0.003462 -vanilla-wabt,blake2b-5610-bytes,0.006563663482666016,0.000612,0.0034 -vanilla-wabt,blake2b-5610-bytes,0.005991220474243164,0.000736,0.003101 -vanilla-wabt,blake2b-5610-bytes,0.006120443344116211,0.000652,0.003345 -vanilla-wabt,blake2b-5610-bytes,0.005950450897216797,0.000716,0.003137 -vanilla-wabt,blake2b-5610-bytes,0.0059697628021240234,0.000706,0.003109 -vanilla-wabt,blake2b-5610-bytes,0.006322145462036133,0.000612,0.003611 -vanilla-wabt,blake2b-5610-bytes,0.00591588020324707,0.000557,0.00321 -vanilla-wabt,blake2b-5610-bytes,0.005930900573730469,0.000629,0.003294 -vanilla-wabt,blake2b-5610-bytes,0.007014036178588867,0.000663,0.003495 -vanilla-wabt,blake2b-5610-bytes,0.006255388259887695,0.00061,0.00341 -vanilla-wabt,blake2b-5610-bytes,0.007255077362060547,0.001065,0.003704 -vanilla-wabt,blake2b-5610-bytes,0.0065460205078125,0.000785,0.00337 -vanilla-wabt,blake2b-5610-bytes,0.0068817138671875,0.000621,0.004047 -vanilla-wabt,blake2b-5610-bytes,0.006087303161621094,0.000648,0.003176 -vanilla-wabt,blake2b-5610-bytes,0.005837202072143555,0.00056,0.003217 -vanilla-wabt,blake2b-5610-bytes,0.006299734115600586,0.000604,0.003025 -vanilla-wabt,blake2b-5610-bytes,0.006215333938598633,0.000661,0.003357 -vanilla-wabt,blake2b-5610-bytes,0.006333827972412109,0.000595,0.003543 -vanilla-wabt,blake2b-5610-bytes,0.006415605545043945,0.000667,0.003469 -vanilla-wabt,blake2b-5610-bytes,0.006108522415161133,0.00065,0.003508 -vanilla-wabt,blake2b-5610-bytes,0.006199359893798828,0.000603,0.003415 -vanilla-wabt,blake2b-5610-bytes,0.006346464157104492,0.000653,0.003377 -vanilla-wabt,blake2b-5610-bytes,0.006070613861083984,0.00058,0.003324 -vanilla-wabt,blake2b-5610-bytes,0.005744218826293945,0.000559,0.003063 -vanilla-wabt,blake2b-5610-bytes,0.0068285465240478516,0.000887,0.003662 -vanilla-wabt,blake2b-5610-bytes,0.006224393844604492,0.000619,0.003296 -vanilla-wabt,blake2b-5610-bytes,0.0068585872650146484,0.00089,0.003812 -vanilla-wabt,blake2b-5610-bytes,0.006191253662109375,0.000639,0.003366 -vanilla-wabt,blake2b-5610-bytes,0.006231069564819336,0.00056,0.003656 -vanilla-wabt,blake2b-5610-bytes,0.006287574768066406,0.000759,0.003271 -vanilla-wabt,blake2b-5610-bytes,0.006533622741699219,0.000615,0.003608 -vanilla-wabt,blake2b-5610-bytes,0.0083160400390625,0.000776,0.004355 -vanilla-wabt,blake2b-5610-bytes,0.008004903793334961,0.000676,0.004429 -vanilla-wabt,blake2b-5610-bytes,0.006777763366699219,0.000683,0.003619 -vanilla-wabt,blake2b-5610-bytes,0.00709986686706543,0.00072,0.003919 -vanilla-wabt,blake2b-5610-bytes,0.005902528762817383,0.000634,0.003171 -vanilla-wabt,blake2b-5610-bytes,0.0059719085693359375,0.00061,0.003259 -vanilla-wabt,blake2b-5610-bytes,0.006954193115234375,0.000818,0.003025 -vanilla-wabt,blake2b-5610-bytes,0.005883455276489258,0.000612,0.003201 -vanilla-wabt,blake2b-5610-bytes,0.006163358688354492,0.000856,0.003176 -vanilla-wabt,sha1-42488-bits,0.005974769592285156,0.000445,0.003205 -vanilla-wabt,sha1-42488-bits,0.006062746047973633,0.000532,0.003227 -vanilla-wabt,sha1-42488-bits,0.006273508071899414,0.000462,0.003698 -vanilla-wabt,sha1-42488-bits,0.005614042282104492,0.000426,0.003172 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+wasmi,sha1-42488-bits,0.010374069213867188,0.001609,0.006204 +wasmi,sha1-42488-bits,0.009090900421142578,0.001552,0.005199 +wasmi,sha1-42488-bits,0.011520147323608398,0.001825,0.00651 +wasmi,sha1-42488-bits,0.008800029754638672,0.001611,0.005086 +wasmi,sha1-42488-bits,0.009216070175170898,0.001717,0.005239 +wasmi,sha1-42488-bits,0.01101231575012207,0.001917,0.005891 +wasmi,sha1-42488-bits,0.008933544158935547,0.001613,0.005121 +wasmi,sha1-42488-bits,0.010487079620361328,0.001541,0.005523 +wasmi,sha1-42488-bits,0.012151718139648438,0.001964,0.006673 +wasmi,sha1-42488-bits,0.011225223541259766,0.001995,0.006409 +wasmi,sha1-42488-bits,0.010689735412597656,0.001937,0.005992 +wasmi,sha1-42488-bits,0.011635541915893555,0.001825,0.006971 +wasmi,sha1-42488-bits,0.013509273529052734,0.002875,0.007825 +wasmi,sha1-42488-bits,0.010756969451904297,0.001545,0.006879 +wasmi,sha1-42488-bits,0.011701822280883789,0.002079,0.005671 +wasmi,sha1-42488-bits,0.010375738143920898,0.001787,0.005885 +wasmi,sha1-42488-bits,0.010642528533935547,0.001566,0.006422 +wasmi,sha1-42488-bits,0.010603666305541992,0.002111,0.005712 +wasmi,sha1-42488-bits,0.011579751968383789,0.001562,0.006209 +wasmi,sha1-42488-bits,0.011221885681152344,0.002798,0.006131 +wasmi,sha1-42488-bits,0.01074671745300293,0.002829,0.005288 +wasmi,sha1-42488-bits,0.01099705696105957,0.002528,0.00604 +wasmi,sha1-42488-bits,0.009745597839355469,0.001669,0.005613 +wasmi,sha1-42488-bits,0.00989842414855957,0.001593,0.00581 +wasmi,sha1-42488-bits,0.010456323623657227,0.002268,0.005477 +wasmi,sha1-42488-bits,0.01146388053894043,0.001807,0.007288 +wasmi,sha1-42488-bits,0.01069021224975586,0.002538,0.005427 +wasmi,ecpairing,17.809024333953857,0.007452,17.798658 +wasmi,ecpairing,17.74947214126587,0.007879,17.738514 +wasmi,ecpairing,17.64604425430298,0.007137,17.635017 +wasmi,bn128_mul-cdetrio12,0.2905886173248291,0.002941,0.284904 +wasmi,bn128_mul-cdetrio12,0.2910270690917969,0.0026,0.285851 +wasmi,bn128_mul-cdetrio12,0.29013872146606445,0.002254,0.285032 +wasmi,bn128_mul-cdetrio12,0.2887558937072754,0.0023,0.283776 +wasmi,bn128_mul-cdetrio12,0.2894399166107178,0.002601,0.282971 +wasmi,bn128_mul-cdetrio12,0.2923929691314697,0.002184,0.287246 +wasmi,bn128_mul-cdetrio12,0.29999804496765137,0.002391,0.29507 +wasmi,bn128_mul-cdetrio12,0.28798413276672363,0.002199,0.281777 +wasmi,bn128_mul-cdetrio12,0.29195284843444824,0.002182,0.286209 +wasmi,bn128_mul-cdetrio12,0.29108190536499023,0.00264,0.285805 +wasmi,bn128_mul-cdetrio12,0.2943398952484131,0.002566,0.289207 +wasmi,bn128_mul-cdetrio12,0.29398226737976074,0.002606,0.288264 +wasmi,bn128_mul-cdetrio12,0.29642748832702637,0.003887,0.289998 +wasmi,bn128_mul-cdetrio12,0.2969388961791992,0.002629,0.291801 +wasmi,bn128_mul-cdetrio12,0.286470890045166,0.002291,0.281725 +wasmi,bn128_mul-cdetrio12,0.29224061965942383,0.002908,0.285268 +wasmi,bn128_mul-cdetrio12,0.29038453102111816,0.002165,0.284562 +wasmi,bn128_mul-cdetrio12,0.2897021770477295,0.002204,0.283937 +wasmi,bn128_mul-cdetrio12,0.2889564037322998,0.00244,0.282856 +wasmi,bn128_mul-cdetrio12,0.287947416305542,0.002239,0.283252 +wasmi,bn128_mul-cdetrio12,0.2905762195587158,0.002537,0.284073 +wasmi,bn128_mul-cdetrio12,0.28644824028015137,0.002643,0.281299 +wasmi,bn128_mul-cdetrio12,0.28658533096313477,0.002521,0.28142 +wasmi,bn128_mul-cdetrio12,0.2964906692504883,0.002329,0.291151 +wasmi,bn128_mul-cdetrio12,0.29021334648132324,0.002255,0.285578 +wasmi,bn128_mul-cdetrio12,0.2905433177947998,0.002186,0.285916 +wasmi,bn128_mul-cdetrio12,0.28943347930908203,0.002183,0.283822 +wasmi,bn128_mul-cdetrio12,0.29175353050231934,0.002589,0.285143 +wasmi,bn128_mul-cdetrio12,0.2920212745666504,0.002985,0.286352 +wasmi,bn128_mul-cdetrio12,0.2887856960296631,0.002787,0.283399 +wasmi,bn128_mul-cdetrio12,0.30022096633911133,0.002567,0.29514 +wasmi,bn128_mul-cdetrio12,0.29033493995666504,0.002457,0.284938 +wasmi,bn128_mul-cdetrio12,0.3062138557434082,0.002435,0.300919 +wasmi,bn128_mul-cdetrio12,0.2878735065460205,0.002212,0.28197 +wasmi,bn128_mul-cdetrio12,0.2926943302154541,0.002999,0.286955 +wasmi,bn128_mul-cdetrio12,0.293426513671875,0.002193,0.288737 +wasmi,bn128_mul-cdetrio12,0.290996789932251,0.002218,0.285397 +wasmi,bn128_mul-cdetrio12,0.3268001079559326,0.002278,0.321562 +wasmi,bn128_mul-cdetrio12,0.2977101802825928,0.002257,0.292239 +wasmi,bn128_mul-cdetrio12,0.2916121482849121,0.002197,0.287025 +wasmi,bn128_mul-cdetrio12,0.29431724548339844,0.002924,0.288541 +wasmi,bn128_mul-cdetrio12,0.2906489372253418,0.002282,0.284479 +wasmi,bn128_mul-cdetrio12,0.2881200313568115,0.002588,0.283 +wasmi,bn128_mul-cdetrio12,0.2938077449798584,0.002592,0.288233 +wasmi,bn128_mul-cdetrio12,0.2922511100769043,0.003072,0.286457 +wasmi,bn128_mul-cdetrio12,0.2984645366668701,0.002353,0.292431 +wasmi,bn128_mul-cdetrio12,0.28752899169921875,0.002415,0.281428 +wasmi,bn128_mul-cdetrio12,0.2933838367462158,0.002565,0.28781 +wasmi,bn128_mul-cdetrio12,0.29462170600891113,0.002226,0.290022 +wasmi,bn128_mul-cdetrio12,0.29978251457214355,0.002506,0.293376 +wasmi,bn128_mul-cdetrio7,0.29573798179626465,0.002528,0.290182 +wasmi,bn128_mul-cdetrio7,0.29001307487487793,0.002252,0.28504 +wasmi,bn128_mul-cdetrio7,0.29311466217041016,0.002391,0.286842 +wasmi,bn128_mul-cdetrio7,0.28750133514404297,0.002183,0.282457 +wasmi,bn128_mul-cdetrio7,0.2972753047943115,0.002639,0.291914 +wasmi,bn128_mul-cdetrio7,0.29239797592163086,0.00252,0.286879 +wasmi,bn128_mul-cdetrio7,0.33679866790771484,0.003019,0.330956 +wasmi,bn128_mul-cdetrio7,0.2951791286468506,0.002323,0.289202 +wasmi,bn128_mul-cdetrio7,0.28961801528930664,0.002632,0.284399 +wasmi,bn128_mul-cdetrio7,0.28942370414733887,0.002209,0.28354 +wasmi,bn128_mul-cdetrio7,0.2876710891723633,0.002553,0.28212 +wasmi,bn128_mul-cdetrio7,0.28646326065063477,0.002241,0.281495 +wasmi,bn128_mul-cdetrio7,0.3068103790283203,0.003033,0.300923 +wasmi,bn128_mul-cdetrio7,0.2909104824066162,0.002593,0.284983 +wasmi,bn128_mul-cdetrio7,0.28746986389160156,0.002386,0.281777 +wasmi,bn128_mul-cdetrio7,0.28803372383117676,0.002463,0.282901 +wasmi,bn128_mul-cdetrio7,0.2954111099243164,0.003027,0.289612 +wasmi,bn128_mul-cdetrio7,0.2935471534729004,0.002232,0.288772 +wasmi,bn128_mul-cdetrio7,0.3070852756500244,0.00237,0.301016 +wasmi,bn128_mul-cdetrio7,0.28977060317993164,0.002301,0.28397 +wasmi,bn128_mul-cdetrio7,0.28699278831481934,0.00254,0.281682 +wasmi,bn128_mul-cdetrio7,0.28752613067626953,0.002236,0.281578 +wasmi,bn128_mul-cdetrio7,0.2908315658569336,0.002489,0.28555 +wasmi,bn128_mul-cdetrio7,0.2903628349304199,0.00298,0.284662 +wasmi,bn128_mul-cdetrio7,0.2987048625946045,0.002194,0.294029 +wasmi,bn128_mul-cdetrio7,0.29245972633361816,0.002261,0.28771 +wasmi,bn128_mul-cdetrio7,0.2930152416229248,0.002248,0.287055 +wasmi,bn128_mul-cdetrio7,0.30266237258911133,0.002685,0.297364 +wasmi,bn128_mul-cdetrio7,0.28905701637268066,0.002635,0.283437 +wasmi,bn128_mul-cdetrio7,0.2907407283782959,0.003079,0.284939 +wasmi,bn128_mul-cdetrio7,0.28777432441711426,0.002298,0.282689 +wasmi,bn128_mul-cdetrio7,0.29041266441345215,0.002205,0.284571 +wasmi,bn128_mul-cdetrio7,0.29034972190856934,0.002234,0.284586 +wasmi,bn128_mul-cdetrio7,0.2871389389038086,0.002258,0.282459 +wasmi,bn128_mul-cdetrio7,0.2909832000732422,0.002598,0.285325 +wasmi,bn128_mul-cdetrio7,0.29239630699157715,0.002596,0.287207 +wasmi,bn128_mul-cdetrio7,0.28859806060791016,0.002648,0.282897 +wasmi,bn128_mul-cdetrio7,0.28914904594421387,0.002196,0.283285 +wasmi,bn128_mul-cdetrio7,0.2952232360839844,0.002656,0.289988 +wasmi,bn128_mul-cdetrio7,0.3002490997314453,0.002286,0.294935 +wasmi,bn128_mul-cdetrio7,0.28707385063171387,0.002216,0.282031 +wasmi,bn128_mul-cdetrio7,0.28971219062805176,0.002232,0.285025 +wasmi,bn128_mul-cdetrio7,0.31508564949035645,0.002418,0.310052 +wasmi,bn128_mul-cdetrio7,0.29563379287719727,0.002442,0.289427 +wasmi,bn128_mul-cdetrio7,0.2943150997161865,0.002206,0.289638 +wasmi,bn128_mul-cdetrio7,0.3027653694152832,0.002271,0.29769 +wasmi,bn128_mul-cdetrio7,0.29886627197265625,0.002269,0.293792 +wasmi,bn128_mul-cdetrio7,0.2965738773345947,0.002202,0.290793 +wasmi,bn128_mul-cdetrio7,0.2875204086303711,0.002183,0.281643 +wasmi,bn128_mul-cdetrio7,0.2898845672607422,0.002889,0.284174 +asmble,modexp-nagydani-1-qube,2.446444511413574,2.212592,0.038374 +asmble,modexp-nagydani-1-qube,2.4908230304718018,2.269247,0.028114 +asmble,modexp-nagydani-1-qube,2.497791051864624,2.271874,0.02895 +asmble,modexp-nagydani-1-qube,2.4651927947998047,2.242152,0.028829 +asmble,modexp-nagydani-1-qube,2.504115104675293,2.281482,0.029745 +asmble,modexp-nagydani-1-qube,2.496657133102417,2.27062,0.029593 +asmble,modexp-nagydani-1-qube,2.4808084964752197,2.256027,0.030485 +asmble,modexp-nagydani-1-qube,2.3918025493621826,2.159174,0.031947 +asmble,modexp-nagydani-1-qube,2.4859883785247803,2.262191,0.029654 +asmble,modexp-nagydani-1-qube,2.442380905151367,2.209343,0.028943 +asmble,modexp-nagydani-1-qube,2.495661973953247,2.253922,0.038271 +asmble,modexp-nagydani-1-qube,2.462313175201416,2.226312,0.038568 +asmble,modexp-nagydani-1-qube,2.4732322692871094,2.22673,0.031206 +asmble,modexp-nagydani-1-qube,2.4889729022979736,2.246516,0.029978 +asmble,modexp-nagydani-1-qube,2.506051778793335,2.26862,0.038782 +asmble,modexp-nagydani-1-qube,2.5114240646362305,2.287875,0.031147 +asmble,modexp-nagydani-1-qube,2.4275426864624023,2.203077,0.032931 +asmble,modexp-nagydani-1-qube,2.4418187141418457,2.213251,0.030515 +asmble,modexp-nagydani-1-qube,2.4283506870269775,2.200774,0.030877 +asmble,modexp-nagydani-1-qube,2.447680950164795,2.227613,0.029662 +asmble,modexp-nagydani-1-qube,2.4327681064605713,2.195669,0.032527 +asmble,modexp-nagydani-1-qube,2.4058353900909424,2.183968,0.029197 +asmble,modexp-nagydani-1-qube,2.443307399749756,2.213278,0.029582 +asmble,modexp-nagydani-1-qube,2.510119915008545,2.284287,0.028679 +asmble,modexp-nagydani-1-qube,2.501019239425659,2.270215,0.032036 +asmble,sha1-21896-bits,1.9089930057525635,1.707714,0.003049 +asmble,sha1-21896-bits,1.8961710929870605,1.7058,0.002216 +asmble,sha1-21896-bits,1.9013357162475586,1.70052,0.002179 +asmble,sha1-21896-bits,1.9174957275390625,1.71276,0.003051 +asmble,sha1-21896-bits,1.8833811283111572,1.689946,0.003742 +asmble,sha1-21896-bits,1.874995470046997,1.686139,0.002492 +asmble,sha1-21896-bits,1.93575119972229,1.729119,0.00249 +asmble,sha1-21896-bits,1.9163243770599365,1.716442,0.002991 +asmble,sha1-21896-bits,1.8848400115966797,1.687164,0.001912 +asmble,sha1-21896-bits,1.9004967212677002,1.710668,0.003014 +asmble,sha1-21896-bits,1.9121453762054443,1.724193,0.002427 +asmble,sha1-21896-bits,1.911243200302124,1.709036,0.002954 +asmble,sha1-21896-bits,1.9189181327819824,1.7087,0.00224 +asmble,sha1-21896-bits,1.8867430686950684,1.691723,0.004082 +asmble,sha1-21896-bits,1.9164652824401855,1.716638,0.002489 +asmble,sha1-21896-bits,1.9125139713287354,1.723344,0.002947 +asmble,sha1-21896-bits,1.893118143081665,1.700939,0.002343 +asmble,sha1-21896-bits,1.9005019664764404,1.707676,0.002334 +asmble,sha1-21896-bits,1.8939530849456787,1.691562,0.002376 +asmble,sha1-21896-bits,1.8757188320159912,1.686015,0.002522 +asmble,sha1-21896-bits,1.9205718040466309,1.730963,0.002426 +asmble,sha1-21896-bits,1.8919672966003418,1.685059,0.003099 +asmble,sha1-21896-bits,1.9205563068389893,1.727605,0.003034 +asmble,sha1-21896-bits,1.9159667491912842,1.725942,0.002488 +asmble,sha1-21896-bits,1.9000248908996582,1.708748,0.002354 +asmble,sha1-21896-bits,1.9021027088165283,1.714189,0.002274 +asmble,sha1-21896-bits,1.9209585189819336,1.711535,0.002308 +asmble,sha1-21896-bits,1.9138739109039307,1.715263,0.003088 +asmble,sha1-21896-bits,1.8992247581481934,1.698158,0.003087 +asmble,sha1-21896-bits,1.9052021503448486,1.704723,0.002336 +asmble,sha1-21896-bits,1.903080701828003,1.7051,0.002906 +asmble,bn128_pairing-ten_point_match_1,9.099935293197632,7.544588,1.176579 +asmble,bn128_pairing-ten_point_match_1,8.612344980239868,7.290913,1.030181 +asmble,bn128_pairing-ten_point_match_1,8.76170539855957,7.48833,1.007433 +asmble,bn128_pairing-ten_point_match_1,8.591936111450195,7.322317,1.013481 +asmble,bn128_pairing-ten_point_match_1,9.337396621704102,7.443037,1.38411 +asmble,bn128_pairing-ten_point_match_1,9.469418048858643,7.569039,1.399916 +asmble,bn128_pairing-ten_point_match_1,8.95555853843689,7.699179,0.998742 +asmble,blake2b-5610-bytes,2.1182069778442383,1.901193,0.004275 +asmble,blake2b-5610-bytes,2.089123249053955,1.882477,0.003302 +asmble,blake2b-5610-bytes,2.0933268070220947,1.880951,0.003287 +asmble,blake2b-5610-bytes,2.065094470977783,1.863572,0.002616 +asmble,blake2b-5610-bytes,2.0739967823028564,1.854301,0.004309 +asmble,blake2b-5610-bytes,2.0520410537719727,1.853432,0.003002 +asmble,blake2b-5610-bytes,2.150554895401001,1.916394,0.003343 +asmble,blake2b-5610-bytes,2.0986647605895996,1.882238,0.004277 +asmble,blake2b-5610-bytes,2.092514753341675,1.880391,0.003213 +asmble,blake2b-5610-bytes,2.1137943267822266,1.904697,0.004222 +asmble,blake2b-5610-bytes,2.105041027069092,1.876493,0.004129 +asmble,blake2b-5610-bytes,2.059492588043213,1.861462,0.004164 +asmble,blake2b-5610-bytes,2.097745656967163,1.873626,0.003211 +asmble,blake2b-5610-bytes,2.0876739025115967,1.877346,0.004136 +asmble,blake2b-5610-bytes,2.1123225688934326,1.905018,0.003608 +asmble,blake2b-5610-bytes,2.0974373817443848,1.897352,0.003223 +asmble,blake2b-5610-bytes,2.098324775695801,1.878637,0.004342 +asmble,blake2b-5610-bytes,2.0539090633392334,1.843436,0.003907 +asmble,blake2b-5610-bytes,2.0672528743743896,1.860704,0.002715 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+asmble,bn128_mul-cdetrio2,2.5985841751098633,2.355447,0.036514 +asmble,bn128_mul-cdetrio2,2.648059606552124,2.389362,0.036549 +asmble,modexp-eip_example1,2.4851908683776855,2.204404,0.069136 +asmble,modexp-eip_example1,2.451551914215088,2.186892,0.053862 +asmble,modexp-eip_example1,2.5223734378814697,2.252871,0.05391 +asmble,modexp-eip_example1,2.505584716796875,2.213942,0.062924 +asmble,modexp-eip_example1,2.5430102348327637,2.265925,0.058896 +asmble,modexp-eip_example1,2.5068728923797607,2.224598,0.056615 +asmble,modexp-eip_example1,2.556896686553955,2.294258,0.054361 +asmble,modexp-eip_example1,2.408825635910034,2.145468,0.055259 +asmble,modexp-eip_example1,2.4722256660461426,2.197763,0.061458 +asmble,modexp-eip_example1,2.539961814880371,2.258939,0.057014 +asmble,modexp-eip_example1,2.490966320037842,2.219767,0.058895 +asmble,modexp-eip_example1,2.4960010051727295,2.227262,0.053605 +asmble,modexp-eip_example1,2.4480831623077393,2.16661,0.05993 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+asmble,blake2b-2805-bytes,1.9985713958740234,1.789345,0.002921 +asmble,blake2b-2805-bytes,2.0668046474456787,1.851203,0.002953 +asmble,blake2b-2805-bytes,1.9894826412200928,1.785608,0.002346 +asmble,blake2b-2805-bytes,2.015583038330078,1.812914,0.002524 +asmble,blake2b-2805-bytes,2.0032668113708496,1.804189,0.002857 +asmble,blake2b-2805-bytes,1.9937233924865723,1.782964,0.002618 +asmble,blake2b-2805-bytes,1.9860050678253174,1.790199,0.002336 +asmble,blake2b-2805-bytes,1.9811956882476807,1.787436,0.002441 +asmble,blake2b-2805-bytes,2.013151168823242,1.81434,0.002538 +asmble,blake2b-2805-bytes,2.0011754035949707,1.797794,0.001866 +asmble,blake2b-2805-bytes,2.0044355392456055,1.786249,0.002307 +asmble,blake2b-2805-bytes,1.9750936031341553,1.775216,0.002461 +asmble,blake2b-2805-bytes,2.021624803543091,1.819534,0.005677 +asmble,blake2b-2805-bytes,1.993553876876831,1.776108,0.002817 +asmble,blake2b-2805-bytes,2.0099036693573,1.796246,0.001878 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+asmble,sha1-10808-bits,1.8317909240722656,1.630954,0.001728 +asmble,sha1-10808-bits,1.881666898727417,1.676362,0.001308 +asmble,sha1-10808-bits,1.8286173343658447,1.63496,0.00163 +asmble,sha1-10808-bits,1.8506503105163574,1.643318,0.001523 +asmble,sha1-10808-bits,1.8170576095581055,1.622667,0.001698 +asmble,sha1-10808-bits,1.8582844734191895,1.662674,0.001761 +asmble,sha1-10808-bits,1.8110437393188477,1.619984,0.001975 +asmble,sha1-10808-bits,1.8276739120483398,1.635813,0.001742 +asmble,sha1-10808-bits,1.8422036170959473,1.651122,0.001536 +asmble,sha1-10808-bits,1.8324618339538574,1.639118,0.002312 +asmble,sha1-10808-bits,1.8544981479644775,1.645852,0.001974 +asmble,sha1-10808-bits,1.8564913272857666,1.648738,0.001703 +asmble,bn128_add-cdetrio10,2.5524494647979736,2.344057,0.001874 +asmble,bn128_add-cdetrio10,2.548539638519287,2.341952,0.001885 +asmble,bn128_add-cdetrio10,2.5423591136932373,2.332812,0.001938 +asmble,bn128_add-cdetrio10,2.566066265106201,2.344466,0.001977 +asmble,bn128_add-cdetrio10,2.5122618675231934,2.293062,0.00159 +asmble,bn128_add-cdetrio10,2.5226433277130127,2.297847,0.001759 +asmble,bn128_add-cdetrio10,2.543276309967041,2.335851,0.001908 +asmble,bn128_add-cdetrio10,2.519428253173828,2.313468,0.00138 +asmble,bn128_add-cdetrio10,2.5087571144104004,2.289156,0.001705 +asmble,bn128_add-cdetrio10,2.5345749855041504,2.318585,0.001857 +asmble,bn128_add-cdetrio10,2.5097975730895996,2.301711,0.001853 +asmble,bn128_add-cdetrio10,2.526914596557617,2.320787,0.001748 +asmble,bn128_add-cdetrio10,2.50457763671875,2.283508,0.001817 +asmble,bn128_add-cdetrio10,2.525609254837036,2.317906,0.001721 +asmble,bn128_add-cdetrio10,2.5688469409942627,2.352282,0.001841 +asmble,bn128_add-cdetrio10,2.546626329421997,2.329956,0.001763 +asmble,bn128_add-cdetrio10,2.6021475791931152,2.373002,0.002071 +asmble,bn128_add-cdetrio10,2.5114245414733887,2.303806,0.002006 +asmble,bn128_add-cdetrio10,2.515038013458252,2.306873,0.00152 +asmble,bn128_add-cdetrio10,2.4911696910858154,2.284633,0.001748 +asmble,bn128_add-cdetrio10,2.55814266204834,2.348777,0.001624 +asmble,bn128_add-cdetrio10,2.534945487976074,2.324433,0.002125 +asmble,bn128_add-cdetrio10,2.5126819610595703,2.305329,0.001943 +asmble,bn128_add-cdetrio10,2.5230464935302734,2.312872,0.002143 +asmble,mul256-gcolvin-drag-race,3.699488878250122,2.922082,0.550176 +asmble,mul256-gcolvin-drag-race,3.697687864303589,2.955447,0.530464 +asmble,mul256-gcolvin-drag-race,3.6632349491119385,2.926919,0.524897 +asmble,mul256-gcolvin-drag-race,3.6576406955718994,2.920394,0.525762 +asmble,mul256-gcolvin-drag-race,3.693551540374756,2.954886,0.520448 +asmble,mul256-gcolvin-drag-race,3.66208815574646,2.919325,0.530219 +asmble,mul256-gcolvin-drag-race,3.7242331504821777,2.958178,0.550092 +asmble,mul256-gcolvin-drag-race,3.653608798980713,2.893181,0.536343 +asmble,mul256-gcolvin-drag-race,3.5973684787750244,2.858385,0.528548 +asmble,mul256-gcolvin-drag-race,3.6571359634399414,2.909168,0.523801 +asmble,mul256-gcolvin-drag-race,3.690370559692383,2.938673,0.537237 +asmble,mul256-gcolvin-drag-race,3.6324520111083984,2.893314,0.527843 +asmble,mul256-gcolvin-drag-race,3.653094530105591,2.917235,0.52267 +asmble,mul256-gcolvin-drag-race,3.67362117767334,2.933727,0.526968 +asmble,mul256-gcolvin-drag-race,3.6432108879089355,2.901677,0.526656 +asmble,mul256-gcolvin-drag-race,3.685053586959839,2.927013,0.537002 +asmble,bn128_mul-chfast1,2.5896191596984863,2.351167,0.017071 +asmble,bn128_mul-chfast1,2.636716604232788,2.39986,0.01728 +asmble,bn128_mul-chfast1,2.6002347469329834,2.358087,0.018343 +asmble,bn128_mul-chfast1,2.6183865070343018,2.381996,0.018639 +asmble,bn128_mul-chfast1,2.650235891342163,2.414677,0.018077 +asmble,bn128_mul-chfast1,2.630648612976074,2.388494,0.020335 +asmble,bn128_mul-chfast1,2.620347023010254,2.382411,0.017539 +asmble,bn128_mul-chfast1,2.615943193435669,2.383011,0.017209 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+ssvm,bn128_pairing-two_point_match_2,2.3240246772766113,0.005375,2.298906 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.266736268997192,0.008855,11.229299 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.277406215667725,0.008856,11.238647 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.2653067111969,0.008536,11.228154 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.473584413528442,0.008601,11.434972 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.355401039123535,0.010189,11.314283 +ssvm,sha1-42488-bits,0.009251832962036133,0.001069,0.002463 +ssvm,sha1-42488-bits,0.008974075317382812,0.001244,0.003028 +ssvm,sha1-42488-bits,0.010164976119995117,0.001337,0.002877 +ssvm,sha1-42488-bits,0.008047819137573242,0.001059,0.002432 +ssvm,sha1-42488-bits,0.01010751724243164,0.0014,0.00301 +ssvm,sha1-42488-bits,0.008034706115722656,0.001037,0.002491 +ssvm,sha1-42488-bits,0.00984334945678711,0.001276,0.003418 +ssvm,sha1-42488-bits,0.010453462600708008,0.001475,0.003253 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5e4c72f..8ead621 100644 --- a/notebooks/wasm-engines.ipynb +++ b/notebooks/wasm-engines.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -90,11 +90,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "INTERPRETER_ENGINES = ['life', 'ssvm', 'wagon', 'wasmi', 'wabt', 'v8-interpreter', 'wasm3', 'wamr-interp', 'fizzy']\n", + "INTERPRETER_ENGINES = ['life', 'ssvm', 'wagon', 'wasmi', 'wabt', 'v8-interpreter', 'wasm3', 'wamr-interp', 'fizzy', 'eos-vm']\n", "COMPILER_ENGINES = ['lifePolymerase', 'wasmtime', 'wavm', 'v8-liftoff', 'v8-turbofan', 'asmble', 'wamr-jit', 'wamr-aot']\n", "\n", "wasm_vm_names = INTERPRETER_ENGINES + COMPILER_ENGINES" @@ -116,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -243,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -273,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -308,9 +308,26 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 13, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model name\t: Intel(R) Core(TM) i5-7200U CPU @ 2.50GHz\n", + "cpu MHz\t\t: 700.093\n", + "model name\t: Intel(R) Core(TM) i5-7200U CPU @ 2.50GHz\n", + "cpu MHz\t\t: 700.037\n", + "model name\t: Intel(R) Core(TM) i5-7200U CPU @ 2.50GHz\n", + "cpu MHz\t\t: 700.055\n", + "model name\t: Intel(R) Core(TM) i5-7200U CPU @ 2.50GHz\n", + "cpu MHz\t\t: 700.125\n" + ] + } + ], "source": [ "with open(join(CSV_RESULT_DIR, \"cpuinfo.txt\"), 'r') as cpuinfofile:\n", " [print(line.rstrip()) for line in cpuinfofile.readlines()]\n" @@ -339,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -348,9 +365,908 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 15, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "

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enginetest_nametotal_timegas_used
0enginetest_nametotal_timegas_used
1evmonesha1-10808-bits0.002056286790156
2evmonesha1-21896-bits0.003937361543605
3evmonesha1-42488-bits0.0076562683014404
4evmonesha1-10808-bits-shiftopt0.001038472759785
5evmonesha1-21896-bits-shiftopt0.0020315671484254
6evmonesha1-42488-bits-shiftopt0.0040009712898473
7evmonebn256g2mul-0xAshish0.001509638455757
8evmoneblake2b-8415-bytes-shiftopt0.01841406212043105
9evmoneblake2b-5610-bytes-shiftopt0.012189967434820
10evmoneblake2b-2805-bytes-shiftopt0.0060199183423526
11evmonemul256-gcolvin-drag-race0.0096800825610277
12evmonebn128_mul_weierstrudel-cdetrio20.00039723147165
13evmonebn128_mul_weierstrudel-chfast10.00021012423449
14evmonebn128_mul_weierstrudel-chfast20.00033974139337
15evmonebn128_mul_weierstrudel-chfast30.00039941647291
16evmonebn128_mul_weierstrudel-cdetrio60.0003959547561
17evmonebn128_mul_weierstrudel-cdetrio70.00039845447165
18evmonebn128_mul_weierstrudel-cdetrio110.00040412947561
19evmonebn128_mul_weierstrudel-cdetrio120.00039608947165
20evmoneblake2b-8415-bytes0.02252779912351815
21evmoneblake2b-5610-bytes0.0152754917640669
22evmoneblake2b-2805-bytes0.0074592613526514
23evmoneblake2b_huff-8415-bytes0.001514828879920
24evmoneblake2b_huff-5610-bytes0.001142694586839
25evmoneblake2b_huff-2805-bytes0.000524197293755
26enginetest_nametotal_timegas_used
27parity-evmsha1-10808-bits0.069457059790156
28parity-evmsha1-21896-bits0.1285679391543605
29parity-evmsha1-42488-bits0.2508378963014404
30parity-evmsha1-10808-bits-shiftopt0.026990627759785
31parity-evmsha1-21896-bits-shiftopt0.0474563381484254
32parity-evmsha1-42488-bits-shiftopt0.0929307342898473
33parity-evmbn256g2mul-0xAshish0.024067669455757
34parity-evmblake2b-8415-bytes-shiftopt0.30234563212043105
35parity-evmblake2b-5610-bytes-shiftopt0.2164113677434820
36parity-evmblake2b-2805-bytes-shiftopt0.1163675263423526
37parity-evmmul256-gcolvin-drag-race0.1431343115610277
38parity-evmbn128_mul_weierstrudel-cdetrio20.00468131347165
39parity-evmbn128_mul_weierstrudel-chfast10.00231209423449
40parity-evmbn128_mul_weierstrudel-chfast20.00391048739337
41parity-evmbn128_mul_weierstrudel-chfast30.00472052747291
42parity-evmbn128_mul_weierstrudel-cdetrio60.00486754147561
43parity-evmbn128_mul_weierstrudel-cdetrio70.00467979147165
44parity-evmbn128_mul_weierstrudel-cdetrio110.00464678847561
45parity-evmbn128_mul_weierstrudel-cdetrio120.00463061247165
46parity-evmblake2b-8415-bytes0.34001158612351815
47parity-evmblake2b-5610-bytes0.2057170387640669
48parity-evmblake2b-2805-bytes0.0966359013526514
49parity-evmblake2b_huff-8415-bytes0.026595507879920
50parity-evmblake2b_huff-5610-bytes0.01661306586839
51parity-evmblake2b_huff-2805-bytes0.009291144293755
52enginetest_nametotal_timegas_used
53geth-evmsha1-10808-bits0.015162857790156
54geth-evmsha1-21896-bits0.0290136491543605
55geth-evmsha1-42488-bits0.0564053933014404
56geth-evmsha1-10808-bits-shiftopt0.012383896759785
57geth-evmsha1-21896-bits-shiftopt0.0235120951484254
58geth-evmsha1-42488-bits-shiftopt0.0460084292898473
59geth-evmbn256g2mul-0xAshish0.00882746455757
60geth-evmblake2b-8415-bytes-shiftopt0.14334678912043105
61geth-evmblake2b-5610-bytes-shiftopt0.0974267347434820
62geth-evmblake2b-2805-bytes-shiftopt0.0489991893423526
63geth-evmmul256-gcolvin-drag-race0.144767895610277
64geth-evmbn128_mul_weierstrudel-cdetrio20.00180868147165
65geth-evmbn128_mul_weierstrudel-chfast10.00083814223449
66geth-evmbn128_mul_weierstrudel-chfast20.00149094939337
67geth-evmbn128_mul_weierstrudel-chfast30.00179183947291
68geth-evmbn128_mul_weierstrudel-cdetrio60.00190757847561
69geth-evmbn128_mul_weierstrudel-cdetrio70.00179656447165
70geth-evmbn128_mul_weierstrudel-cdetrio110.00180700747561
71geth-evmbn128_mul_weierstrudel-cdetrio120.00177367847165
72geth-evmblake2b-8415-bytes0.15017067912351815
73geth-evmblake2b-5610-bytes0.1071446987640669
74geth-evmblake2b-2805-bytes0.0517481473526514
75geth-evmblake2b_huff-8415-bytes0.018262182879920
76geth-evmblake2b_huff-5610-bytes0.012279144586839
77geth-evmblake2b_huff-2805-bytes0.00614165293755
78enginetest_nametotal_timegas_used
79cita-evmsha1-10808-bits0.050446102903488
80cita-evmsha1-21896-bits0.0977875821750413
81cita-evmsha1-42488-bits0.1908691163396188
82cita-evmsha1-10808-bits-shiftopt0.011862067873117
83cita-evmsha1-21896-bits-shiftopt0.0223920311691062
84cita-evmsha1-42488-bits-shiftopt0.0457258513280257
85cita-evmbn256g2mul-0xAshish0.041878381486053
86cita-evmblake2b-8415-bytes-shiftopt0.21583364612635513
87cita-evmblake2b-5610-bytes-shiftopt0.1470891377837276
88cita-evmblake2b-2805-bytes-shiftopt0.0705002573635902
89cita-evmmul256-gcolvin-drag-race0.0424552155635901
90cita-evmbn128_mul_weierstrudel-cdetrio20.01659867374437
91cita-evmbn128_mul_weierstrudel-chfast10.00734897849441
92cita-evmbn128_mul_weierstrudel-chfast20.01385402466865
93cita-evmbn128_mul_weierstrudel-chfast30.0171168874819
94cita-evmbn128_mul_weierstrudel-cdetrio60.01769248775089
95cita-evmbn128_mul_weierstrudel-cdetrio70.01704706374501
96cita-evmbn128_mul_weierstrudel-cdetrio110.02204500275089
97cita-evmbn128_mul_weierstrudel-cdetrio120.01659780474501
98cita-evmblake2b-8415-bytes0.27161244212944223
99cita-evmblake2b-5610-bytes0.1787629178043125
100cita-evmblake2b-2805-bytes0.091121523738890
101cita-evmblake2b_huff-8415-bytes0.014335031471220
102cita-evmblake2b_huff-5610-bytes0.009230364988103
103cita-evmblake2b_huff-2805-bytes0.004808496504983
104enginetest_nametotal_timegas_used
105evmone384evm384-synth-loop-v10.02353437512569235
106evmone384evm384-synth-loop-v20.0153394575851179
\n", + "
" + ], + "text/plain": [ + " engine test_name total_time gas_used\n", + "0 engine test_name total_time gas_used\n", + "1 evmone sha1-10808-bits 0.002056286 790156\n", + "2 evmone sha1-21896-bits 0.00393736 1543605\n", + "3 evmone sha1-42488-bits 0.007656268 3014404\n", + "4 evmone sha1-10808-bits-shiftopt 0.001038472 759785\n", + "5 evmone sha1-21896-bits-shiftopt 0.002031567 1484254\n", + "6 evmone sha1-42488-bits-shiftopt 0.004000971 2898473\n", + "7 evmone bn256g2mul-0xAshish 0.001509638 455757\n", + "8 evmone blake2b-8415-bytes-shiftopt 0.018414062 12043105\n", + "9 evmone blake2b-5610-bytes-shiftopt 0.01218996 7434820\n", + "10 evmone blake2b-2805-bytes-shiftopt 0.006019918 3423526\n", + "11 evmone mul256-gcolvin-drag-race 0.009680082 5610277\n", + "12 evmone bn128_mul_weierstrudel-cdetrio2 0.000397231 47165\n", + "13 evmone bn128_mul_weierstrudel-chfast1 0.000210124 23449\n", + "14 evmone bn128_mul_weierstrudel-chfast2 0.000339741 39337\n", + "15 evmone bn128_mul_weierstrudel-chfast3 0.000399416 47291\n", + "16 evmone bn128_mul_weierstrudel-cdetrio6 0.00039595 47561\n", + "17 evmone bn128_mul_weierstrudel-cdetrio7 0.000398454 47165\n", + "18 evmone bn128_mul_weierstrudel-cdetrio11 0.000404129 47561\n", + "19 evmone bn128_mul_weierstrudel-cdetrio12 0.000396089 47165\n", + "20 evmone blake2b-8415-bytes 0.022527799 12351815\n", + "21 evmone blake2b-5610-bytes 0.015275491 7640669\n", + "22 evmone blake2b-2805-bytes 0.007459261 3526514\n", + "23 evmone blake2b_huff-8415-bytes 0.001514828 879920\n", + "24 evmone blake2b_huff-5610-bytes 0.001142694 586839\n", + "25 evmone blake2b_huff-2805-bytes 0.000524197 293755\n", + "26 engine test_name total_time gas_used\n", + "27 parity-evm sha1-10808-bits 0.069457059 790156\n", + "28 parity-evm sha1-21896-bits 0.128567939 1543605\n", + "29 parity-evm sha1-42488-bits 0.250837896 3014404\n", + "30 parity-evm sha1-10808-bits-shiftopt 0.026990627 759785\n", + "31 parity-evm sha1-21896-bits-shiftopt 0.047456338 1484254\n", + "32 parity-evm sha1-42488-bits-shiftopt 0.092930734 2898473\n", + "33 parity-evm bn256g2mul-0xAshish 0.024067669 455757\n", + "34 parity-evm blake2b-8415-bytes-shiftopt 0.302345632 12043105\n", + "35 parity-evm blake2b-5610-bytes-shiftopt 0.216411367 7434820\n", + "36 parity-evm blake2b-2805-bytes-shiftopt 0.116367526 3423526\n", + "37 parity-evm mul256-gcolvin-drag-race 0.143134311 5610277\n", + "38 parity-evm bn128_mul_weierstrudel-cdetrio2 0.004681313 47165\n", + "39 parity-evm bn128_mul_weierstrudel-chfast1 0.002312094 23449\n", + "40 parity-evm bn128_mul_weierstrudel-chfast2 0.003910487 39337\n", + "41 parity-evm bn128_mul_weierstrudel-chfast3 0.004720527 47291\n", + "42 parity-evm bn128_mul_weierstrudel-cdetrio6 0.004867541 47561\n", + "43 parity-evm bn128_mul_weierstrudel-cdetrio7 0.004679791 47165\n", + "44 parity-evm bn128_mul_weierstrudel-cdetrio11 0.004646788 47561\n", + "45 parity-evm bn128_mul_weierstrudel-cdetrio12 0.004630612 47165\n", + "46 parity-evm blake2b-8415-bytes 0.340011586 12351815\n", + "47 parity-evm blake2b-5610-bytes 0.205717038 7640669\n", + "48 parity-evm blake2b-2805-bytes 0.096635901 3526514\n", + "49 parity-evm blake2b_huff-8415-bytes 0.026595507 879920\n", + "50 parity-evm blake2b_huff-5610-bytes 0.01661306 586839\n", + "51 parity-evm blake2b_huff-2805-bytes 0.009291144 293755\n", + "52 engine test_name total_time gas_used\n", + "53 geth-evm sha1-10808-bits 0.015162857 790156\n", + "54 geth-evm sha1-21896-bits 0.029013649 1543605\n", + "55 geth-evm sha1-42488-bits 0.056405393 3014404\n", + "56 geth-evm sha1-10808-bits-shiftopt 0.012383896 759785\n", + "57 geth-evm sha1-21896-bits-shiftopt 0.023512095 1484254\n", + "58 geth-evm sha1-42488-bits-shiftopt 0.046008429 2898473\n", + "59 geth-evm bn256g2mul-0xAshish 0.00882746 455757\n", + "60 geth-evm blake2b-8415-bytes-shiftopt 0.143346789 12043105\n", + "61 geth-evm blake2b-5610-bytes-shiftopt 0.097426734 7434820\n", + "62 geth-evm blake2b-2805-bytes-shiftopt 0.048999189 3423526\n", + "63 geth-evm mul256-gcolvin-drag-race 0.14476789 5610277\n", + "64 geth-evm bn128_mul_weierstrudel-cdetrio2 0.001808681 47165\n", + "65 geth-evm bn128_mul_weierstrudel-chfast1 0.000838142 23449\n", + "66 geth-evm bn128_mul_weierstrudel-chfast2 0.001490949 39337\n", + "67 geth-evm bn128_mul_weierstrudel-chfast3 0.001791839 47291\n", + "68 geth-evm bn128_mul_weierstrudel-cdetrio6 0.001907578 47561\n", + "69 geth-evm bn128_mul_weierstrudel-cdetrio7 0.001796564 47165\n", + "70 geth-evm bn128_mul_weierstrudel-cdetrio11 0.001807007 47561\n", + "71 geth-evm bn128_mul_weierstrudel-cdetrio12 0.001773678 47165\n", + "72 geth-evm blake2b-8415-bytes 0.150170679 12351815\n", + "73 geth-evm blake2b-5610-bytes 0.107144698 7640669\n", + "74 geth-evm blake2b-2805-bytes 0.051748147 3526514\n", + "75 geth-evm blake2b_huff-8415-bytes 0.018262182 879920\n", + "76 geth-evm blake2b_huff-5610-bytes 0.012279144 586839\n", + "77 geth-evm blake2b_huff-2805-bytes 0.00614165 293755\n", + "78 engine test_name total_time gas_used\n", + "79 cita-evm sha1-10808-bits 0.050446102 903488\n", + "80 cita-evm sha1-21896-bits 0.097787582 1750413\n", + "81 cita-evm sha1-42488-bits 0.190869116 3396188\n", + "82 cita-evm sha1-10808-bits-shiftopt 0.011862067 873117\n", + "83 cita-evm sha1-21896-bits-shiftopt 0.022392031 1691062\n", + "84 cita-evm sha1-42488-bits-shiftopt 0.045725851 3280257\n", + "85 cita-evm bn256g2mul-0xAshish 0.041878381 486053\n", + "86 cita-evm blake2b-8415-bytes-shiftopt 0.215833646 12635513\n", + "87 cita-evm blake2b-5610-bytes-shiftopt 0.147089137 7837276\n", + "88 cita-evm blake2b-2805-bytes-shiftopt 0.070500257 3635902\n", + "89 cita-evm mul256-gcolvin-drag-race 0.042455215 5635901\n", + "90 cita-evm bn128_mul_weierstrudel-cdetrio2 0.016598673 74437\n", + "91 cita-evm bn128_mul_weierstrudel-chfast1 0.007348978 49441\n", + "92 cita-evm bn128_mul_weierstrudel-chfast2 0.013854024 66865\n", + "93 cita-evm bn128_mul_weierstrudel-chfast3 0.01711688 74819\n", + "94 cita-evm bn128_mul_weierstrudel-cdetrio6 0.017692487 75089\n", + "95 cita-evm bn128_mul_weierstrudel-cdetrio7 0.017047063 74501\n", + "96 cita-evm bn128_mul_weierstrudel-cdetrio11 0.022045002 75089\n", + "97 cita-evm bn128_mul_weierstrudel-cdetrio12 0.016597804 74501\n", + "98 cita-evm blake2b-8415-bytes 0.271612442 12944223\n", + "99 cita-evm blake2b-5610-bytes 0.178762917 8043125\n", + "100 cita-evm blake2b-2805-bytes 0.09112152 3738890\n", + "101 cita-evm blake2b_huff-8415-bytes 0.01433503 1471220\n", + "102 cita-evm blake2b_huff-5610-bytes 0.009230364 988103\n", + "103 cita-evm blake2b_huff-2805-bytes 0.004808496 504983\n", + "104 engine test_name total_time gas_used\n", + "105 evmone384 evm384-synth-loop-v1 0.023534375 12569235\n", + "106 evmone384 evm384-synth-loop-v2 0.015339457 5851179" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_evm_raw" ] @@ -378,7 +1294,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -415,7 +1331,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -453,7 +1369,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -519,7 +1435,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -537,8 +1453,10 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 20, + "metadata": { + "scrolled": false + }, "outputs": [], "source": [ "#fig_plt = plotThreeTestsGrouped(df_scout_data, [\"sha256_64\", \"sha256_256\", \"sha256_1024\"], \"sha256 C implementations compared\")\n", @@ -555,7 +1473,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -617,7 +1535,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -645,7 +1563,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -668,7 +1586,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -704,7 +1622,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -740,7 +1658,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -769,7 +1687,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -805,7 +1723,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -850,7 +1768,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -871,9 +1789,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTest(df_scout_means_biturbo_token,\n", " suptitle=\"\\nbiturbo token - all scout engines\",\n", @@ -900,9 +1838,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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JTU3FggULxLbp5eUFRUVFzJs3D7m5udixYwd69+6NyMhIuLq6ylQPAOC7775j89C7d2+p+whA9jHijRs3JllZWWx4VlYWady4MdHW1iZfvnxhwyWNB69ujLi0cd2SxsoyeWnWrBnJz8+XmBYAsn79ek74zz//TACQ1atXs2ELFy4kAMjWrVs5cbds2UIAkMWLF0vMb2XVjSfr0qULUVRUJAkJCWxYeXk5GTZsGAFAoqOjJaaTnJxMbGxsiKGhIXnw4AEbp6CggBgYGJDu3buLjXtk9q/yOH4nJycCgKxdu5YTd926dQQAuXjxYo37V1vJyckEAAkODhZblpeXJxYWHR0tlseZM2cSAOTz58/Vbqu2Y/k2btxIAJDbt29XGy8gIIAAIDt27BBbVnlcZW3Or7TyL+l41WWM+PTp04lQKCQPHz7khKekpBANDQ3OODamDrVv354UFRWx4e/fvyd8Pp+MHDmSDXvy5AkBQNzd3Tn7/ujRI6KgoCA2nk7SGDsmrF+/fpyx43fu3CEAyPz589mw+/fvEwBkwYIFYvs4aNAgoqGhQXJycgghspeT+mJtbU26dOnC/n/p0qVEV1eX9O7dm/Tp04cNnzVrFuHxeCQ1NZUNk1T2P336RBo1asRZ9/Tp0wQAOXr0aLV5Yc6hra0t5xwy6yspKZG7d++y4UVFRcTQ0JA4ODjUuJ+3b98mAEiPHj1IQUEBZ1l5eTl7Dnfu3EkAkKCgIE6cc+fOEQBk7NixbBhTpo2NjTnXkISEBAKA8Hg8cuLECU46dnZ2xNDQkBPGtGmBgYGc8JMnTxIAZNKkSWyYtLYIVcZ1fvz4kQgEAjJq1CixYzF9+nSioKBAXr16xYYx15hdu3aJxdfW1uacz9pgrjvnz5/nhO/evZsAYI8Pc8yqtuuykvTNV23aBEKkj42tz2NZ235HdWm1bduW2NjYsG0Hgyk3ldva6q4rAwcOJHp6euTdu3ec8Lt37xJFRUVOWWPaPScnJ7Hr9de2XY0bNya2trZi4enp6YTP55Nhw4ZxwnNycoiqqioZMGAAJ/zp06ekY8eOBAD7p6ysTLZt2yZTPpi6XrUPxVzXf/rpJ0JIxTkDQAICAmqzmyxfX1+irKzM9vni4uLYNkZDQ4M9vmfOnCEAyPHjx9l1JbW9ZWVlxMnJiWhqapLi4mI2nDlnnTt35tSDd+/eETU1NdK8eXNOOtLqQWVKSkqkf//+Ne6jzENTAgICOHd7Wlpa8Pf3R2Zm5jefCikgIIB9sl2VpqYme/fMmDx5MjQ1NREREcGGRUREQE9PT+xuZtKkSdDT0+PEra2///4bv//+OwYOHMh5Pcbj8bBo0SJ2+1U9fPgQXbp0ASEEv//+O/uUDQCioqLw+fNnjB8/HllZWUhLS2P/mFdUly9f5qSnoKCA6dOnc8KYJ25JSUl13r+6UFNTA1Bxt5ydnY20tDS0a9cOWlpauH37NhuPKWMnTpyQ+Iqtrph0T58+LXWcXnl5OY4cOYIWLVpIvMtlxlXW9fw2BEIIfv31Vzg6OsLExIRTLtTU1ODg4CBWLoCKOsHn89n/m5iYoFmzZpxywQwbCAwM5IwpbdOmDdzd3WuVz8DAQM6ru06dOkFdXZ2zvV9//RU8Hg/e3t6c/UhLS8PAgQORm5uLP/74A0DDlRNpXFxccPfuXfYpG/N03NXVFdevX2eHUcTGxqJNmzbQ1dVl12XKPgDk5eUhPT0dioqKsLe3l1j2IyMjkZOTU2OeAgICOOeQebJub2+Pjh07suF8Ph+dO3eWqc4zb3JWr14t9mq68uvXiIgIKCgoiD1R6tevH9q3b4/Tp0+jvLycs8zHx4dzDWnbti00NTVhbGws9oq7W7du+PTpk9gTUqDiTUBlnp6esLGxqdNMHsePH0dRUREmTpwoVuYGDBiA8vJyREdHc9bR0dHB+PHjxdLS0tLC06dP8eTJk1rngxl+Eh4ezgkPDw+Hjo4O+4STOX6xsbESh1t+DVnahOrU57Fk1KbfISmtx48f49GjRxg9ejSKioo4eWKGbklqH6vKzs7GuXPnMHDgQAiFQk46FhYWsLa2lpjOjBkzxL5T+Nq2KzU1VeJ3WDo6OhgwYADOnj2LrKwsNvz48eP48uWL2NsSFRUVNG3aFAEBAfjtt99w4MABdO/eHVOnThUrh5K4u7vDwMBAYplVUlLCmDFj2O0IBALcvn27TlMDuri4oKSkBNevXwdQ0fbq6+sjMDAQubm5uHv3LoCKOsHj8di3lgC37S0sLER6ejoyMjLg5uaGnJwcPH/+XGx7M2fO5NQDU1NTjBkzBs+fP8ezZ89qlXcdHR2Z6qnMHXFJQ0latmwJAGLj8xpada9umjRpwjmIACAQCNCkSRNOPpOTk2FjYyNWSZSUlNCsWbOv2qfk5GQAQKtWrcSWtWjRAgoKChLTd3R0BI/Hw82bN8Ve/TMFYMKECdDT0+P8NW/eHEDFx5KVGRsbi11MmSEgNY2DLygowKdPnzh/BQUF1a5TnZiYGDg7O0NNTQ0ikYjNe3Z2NuejkKlTp8LW1haTJ0+Gjo4O+vbti02bNrHjI+tq5MiRcHV1xapVq6CjowMXFxesXbuWM541LS0NmZmZ7Os0aep6fhtCamoq0tPTcfnyZbFyoaenx97AVdWkSROxsEaNGnHKBbOflYd+MSSFVUeW7T179gyEEDRv3lxsPyZOnAjg/8r415ST7OxssbJd03cblS8GBQUFuHXrFlxcXODi4oK8vDzcuXMHGRkZSEhI4AxLAYBXr15h5MiR0NbWhoaGBnR1daGnp4cLFy5wyr6TkxO8vLywf/9+6OrqomvXrggODsaff/4p0zHV1tYGAInDhrS1tWX69iUpKQk8Hg/t2rWrNl5ycjKMjY3ZbVbWqlUr5ObmIi0trdr8MvmSll9AvJ0SiUQSh5+0aNECnz9/5oz5lQXTrjKvnCv/9erVC4B4u2plZSVxWN+GDRuQmZmJNm3awMrKCr6+vhJvSCRhOtunT59mb8JSUlJw/fp1jBw5kr2mmZubY9GiRbh8+TKMjIzQoUMHzJ07l+2MfA1Z6mh16vNYMmrT75CUFpOn4OBgsTzp6+sjPz9fYvtYVWJiIsrLy7Fnzx6J7WxiYqLEdCT1Vb72Gsfj8VDxQFact7c3CgsLOd/NhYeHQ1tbGwMGDGDDPn36hE6dOqFx48bYtm0bhg4dCi8vL0RFRaFz586YOnVqjR9rMp3t27dvs2Pb8/PzcfLkSbi5ubFDKvl8PjZs2IAnT57A0tISrVq1wrRp0zjjrqtTeWgg82+PHj1gZ2cHbW1tTni7du04Nyl5eXmYM2cOGjduDBUVFbbtZR6YSdrH+uzrEkJkmryg4T8pr4G0TFZ3pyjtafi/3ejRo7Fjxw5s2rQJy5Yt4yxjKt6PP/4otaNY9cOL6ho4aRWZcfToUbGnC/v27avTj2HcvXsXbm5usLa2xpo1a2BpaQkVFRXweDyMHDmSc6Fq1KgR7t69i+vXryMqKgrXrl3DzJkzERwcjAsXLrDjrmpLIBAgKioKd+7cwaVLl3Dt2jUsWbIEISEhOHToEDw9PeuUrizqUsZlxZxHV1dXzJs3T+b1pJWNmspFXcmyPabRioyMlBqfufn5mnISGBgo9mFbcnJytT9E1qNHD/aDNmVlZRQVFcHFxQVNmzaFjo4Orly5gs+fP6O8vJzTEc/Ly4OjoyPy8/MxY8YMtGnTBhoaGlBQUMDq1avFxg8fOHAAQUFBiIyMxPXr1/HTTz9h5cqV2LBhA6ZOncqJK+0Yfe23H5I+PKoPdclvQ5XHqumHh4fDyMhIYpyqHVRp159BgwYhJSUFFy5cQFxcHKKjo7Fnzx50794d0dHRYg+IqvLy8sLJkydx7Ngx+Pr64uDBgyCEiD3JXLFiBSZMmIDz58/j+vXr2L17N3788UfMnTsXa9eulXXXxXxtm1Cfx7IuJKXF5Gn27NlSx+lKupmUls7YsWOljsOXNKZaUp6+9hqnp6eHjIwMicuYbwnCw8Ph5+eHt2/fIi4uDv7+/pzyt3PnTqSnp2PYsGGc9RUUFDB06FDcunULDx48QM+ePavNi5eXF37++WeEh4djxYoVOHnyJPLy8sSOkb+/PwYNGoTz588jLi4Ox48fx5YtWzBixAiJH99WZmBggJYtWyImJgZfvnzB7du3sXnzZigoKMDJyQlXrlyBv78/Hj16xI4XZ4wePRrnzp2Dn58fHB0d0ahRIygqKuLChQtYv369TDfJXyMzMxN6eno1xpO5I/7s2TMMGjSIE8Y8qZF0J11ZdY26jo6OxEJV1yeKr1+/RnFxMafQFRUV4fXr1+yTY6Aiz4mJiSgtLeU8FS8tLcWLFy9q3CdA+n4xT3iePn0qtuz58+coLy+XmH5YWBiUlZWxfPlyFBcXY82aNeyypk2bAqh41cJ8vNmQ3N3dERUVxQmT9ARYFocOHUJZWRkiIyM5T7/y8/Ml3pEqKirC2dmZnS3k0aNH6NChA1asWMHOHlHXjkLnzp3RuXNnABWzD9ja2mLx4sXsTDTa2tpISEioNo3anl8dHR3cv39fLK6kMl7b/dLT04NIJEJOTk69lwumY5qYmChWXhMTE+t1W0BFGb948SIaN24s08fcspQTSebOnSv20WJNH/np6+ujVatWuHLlCpSUlGBqaso+7erRoweuXLmC1NRUKCoqwsnJiV3vypUr+PjxI/bu3St2Y1v1Q0RG69at0bp1awQFBSErKwv29vaYP38+pkyZ0uBTQzZr1gyRkZFISEhg64kkTZo0wcWLF5GVlQWRSMRZ9ueff0JTU5MzPKe+ZGVl4dOnT2Ln69mzZ9DX1+e8ipYF067q6urWS/3R0dHB2LFjMXbsWBBCMH/+fKxbtw6nT58W6/RU1bdvX+jq6iI8PJztiDdv3lzieWjSpAmmTZuGadOmobCwEO7u7li3bh1mz54NfX39r96PuqjvYwl8Xb+jcp4UFRVlypO0+mVtbQ0ej4fi4uJ62be6tl1ARftw7do1lJeXi01DyXyQuXHjRrx+/RqHDx+WeDP34cMHAJD4JpB5QCTLg6J27dqhXbt2+OWXX7B8+XKEh4ezH3JWZWRkBF9fX/j6+qKsrAzjxo3D4cOHMXv2bHTq1Kna7bi4uGDbtm04e/YsiouL2RuEnj17Ys6cOYiMjAQhhPMQJCsrC+fOncO4cePEZu2pOkSqsmfPnom9EaxNmWOkpKSgtLQUrVu3rjGuzENTwsLCkJ2dzf4/Ozsb27dvh0gk4lx4JFFXV0dmZqbEO+tmzZrh+fPnbMEAKjrOW7dulTVrHDk5Odi2bRsnbNu2bcjJyYGHhwcb5uHhgdTUVLFpbHbt2oXU1FSZnpCqq6sDgNiNBDOd1NmzZznjBQkhWL16NQBITJ/H42Hz5s2YOXMm1q5di9mzZ7PL3N3doa+vjzVr1ki8cSkoKKjXeVONjIzg6urK+ZP2lKMmzJOWqud/1apVYnekVV9nA0Dz5s2hoqLC2W9px14aSemamppyni4oKChg1KhR+PPPP7Fnzx6x+Ez+a3t+mzVrhtzcXNy5c4cNKy8vF5t6qS77paCggDFjxuDOnTsSp/gDUOexpMyrzI0bN3LO0+PHj3Hp0qU6pVmdcePGAaiYvUHSBaLyq19Zy4kkLVu2FCvb1U3VxXBxcUFCQgIiIiI4Db6Liwtu3bqFyMhIdOjQAZqamuwyaWX/8uXLnPHhQMU5r1ofRCIRLC0t8eXLl3qZg7gmzKwKCxculPjresx+eHh4oLy8nPOwAKgY3x4fH4+BAwc22FzVVbcZERGBxMRETvsuq+HDh0MgECA4OFji0Lvs7GyZ5gEuKyvjjMsFKtpz5jsfWeqzsrIyRo8ejRs3buDQoUNISkoS60BlZ2eLTesoFArZG9dvMfezurq6xP2pr2NZ2df0OwDA1tYWrVu3xvbt2yU++CgtLZXputKoUSP07dsXJ0+eFJvuFqioF7IOLfmatguomGYxNzdX6pA1psyEh4fj4MGDsLGxgb29PScOM9Si6pS/JSUlOHToEJSUlDjfqFXH29sbb968waFDhxATE4MRI0Zw2tMvX76I/daLoqIi+32VLPvs4uKC8vJyLIbIm5YAACAASURBVF26FI0bN4aVlRUbXlRUhNWrV0NJSQmOjo6cbQDibe9ff/1V7fSF69ev57R979+/x6FDh2BjY8N5QCStHjCYciJLOZX5ibiuri7s7e3Zpzr79u3D27dvsXv37hpfLzk4OODcuXOYOnUqunTpAkVFRbi4uEBfXx9Tp07FkSNH4OrqCn9/fxQXF+PgwYN1fmVlZWWFpUuX4smTJ+jQoQPu37+PvXv3onnz5pwPF+fOnYvffvsNU6ZMwYMHD2Bra4v4+Hjs2bMHNjY2mDt3bo3bcnBwwJYtWzB58mT069cPysrKsLe3h6WlJTZu3AgnJyd0796dnd7u3LlzuHTpEkaPHl3tK5+ff/4ZfD4fa9euRUlJCTZt2gQ1NTWEh4fDw8MDNjY2mDBhAqytrZGVlYXnz5/j5MmTiIiIkGnO6W/N09MT69evR9++feHn5wc+n4+oqCg8evRI7KnZ999/j/fv38PNzQ3m5uYoKCjA0aNHkZuby/kBg+qOvSQrVqzA5cuX2WmMCCE4e/Ysnj9/zjnXK1asQExMDHx9fXH58mV069YNhBDEx8ejtLSUndaqNufXz88PP/30Ezw9PREYGAg+n4/jx49LfOLQsmVLaGhoYNu2bexcxPr6+mLjjitbuXIlbt68ieHDh2P48OFwcHAAn8/HmzdvcOHCBXTo0KHGOdYladWqFfz8/LBz5064urrC09MTqamp2Lp1K2xtbXH//v16fULbqVMnhISEICQkBO3bt8ewYcNgbGyMv/76C/fv38eFCxfYBlLWclKfXFxcsGnTJiQmJnI+UnRxcUFxcTFevXol9tSzW7duMDQ0xOzZs5GSkgJTU1M8fPgQBw8eRJs2bfD48WM2bnh4ONavXw9PT09YW1tDWVkZcXFxuHTpEoYPH17tdGL1pXPnzpg3bx7Wrl0LOzs7jBgxAoaGhkhOTsbx48dx584diEQi+Pj44MCBA1i7di1SUlLg6OiIly9fYtu2bTAwMMCqVasaJH+6uro4efIkPn78CGdnZ3b6QgMDgzr9NLmpqSnCwsLg6+uLFi1aYNy4cTA3N0dqaioeP36MU6dO4c8//6x22BJQMS+zkZERBg4cCFtbW+jr6yM5ORlhYWFi43Or4+3tjU2bNiEgIAAKCgpib25iY2Ph5+eHIUOGwMbGBurq6rh//z52794Ne3v7Wn+7URcODg6Ijo7G2rVr0bhxY3aIYX0dy8q+pt8BVNwMHTx4EC4uLmjbti07veuXL1/w8uVLnDx5EqtXr2aHXFZ3XQkLC0O3bt3g6OgILy8v2Nraory8HK9fv8bp06fh5eUlUxn82rZryJAhmDdvHi5cuCDxaautrS3atGmD9evXIycnR2JdHD9+PDZu3IiwsDC8f/8e7u7u+PLlC3755Rc8evQIQUFBMr9ZGTNmDObOnYvJkyejvLxc7ObxxYsXcHJygqenJ1q3bg1tbW08e/YMYWFhsLS0ZD8yr46zszMUFBTw7NkzzvDYli1bwtDQEH/++SccHBw4U05raGjAzc0Nv/zyC1RUVNCpUye8efMGO3bsgKWlpdRvH0pLS9G9e3eMGjUKubm52L59OwoKCrBp0yZOPGn1gHHhwgXo6upyPh6VqqZpVZhphKKiosiSJUuImZkZ4fP5pHXr1uTXX38Viy9pqrb8/HwyYcIEoq+vz057Vnn6pP3795NmzZoRZWVlYmFhQdauXUuuXLkidfrCyutWxkyFeP/+fdKjRw+iqqpKRCIRGTt2LPn06ZNY/L///psEBAQQExMToqSkRExMTMjkyZM5U49Vp6ysjMyePZuYmJiw+1U5vw8fPiSDBg0i2trahM/nk+bNm5O1a9eS0tJSTjrSpkxavHgxAUD8/f3ZacMeP35MxowZQ4yNjYmysjLR19cn3333HVm2bBlJT09n163NlHn1pbq0IyIiiJ2dHVFVVSWNGjUiI0aMIG/evBGbvvLEiRNkwIABxMTEhPD5fKKrq0scHR05UxIRUvOxryo2NpYMHz6cmJubE6FQSLS1tUnnzp3Jrl27xH6SPTMzkwQFBRErKyuirKxMdHR0SLdu3cSmlZP1/BJCyPnz50m7du0In88nRkZGZO7cueT58+cSj9f58+eJra0tEQgE7BRYNcnPzyfLli0jrVu3JkKhkKirq5PmzZsTX19fcuvWLTZedXVIUpkpLS0lISEhbL1v06YNOXr0KJk9e7bYFFzVTV8o6WeDpU1deu7cOeLm5sYeV1NTU9K7d28SFhbGxpG1nNSnzMxMoqioSACQt2/fcpYZGxsTAOTy5cti6yUkJBB3d3ciEomIuro6cXJyIteuXROr9/Hx8cTLy4tYWVkRVVVVoqGhQdq2bUtCQ0NJYWEhG6+6cwgpU2rVdrrPQ4cOkS5duhB1dXWiqqpKbGxsSGBgIGdar7y8PDJ//nxiaWlJlJWViZ6eHhk7dixJSUnhpFXdlJzSyoCkcsOUz1evXpGBAwcSDQ0Noq6uTgYOHEiSkpI468s6fSHjxo0bxMPDg+jp6RFlZWViZGREnJ2dSWhoKGcaR2n5LSoqIvPnzyedOnUiOjo6hM/nE3NzczJ+/Hjy4sULsfjVad26NQFAXF1dxZa9fv2aTJo0iTRv3pxoaGgQVVVV0rx5c/LDDz9wpvmTprrpC2VtE168eEF69epFNDQ02GnvKvvaY1k5T7L2O6pLi5CKqVwnTZpEzM3N2Tbdzs6OzJ8/n1OXa7qupKamkjlz5pCmTZsSgUBAtLS0SOvWrcn06dPJ06dP2XjVtXv10Xb16dOHtG7dWury0NBQAoAoKCiItVWMz58/kylTphALCwuirKxMVFVVSadOncjOnTvFrok16d+/PwFAmjZtKrYsLS2NzJgxg7Rr145oaWkRoVBIrKysSGBgIPn48aPM27CzsyMASHh4OCd89OjRBABZuHCh2Dqpqalk4sSJxMjIiAgEAtK6dWuyc+dOiWWeOWdPnjwhU6dOJQYGBkQgEJBOnTpJbNerqwd5eXlETU1N5p+45xHSwF/DUBT1nzNgwADExMQgJyenXn8YiqKkcXZ2RkpKSp2mQKP+Xfbv34/x48cjNjb2H/mWV97++OMPdOnSBVFRUd/kmzGqdjZu3IhFixYhKSlJpiG9DTOIj6Ko/wRJYz0fPXqEyMhIuLi40E44RVHUN/bdd99hxIgRWLJkibyzQlVRUFCANWvWICgoSObv6uQ+fSFFUf9cBw4cQHh4OPr16wc9PT08f/4cO3fuBJ/PF5tik6Ioivo2apr2j5IPFRUV/PXXX7Vah3bEKYqSys7ODhEREdi0aRMyMjKgoaEBFxcXBAcHy/xVPUVRFEVRktEx4hRFURRFURQlB3SMOEVRFEVRFEXJAe2IUxRFURRFUZQc0I44RVEURVEURckB7YhTFEVRFEVRlBzQjjhFURRFURRFyQHtiFMURVEURVGUHNCOOEVRFEVRFEXJAe2IUxRFURRFUZQc0I44RVEURVEURckB7YhTFEVRFEVRlBzQjjhFURRFURRFyQHtiFMURVEURVGUHNCOOEVRFEVRFEXJAe2IUxRFURRFUZQc0I44RVEURVEURckB7YhTFEVRFEVRlBzQjjhFURRFURRFyQHtiFMURVEURVGUHNCOOEVRFEVRFEXJAe2IUxRFURRFUZQc0I44RVEURVEURckB7YhTFEVRFEVRlBzQjjhFURRFURRFyQHtiFMURVEURVGUHNCOOEVRFEVRFEXJAe2IUxRFURRFUZQc0I44RVEURVEURcnBv6ojvn//fvB4PERHR1cb7+rVq+DxeLh69eq3ydj/FxISAh6Ph5cvX37T7X4tZ2dnmJqayjsbDYLH42Hs2LHyzkaDSElJAY/Hw/79++Wdlf85PB4PISEh8s6GRLK2k8C3aStrkx9p/sv1uKE11Dn28fEBj8dDaWlpvab7rVlYWKBbt27yzsa/CtPXkdU/ub2UpLS0FPPmzUPjxo2hoKAAZ2fnBt3ev6oj/jViYmIQEhKCrKwseWel3mRkZCAkJOSb33D80+zduxcbNmz46nSOHj0KLy8vNG/eHAoKCv/Zm5OGVl/noyHSffDgAUJCQpCSklI/maKob+T169cICQnBw4cP5Z2V/znl5eUIDw/HkCFDYGFhARUVFTRr1gz+/v749OmTWHymoyrp78aNGxK3cfHiRfTs2RMikQhqampo3bo1fv7554betXrTUO2+POzduxfr1q1Dnz59cODAASxatKhBt6fUoKnLiaOjIwoKCsDn89mwmJgYrFy5Ej4+PhCJRHLMXf3JyMjA0qVLAaDB79j+yfbu3Yv3799jxowZX5VOWFgY7t27hw4dOiA7O7uectdwzM3NUVBQAGVlZXlnhaO+zkdDpPvgwQMsXboUzs7OsLCwqL/MUVQDe/36NZYuXQoLCwu0b99e5vUkXQ+p2vny5Qu8vb1hZ2cHHx8fmJmZ4fnz5wgLC0NERATu3bsHMzMzsfVCQ0NhYGDACbOxsRGLt379esyaNQv9+/fHypUroaSkhFevXuHNmzcNtk/1rbr2uaCgAEpK/57uZkxMDDQ0NLB9+/ZaPfmvq3/PkakFBQUFCIXCb7a9/Px8qKmpfbPtUQ3j4MGDMDY2hqKiIpydnf/xQ4x4PN43LecURdWevK4PzHa/9fXwv4jP5+PatWvo3r07J7xPnz7o2bMnQkNDsXHjRrH1Bg0aBGtr62rTjo+PR1BQEFatWoUFCxbUa77/Keq7/BFCUFhYCBUVlXpNl/H3339DU1Pzm3TCgX/p0JSSkhLMnz8fxsbGUFFRgaOjIx48eMAurzomzsfHBytXrgQAWFpasq+ImOUWFhbw8fER246kcVDMeOrExET07dsXmpqa6NevHydObm4u/Pz8oKurCzU1NfTv3x+vX78WS//Dhw/w8fGBgYEBBAIBWrZsifXr14MQUuMxuHr1Kpo2bQoAWLp0KbtPlffja9JPSkqChYUFWrZsiffv3wOoGDe1bt06tGzZEkKhELq6uhg9ejTevn3LWZcZO/j582eMGzcOIpEIGhoaGDFiBDIyMmrcNiM/Px8LFy6ElZUV+Hw+jIyM4O/vz0nDwsICN2/exJs3bziv/6qKiYlBp06dIBQKYW5ujs2bN4vFMTMzg6Kiosz5k4QpH69fv0b//v2hoaEBAwMD/PDDDyCEID09HePGjYOOjg40NTUxfvx4FBQUcNI4c+YMPDw8YGZmBoFAAENDQ3h7e+Pjx4+ceJLGiDPjcS9duoSQkBCYmppCKBSia9euSEhI4Kxfm7hA/Z6Pqh4+fIgBAwbAwMAAQqEQJiYmGDx4MFu2akr3559/hpOTE/T19SEQCGBtbY0ffvgBxcXFbJyQkBB8//33AIAePXqwaVQ+fsnJyfDy8oKhoSEEAgGaNWuGtWvXory8vMZ9kLV+vH79GqNHj4aJiQkEAgEMDAzQp08fzjGXJU5Namonq/P8+XMMGTIEOjo6UFFRgZ2dHQ4ePCgx7rVr19CnTx9oa2tDVVUVLVu2xA8//FBt+mVlZfD29gafz8eRI0dk3idZ6jEAREREoGvXrlBXV4eamhp69OjBGRLw6tUraGhooFevXpz2MDMzE6ampmjVqhUKCwsBAG/evMG0adPQqlUrqKurQ11dHd27d0dkZKTYdqVdH3bs2AEej4ebN2+KrRMXFwcej4fdu3dL3e/9+/ejV69eAIDx48ezZZcZd8tcqx48eAB/f3/o6+tDXV0dgPQx4qmpqZgyZQrMzMzA5/Nhbm6OefPmsftdF3///Tfs7OxgbGyMJ0+esOG7d++GnZ0dVFVVoaWlhQEDBnCWV87T9OnTYWFhAYFAABMTEwwfPhyvXr3ixDt16hQcHR2hqakJdXV12NracsrC48ePMXHiRDRt2hSqqqoQiURwd3fH7du3ZdqP27dvo1GjRujevTuys7PB5/PFOuEA4OLiAh0dHTx9+lRqWjk5OSgrK5O6/Oeff4auri7mzp0LoKL/IMs1ujLm/CckJGDq1KnQ19eHpqYmhg8fjszMTJSVlWHp0qUwMzODUCiEi4uL2DH18fGR+JZQlm8Mamqfq44RZ9LctWsXfvzxR1hYWEAoFKJDhw5i35Iw17nFixdj//79aNWqFQQCAY4ePQoAyMrKwvTp02FqagqBQAArKyssWbIERUVFYvm8desW3NzcoKmpCTU1NXTt2pVTj5l8xcbG4sOHDxKvEQ3hX/lEfMGCBSCEYM6cOcjJycGWLVvQo0cP3Lt3j+2cVjZp0iRkZWXh9OnTWL9+PXR1dQEALVq0qNP2v3z5AldXV7i5uSE0NBQKCtz7mfHjx0NTUxNLlizBhw8fsHnzZjg6OuLRo0fQ0dEBAKSnp6NLly749OkTpkyZgiZNmuDcuXOYNWsWXr16hS1btlSbhxYtWiA0NBRz5syBp6cnBg8eDACwsrL66vQTEhLg7u4OU1NTXLx4Ebq6uiCEYNiwYTh//jx8fHwQGBiIDx8+YMuWLbh27Rri4+Ohp6fHSadfv35o0qQJVq9ejcTERGzZsgV8Pl/qBb2yoqIi9OzZE0+fPoWvry9atGiBFy9eYOvWrfjjjz9w+/ZtCIVCbNiwAfPmzUNGRgbWr18vdX9GjhyJ77//HuPHj8fRo0cxffp0tGzZEj179qwxL7VVUFCAXr16wc3NDevWrUNERARWrFgBdXV1HD16FC1atMDKlSsRFxeH/fv3w8DAAGvWrGHX37t3LwghmDx5MnR1dfH8+XPs2rULt27dQkJCgkxPFxYtWgQFBQXMnj0bhYWFCA0NhYeHB5KSksReEcoStz7PR1WpqalwdXWFSCTCrFmzoKuri48fP+Ly5ct49+4dGjduXGO6oaGh6Nu3Lzw8PCAUCnHjxg2sWrUKb968QXh4OABg8ODBeP/+Pfbs2YOFCxey9b9Lly4AgJcvX+K7776DmpoapkyZAn19fVy9ehXz58/H69evsWPHDqn7IGv9KCkpgZubG/Ly8hAQEAAzMzN8/vwZ165dw7Nnz9CuXTuZ4siitu0kgzkOhBBMnToVenp6OHLkCLy8vPD582fMmTOHjXv06FGMGTMGZmZmmD59OoyNjZGUlIRTp05h+fLlEtMvKirCiBEjcPnyZZw6dQp9+/aVaX9krccbNmzAzJkz0bdvX6xevRrFxcXYs2cPXFxcEBUVBScnJ1hZWWHDhg3w9fVl4wOAv78/UlNTce7cObae3b17F9HR0fD09ISFhQWysrLwyy+/oF+/foiKihJrQyRdH4YNG4aZM2ciPDwcXbt25cQ/cOAAVFVVMXz4cKn77ujoiPnz52PNmjXw8/NjO4Vt27blxGNuIpcsWVLtQ4/09HQ4ODggJycHfn5+MDc3x/379/HTTz8hISEBkZGRtX4a+PbtW/Tq1QslJSW4ceMGmjRpAgCYMWMGNm3ahJEjR8LX1xfZ2dnYunUrunTpgrt377JDNVJTU2Fvb493795hwoQJsLW1RUZGBi5fvownT56w17bQ0FAEBQWhbdu2mDdvHtsRPn36NKZNmwYAuHTpEh4/fozRo0fD1NQUnz9/xp49e+Ds7Iz79++jZcuWUveDOdfdunXDiRMnoKqqKjVubm4u8vLyxK59DDs7O+Tm5kJZWRnOzs5Ys2YN7OzsOHEuXboEBwcH7NixA8uXL8enT5+gpaUFb29vrF27tlZPk8ePHw9DQ0MEBwfjyZMn2L59O4qKimBmZsY+ef/48SN++uknjBkzBrdu3ZI57erUpd0HgK1btyI7Oxv+/v4ghGDHjh3o27cvYmJixD6gPX36NNLS0jB58mTo6enBxsaGvS7Fx8dj4sSJsLW1xbVr17B8+XLEx8fj7Nmz7Po3b95Ez549oauri6CgIKioqGDfvn3o168fjhw5guHDh6NFixY4ePAgVq5cic+fP2PTpk0A/u8a0WDIv8i+ffsIANKkSROSm5vLhj98+JAoKCiQ4cOHE0IIiY2NJQBIbGwsG2fRokUEAElOThZL19zcnHh7e4uFBwcHk6qHyMnJiQAgK1eulBq/S5cupKSkhA0/c+YMAUDmzp3LhgUFBREA5Pjx42xYeXk58fT0JADIo0ePajweSUlJBAAJDg4WW1ab9J2cnIiJiQkhhJAbN24QkUhEHB0dSXZ2Nhvn6NGjBAA5ffo0Zzvx8fFEUVGRzJs3jw3z9vYmAEhgYCAnbmBgIFFUVOSkK83atWuJsrIyuXv3Lif87NmzBAAJCwtjw7p27UrMzc0lpgOAKCgokPv377NhhYWFRF9fnwwbNkzq9isfk9pgyseGDRvYsOLiYmJkZER4PB6ZNWsWJ37Hjh2JtrY2Jyw/P18s3atXrxIA5NChQ2xYcnIyAUD27dvHhjF1pGPHjpwyGBERQQCQ8+fP1ylufZ0PSU6dOkUAkDt37lQbr7p0JR2zkJAQoqCgQN6/f8+G7dq1S6xtYPTp04dYWlqSrKwsTvjs2bMJAPLnn3+yYVXrnaz14+HDhwQAOXbsmNT9lCVOdWRtJwmR3FYOGzaM8Hg8zrkuKioinTt3JkKhkKSmphJCCMnJySEikYg0a9ZM7JiVl5eL5ScqKork5uYSFxcXoqmpSa5duybzPslaj9+9e0eUlZXJzJkzOevn5uYSc3NzYm9vzwn38PAgAoGAPH78mISHhxMAZM2aNZw4kspWQUEBad68OXFzc+OEV3d9GD16NBGJRKSwsJCTtoaGBhkzZkyNxyAqKkqsvjOYa4+7uzvn2BMi+RwHBAQQkUhEUlJSOHE3b95MAJDIyMga88O08yUlJeT58+fEzMyMtGrVinz48IGNc+vWLQKAbNy4kbPu+/fviaamJhkxYgQbNnHiRKnbZvYpOTmZKCkpEUdHR85xrByHEMnnLDU1lejp6RE/Pz9OuLm5OenatSshhJCTJ08SgUBAhg8fToqLi2s8Bj/88AMBQM6cOcMJX79+PfH39yfh4eEkIiKChISEEE1NTaKiosKpV5mZmQQA0dXVJSoqKmT58uXkxIkTxNfXlwAgQ4cOrTEPhPzf+ff09OSEDx06lAAg9vb2pLS0lA2fM2cOAUASEhLYMG9vb4ntq6TyI6lvVNN1uHJ7yaSpqalJ/vrrLzb848ePRF1dnXTu3JkNY65zfD6fvH79mpPu1q1bCQASGhrKCZ8xYwYBQM6ePcuGderUiaiqqpI3b96wYVlZWaRx48bE0NCQc77rev2vq3/l0BRfX1/2tRsAtGvXDj179sSFCxdkeoVcHyZPnix12dSpUzlPHQcMGICmTZty7s7OnDkDa2trDBkyhA3j8XgICgoCAE7cuqhL+pcuXYKbmxu6du2KixcvQlNTk112+PBhmJiYoEuXLkhLS2P/TE1N0bRpU1y5ckUsvarHyMnJCWVlZTJ9gHL48GF07NgRFhYWnO05ODhATU1N4vaksbe35zyFEAgEcHBwEHs1V18UFBQwadIk9v/Kysro3LkzCCHw9/fnxO3atSsyMzORmZnJhjFPYAghyMnJQVpaGlq1agWRSIS7d+/KlIfvv/+eUwadnJwAQOI+yxK3Ps9HVczH02fOnJH4OlEWzDErKytDVlYW0tLS0KNHD5SXl+P+/fs1rp+ZmYmLFy9iyJAhKCkp4exjnz59AFQMi5BG1vqhpaUFoGKGhLy8PIlpyRJHFnVpJ8vKynDhwgW4uLigY8eObDifz8eMGTNQWFiIy5cvAwCioqKQlZWFefPmsXlmSHqamp6ejp49e+Lx48eIjY2V+Kq/OrLU4xMnTqCkpARjxozhnIfCwkK4urrizp07yM3NZePv2rUL2traGDFiBKZOnQpHR0e2jWRUfiJaWFiI9PR05OXlwdnZWWp9lHR9mDBhAvtmlnHy5Enk5uZKHBpZF/7+/jU+ySaE4OjRo3Bzc4OamhrnOLm5uQFArerzgwcP0L17dxgaGiIuLg7GxsbssiNHjoDP52PIkCGc7TDnjtlOeXk5jh8/ju7du6N3795i22D26eTJkygtLUVwcDAEAoHEOAD3nH358gXp6ekAgM6dO0s9Z/v27cOwYcPg5eWFw4cP1/gRfGRkJFauXInBgwdjwIABnGUzZsxAWFgYxo0bBw8PDwQHB+P3339HWVkZ540SU7/T0tKwY8cOLF68GIMHD8auXbswYcIEHD9+vFbD0SRdXwBg4sSJnGGXTHhDXQNlNXLkSBgaGrL/NzIywqhRo3Dnzh38/fffnLh9+vSBpaUlJ+zMmTPsG8zKmGE+Z86cAQB8+vQJd+/exahRo9C4cWM2npaWFjvzjazX1obwrxyaIumrYxsbG0RFRSE1NbXBt6+jo1PtzCvS8ld57FNKSgo75q8y5pVZcnIygIoLY9V90tLSqvEjBVnTZ6SlpWHgwIGwt7fHqVOnxIYvJCYm4sOHD1JfwVUu3Axzc3PO/7W1tQGAfWVaUFAgNjuJnp4eFBUVkZiYiIKCAqnbq1pJq1M1H0xeHj16JHMalWVkZHDGHvP5fHbIEQDo6+uLvU5kykvV48SEZ2RksMfnxYsXmD9/PqKiosQ6YrJOv1nTsa9t3Po4H9KOm6OjI0aOHIkVK1bg559/Rvfu3dG3b1+MHj2aHUZWk4sXL2LZsmW4d+8eSkpKOMtkOWZJSUkghCA0NBShoaES41S3j7LWDwsLC8ydOxfr1q3DL7/8AgcHB/Tp04cd3iFrnOrqDqOmdrLqbA5AxfCA/Px8icP2qrYdSUlJAIA2bdpIPS6Vff/99ygoKEB8fDxat24ttrzqNHDMeGyGLPU4MTERADg3EVWlpaVBQ0MDAKCrq4tt27Zh8ODBUFNTQ3h4uNhQw+LiYqxYsQLh4eFiDxEkdXqlXR9cXFxgbm6O8PBwdhjKgQMHYGZmBhcXF3ZbVeuojo6OzDOeMMM3qpOamoqMjAwcO3YMx44dkxiHKevZ2dmcb1gUFRXFyrirqysMKSbUuQAAIABJREFUDQ0RExPDOV9AxfkoLi6udirY8vJypKamIjs7u8ayJGuZy8nJweLFi/Hbb7+JlauqnTmgYtjTxIkTMXLkSOzcubPatIGKscbDhw+HnZ0dDhw4UGN8AGjVqhX69++P06dPo6CgACoqKux1XElJCaNGjeLEHzduHPbu3Ytr166hXbt2yMvLE7seVO7EAuJ1RJbrjjxJa6OAinZGX1+fDZdUtlNSUmBpaSl2vTUyMoJIJGLbKma62pratQYfgiLFv7IjXt+kPUGQ9oFFQ32pK8m7d+/EGo59+/bV2xMUhkgkQseOHXHp0iWcO3cOHh4enOWEEFhaWkptpCSNY5P24SP5/x+iHD16FOPHj+csS05OhoWFBQgh+O6777Bs2TKp+ZVVTfmorcGDByMuLo79v5OTE+dDluo++KwpLzk5OXB0dASfz0dwcDD7sRGPx8PIkSNlfuNTm32WJW59nA9px43H4+Hw4cMICgrC+fPnER0djVmzZmHZsmWIjo6ucaq2P/74A/369YO9vT02b97MfrTDfKwsyzFj9tXf35/zFqkySRfwyuvLWj/Wrl2LCRMm4MyZM4iOjkZISAiWL1+OkydPwt3dXaY41dWdf6ohQ4YgPDwcK1euxC+//CJW7oyMjDj/Dw4O5nzgJWs5BSqenDKd7aqqdl4uXLgAoOLJ6cuXL8U6MzNmzMD27dsREBCAbt26QUdHB4qKiti3bx8OHToklr606wPzMf3KlSvx999/o7i4GDExMZg/fz7b+f/999/Ro0cPznqxsbEyT08ry7WJOUYeHh5iTxIZzLkIDAzkdDTNzc3F5uAfNmwY9u7diwMHDoilRwiBqqoq5y1AVQ0xM8XIkSMRExODmTNnws7ODlpaWlBQUMDq1aslPgVu0qQJ+Hw+zp07h1u3bsHBwUFq2g8fPkTfvn1hZmaGyMhIsZuP6pibm6OsrAyZmZlQUVGBtrY2VFRUoKmpKfbwiymnzNvS0NBQdrpiRtX2XFodkaXu1LYf9K19y37Xt/av7IgzTz2qhqmrq0NPTw/Pnj0TW15dZdfW1uYMDWBImulE1vxV/SAjMTGRcyG3tLTE8+fPxdZl8s7ENTQ0RFRUFCdOq1atAFS/T7Kmz1BSUsKJEycwcOBAjBgxAidPnuTMBmNtbY24uDg4OTnV27zV7u7uYvvGND7W1tbIzMyEq6trjel8qymGGD/99BOnvDBPkOtDbGwsPn/+LHbxLSgokFhGv5X6OB81HTc7OzvY2dnhhx9+wKNHj9ChQwesW7eO7exIS/fYsWPg8/m4cuUKp7G+dOmSzHlr0qQJu0yWfayqtvXDxsYGQUFBCAoKwrt372Bra4ulS5eyHfGa4lRXdxg1tZOS6OnpQU1NTWIbWrXtYD74fPz4MTp16lTjPo8ZMwbdu3eHr68vlJSUcODAAc7T56r7w3zsVxvMVHHGxsawt7evMf6ZM2ewe/duBAYG4tKlS/Dx8cHjx485N5aHDx+Gl5cXtm7dyll3z549tc6fj48Pli1bhl9//RWFhYUoLy+Ht7c3u7xdu3Zix4H5OLe+2jk9PT1oamqyw3WqM3fuXM4vmkrqDG3fvh2EEEybNg3Kysrw8/Njl1lbW+PixYto06aNxDcwlfOkpaWFx48fV5ufymWOeYtQVVZWFiIjI8Vu5ABInc1HQ0MDZ8+eRc+ePdG7d29ER0dLfKvy559/olevXtDW1kZ0dLTMb+wYL1++hJKSEvsGVUFBAXZ2drh16xaKioo4w22Y2cqYuurl5dWgvwD6tf2gupRPaW0UUP2DD4alpSVu3LiBwsJCzsOOT58+ISsri02D+VeWdk0e/pVjxHfv3o38/Hz2/wkJCbhy5Qr69Okj9lqRwdy1SipoTZs2xR9//MF5BZeSkoJTp07VKX9btmzh/Ozv2bNnkZSUhP79+7NhAwYMwMuXLxEREcGGMa/GAWDgwIEAKp6kubq6cv6YpxXV7ZOs6VcmEAhw6tQpdOvWDUOGDOF0ZEaNGoXc3FzO7B6V001LS5PhyHAZ/T/27j0uqjr/4/h7mOEqg8KgEIqXMPJS3sBEKhOEtrY1tTIzf6Xr5lr9NNHNym5uJWmatZuUtzU3y028tJVr2UpmF83S3dU0UzHzFohxUVEEYeb8/nCdXxOIN+DA+Ho+Hj4ezpzvnPl85zsDb858z/dcdlmlvp3+MA0ePFjbt2+vcoUVp9Pp8ZVacHCwDh8+fMFHuM9XXFycR81xcXE1tu/TRy5+2ZepU6fW2fkPVamJ8TjT61ZUVFSpbfv27RUYGOjx3j7Tfq1WqywWi8fr43Q6NW3atEq1nukz07RpU6WkpOiNN96o8pfD0aNHq52/fq6fj6NHj1a6JHh0dLSaNm3qrulc2lT32TntQn5OWq1W96oFP1/qsLy8XH/+85/l7+/vnkecmpqqJk2a6IUXXtDRo0cr9bkqw4cP18yZM7Vw4ULdd999Hu1+2Z8LCeJ33HGHfH19NXHixCovvf7z6UV5eXm677771LVrV02bNk1vvfWW8vLyKs3vtlqtlfqzY8eOC/r90Lp1ayUlJWnBggVasGCBevbsqdjYWPf20NDQSq/D6T9Yq/t5fz58fHw0aNAgffTRRx7fUJ1WWlrqnkffoUMHj1p+ueKLJPfSi0OGDNH999+v+fPnu7ednm7xxBNPVPmeOD3t0sfHR3fccYc+//xzrVy5slK704+97bbbZLVa9cwzz1T6PJ5uc/rnwS+fb82aNdUuXxgaGqpVq1apZcuWuvHGG/Wf//zHY/uuXbvcn7OPP/7YYy78L1U1jW39+vXu8y9+/lkdPHiwnE6n5s6d69F+9uzZ8vHxcU8xvfzyyyu9N2rSFVdcoaNHj3qcU3Py5Em99tpr5/T4C/k9vGjRIo+pQ7m5uXr77bfVvXt3j2kpZ9K3b18dO3ZMM2fO9Lj/9M/+0zknIiJC3bt316JFi9x/4EinVr2ZPXu2IiMjz+lgQm1pkEfE7Xa7EhMTNWzYMB09elQzZsxQUFDQGZfLkuR+kSdMmKC7775bfn5+Sk5OVrNmzfTAAw9o8eLFSklJ0ZAhQ/TTTz/ptddeU/v27c/pRK9fOn78uJKTkzVw4ED9+OOPeuWVV3TZZZe5TyCQpEcffVSZmZkaPHiwe3nBFStW6MMPP9T//u//VjmH8pciIiLUsmVLLVq0SLGxsXI4HGrTpo169OhxwfsPDAzU8uXLdfPNN6t///76xz/+oT59+mjw4MH6+9//rqefflrr169Xnz59FBAQoB9++EHvvfee7r777kpHHy7GuHHjtGLFCg0dOlQffPCBEhMTZRiGvv/+ey1btkyTJk1yT8/p3r27Vq5cqbS0NPXo0UM+Pj666667zvs5P/vsM3322WeSTq0dXFxcrEmTJkk69ZXiPffcU2P9O5Nrr71WTZs21b333qtRo0bJbrdr9erV2rBhgxwOR60//5nU5ni88cYbmjFjhgYMGKC2bduqoqJCixYtUnFxse6++253uzPtt1+/fnrppZfUp08f3XPPPTpx4oQyMzOr/MMlPj5eFotFkydP1uHDhxUYGKgePXqoTZs2mjlzphITExUXF6f77rtPHTp00OHDh/Xtt99q2bJl2rp16xmnfpzr52P16tV64IEHdMcddyg2Nla+vr76xz/+oe3bt7un/ZxLm3NxIT8nJSk9Pd29LN/Ply9cv369pk2b5j4KaLfb9eqrr+qee+5R586dNXToUEVFRWn37t364IMPzngOxsiRI1VeXq7Ro0fLZrO519iuCa1atdKLL76oMWPGqFu3brrzzjsVERGh/fv369NPP5WPj48++eQTSadOZj127Jjeeust+fr6Ki4uTk8//bSeeuop9evXT4MGDZJ0agrH/Pnz1ahRI3Xt2lW7d+/WzJkz1b59+0ph7Vz89re/df8sqW5JzF/q2LGjgoKCNHPmTAUHB8tut+uqq646p98VvzR58mR9+umnSk1NdV8x8sSJE9q5c6eWLFmiZcuWndfVmn18fPTXv/5V5eXl7m887rnnHiUmJmrcuHF66aWXtH37dvXt21dNmjTR3r17tXLlSnXq1Mm9RvPzzz+vrKws9e3bV8OHD1e3bt10+PBh/fOf/9RDDz2kfv36qXXr1kpPT9djjz2ma665RoMGDZLD4dC2bdu0bds2rVq1Sna7XcnJyZo6dapOnDihK664Qlu2bNH8+fPVsWNHj5N1f8nhcCgrK0u9e/dWamqqVq9erU6dOqm4uFgpKSnKzc3VE088oS+++MJjXfrg4GCP6ZwtW7bUwIEDdfXVV6tx48b65ptvNG/ePAUHB1e6bP2IESM0f/58paWlaceOHWrfvr1Wrlyp5cuXKy0t7awXBKopgwcP1oQJE9S/f3+NGTNGFovF/dk4Fxfye7hNmzbq2bOne3GDWbNmuZfQPRe/+93vNG/ePP3hD3/Q9u3b1aVLF33++ed6++239Zvf/Mbj4OfLL7+s5ORkJSQk6IEHHlBAQIDmz5+vvXv3atGiReZeobr2FmSpeaeXwfrggw+MRx55xIiMjDT8/f2N6667zmNJoKqW2zEMw3j66aeN5s2bGz4+PpW2v/baa0br1q0NPz8/o2PHjsbixYvPuHzhmZa1Od3+3//+t3HfffcZYWFhRlBQkHHzzTcb2dnZldofOHDAuPfee43w8HDDz8/PaNeunTF9+vRKy09V59NPPzXi4uIMf39/Q5LHMoznuv+q+lRcXGwkJiYaQUFB7tfJ6XQaGRkZRrdu3YzAwEAjODjYaNeunfHggw8a3377rfuxP1/W6ufONC5ncuLECWPSpElGx44dDX9/f6Nx48ZGp06djPHjx3ssQXTkyBFj8ODBRmhoqGGxWDzGTFKVS4NVtVTT6fGr6t8NN9xwTjWf6f1xptfk9HP+/P3xr3/9y0hKSjLsdrvRpEkTY8CAAcbu3bsrLbNZ3fKFq1atqlSDfrGE1Pm0NYyaGY+q/Pvf/zaGDBlitG7d2ggICDDCwsKM6667zli2bJlHu+r2u2jRIuPqq682AgICjKioKGPMmDHG1q1bq1zu7bXXXjMuv/xyw2q1Vtp+4MAB4/777zeio6MNX19fo1mzZsa1115rTJ061Thx4kS1r8+5fD52795t3HfffcYVV1xhBAUFGSEhIUZcXJwxd+5c9+fyXNpU51x/ThrGmT+T27ZtMwYMGGA0adLE8Pf3N7p06WK88cYbVT5fVlaWkZycbNjtdiMoKMjo0KGD8fTTT1eq55fvs5deesmQZDz44INn7dP5fI4NwzBWrlxppKamGo0bNzb8/f2N1q1bG3feead7abxZs2YZkoxXXnnF43EVFRVGz549jdDQUPeyl8XFxcaoUaOMqKgoIyAgwOjSpYuxaNGi8/79cFpJSYkREhJiBAQEVFr28WyWLl1qdOzY0fD19fV4D1b1c+S0M41xUVGRMX78eKNt27aGn5+f4XA4jPj4eGPixIlGQUHBWWup6mdaeXm5cdtttxlWq9VjqdW//e1vxrXXXmsEBwcbQUFBRtu2bY1hw4YZX375pcc+Dx48aIwcOdKIiooyfH19jaioKOPOO+80vv/+e492ixcvNhISEozAwEDDbrcbXbt2NTIyMtzb8/LyjP/5n/8xmjZtagQFBRk9e/Y0srKyqny//Hz5wtNyc3ON2NhYo2nTpsbWrVvdP2vP9O+X+xwxYoRx1VVXGY0bNzZ8fX2NFi1aGMOGDavUj5+PxYMPPmhERkYavr6+xpVXXmn86U9/OucscKbxP9Nn7/R7Yu7cuR73n84Tfn5+RvPmzY1nnnnGyMrKOqflC8/2e7iq5QvnzJljTJ061WjVqpXh5+dndO3a1Vi5cqXHfk+/9k888USVfS8qKnJ/Pn19fY02bdoYTz75ZKXlLQ3DML788ksjNTXVCA4ONgIDA43ExESPZXpPq+vlCy2GUUff5wMAcIkrKyvTZZddpl/96ld6++23zS4HqHNr1qxRUlKS5s6dq/vuu8/sckzXIOeIAwDQEC1atEhFRUUaPny42aUAqAca5BxxAAAaktWrV2vHjh364x//qK5du9b4yXYAGiaCOAAAtezZZ5/V2rVrFRcXp9dff73Ol10FUD8xRxwAAAAwAXPEAQAAABMQxAEAAAATEMQBAAAAExDEAQAAABMQxAEAAAATEMQBAAAAExDEAQAAABMQxAEAAAATEMQBAAAAExDEAQAAABMQxAEAAAATEMQBAAAAExDEAQAAABMQxAEAAAATEMQBAAAAExDEAQAAABMQxAEAAAATEMQBAAAAExDEAQAAABMQxAEAAAATEMQBAAAAExDEAQAAABMQxAEAAAAT2MwuAJ5ycnLMLqHWhIeHKz8/3+wycIEYv4aLsWvYGL+GzZvHLyoqyuwSGjyOiAMAAAAmIIgDAAAAJiCIAwAAACZgjng9ZxiGSktL5XK5ZLFYzC7nouTl5amsrMzsMmqdYRjy8fFRQEBAgx8zAABQewji9Vxpaal8fX1lszX8obLZbLJarWaXUScqKipUWlqqwMBAs0sBAAD1FFNT6jmXy+UVIfxSY7PZ5HK5zC4DAADUYwTxeo6pDQ0XYwcAAKpDEEe9tG7dOm3YsMF9e8GCBVqyZMlF73f//v36+9//7r69efNmPfXUUxe9XwAAgPPFnIcGpt/C7TW6v/eGtKvR/dWUL7/8Uo0aNVL37t0lSffee2+N7Pd0EB8wYIAkqXPnzurcuXON7BsAAOB8cEQcZ7Vs2TLdcsstSk1N1SOPPCKn06lNmzYpJSVFpaWlKikpUVJSkrZv366SkhKNGzdOt9xyi2688UZ99NFHkiSn06k//vGPSk5OVkpKil5//XVJUo8ePVRYWCjp1NHpO+64Q/v379ebb76puXPnKjU1VV999ZWmT5+uWbNmSZK2bt2q3/zmN0pJSdHvfvc7HT58WJJ0xx13KD09Xbfccouuu+46ffXVV5X68vzzz+vrr79Wamqq5syZo3Xr1rlD/vTp0zVmzBgNGDBA11xzjT744ANNmjRJffr00ZAhQ1ReXi5J+uabb3T77bfrpptu0t133628vLzaHQAAAOCVCOKoVnZ2tt5//329++67WrVqlaxWq9555x116dJFqampmjp1qiZNmqTbbrtN7dq105///Gdde+21WrFihZYsWaLnnntOJSUleuutt7R//37985//VFZWlvuIdFWio6N1zz33aMSIEVq1apV69OjhsT0tLU1PPPGEsrKy1K5dO7300kvubRUVFVqxYoWeeeYZj/tPe/zxx3XNNddo1apV+v3vf19p+969e7V48WLNnz9fo0ePVmJioj7++GMFBATo448/Vnl5uZ588knNmTNHK1eu1KBBg/TCCy9cxCsMAAAuVUxNQbW++OILbdmyRb/+9a8lnVpOMTw8XJI0duxY/frXv1ZAQICee+45SdJnn32mVatWuY9el5WV6ccff9QXX3yhYcOGuVeACQ0NvaB6jh49qiNHjqhnz56SpIEDB2rkyJHu7afr7NSpkw4cOHDe+09KSpKvr6/at28vl8ulpKQkSVK7du20f/9+ff/999qxY4fuuusuSadWtWnWrNkF9QUAAFzaCOKolmEYGjhwoCZMmFBpW1FRkUpKSlRRUaGysjIFBQXJMAzNmTNHbdu2Paf9/3yZv5q42I+fn58kyWq1qqKi4rwf7+/vL0ny8fGRzWZzr3zi4+Mjp9MpwzAUGxur5cuXX3StAADg0sbUFFTruuuu0z/+8Q/l5+dLOhW+Tx9pfvTRRzV+/HgNGDBA6enpkqQbbrhB8+fPl2EYkk7N55ak66+/XgsWLHCH46KiIklSixYt9M0330iSVqxY4X7eRo0a6dixY5XqCQkJUePGjd3zv5ctW6aEhIRz7k9wcLCOHz9+7i/AL8TExKiwsFAbN26UJJWXl2vHjh0XvD8AQP1XWlqq66+/Xs2bN9cTTzxRZZunnnpKnTt3VvPmzWtsgQF4P4I4qhUbG6tHHnlEgwcPVkpKigYPHqy8vDwtWbJEvr6+GjBggEaNGqXNmzfriy++UFpamsrLy5WSkqKkpCRNnTpVknT33XerefPmSklJUUpKit59911J0rhx4/T000/r5ptv9rjqZmpqqlauXOk+WfPn/vSnP+m5555TSkqKvv32W40dO/ac+9O+fXv5+PgoJSVFc+bMOe/Xw8/PT7Nnz9bzzz+vlJQU3Xjjje5QDgDwTi+//LJyc3PP2q5fv351UA28icU4fegS9UJOTo7H7ZKSEgUFBZlUTc2y2WwXNF2kofKmsZOk8PBw9zcjaFgYu4aN8TPXtm3b1LdvX40fP17PPfechg0b5v4W+Jf279+vhIQE9enTRwsWLJB0avz8/f3Vpk0bdejQQWvWrNFvfvMbXX/99Xr66adlt9s1e/ZsXX311Vq5cqWee+455eTkKDQ0VP369dPEiRPrsrvnJSoqyuwSGjyOiAMAAFTB5XJp/PjxGjp0qDp16nRR+/rhhx8UGxurmJgYZWZmatasWRo+fLj27t2rl19+WZL04osvqrS0VC+88IJGjhzpVQdzUDWCOAAAQBUyMzO1f/9+3XHHHTp48KCkU6t3FRQUnPe+IiMj9fDDD+uGG26QJA0bNkwPPfSQJGnfvn2SpDZt2ujw4cP69NNPZRiGhgwZUkM9QX3FqikAAABVyMnJUUFBgVJTU933vfPOO/L393dPTzm92tbZNG7cWJLk6+srSbLb7e5zo06vHpaRkaEPP/xQmzdv1syZMzV37lz961//qrH+oP4hiAMAAFShb9++uvLKKyVJO3fu1PTp05WUlKR7771XvXr1UmFhobKzsyVJWVlZ7lW0cnJy9Le//U0JCQnua2+ci8mTJ6tFixbq0KGDPvvsM+3evVsVFRXua3DA+zCyAAAAVYiNjVVsbKwkad26dZKkVq1aVTlffNasWfryyy8lSd99953Gjx+vl156Sddcc805P19FRYVeffVVFRUVKSIiQpMmTSKEezlWTalnWDXFe3jT2Ems3NCQMXYNG+PXsHnz+LFqysXjZE1ckLlz5+rEiRPn/bjMzEz3CS8X68iRI/rrX//qvn3w4EGNGDGiRvYNAABQ2/i+o4Fxjri1Rvdnnfv+BT3uL3/5i26//XYFBgae82OcTqeWLFmidu3aKTIy8oKe9+eOHj2qBQsWaNiwYZJOnZE+d+7ci94vAMB71fTv0bPJq8PnutDf6TAPQRzVKikp0ciRI5WbmyuXy6UxY8YoPz9feXl5GjhwoEJDQ7V06VI99thj2rx5s0pLS3XLLbfo4YcfliT16NFDt956qz777DM98MAD2rx5s0aNGqWAgAC9//776t27tz788EOFhYVp8+bNeu6557R06VJNnz5de/bs0Z49e1RYWKgHH3yw0jJOzz//vPbu3avU1FT16tVLw4YN09ChQ7V69WplZmbqo48+UklJiX744Qfdf//9OnnypJYtWyY/Pz+9+eabCg0N1Z49e/TEE0+ooKBAgYGBmjZtmtq2bWvGSw0AAC4xBHFU65NPPlFkZKTefPNNSaeOQoeEhGjOnDlasmSJwsLCJEmPPvqoQkND5XQ6NWjQIG3btk0dOnSQJIWGhuqjjz6SzWbTW2+9paeeekqdO3c+63N/9913Wr58uU6cOKEbb7xRffr08TiS/vjjj2vHjh1atWqVpFNXNPu5HTt26KOPPlJZWZmuvfZaPf744/rnP/+piRMnaunSpRoxYoQeeeQRTZkyRZdffrn+/e9/a8KECVqyZEmNvHYAAADVIYijWu3atdOzzz6r9PR0paSkqEePHlW2W758uRYuXCin06m8vDxlZ2e7g/itt17Y14C/+tWvFBgYqMDAQCUmJmrTpk266aabzvnxiYmJCg4OVnBwsOx2u3sd2Pbt22vbtm06fvy4/vWvf2nkyJHux5w8efKCagUAADhfBHFUKyYmRitXrtTq1as1depUXXfddRo7dqxHm3379mn27NlasWKFmjRporS0NJWWlrq3V7dyiM1mc1/IoKyszGObxWKp9vbZ+Pn5uf/v4+PjvuiCxWKR0+mUy+VSSEiI+4g6AABAXWLVFFTr4MGDCgwM1O233677779fW7ZskSQFBwfr2LFjkqTi4mIFBgYqJCREP/30kz755JMz7q9Ro0bux0lSixYt9M0330iSVqxY4dH2o48+UmlpqQoLC/Xll19Wms7yy32dL7vdrujoaC1fvlySZBiGvv322wveHwAAwPngiDiqtX37dk2aNEkWi0W+vr6aPHmyJGnIkCEaMmSIIiIitHTpUl111VXq1auXoqKi1L179zPu784779Rjjz3mPllz3Lhx+sMf/qBp06apZ8+eHm3bt2+vgQMHqrCwUGlpaZVWWgkLC1P37t2VnJyspKQk9+op5yMjI0MTJkzQn//8Z1VUVKhfv37q2LHjee8HAADgfHFBn3qGC/qcMn36dDVq1Ej3339/LVdVe7xp7CTvviiFt2PsGjbGr2bV9fKFdamuly/kgj4Xj6kpAAAAgAmYmoJ66Q9/+IPZJQAAANQqjogDAAAAJiCI13NM4W+4GDsAAFAdgng95+Pjc84nOKL+qKiokI8PHy8AAHBmzBGv5wICAlRaWqqysrLzvqBNfePv71/poj3eyDAM+fj4KCAgwOxSAABAPUYQr+csFosCAwPNLqNGsAQXAADA/yOIAwAA/NeSA/n6wzd7K92/tvdVei+nUAv2/aQj5U71adZYL1zVSnZfa6W2d67fofWFnld+TggL1uKEK2utbjRMBHEAAID/6hFmV0aXNpKkCsPQI1v2qrHNqv8cPq6pO3P0q4gm6tQ4SNN25ijcz6ZnO7astI8xbS/T/5w8dX7X14XHtGDfT7oqxHsu8IaaQxAHAAD4r5ZB/moZ5C9JWpFbpJMuQ3dGh2tj0akj3L9vE6Gz8P5yAAAgAElEQVTuYcH6695DWvpjQZVB/NrwEPf/3/mxUJI0pGVTSdK4zXu09McC3dOyqVYeLFJjP5smdWypydsP6PvjpRrZJlJjrrhM+WXlGrXpB206fFw+FqltowDNj28rh79vbb8EqEMs6wAAAFCFhft+ko+ku6PD5fA7FYDXFxZr8+HjKjpZoWMVLhWdPPPKZj+eOKk1Px1RosOumGDPE/i/P16qW6PCtOtYqe7dkK1bLwtTE1+b/rQrR0UnK/RuTqHWFRRrRJsIPdmuhTqEBMlZm52FKQjiAAAAv7DneJnWFhSrd9MQRQf5655WTdW2UYCm7cxR33Xb5f/fJWr9fc68otmi/flySfqf/x4N/7n/jYnUva1O3d+5cSONuDxC3UOD5TROBfjW/z0qv7bgqPaWlKnvZaFqxtFwr0MQBwAA+IWF+3+Sof8P0WF+Nq28vr2WJ7bTpzd0VESAr5oH+CnIZpXLMFTqdKnC9f8XcqtwGVq0P19N/W36VUSTSvsPsVll+++yxHbbqRM+rf+97TQMpUQ00XuJ7dS7aWNtKDqmwV9n6/P8o7Xca9Q15oifxaZNmzR//ny5XC716dNH/fv399heXl6ujIwM7d69W3a7XWlpaWrWrJkqKio0a9Ys/fDDD3K5XOrVq5cGDBhgUi8AAMC5OulyaemBAjUP8FNys8aSpIOlJ/XXPT8pJthfa346qt3Hy/RMh2hJ0leFxzToq50a2qqpnvvvnPGsQ4eVV1au0TGR8q3mqPmZrMgt0nfFJWoVFKDY4EBtLDquvNLymusk6gWCeDVcLpfmzZunJ598Ug6HQxMmTFB8fLxatGjhbrN69Wo1atRIM2bM0Nq1a7Vw4UKNHTtW69evV0VFhaZPn66ysjKNGzdO1157rZo1a2ZijwAAwNmsPHhYBScr9HBslHz+e5Tax2LRP/MOa9+eMjXxtSmt7WUa1qrylJPTFu7LPzW/vIppKeci0OqjDw4e1v6SMvn7+KjvZaG65bLQC9oX6i+CeDV27dqlyMhIRURESJISExO1YcMGjyC+ceNGDRw4UJKUkJCg119/XYZx6qup0tJSOZ1OnTx5UjabTUFBLF0EAEB9d2tUmG6NCvO4r5m/r1bf0LHK9j0ddu37dZzHfW9ec0WVbV/q3FovdW7tvv3zx/1y2+mj8fBeBPFqFBYWyuFwuG87HA5lZ2efsY3ValVQUJCKi4uVkJCgjRs36ve//71OnjypoUOHKjg4uNJzZGVlKSsrS5I0ZcoUhYeH12KPzGWz2by6f96O8Wu4GLuGjfGrWXlmF1CLeJ80PATxWrJr1y75+Pho9uzZOn78uJ5++mldffXV7qPrp6WkpCglJcV925svAc8l7hs2xq/hYuwaNsYP56qu3ydRUVF1+nzeiCBejbCwMBUUFLhvFxQUKCwsrMo2DodDTqdTJSUlstvt+uKLL9SlSxfZbDY1btxYV155pb7//vtKQRwAANSd23pPNbuEWvOe2QXgvLF8YTViYmKUm5urQ4cOqaKiQuvWrVN8fLxHm7i4OK1Zs0aStH79enXs2FEWi0Xh4eHaunWrpFNzxbOzs9W8efO67gIAAADqKY6IV8NqtWr48OFKT0+Xy+VSUlKSoqOjlZmZqZiYGMXHxys5OVkZGRkaPXq0goODlZaWJkm66aab9Nprr2ncuHEyDENJSUlq1aqVyT0CAABAfWExTi/xgXohJyfH7BJqDfMcGzbGr+Fi7Bo2xq9m9Vu43ewSas17Q9rV6fMxR/ziMTUFAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMIHN7ALqu02bNmn+/PlyuVzq06eP+vfv77G9vLxcGRkZ2r17t+x2u9LS0tSsWTN9/vnnev/9993t9u3bpxdeeEGtW7eu4x4AAACgPiKIV8PlcmnevHl68skn5XA4NGHCBMXHx6tFixbuNqtXr1ajRo00Y8YMrV27VgsXLtTYsWN1/fXX6/rrr5d0KoRPmzaNEA4AAAA3pqZUY9euXYqMjFRERIRsNpsSExO1YcMGjzYbN25U7969JUkJCQnaunWrDMPwaPPFF18oMTGxrsoGAABAA0AQr0ZhYaEcDof7tsPhUGFh4RnbWK1WBQUFqbi42KPNl19+qWuvvbb2CwYAAECDwdSUWpadnS0/Pz+1bNmyyu1ZWVnKysqSJE2ZMkXh4eF1WV6dstlsXt0/b8f4NVyMXcPG+OFc8T5peAji1QgLC1NBQYH7dkFBgcLCwqps43A45HQ6VVJSIrvd7t6+du3aao+Gp6SkKCUlxX07Pz+/BntQv4SHh3t1/7wd49dwMXYNG+OHc1XX75OoqKg6fT5vxNSUasTExCg3N1eHDh1SRUWF1q1bp/j4eI82cXFxWrNmjSRp/fr16tixoywWi6RTJ3syLQUAAABV4Yh4NaxWq4YPH6709HS5XC4lJSUpOjpamZmZiomJUXx8vJKTk5WRkaHRo0crODhYaWlp7sd/9913Cg8PV0REhIm9AAAAQH1kMX65xAdMlZOTY3YJtYavVxs2xq/hYuwaNsavZvVbuN3sEmrNe0Pa1enzMTXl4jE1BQAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAAAAMAFBHAAAADABQRwAAAAwAUEcAIBaVlpaquuvv17NmzfXE088UWWbHj16qHnz5u5/qampdVwlgLpmM7sAAAC83csvv6zc3NyztktISNC9994rSWrcuHFtlwXAZBwRBwCgFm3btk1/+ctf9PDDD5+1bXR0tPr06aN+/fqpd+/ekqQ9e/aoefPm6tevnwYNGqTY2FhNmzZNs2bNUrt27ZSamqr9+/dLkt58803Fx8erTZs26t69u2bNmlWbXQNwkQjiAADUEpfLpfHjx2vo0KHq1KnTWdsvXbpUV155pTp16qS3337bY9umTZuUnJys0NBQ/elPf9Inn3yiO++8U9u2bdPcuXMlSenp6WrSpImmTp2qoUOHymbji2+gPiOIAwBQSzIzM7V//37dcccdOnjwoCTp6NGjKigoqNT27rvv1qxZs/TKK6/I19dXjz76qPbt2+fe3rVrV40cOVLdu3eXJI0aNUrDhw+XJPcR8TZt2ig3N1dr165VUFCQbr/99truIoCLwJ/KAADUkpycHBUUFHicePnOO+/I399f6enpkiR/f39J0pgxY9xttm7dqjlz5mj37t0KCwuTJIWEhEiS+yh3SEiIrFarJMnpdEqSFi9erA8++EBbtmzR5MmT9f777+vdd9+t5V4CuFAEcQAAaknfvn115ZVXSpJ27typ6dOnKykpSffee6969eqlwsJCZWdna9u2bXrhhReUlJQkp9OppUuXKiAgQO3atTuv55s4caI6deqkq6++Wh9++KHy8vJqo1sAaghBHACAWhIbG6vY2FhJ0rp16yRJrVq1qjRf3OFwyOVy6cUXX9SJEycUGxurRx99VJGRkTp27Ng5P9/Ro0f14osv6vjx44qOjj7jUokA6geLYRiG2UXg/+Xk5JhdQq0JDw9Xfn6+2WXgAjF+DRdj17AxfjWr38LtZpdQa94bcn7foFysqKioOn0+b8TJmgAAAIAJmJoCAMB5cI64tU6fr65neVvnvl/HzwhcujgiDgAAAJiAIA4AAACYgCAOAAAAmIAgDgAAAJiAIA4AAACYgCAOAAAAmIAgDgAAAJiAIA4AAACYgCAOAAAAmIAgDgAAAJiAIA4AAACYgCAOAAAAmIAgDgAAAJiAIA4AAACYgCAOAAAAmIAgDgAAAJiAIA4AAACYwGZ2AQAAeJsj5RWauG2/svKOqMIwdFVIkJb2vFJPf7tP/8gtUv7JCiU3bay/dm9b5eN/OF6qx7bs1XfFJ1TuMtS1SSM9f1UrtW7kX8c9AVCbOCIOAEANG//NXr37Y6EGRTs0sUO0R4DuGxV21scfLC2XS9K4K6I0sIVDXxQU69Ete2qvYACm4Ig4AAA1aG9JmVbmHdaAqDA9emVzWS0WDY4OlyQ927Gl9peUaf6eQ9XuIy60kZYkXOm+/W5OoXYeK5UkfVlQrEFf7VRy0xDln6zQnuNlevTK5tpTUqqF+/J1VUiQ5sXHqLGvTS/tzNFb+35ScYVTkQF++sMVUerf/Ox/CACoGxwRBwCgBmUXn5AkbT5yXO0++o/affQfPb/9wHntw8/n/389bz58XIfLnbomLNijzYaiYxrY3CFDhp76dp9yTpTrVxFN9HXRMS05UKDD5RX6065cxdoDNfmqVhoQFSaXjIvvIIAaQxAHAKAGnXSdCrslTpde7Xq54kKDNWt3nj7PP3re+9p1rFS/+9f3ig7007MdWnpsS2nWRENbN1OsPVAuSY9e2VwDWzgkSftPnFQjq1VN/W36/lipNhQd02WBfro5MvSi+weg5hDEAQCoQdFBp+aDXxMarJsjQ/Wby06F370lZdU+rszpUpnT5b69s/iEBq3fIT8fi97uEauIAF+P9iG+VkmSr8Xivm397/9dhiFfH4s+uq6DHmp7mSTp8a179diWvTXQQwA1hSAOAEANuiokUO3sgVpbUKy/7ftJSw4UyGqRuocG6+NDR7Q8t0iSlFt6Um/vz9cPx0/N/U767Ft1ztosSco5cVJ3fbVTheUVGtKyqTYdPq73cwrPq45jFU6lbz8gi0Xq1DhI/j4+yisrr9nOArgonKwJAEANslgsmtGljR7dslcTt+1XVICfXu7URlfaA/XUt/u0vvCYJOm74hN6dMteTe/USm0aBXjsY29JmfJPVkiSXtjxo/v+W89hxZXTbBaLfjxxUqvyflSZy6W2wQF6ODaqBnoIoKZYDMPgzI16JCcnx+wSak14eLjy8/PNLgMXiPFruBi7muUccavZJdQq69z3zS6hVvVbuN3sEmrNe0Pa1enzRUXxh93FYmoKAAAAYAKmpgAAcB5u6z3V7BJq1XtmFwBcQjgiDgAAAJiAIA4AAACYgCAOAAAAmIA54mexadMmzZ8/Xy6XS3369FH//v09tpeXlysjI0O7d++W3W5XWlqamjVrJknau3ev5syZoxMnTshisWjy5Mny8/MzoxsAAACoZwji1XC5XJo3b56efPJJORwOTZgwQfHx8WrRooW7zerVq9WoUSPNmDFDa9eu1cKFCzV27Fg5nU7NmDFDo0aNUuvWrVVcXCybjZcbAAAApzA1pRq7du1SZGSkIiIiZLPZlJiYqA0bNni02bhxo3r37i1JSkhI0NatW2UYhjZv3qyWLVuqdevWkiS73S4fH15uAAAAnMIh2moUFhbK4XC4bzscDmVnZ5+xjdVqVVBQkIqLi5WbmyuLxaL09HQdPXpUiYmJ6tevX6XnyMrKUlZWliRpypQpCg8Pr8Uemctms3l1/7wd49dwMXY4H7xXGi7GruEhiNcSp9Op7du3a/LkyfL399ezzz6ryy+/XFdffbVHu5SUFKWkpLhve/PV77i6X8PG+DVcjB3OB++Vhquux44ra1485kpUIywsTAUFBe7bBQUFCgsLO2Mbp9OpkpIS2e12ORwOtW/fXiEhIfL391fXrl31ww8/1Gn9AAAAqL8I4tWIiYlRbm6uDh06pIqKCq1bt07x8fEebeLi4rRmzRpJ0vr169WxY0dZLBZ17txZ+/fvV1lZmZxOp7777juPkzwBAABwaWNqSjWsVquGDx+u9PR0uVwuJSUlKTo6WpmZmYqJiVF8fLySk5OVkZGh0aNHKzg4WGlpaZKk4OBg3XLLLZowYYIsFou6du2qbt26mdwjAAAA1BcE8bPo1q1bpQA9aNAg9//9/Pw0bty4Kh/bq1cv9erVq1brAwAAQMPE1BQAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQ2swuo7zZt2qT58+fL5XKpT58+6t+/v8f28vJyZWRkaPfu3bLb7UpLS1OzZs106NAhjR07VlFRUZKkK664Qr///e/N6AIAAADqIYJ4NVwul+bNm6cnn3xSDodDEyZMUHx8vFq0aOFus3r1ajVq1EgzZszQ2rVrtXDhQo0dO1aSFBkZqWnTpplVPgAAAOoxpqZUY9euXYqMjFRERIRsNpsSExO1YcMGjzYbN25U7969JUkJCQnaunWrDMMwoVoAAAA0JBwRr0ZhYaEcDof7tsPhUHZ29hnbWK1WBQUFqbi4WJJ06NAhPfLIIwoMDNRdd92l9u3bV3qOrKwsZWVlSZKmTJmi8PDw2uqO6Ww2m1f3z9sxfg0XY4fzwXul4WLsGh6CeC0JDQ3Va6+9Jrvdrt27d2vatGmaPn26goKCPNqlpKQoJSXFfTs/P7+uS60z4eHhXt0/b8f4NVyMHc4H75WGq67H7vR5cLhwTE2pRlhYmAoKCty3CwoKFBYWdsY2TqdTJSUlstvt8vX1ld1ulyRdfvnlioiIUG5ubt0VDwAAgHqNIF6NmJgY5ebm6tChQ6qoqNC6desUHx/v0SYuLk5r1qyRJK1fv14dO3aUxWLR0aNH5XK5JEl5eXnKzc1VREREXXcBAAAA9RRTU6phtVo1fPhwpaeny+VyKSkpSdHR0crMzFRMTIzi4+OVnJysjIwMjR49WsHBwUpLS5Mkbdu2TYsXL5bVapWPj49GjBih4OBgk3sEAACA+oIgfhbdunVTt27dPO4bNGiQ+/9+fn4aN25cpcclJCQoISGh1usDAABAw8TUFAAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEBHEAAADABARxAAAAwAQEcQAAAMAEXh/Ejx49qtLSUkmSy+XSJ598ojVr1sjlcplcGQAAAC5lXh/Ep0yZotzcXEnS22+/reXLl2vFihVasGCByZUBAADgUub1QTw3N1etW7eWJH3++ed6/PHHNXHiRK1bt87cwgAAAHBJs5ldQG3z8fFRRUWFcnNzFRQUpPDwcLlcLvd0FQAAAMAMXh/Eu3TpopdfflnFxcVKTEyUJB04cEBhYWEmVwYAAIBLmdcH8fvvv1+ffvqprFarevXqJUkqLi7WwIEDTa4MAAAAlzKvD+K+vr5KSUnxuK9jx44mVQMAAACc4pVBfMaMGbJYLGdtN2rUqDqoBgAAAKjMK1dNiYyMVEREhCIiIhQUFKQNGzbI5XIpLCxMLpdLGzZsUFBQkNllAgAA4BLmlUfEfz7/Oz09XY899pjat2/vvm/79u1atmyZGaUBAAAAkrz0iPjP7dy5U1dccYXHfW3bttXOnTtNqggAAAC4BIJ4mzZt9Pbbb+vkyZOSpJMnT2rRokXui/wAAAAAZvDKqSk/9+CDD+qVV17R0KFDFRwcrGPHjikmJkYPPfSQ2aUBAADgEub1QbxZs2aaNGmS8vPzVVRUpNDQUIWHh5tdFgAAAC5xXj815TRfX1+FhITI6XQqLy9PeXl5ZpcEAACAS5jXHxHftGmTZs6cqcOHD1falpmZaUJFAAAAwCUQxOfNm6fbb79dvXv3lp+fn9nlAAAAAJIugSB+7NgxpaamntOVNgEAAIC64vVzxJOTk/XJJ5+YXQYAAADgweuPiGdnZ+vDDz/Ue++9pyZNmnhse+aZZ0yqCgAAAJc6rw/iycnJSk5ONrsMAAAAwIPXB/HevXubXQIAAABQidcHcUn65JNP9Nlnn6mwsFBhYWHq1auXkpKSzC4LAAAAlzCvD+LvvPOOPv30U/Xt21fh4eHKz8/X+++/r6KiIt12221mlwcAAIBLlNcH8Y8//lh//OMf1bRpU/d9nTt31sSJEwniAAAAMI3XL19YVlamkJAQj/vsdrtOnjxpUkUAAADAJRDEu3TpoldeeUU5OTk6efKkfvzxR2VkZKhz585mlwYAAIBLmNdPTRk+fLhef/11Pfzww3I6nbLZbOrZs6d++9vfml0aAAAALmFeH8SDgoI0atQoPfjggyouLpbdbpePj9d/EQAAAIB6zusT6aeffqq9e/fKx8dHjRs3lo+Pj/bs2aPPPvvM7NIAAABwCfP6IJ6ZmSmHw+FxX3h4uBYtWmRSRQAAAMAlEMRPnDihoKAgj/uCgoJ0/PhxkyoCAAAALoEg3qJFC61fv97jvq+//lotWrQwqSIAAADgEjhZc8iQIZo8ebLWrVunyMhIHTx4UFu2bNGECRPMLg0AAACXMK8P4u3atdOLL76otWvXKj8/X23bttWwYcMUHh5udmkAAAC4hHl9EJekpk2b6tZbb9WRI0cUGhpqdjkAAACA9wfx48eP6y9/+YvWr18vm82mN998Uxs3btSuXbt01113mV0eAAAALlFef7Lm3LlzFRQUpNdee00226m/O2JjY7Vu3TqTKwMAAMClzOuPiG/ZskWzZ892h3BJCgkJ0ZEjR0ysCgAAAJc6rz8iHhQUpOLiYo/78vPzmSsOAAAAU3l9EO/Tp4+mT5+urVu3yjAM7dy5U6+++qpSU1PNLg0AAACXMK+fmtKvXz/5+flp3rx5cjqdmjlzplJTU3XzzTebXRoAAAAuYV4fxL/99lvFx8fr17/+tYqKirRw4ULt2bNHR44cUZMmTcwuDwAAAJcor5+aMm/ePPn4nOrmggUL5HQ6ZbFYNHv27HN6/KZNmzRmzBiNHj1a7777bqXt5eXlevnllzV69Gg9/vjjOnTokMf2/Px83XPPPXr//fcvvjMAAADwGl4fxAsLCxUeHi6n06lNmzZp5MiRGjFihHbu3HnWx7pcLs2bN0+PP/64Xn75Za1du1YHDhzwaLN69Wo1atRIM2bM0C233KKFCxd6bH/jjTfUtWvXGu0TAAAAGj6vD+KBgYE6fPiwtm3bpujoaAUEBEiSKioqzvrYXbt2KTIyUhEREbLZbEpMTNSGDRs82mzcuFG9e/eWJCUkJLhPCpWkr7/+Ws2aNVOLFi1qtlMAAABo8Lx+jvhNN92kCRMmqKKiQsOGDZMkbd++Xc2bNz/rYwsLC+VwONy3HQ6HsrOzz9jGarW6l0v08/PTe++9p6eeeqraaSlZWVnKysqSJE2ZMkXh4eHn28UGw2azeXX/vB3j13AxdjgfvFcaLsau4fH6IN6/f39dc8018vHxUWRkpCQpLCxM999/f60+7+LFi3XLLbe4j8CfSUpKilJSUty38/Pza7UuM4WHh3t1/7wd49dwMXY4H7xXGq66HruoqKg6fT5v5PVBXKr8RjnXN05YWJgKCgrctwsKChQWFlZlG4fDIafTqZKSEtntdu3atUtfffWVFi5cqOPHj8tiscjPz0833XTTxXcIAAAADd4lEcQvVExMjHJzc3Xo0CGFhYVp3bp1euihhzzaxMXFac2aNYqNjdX69evVsWNHWSwWPfvss+42ixcvVkBAACEcAAAAbgTxalitVg0fPlzp6elyuVxKSkpSdHS0MjMzFRMTo/j4eCUnJysjI0OjR49WcHCw0tLSzC4bAAAADQBB/Cy6deumbt26edw3aNAg9//9/Pw0bty4avdx55131kptAAAAaLi8fvlCAAAAoD4iiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACYgiAMAAAAmIIgDAAAAJiCIAwAAACawmV1Afbdp0ybNnz9fLpdLffr0Uf/+/T22l5eXK8FrWL0AACAASURBVCMjQ7t375bdbldaWpqaNWumXbt2afbs2e52AwcO1DXXXFPX5QMAAKCeIohXw+Vyad68eXryySflcDg0YcIExcfHq0WLFu42q1evVqNGjTRjxgytXbtWCxcu1NixYxUdHa0pU6bIarWqqKhI48ePV1xcnKxWq4k9AgAAQH3B1JRq7Nq1S5GRkYqIiJDNZlNiYqI2bNjg0Wbjxo3q3bu3JCkhIUFbt26VYRjy9/d3h+7y8nJZLJa6Lh8AAAD1GEfEq1FYWCiHw+G+7XA4lJ2dfcY2VqtVQUFBKi4uVkhIiLKzszVz5kz99NNPGj16NEfDAQAA4EYQr0VXXHGFXnrpJR04cECvvvqqunTpIj8/P482WVlZysrKkiRNmTJF4eHhZpRaJ2w2m1f3z9sxfg0XY4fzwXul4WLsGh6CeDXCwsJUUFDgvl1QUKCwsLAq2zgcDjmdTpWUlMhut3u0adGihQICArR//37FxMR4bEtJSVFKSor7dn5+fi30pH4IDw/36v55O8av4WLscD54rzRcdT12UVFRdfp83og54tWIiYlRbm6uDh06pIqKCq1bt07x8fEebeLi4rRmzRpJ0vr169WxY0dZLBYdOnRITqdTkvTTTz8pJydHTZs2resuAAAAoJ7iiHg1rFarhg8frvT0dLlcLiUlJSk6OlqZmZmKiYlRfHy8kpOTlZGRodGjRys4OFhpaWmSpO3bt+vdd9+V1WqVj4+Pfve73ykkJMTkHgEAAKC+IIifRbdu3dStWzeP+wYNGuT+v5+fn8aNG1fpcb169VKvXr1qvT4AAAA0TExNAQAAAExAEAcAAABMQBAHAAAATEAQBwAAAExAEAcAAABMQBAHAAAATEAQBwAAAExAEAfwf+zdeXxU9b3/8dds2feEJCQkgSQkIUACYRXQsrogBbRutdIWrLW3ilIRi0XvtaVabCu2F6y3vxatbBZEKCKKbAJCWAIkQAhbwhLIQshG9nXm9wfNCKIUWsgJ4f18PHxIZk5mPocvZ857vud7vl8RERExgIK4iIiIiIgBFMRFRERERAygIC4iIiIiYgAFcRERERERAyiIi4iIiIgYQEFcRERERMQACuIiIiIiIgZQEBcRERERMYCCuIiIiIiIARTERUREREQMoCAuIiIiImIABXEREREREQMoiIuIiIiIGEBBXERERETEAAriIiIiIiIGUBAXERERETGAgriIiIiIiAEUxEVEREREDKAgLiIiIiJiAAVxEREREREDKIiLiIiIiBhAQVxERERExAAK4iIiIiIiBlAQFxERERExgIK4iIiIiIgBFMRFRERERAygIC4iIiIiYgAFcRERERERAyiIi4iIiIgYQEFcRERERMQACuIiIiIiIgZQEBcRERERMYCCuIiIiIiIARTERUREREQMoCAuIiIiImIABXEREREREQMoiIuIiIiIGEBBXERERETEAAriIiIiIiIGUBAXERERETGAgriIiIiIiAEUxEVEREREDKAgLiIiIiJiAAVxEREREREDKIiLiIiIiBjAanQBbV1GRgbvvvsudrudESNGMH78+Eueb2xsZO7cuRw/fhxvb2+mTJlCcHAw+/fvZ9GiRTQ1NWG1WpkwYQI9evQwaC9EREREpK1Rj/gV2O125s2bxy9+8QvefPNNtm3bxpkzZy7ZZuPGjXh6ejJnzhzuvfdeFi1aBIC3tzc///nPeeONN3jqqaeYM2eOEbsgIiIiIm2UgvgVZGdnExoaSkhICFarlUGDBpGWlnbJNrt372bo0KEADBw4kMzMTBwOB126dCEgIACAiIgIGhoaaGxsbO1dEBEREZE2SkH8CkpLSwkMDHT+HBgYSGlp6TduY7FY8PDwoLKy8pJtdu7cSXR0NDab7cYXLSIiIiI3BY0Rv8FOnz7NokWLmDFjxtc+v379etavXw/ArFmzCAoKas3yWpXVam3X+9feqf1uXmo7uRb6t3LzUtvdfBTEryAgIICSkhLnzyUlJc7hJl/dJjAwkObmZmpqavD29nZu//vf/56nnnqK0NDQr32PkSNHMnLkSOfPxcXFN2BP2oagoKB2vX/tndrv5qW2k2uhfys3r9Zuu7CwsFZ9v/ZIQ1OuICYmhoKCAoqKimhqaiI1NZW+fftesk2fPn3YtGkTADt27KB79+6YTCaqq6uZNWsWjz76KAkJCQZULyIiIiJtmXrEr8BisTBp0iReffVV7HY7w4YNIyIigiVLlhATE0Pfvn0ZPnw4c+fOZfLkyXh5eTFlyhQA1qxZQ2FhIcuWLWPZsmUAvPTSS/j6+hq5SyIiIiLSRpgcDofD6CLkS/n5+UaXcMPo8vjNTe1381LbXV/jFh02uoQbauX32vdV3Pbcfq3ddhqa8p/T0BQREREREQMoiIuIiIiIGEBBXERERETEAAriIiIiIiIGUBAXERERETGAgriIiIiIiAEUxEVEREREDKAgLiIiIiJiAAVxEREREREDKIiLiIiIiBhAQVxERERExAAK4iIiIiIiBlAQFxERERExgIK4iIiIiIgBFMRFRERERAygIC4iIiIiYgAFcRERERERAyiIi4iIiIgYQEFcRERERMQACuIiIiIiIgZQEBcRERERMYCCuIiIiIiIARTERUREREQMoCAuIiIiImIABXEREREREQMoiIuIiIiIGEBBXERERETEAAriIiJt3PHjx3nggQfo3r07cXFxPPLII5w8efKy7aZMmUJ4ePgl/w0YMKD1CxYRkatiNboAERG5ssLCQhwOB88//zzHjx/nnXfe4fnnn2fZsmWXbPf973+fYcOGAZCdnc3s2bPp2bOnESWLiMhVUI+4yC1izJgxxMXFERMTwz333MOOHTu+cdtjx44RHR1NeHg4H3/8cStWKV+nb9++fPjhh0ycOJGZM2fi5+fH0aNHL9suJSWFcePGMW7cOEpLSwGYMGECAG+88Qbh4eFMnTqV/v37079/fzZv3syjjz5K165deeGFFwCora3liSeeICEhgdjYWEaNGsWRI0dab2dFRG4hCuIit4g+ffowc+ZMpkyZwsGDB3n++ee/djuHw8G0adMwm/Xx0Fa4uLg4/7xv3z7Ky8uvOOSktraW5cuX07lzZ+64445Lntu3bx/f/e53ycvL47HHHiMlJYWYmBgWLVpEZmYmmzZt4pNPPuG+++7j17/+NbfddhuNjY03bN9ERG5lOtOK3CJeeeUVRo0axZAhQ3BxcfnGoP3ee+9x5swZHnvssUse37x5M+Hh4UyYMIHRo0fTrVs35s+fzy9/+Uu6du3K/fffz/nz54ELva/JyclER0czePBgVqxYccP371aQnZ3NxIkTiYiI4Ne//vU3brdy5UoqKip47LHHMJlMlzw3adIknn76aQBCQkJ4/vnnGT58OACnT58mMjISs9nMnj17OHz4MEOGDKF79+43bqdERG5hCuIit4iKigp69uzJmDFjcHFx4fe///1l2xQUFDBr1ix+85vf4O3t/bWvk5aWxkMPPYTD4WDGjBnk5+dz9913s3PnTpYuXUp5eTmzZ88mLi6O119/nfvvvx+73X6jd6/dO3r0KA888AA2m42lS5cSEhKCw+Ggrq7ush7rBQsW4OrqysMPP3zZ6/j4+GCz2Zx/BrBYLAA0NzfTvXt31q9fz/jx48nJyWHixIm8//77N3jvRERuTQriIrcIT09P3n//fWbOnEl9fT2/+93vLtvmtddeIykpidjYWMrLywE4d+4c1dXVzm1GjRrFD3/4Q+Lj47Hb7bz44os89NBDwIUeVU9PT4KDgzl+/DhpaWl07NiR0aNHt85OtlN5eXk8+OCDlJaWMmHCBNLT01m5ciVnzpwhJiaGxx9/3LltZmYmGRkZ3HvvvQQEBFzze+3cuZMlS5YQGBhIjx49ADh79ux12xcREfmSZk0RuUVYrVbuuOMO7rjjDlavXk1qaiolJSV4enpisViw2WwUFBSwfft2hgwZ4vy9l156CR8fHxISEoAve1Ev7lW9uEfVZrOxbt06Vq9ezcGDB5k+fTrbt29nzpw5rbzH7cepU6coLi4G4De/+Y3z8a+74XbBggXAlzdpXit3d3e2bt3K/PnzMZvNDB069N9+LRERuTIFcZFbwKZNm1i1ahV9+/YlPz+f3bt306FDB6qrq0lKSmLEiBHMnz+fqVOnUlJSAsCqVav4+OOPefLJJxk4cKCzh/xfqaqqYubMmfTt25ekpCRWrFhBYWHhjdy9dm/QoEHk5eV97XNfffz111/n9ddfv2y7qVOnMnXq1K/9va8+t3bt2v+0ZBERuQoK4iK3AD8/P9LT0/nHP/6Bi4sL/fr146WXXrrsRr7bbrvN+eeWKetSUlIIDw+/6iBusVjIy8tj3bp11NXVERsb65waT0RERL5kcjgcDqOLkC/l5+cbXcINExQU5Ly8Ljcftd/NS213fY1bdNjoEm6old9LMLqEG6o9t19rt11YWFirvl97pB5xEZFW1vzE2FZ9v9a+1dLyl49a+R1FRG5OCuIiNymFORERkZubpi8UERERETGAgriIiIiIiAEUxEVEREREDKAgLiIiIiJiAN2sKSLSBv33wVw+LiijuKGJ4R18+Vu/WACOVdXywv5THKiooZO7C79KjOSODj7f+Dol9Y0M33KQssZmZiSE82R0aGvtgoiI/AvqERcRaaO+HRZw2WOT00+QXV3HywmdsJpM/Fd6DhWNzd/4Gq9knabOruUiRETaIvWIi4i0Qb/qHsnpmnrePVnkfCzzfA1ZlbV8P7IDP+gcjJvFzLQDp/iksIxHIoIue42NRedZX3Se/4oOYfaxAufjp2vqGbwpkz7+nriZzWSUV/OjLiF4Wy38MTufCHdX/tInhggPVxbmnmNOdgElDU0EuViZ1DmEH0eHtMrfgYhIe6cecRGRm8Tp2noAQt1sAHR0cwEgt6b+sm2rm5qZkZnLz+PDCXd3+drX21dezfAOvvi7WPljdgGfnzvPA52CyKqsZd4/vwD85vAZfG1WZvWIYkJUMBbTjdgzEZFbk4K4iMhNysE3Dzl5+3gh7hYzdwT5UFzfBEBZQzPljU3ObXr5efJEdAh9/b0AeComlIlRwcCFXnOAzh5uFNQ1kFpSiYfFzHfCA2/U7oiI3HIUxOWqvfzyyyQnJxMeHs73v//9r91myZIlhIeHX/bf6dOnW7lakfYnwt0VgIK6RgAK//n/SI8Lj9c122mw2wHIr20ku7qOoVsO8psjeQD86Xgh80+dc76ej/XC6ESr6UI3t7fV4uzxbv5nxv/7gDheTuiEl9XM60fymLQn+wbuoYjIrUVjxOWajBs3jnnz5n3j87fddht/+tOfAGhqauL555/H19eX0FDN1GC0JaeLmZNTwNm6RgYEePP7pChC3S4dsnCkspb/2nuc07X1uJrN9PH35PWel28nN96GovMcqawFoKCugfdPFzMwwItu3u58VFBKnJcbC3LP4WU1c0+oHwBxn6UT5+XG+ju684OoDowI9gVgR2kl7506x3fCAxgd6n9Ndfzy0Gl6+njQw8eDT63lnP1n+BcRkf+cesTlqs2cOZMnnnjiittERkYybtw4xo0bh6urKw0NDTz88MPYbDY2b95MeHg4EyZMYPTo0XTr1o358+fzy1/+kq5du3L//fdz/vx5AN544w2Sk5OJjo5m8ODBrFixojV2sd3aV17NCwdOEerqwosJndhRWsmLmbmXbWcCvh3mz296RHF3qB+fn6vgzYtu8pPW8+fjhcz6Z0/2ocpafn7gFLvLqvjfXl2I8XRj5uEzNNod/Kl3NL62y/tUkv08ubejP/d29CfJ1wOABG93Yr3crqmOisZmZh/L5xcHc/GymvmfxIj/fOdERARQj7jcQAsXLsRsNvPYY49d8nhaWhrTp09n1qxZzJgxg9GjR3P33XezfPlyli5dyoMPPsjs2bMZNGgQDz30ELm5udj/ebld/j27SqtwAN+LDOK+8EA+yi9lY9F5yhqa8Hf58mMgztudzp6uVDQ20+hwsPRMifPb+uyj+fwhu4CHOwWytbgSgNd7RvH/Tpxld1kV48MCmNUzitpmO1P2nWBrcQVNDuji4cofe3Uh3tu99Xf8JrZ0YPw3PvePQQlf+3ju6D5f+/iDnYJ4sNOXs6pEeLhesu3s5M7MTu78ta/z//rEXG3JIiJyjRTE/4WMjAzeffdd7HY7I0aMYPz48Zc839jYyNy5czl+/Dje3t5MmTKF4OBgKisrmT17NtnZ2QwdOpTHH3/coD0wxsmTJ9m6dSvDhg0jIuLSHrRRo0bxwx/+kBUrVrB7925efPFFTp8+zfLlyzl9+jSenp4EBwdz/Phx0tLS6NWrF6NHjzZoT9qHANcLh3paWRU9fT05UV2HgwuzcFwcxAE+L6rgib05AMR5ufFcXNglz+8/X8MjEUG8cSyf76cdY3JsR0obmlh8upgJUR04XVPPp4XlTIjsQJKvB4cqa2lyaB5rERGRr1IQvwK73c68efN46aWXCAwM5MUXX6Rv37506tTJuc3GjRvx9PRkzpw5bNu2jUWLFvGzn/0Mm83Gww8/TG5ubru/UbG+/sLsCq6urs7HFi5ciMPh+NqbOn18LqwCaLPZnD9bLBYAmpubsdlsrFu3jtWrV3Pw4EGmT5/O9u3bmTNnzo3elXZrTKg/i3LPsTC3mIW5xXhZL/Rzu5ovH53W19+T+f1i2XSugndOFrEo9xxTun4Zxn/YOZgHwgN541g+IW42psaF4cBBZkUNp2vqifRwxQzsLa/C1WxiUKA3ieoNv8T9Q39rdAk31EqjCxARuUlojPgVZGdnExoaSkhICFarlUGDBpGWlnbJNrt372bo0KEADBw4kMzMTBwOB25ubiQkJODi0n5uclu/fj0fffQRAPn5+SxevJjjx49zxx130KNHD+d2DQ0NLF26lPDwcEaMGHHN71NVVcXMmTMxm80kJSXh6upKYWHhdduPW5GrxcyygfGsGdKNdbcn0svXE1eziSgPV+qa7TRetPJioKuNoR18eblbJ8zAxwVll7yWj9WCzfzlLBsAZi783OyARB8PPrs9kbEdAzheXceP9uTw9zMlrbOjIiIiNxH1iF9BaWkpgYFfzpkbGBjIsWPHvnEbi8WCh4cHlZWVzl7ff2X9+vWsX78egFmzZhEUdPnqeG3FvHnz2LJlCwCHDh1i2rRp/OUvf8FisWAymZy1L126lJKSEl555RWCg4Odv9/S6+3m5kZQUJCzRzwgIABfX1/ncyEhIRQVFTFr1ixqa2tJSEjgtddea9N/N0Y4ew3bNjsc/OrQGXr4uLOvvIatJZU80SWYc/WNDN6UyfAOvvytXyxzswuobGom1suNbSWV2IGuXtfWm72ztJJ1Z88T5+VGdx8PNp6r4GxdwzW9BqD2vomp7W5uar+bl9ru5qMgbrCRI0cycuRI58/FxcUGVnNl77///tc+3jJ+u6X24cOHk5eXd8ljAEOGDLnk8Ytfr3v37s7nqqurv/a92vLfTVtnAnaWVLI49xzuFjM/jOrAC3HhFNVfOhVdoKuNRbnFnGtoxMdqYVxH/2ueJcPdYmZbSQULcs9hBr4V5MNjkR2uuWa1981LbXdzU/vdvFq77cLCwv71RnJFCuJXEBAQQEnJl5fUS0pKCAgI+NptAgMDaW5upqamBm9v79YuVeSKzCYTa25PvOzxr86e8d2IIL4b8fU9Ks/FhV1y4+bFv/fV5z4dcvl7iYiIyKUUxK8gJiaGgoICioqKCAgIIDU1lWeeeeaSbfr06cOmTZuIi4tjx44ddO/eHdM/V6lr65qfGNuq73ctQymuB8tfPmrldxQRERG5egriV2CxWJg0aRKvvvoqdrvdORXfkiVLiImJoW/fvgwfPpy5c+cyefJkvLy8mDJlivP3n3rqKWpqamhqaiItLY2XXnrpkhlXREREROTWpSD+L6SkpJCSknLJYw8//LDzzy4uLjz33HNf+7tvvfXWDa1Nbm2aAk9EROTmpukLRUREREQMoCAuIiIiImIABXEREREREQMoiIuIiIiIGEBBXERERETEAAriIiIiIiIGUBAXERERETGAgriIiIiIiAG0oM8tTAvCiIiIiBhHPeIiIiIiIgZQj7hcteLdazi59HeXPd5z+iJcA0KdP9ubGshd8b+UZ6XSXF+LW3AkEWN+gk9s79YsV0RERKRNU4+4XDXv6GSiH51B9KMz6PLIdEwWG1Yvf2y+QZdsV7JnHcVpn+IeFkP4XROpLcjh1LI3DKpaREREpG1Sj7hcNdeAjrgGdASgdP9mHM2NBPW7G7PlK/+MHHYA3EO64NM1BZPFhsXdC/iyVz0geRg1BTk0VVcQdf+zlB3YSvnBbfjEpRDz2CtgMpG74o+U7t+MvbEe14BQIsc/o151ERERaTfUIy7/lnM7PwaTmQ4Dxlz2XGCfu/DrMYSirR+S9YcnMbu40vmhFy7ZpurUQTrcNpammvPkLJyJxd0Try49KD+YSvmh7dQW5HBu58f4dE0h6v4p+HUfjMPe3Fq7JyIiInLDKYjLNasryacyOx3f+H6XjA1vUZWbxflDOwnoPYLoR18Cu52TS3+Lw+FwbhOYMoqQwfdh8w4AIOLbP8U/6VsA1JcWYvMJxGxzoyY/m+ozR3AP7YJ3TK/W2UERERGRVqAgLtfs3I5V4HDQYeC3AXA4HNgbG7A3NwFQ9s9hKx0GfpuAXsPw6BRPTd4xmqrPO1+jZaiKyWLFbHPBbLVhMv/zn6PDjs07gO5T5xF82ziaqys48f5rFKyb37o7KiIiInIDKYjLNbE3NVKyey0ufsH4JgwAoKHsLHtn3EPOe/8N4BxHXrhpCUWp/6D6VBZWDx+snr5X/T51505TuHkJZhc3PCO7XXifipLrvDciIiIixtHNmnJNyjO/oKm6nLC7Jn7Zg/0VwYPGU1eUS/mh7VRm78UtOJJO9z6JyWS66vcxWV2oyTtGyZ514LDjGdWdjkMfuV67ISIiImI4BXG5JgG9hhPQa/glj7kGhNL3txucP5ttLnR+8Pmv/f2gvncT1Pdu589JLy7+xue6PT33epUtIiIi0uZoaIqIiIiIiAEUxEVEREREDKAgLiIiIiJiAAVxEREREREDKIiLiIiIiBhAQVxERERExAAK4iIiIiIiBlAQFxERERExgIK4iIiIiIgBFMRFRERERAygIC4iIiIiYgAFcRERERERAyiIi4iIiIgYQEFcRERERMQACuIiIiIiIgZQEBcRERERMYCCuIiIiIiIARTERUREREQMoCAuIiIiImIABXEREREREQMoiIuIiIiIGEBBXERERETEAAriIiIiIiIGUBAXERERETGAgriIiIiIiAEUxEVEREREDKAgLiIiIiJiAAVxEREREREDKIiLiIiIiBhAQVxERERExAAK4iIiIiIiBlAQFxERERExgIK4iIiIiIgBFMRFRERERAxgNbqAti4jI4N3330Xu93OiBEjGD9+/CXPNzY2MnfuXI4fP463tzdTpkwhODgYgBUrVrBx40bMZjMTJ06kV69eRuyCiIiIiLRB6hG/Arvdzrx58/jFL37Bm2++ybZt2zhz5swl22zcuBFPT0/mzJnDvffey6JFiwA4c+YMqampzJ49mxkzZjBv3jzsdrsRuyEiIiIibZCC+BVkZ2cTGhpKSEgIVquVQYMGkZaWdsk2u3fvZujQoQAMHDiQzMxMHA4HaWlpDBo0CJvNRnBwMKGhoWRnZxuwFyIiIiLSFmloyhWUlpYSGBjo/DkwMJBjx4594zYWiwUPDw8qKyspLS2la9euzu0CAgIoLS297D3Wr1/P+vXrAZg1axZhYWE3Yle+Vtq01nsvuf7Ufjcvtd3NTe13c1P7SVuiHnGDjRw5klmzZjFr1iyjS7nhpk+fbnQJ8h9Q+9281HY3N7XfzU3tJ1eiIH4FAQEBlJSUOH8uKSkhICDgG7dpbm6mpqYGb2/vy363tLT0st8VERERkVuXgvgVxMTEUFBQQFFREU1NTaSmptK3b99LtunTpw+bNm0CYMeOHXTv3h2TyUTfvn1JTU2lsbGRoqIiCgoKiI2NNWAvRERERKQtsrzyyiuvGF1EW2U2mwkNDWXOnDmsWbOG22+/nYEDB7JkyRLq6uoICwsjMjKSrVu3snjxYk6ePMmPf/xjvLy88PX1paqqij//+c9s3bqVSZMmter477YqOjra6BLkP6D2u3mp7W5uar+bm9pPvonJ4XA4jC5CRERERORWo6EpIiIiIiIGUBCXNkEXZkRERORWoyAubYLJZDK6BBEREZFWpSAuhtu4cSNVVVXqFRcREZFbioK4GGrXrl2sWrUKLy8vTCYTdrvd6JLkBtCXrFuX2l7k+tE5sv1REBdD7du3jy5dugAXQvnu3bsNrkj+UxcHr7q6OgB9ybqFfDV4tww7UyA3Rstxd+zYMVauXElNTY3BFcm/o6qqCrgwrbK0L1ajC5Bbl91uZ8SIEcyfP5933nmHzz77jN///vfO50wmk8aO32Tsdjtms5mCggI+/fRT54qy999/P35+fpdsI+1PS9s2NTWxdetWsrOzSUhIYMiQIc4vYzquW1fLsfZ///d/9OvXDw8PD5qbm2loaKC2tlYrPrdRLcfSyZMn2bRpE3l5eVRUVPDggw/Sp08fTCYTDodDx1I7oLOhGKKmpoYFCxbg5+fHuHHjSE9Px8/Pj0OHDlFcXIzZbFYv6k2o5aQ/Z84cSkpKiImJoby8nBdffJHly5dfso20Py2h4O2332bVqlU0Njby3nvv8dxzz3H48GHnca3e8dbR8ve8YcMGrFYrjzzyCADvvPMOv/vd71i8eDGlpaVGlijf4OLPUrvdzsSJE/Hw8ODDDz/EZDLR3NysEN5OqEdcDDFv3jwaGhoICAjAZDIRFBREt27dOHz4MJmZmaSkh6jCuwAAIABJREFUpDB48GBsNpvRpcpVaunBOXHiBD4+PkybNg2Hw0FlZSUZGRmsW7eOtWvXMnnyZLp37250uXKdtbR/eXk5paWlzJw5Ew8PD2pqaliyZAkzZ86kW7duPPPMM/j4+Bhd7i2hJaidO3eOuLg4amtrWbhwIYWFhdx1112sXr2agwcPcvvttxtcqXydjIwMXF1dmTRpEgDFxcX86Ec/AmDFihUMGTKE0NBQI0uU60BdU9Lq7HY7vr6+dOjQgaamJmbPns2wYcN46KGHGDp0KKGhoezatYt33nlHY8ZvIi09OGlpaZw/f56TJ09iMpnw8fFh0KBBTJ48mWHDhimEtVMt7Z+amorFYqGpqQkADw8PJk6cyG9/+1tqamrYt2+fkWXekgYPHkxhYSGzZs2itLSUn/70pwwYMAAvLy/KysqMLk++gaurKxaLBYB3332X0NBQkpOTKS4uZvv27bi6uhpcoVwPlldeeeUVo4uQW0tLL83u3bvZuXMnJ06c4IknnsBmsxESEkKXLl1wd3fnzJkzVFRUkJycbHDFcrXOnTvHjh07KCoqoqysDJvNRlBQEFarFU9PTxISEvD39ze6TLlBysvL+eKLLzh48CD5+fmEhYXh6+sLgI+PDyNGjCAqKsrgKtu/r44d9vX1JTY2lsTERG6//XYCAgLYvXs3n3zyCc899xwWi0Xjjdsgd3d3Dhw4QGlpKevWrWP69Ol4eHgwd+5cwsLCdCWjnVAQF0OEhoYSFhbGBx98QFBQEADNzc34+Pjg4eFBp06diIyMpHv37ri5uRlcrVwtT09P+vbtS0BAAKdPnyYnJ4ezZ89is9kICAjQ+PB2zs3NjaioKMLCwigqKmL//v0UFxcTEhKi47gVtQTqnTt3smvXLj7//HNCQ0OJj4/H3d2dI0eOsGrVKu68807i4uJobm7WsdkGfPXLkIuLCyaTiSVLlmA2mwkNDWX16tUUFhYybdo0tVk7oSAura7lw6apqYmGhgaGDRvG1q1bOXbsGA0NDbi6uuLt7Y23t7dO3jeBi08excXFeHl50alTJ+Lj46muriYnJ4f9+/cTERHhnDlF2o+L299ut+Pl5UXnzp3p2LEj9fX1HD9+nNTUVIKDg51fuuXGaZmZJi0tjXnz5uHj44PJZGLBggVkZWXRv39/PD09CQ8PZ+DAgYBuoG4rWo6jQ4cOsX//fqxWKz169ODuu++mpqaGsrIyYmJiGDNmjPNKk9z8TA7dvi6t6Jsuf9bU1LB27VrS09MJDAykX79+DBw4UJdK27iWG/Ryc3P56KOPyM7Oxmq1MmHCBOeQopMnT7J//37Gjh1rcLVyvbW0f11dHevXr2fnzp1ER0czfPhwoqKiaG5uJisri/3793Pffffh4eFhdMm3jNdee42RI0fSv39/4MI81G+++SaBgYH89Kc/Nbg6+aqWY2nnzp0sXLgQk8mEq6urc/rP+Ph4o0uUG0Q94tKqWoL4li1b+Oyzz1i4cCHnz5/H39+fgQMH0rVrVw4cOEBwcLBzoR9pm5qbm503Ev36178mKCiISZMmcfjwYZYtW8aRI0fo3LkzUVFROom0Uy3H81tvvUVOTg633367cyhEZWUl4eHhdO7cmW7duunqVitoaY+jR4+Sk5NDeHg4ERERwIVhDgEBAezatYuePXvi7u6ujo42pKUtFixYwJgxY/jxj39Mp06dyMzMZO/evRQXF2OxWAgMDFS7tTOavlBaTcs3/pycHBYsWMCDDz5IVFQUaWlpHDhwgIceeoikpCSee+45o0uVq9ASwrdu3YrD4eAnP/kJAEVFRUyePJkVK1Ywbdo0Jk6cyN13321kqXKDtCw4kpmZydtvv43VamXXrl107NiRTZs2sWPHDh555BHnEAi5sVrWXli3bh1ZWVmUl5fj6+tLTEwMbm5uREREkJeXh81mU5hrQ1rOjRkZGcTExBAcHAxAYmIiiYmJbNq0idWrV+Pq6qpOjXZIQVxaTcs4xJUrV3LPPfdw5513AnDXXXfx97//nbfeeotXX31V40jbuGXLlnH27Fmeeuop4MIy9r169QLg/fffx8/PjyFDhlBZWUllZSW9e/c2sly5zg4cOEBWVhYPP/wwcGE868CBA7FarWzZsoX8/HzeeustPv30U7Zt26bhKK3MbDbz1FNPsXfvXtasWcOKFSuIjo4G4OzZs4wYMQJfX1+ampqwWhUBjHTu3Dk6dOjgXORq1apVZGZmcvbsWSZPnuzcbujQofTt21ft1U7pDg1pdaGhoZSXl1/y2COPPEKXLl0oKSkxqCq5Gs3NzXzxxRfcddddABw9epSRI0dyzz334HA4yM/PZ9SoUc7n/P39CQkJMbJkuc7effdd50JbZWVl3HXXXQwePBiA/fv3M27cOADq6+sZNGgQSUlJhtV6q7h4BeKKigoAUlJSeOGFF+jTpw+ZmZls2LCBzp07O49dhTpjtSyuVFFRgclkwmQy8fLLL/Pss89y4MABJk+efMmc+15eXhre1U5pjLi0qrq6OqxWK5999hlms5nAwEDc3Nxoampi/vz5jBw5UneDt2E1NTVkZGRQU1NDcHAwb7zxBrfffjt+fn6YTCaKiopYvXo1eXl5pKWl8V//9V9aHbUdqa2t5fDhw3Tr1o2IiAheeuklkpKSnPdznDx5ki+++AJvb2/ee+897rvvPgIDAw2uuv1rGWayZMkSPvnkExYvXkxeXh52u51hw4aRlJREbW0tR44c4dy5czQ3N+Pv769j00DV1dUEBQURGRnJuXPn2Lx5M+Hh4URHR3P33XdTXl7OggULSE9PJzk5WVeW2jEFcbnhKioqcHV1ZdWqVeTl5TFo0CAaGxs5dOgQmZmZbNy4ke3btxMWFubsrZG2ycXFhU6dOvH555/z4YcfEhkZyciRI53Pe3h44HA4cDgc3HvvvVq8pZ2x2Ww0NTUxZ84cZ+Bu6QEHCAoK4tSpU2RlZXHHHXdowZFW0DJd4datW/n000958skn6dmzJ0VFRWRkZGC1WklISKB3794EBwezf/9+9uzZQ79+/RTuDFJXV4enp6fzamFaWhrbtm3j2LFjOBwOIiMjSUpKYvDgwezevRs/Pz/nTbfS/mj6QrlhGhoa2LdvH59//jlDhw5l9uzZ/PGPfyQkJITm5mbS09MpLS3l9OnTJCcnk5SUhIuLi9FlyxW03FS0Y8cO3nzzTUJDQwkKCuLhhx8mLi4OuHCS0SXU9u3o0aO8/PLLAIwbN45HHnnEeQ9IVVUVnp6eALohsBXNmjWL/v37M3z4cOdjH330EStXruT111+/5N6brKwsEhMTjShTgDfeeAMvLy/uueceOnXqRGNjIwcPHmTfvn2cPXuWkJAQbr/9dmJjY40uVVqBesTlhigqKmLBggX06dOHQ4cO8dFHHxEeHs6oUaOw2+24uLgQFhZGTEwMiYmJREZGOmfhkLbr4oVb7rjjDsaOHcvx48dZsWIFubm5xMfHO0OYtE92u52qqiqioqL47ne/y4cffsjSpUvx9vYmOjrauRqgQviNd/G6DLm5uZw5c4Z+/fo5n4+PjycrK4vOnTsTFBTk7D3v0KGDUSULF8Z7p6Wl8cUXX9DY2Eh4eDhdunShS5cuWK1WCgoKSE9PJy8vj4SEBC241M4piMsN8ac//QmLxcKoUaOIi4sjLy+PpqYmNm3aBIC/vz8eHh4cOHCATZs26Yaum0DLSbypqck5/VlgYCB9+/YlKiqKrKws5s2bR3h4OJ06dTK6XLnOWtrfZDLh5+dHSEgIwcHB3H333bi4uLB06VLWrFlDjx49tIJqK2i5OlVRUUF6ejqRkZGsX7+e4uJigoOD8fLy4uTJkyxfvpyHHnoIV1dXfTlqI0JCQhg6dChms5k1a9aQkZGBm5sbUVFRxMTEEB4eTlVVFX5+fnTt2tXocuUG09AUuSGWLVtGRUUFY8eO5Ve/+hWTJk2iV69efPLJJ3z22WcEBwfTr18/Fi5cyJNPPumcdUHappaTflNTE3/961/JycnB29ub5uZmxo0bR0pKCtXV1aSlpZGcnIy/v7/RJcsNsmrVKnJycigvLycoKIiJEyfi6elJTU0Nf/vb3xg0aJBzOku58d544w1sNhvPPPMMqamp7N27l/z8fOrr6/Hy8iIpKYnvfOc7zmNYjHfxYmgNDQ0sXbqU1NRU4uPjueeee4iLi3Pea6M2a/8UxOWGyMrK4qOPPqKyspLi4mLnmDi4MIZ4yZIlVFdXExYWxvjx4w2uVv6VlpP4n/70JxoaGrj77rtxOBzs27eP/fv3M378ePr376+TfTvV0q6ffvopmzZt4o477iAoKIi1a9eSm5vLT37yE/r06WN0mbeMi3vDFy9ezOjRo4mMjMRut5Obm0tNTQ0nT56kV69ehIWFAZcOYxHjXNwOBQUFdOzYEbgwnHP+/PmcPn2aHj168Oijj2qY3y1CE4nKddWyQEFiYiIBAQFMnTqV0NBQPvroI+Lj4+natSs+Pj784Ac/oKGhQdNn3STMZjNVVVWcOHGCn/3sZ86Te1RUFA0NDWzZsoV+/fophLdTZrMZh8PBF198wcSJE0lISACgf//+LFmyhG3btimIt6KW42zp0qXs3r2b+vp6JkyYQEBAAJ07dwa47GZMhXDjtXyBOnHiBKtXr+bQoUP4+fnRs2dPHnroIZ5//nl2797Npk2bFMJvIRojLtdNc3Mz//M//0OPHj3w8fHBarXi7+/PPffcw65du8jKyqKyshKr1YqXl5fGLN5kXFxcOHz4MHV1dc4ZUmw2G507d2bTpk306NFDJ492yuFw0NjYSGZmJo2NjcTHxzvHi/v6+rJlyxbi4+Px8fExutRbire3N3a7nVOnTlFZWYnFYsHb21uL9bRRLee73/zmN0RHR/Pzn/+cgwcPcuTIEe68805qamqIiopi0KBBBlcqrUndV3LdWCwWpk6dSnh4OMXFxaxZs4YRI0bQpUsXnn/+eQYPHsyhQ4f44IMPSE1NNbpc+Td07tyZDz/8kM2bNwPQ2NjInj17qK6uJjg42ODq5EYxmUy4uLiQmJjIvn37OHXq1CXPlZSUaAVVA3Tt2pXHH3+cRx55hFOnTrFy5UrWr19/SftI25KdnY3FYuG73/0uADk5OTzwwAMArFixgqNHjxpZnhhAX5vluqiurqasrMw5W0ZxcTGff/45mzdvZsyYMYwYMYIRI0YwYMAAli1b5hwvLjeHlnGNY8eOJTAwkHfeeYcPP/yQwMBAampq+NGPfmR0idIKRo4cSWFhIS+//DKDBg2ipqaG4uJixowZo17YVtAytOHo0aOkp6dTVVVF165d6d27N9OmTWPt2rWsW7cOLy8vLabVRvn5+VFfX09paSnr1q0jKCiI/v37U1NTQ2pqKiNGjDC6RGllullTrotly5Zx8uRJ+vbtS69evfDz86OiooLNmzezYcMGvL29efTRR+nWrZvRpcpVamhowMXFhX379rFz506KioqIjY0lKSmJhIQEtm7diqenJ+Hh4YSGhhpdrlxHdrud5uZmbDYbZ8+eJT09nYqKCvz8/Bg0aBBVVVXO4zoiIoLevXsbXXK71xLCi4qKeOmllxg1ahTV1dXOcftDhgwBoKSkBF9fX6xWq27QbKP+9re/0dTUxObNm3n11VeJjIzkD3/4AxaLhcmTJxtdnrQyjRGX68JsNlNWVsaxY8c4deoUDoeDsLAwEhMT6dmzJyUlJaxYsYKsrCwGDBigBT/asFOnTuHn54fFYqGqqorp06czcOBA3N3dqa6uJjMzE4vFwuDBgwkLC9PVjXamvr4em83mnF5txowZNDY2UlxcTGVlJRs2bKBjx47cddddxMfHO2d9kBur5fPyL3/5CzExMTz22GP4+/vz+eef8/TTT5Ofn09+fj6RkZHOmzn1GWu8lvn3a2trOXPmDP7+/nh5ebF3714sFgvl5eWsW7eOiooKpkyZoitLtyC1uFwXCQkJJCQksGvXLnbv3s3GjRvJzs4mJSWF2NhYJk2aRJ8+fThx4oQ+aNqwhoYG/vd//xcXFxcef/xxamtrGT58OGPHjgWgvLycjRs38u6779KpUyct3NMOvfDCC3Tt2pWnn36aU6dO4evry3PPPQdAXl4ee/bsYdWqVXTp0oWAgACDq731BAYGEh8fD8DcuXO57777MJvNpKWlcfr0aeeMNtI2XPwFqmPHjgQFBREbG8szzzzDgQMHqKurw83Njfj4eNzc3AyuVoygHnG5Llq+9YeHh5OYmEh9fT3Z2dkcO3aMsrIyvL29iY2N1UmijTOZTCQkJFBTU8OyZcs4fPgwNpuN2267DQA3Nze6devGkSNH8PLyIjIy0uCK5Xrr1KkTqampzJ8/n4aGBvz9/UlOTgbA19eXiIgIvvjiC1xdXYmOjja42ltPdnY2W7ZsobCwkMLCQudQhj/+8Y+MHz+ejh07Oj+PxVgtw4kyMjJYtWoV06ZNw93dnezsbHbs2EHnzp3p1asX4eHhuLq6Gl2uGERBXK6Llg/9pqYm3NzciI2NJTExkeLiYnJycti/fz9hYWFa+rqNa1m+vHv37sTExHD+/Hm2bdtGQ0MDSUlJzu3ee+89evfuTUREhIHVyo0QEhLCyJEjCQ0NZcuWLWRkZBAZGelsa5vNxpYtWy7pmZUb6+Kx3omJiZw4cYJt27aRnJyMzWZj1apV2Gw2HnroIUBDUtqKlnZYuHAhw4cPp2vXrqxdu5bly5dTVlbGxx9/TEpKiqb9vMUpiMt11TL2e+nSpURERNC/f398fHyoqalhyJAhOkG0cc3NzZjNZnbt2sXRo0e5//77iYyMZOvWrSxbtowTJ05w+PBhgoODtSJqO9TSk5qbm0tBQQHf//73MZlMzJ8/nyNHjlBRUcHRo0fJycnhqaee0vF8g13cs11eXs7Bgwfx8PCgR48e2Gw2qqur2bBhA71792b8+PG4ubmpN7wNKioq4siRI9TW1rJy5Uq+973v8fDDD3PixAn8/PwIDw83ukQxkAbrynXT1NSE1Wpl165dbNiwwdk706NHD3r06GFwdfKvOBwO5w16n376Kd/5znfw8fFhyJAhJCYmOmfAMZlMvPbaawZXKzdCy01+7733HomJiXh5efHoo48ybNgwFi1axIIFCwgPD2fGjBkKe61o0aJFZGZmAnDixAmGDx/O448/ftnMKA6HQ6vbtkFDhgwhPT2dY8eO8dhjj5GSkkJ1dTUZGRk88sgjRpcnBtP0hXLNWj74KysrKSsrw263O5dVBvjv//5vvvWtbzFixAiampqwWCw6ad8EWtp1x44dZGRkMHr0aCIjI52PNzc3c+LECYqKirTyWzvUMp61oKCAtLQ0+vTpQ3h4uPMLNkBGRgZbt27l6aefNrja9q/luCssLGTGjBm88sor+Pv7U1FRwdtvv01VVRXPP/+8elPboIu/HNXU1ODh4QF82Vl15swZ3nnnHUJCQnjyySeNLFXaAA1NkWvS8gFz8uRJ3nrrLdLS0ti/fz92u53o6GgaGhoIDg523txnNpsVwm8SLWF72bJlbN26lYaGBvr16+dsP7PZTEBAgMaFt1Mt7fzaa6+xZcsWXFxcSEpKwmw209zcjMlkomPHjvTv39/gSm8NLe2RkZGBu7s7w4YNw8XFBW9vb4YMGcLevXsJCgrSzEVtTMsX2uLiYv7xj3/wwQcfkJaWRufOnfH39wfgzJkzFBYW8pOf/ETnR1EQl2vT8qHx6quvMmDAAO69915sNhuHDx8mOTmZrKwsEhMTnUMc5OZiNptJTk523qj3+eef4+/vr163W0j//v0xmUx8/PHH5Obm0rNnT9zc3DCZTBp/3MqOHz/OwoULOXLkCB07diQ0NBSz2YzFYuHo0aOcPXuWPn36GF2mXKTl+Pjtb39LTU0NY8eOJSMjg+XLl3Pu3DliY2OJiIigb9++GkYkgIK4/BuOHj3Kjh07+NnPfoafnx+xsbEsXryYo0ePkpaWxt///neio6MJCQkxulS5Ci1XOYqKitizZw8dO3YkPj6eAQMGUFdXx8cff8zOnTtJSEjQ4j3tUEv7NzQ0cPDgQSIjI0lKSqJfv37s2rWL9957j8bGRnr06KEQ3sp8fX1xOBxUV1dz5swZGhoaqKuro7GxkQ8++ID77ruPkJAQfUFqI1qOpfT0dFJTU3n11Vfp2LEja9euZdiwYezYsYPly5cTHBx8yXBOubUpiMu/JT09HbPZjL+/P+np6ezYsYPp06czatQozp49S319PYmJiUaXKVeh5QS+bt06duzYQVFREWazmcjISHr27El8fDzHjh0jLCxMX67aoZb2T01NZdWqVRQWFuLr60tUVBRDhw4lIiKCBQsW4OHhQWxsrMHVtn8Xz1zT0tGRlJREQUEBu3fvZu3ateTm5jJgwAC+9a1vAZqusK1oaYft27cTEBBA7969WblyJadOnWLKlCk0Njbi6+tL7969tRiWOCmIyzWx2+14enqSnZ1NXl4e27dvZ+vWrTzwwAP06NEDq9XK2bNnOXLkCEOGDDG6XLkG0dHR2Gw2Tpw4wbFjxzh79ix+fn5ERkYyaNAghfB2ztXVFVdXV/Ly8sjIyKCsrIywsDC6dOnC/fffrxDeSkwmE01NTUyfPp21a9cSExNDREQEycnJREVF0dDQQEVFBf7+/ri5ueHm5obNZjO6bLlIt27dCAoKwtfXl48//piRI0cSGRlJamoqXbt21XAiuYSCuFyTlm/8eXl5dOrUiW9/+9s0NjZSV1fnnKLw//7v/xg1apQuvbVxF9/ZD2CxWIiKiqJr165UVVWxbds2Dh48SG1tLTExMep1a+e8vLyIjY0lICCAxsZGMjIyyMrKoq6uTsdyKzObzXzrW9+ivLycv/71rxw/fpyePXvSsWNH+vbti81mY9++faSnp2MymbTCqcG++lkKF4YVAeTm5rJ582aqq6v55JNP+MEPfuCcRUUEFMTl31BaWsqaNWuwWq3069eP8+fPs3jxYk6dOsXGjRvx9PRkwoQJRpcp/0LLiePjjz+mtLTUOfuCu7s78fHx1NXVcejQIVJSUrSUfTvUEh5ycnIoLi7Gy8sLq9VKQEAAXbt25cyZM84Vcbt162Z0ue3eV8d5u7q60rt3bwYMGMDevXtZsGABjY2NdO/encjISAYMGEBJSQkRERGEhoYaWLm0zJSyd+9e9uzZw5o1a7BYLISFhREcHEx+fj7FxcXceeedWlNDLqMgLtfM3d2dsLAwli9fTmFhIWPHjiUhIYGSkhJuv/127rrrLtzc3IwuU67g4h6czMxMZ69b586dncst22w2ysvLGTdunO7ub2cubv+lS5eyYsUKAPz8/HBxccFms9G5c2dyc3P5zne+g6urq5Hl3hJa2mP9+vWYTCbnVHctY4r37NnDjh076NKlC2FhYVgsFrp3764QbqCioiKsVis2m43jx48ze/Zs3N3dcXd3Z8mSJezdu5ehQ4dy2223MWjQIF25kK+lIC5X5auX3vz9/YmOjiYtLQ0XFxd69epF79696dixo0J4G3dxW65YsYL777+fUaNGsXv3bhYsWEBVVRVlZWX89a9/JSUlRb2h7VBL++/fv597770XPz8/1q1bR3p6Oq6urlRUVPD3v/8dT09PBg8ebHC1t46ioiJWr17NkSNHKCkpITQ0FDc3N1xdXampqWH8+PH07t0buLwHXVpXXl4e77zzDg6HA19fX5YtW8bgwYP53ve+R0pKCmPGjCEjI4O0tDQGDhyoKX3lGymIy1UxmUzU1tayZ88ewsLCqK+vd9689+c//5mgoCANX7hJbN26lVOnTnHy5En+8Y9/MGbMGNzc3BgyZAg9evTgiy++oLi4mLi4OB5++GGjy5XrpOULWFZWFqdOncLFxYUZM2YwbNgw4uPjufPOOykrK2PTpk1kZ2fT2NjIT3/6U90I2Io8PT3p1KkTDQ0N5OTkcODAAc6fP4/NZmPu3LmMGjXKOduGQrixrFYrp0+fJiMjg/z8fEwmEwEBAc6bmluGpmzfvp3ExETnlUaRr9IS93LVNm3axEcffURVVRXJyck0NjYycOBAdu/eTU5ODr/4xS/o0KGD0WXKFTQ0NLBw4UJKS0vJzMxk6NCh/PCHPwS+/oYjaX8WL17MmTNnOH36NLGxsTz77LOXPF9ZWYnJZMJqterqVitoGV+8a9curFYrKSkpNDY2kpWVxcGDB9m3bx8NDQ306dOHxx57zLm9tA0nT55k9erVHD58GBcXFyZMmEBcXJzzhsxJkyYxc+ZMLYom30hBXK5aU1MTZrOZY8eOcfr0aWpqati+fTuurq7U1dUxa9Yso0uUq7RkyRLWrl1LcnIyISEhJCcnExcXh9lsZsOGDbpBrx2rrKzk008/5cMPP6RPnz7ExcUxaNAggoODgQurOXp6emq6ylbQEqrLysqYOnUqU6dOJTEx0bnAkouLC/X19dTX1+Pl5YXZbFYQbyO+2g6ZmZmsXr2auro6YmNjMZlMVFRU0NTUxNNPP21gpdLWKYjLf6y0tBRXV1c8PT2NLkX+hZaTx4kTJ3BxceHo0aPs2bMHm81GTEwMoaGhvP3228yaNUtXN9qx48ePU1hYSG1tLRkZGZjNZpKTkxkyZAjPPvssTzzxBCkpKUaXecv47W9/i7+/P0888QT5+fls3LiRQ4cOER8fz6OPPorVatUVqzbq4kBut9vZsGED27ZtIzs7m/HjxzN27FhcXFwMrlLaMqvRBcjNq+UDSCuE3TxaThhdunQBIDw8nN69e7Nu3ToOHz7Mrl27GDVqlEJ4O9elSxeio6NxOBzExsayfft2tm/fzsqVK+nSpYtCeCuqq6vDbDYzevRoAP7whz8QExPDgAEDOHz4MFVVVfj5+SmEt1Et58EzZ86Qm5vLqFGj6N+/Px988AHh4eEK4fI8IBlRAAAXA0lEQVQvqUdc5BbTcsibTCaWLl3K0KFDCQ4OprCwEC8vL7y8vAyuUK6Xll5Uu90OcEnPndlsJjU1lcTERFxcXCgoKMBqtRIUFKSrW61s8eLFrFy5kv79+2O325k2bRoAzz77LM888wwxMTEGV/j/27vXoKjvs//j713OLOFMAshBEJSTSFDxGDFQMdFqrU0ySdpJTWKTNjOd1ORJ63SatmmmJpnEiY7VdIJN0qamGtGKNcYTGjQiWAyCSNazVIqwghFcEdnd+4Gz+zf9977nvhvht6yf1zOVB9fMbxY/e/2u7/UVt1s/U7eOpixZsoTZs2fzwAMPGFidDEfqiIvcYRwOB/7+/tTW1rJ7924eeeQRAO0j9kEDAwN0dnaSmJgI3AzgLpcLPz8/Ojs7KS8v57XXXiM0NFRhz0CPP/442dnZBAYGet5WrV+/nrCwMD0XL/Dvwvf27duZMmUKUVFR1NXV4XQ6PSHc4XBoXaH8r+nEh4iPcne+e3p6OH/+PGfPngVurt2CmzdqukO4w+EwpEYZXAcPHuSFF17g/fffp7+/H7PZ7AkI5eXlTJw4kZiYGD1/Aw0MDAA3x4VycnIICAhg//797Nmzh2effRbA80ZDjOEeC/rkk09oa2tjy5YtVFVVeS5d8vPz82wfUgiX/yuNpoj4IHcH5+zZs6xdu9bTBZ8xYwalpaX09/fT0tJCfn6+0aXKILLb7Rw7dozt27fT0dHBQw89RHFxMQC7d+/m/vvvx2w26yCgQdwd1q6uLlatWsULL7yAxWKhs7OT9vZ2xo4dqy0pXsDlcnH9+nVef/11bDYbXV1dLF682PNZctOzkv+ELvQR8UHuUPXKK68wadIk5s6dS0BAAC0tLYwbN47m5mZycnLUufFxAQEBjBgxgtTUVK5cucKGDRtobGwkPj6eoqIiTCaTZy2pgvjgc3/huXbtGj09PZ5d02+88QYxMTFMmzYNl8v1lfWRei7Gc+/VLy4u5ty5c1y8eJHOzk6cTieRkZEEBgZiNpvZt28ffn5+REREGF2yDCMK4iI+ymq1UlNTw5IlS4iMjCQjI4M///nPWK1W6urq+PDDD0lPT9e+aB91a5f7t7/9LaNGjWL06NFYLBY2bdrEmTNnyMzMxGKxKOwNAafTSXd3N6GhoaxatYqQkBCSkpLo7Oykvr6eJUuWYDKZ9HbCS7m/sIaEhPC9730Ph8PB1q1bOXHiBBEREZw4cYL33nuPRx99VA0O+T9REBfxYUeOHMFsNhMVFcWRI0eoqanhpz/9KbNmzeLixYtcv36dnJwco8uUQeAOc3v37uXUqVM8//zzjB07lqysLJKTk9m8eTOVlZUkJCSQkpJicLW+b9OmTWzatAmbzUZ1dbXnkheLxUJeXp6nO64Q7l2cTicmk8lzmZLD4SAqKorMzEyKi4s5ffo0u3bt4uLFi5SVlTFmzBijS5ZhRltTRHyQ0+kkJiaG5ORkjh49Sk1NDa2trTz22GOeve8pKSkcO3bM4EplsAUGBhIQEMDly5eJjIwkNDSUwsJCiouLCQ8PZ9y4cUaXeEeYO3cuPT09bN68mYyMDDo6OrBYLFgsFs9nsr29XduLvIx75ruxsZEtW7bwj3/8A7PZzLRp05g1axaLFy+mvb2dgIAAYmJiDK5WhiOdKhDxQe7/POLj48nLy+OHP/wh9913H93d3Z6f2bNnD1OmTDGqRBkio0ePxmw2s3//fvr7+3E4HJjNZmw2G1FRUdobPwRcLhdBQUGUlpYyYcIEwsPD+c1vfkNlZSVtbW0AVFRUcODAAYMrFbczZ85QWVnJtWvXAHj33XfJzc3l1Vdf5cknn+TEiRO8+eab2Gw24uPjFcLlP6atKSI+qquri9///vekpqby2GOPceDAAdasWUNhYSF2ux2TycTSpUuNLlNus383Y/z3v/+dt99+m9jYWLKysujs7OT06dOsWrXKoCrvHP/dzHd9fT0bNmzA5XKRk5PDxx9/zPLly4mPj9ecuBf4+OOPqa+vJyoqipEjR2K1WvnJT37ylZ955ZVXSE5O5oknnjCoSvEFmhEX8VEhISEkJiZSUVFBe3s78+fPJysri0uXLnHfffcxe/ZsgoODjS5TbjN3gDty5AiHDh0CIDc3l/nz59Pb20tPTw8jR45k/vz5npEIGTzuNxBNTU1UV1dTVVVFQEAA+fn5lJWVea64nzt3LpmZmVqB5yWSk5OJjIykq6uLf/7znzQ2NnLXXXd5LlwCCAoKor6+nqlTp+qApvzH1BEX8SH/rpNmtVqpqKigpKSEoqIigyqToeAOcXv37mXjxo2EhobidDpJS0tj2rRpmgcfQrfOe589e5aXXnqJmTNn0tnZSUdHB2lpaTz55JOEhoZ+5XOrbrjxbn0GXV1dnnM2X375JQUFBcycOZPo6GhWrlxJWFgYzzzzjMEVy3CmIC7iY65du0ZDQwNFRUX09/cTHBzM/v37eeedd1i8eDHTp083ukQZBLeGh9dff53S0lIKCws5c+YMf/vb3+js7GT06NGMGzeOnJwcdV0H0aVLl1i9ejUZGRmUlZWxbds2QkNDWbhwIQDnz5+nvLycGzdu8POf/9yzMUW8x79+IWpra6O+vp7m5mZOnTpFeHg4mZmZLF68WJ8l+Vo0miLiYw4cOEBFRQUVFRW0tbXx2WefedbTHThwgPHjx2OxWAyuUgaDyWTis88+4/r166SlpREbG0tUVBRFRUVYLBaqq6sJDw/XirVBZrfb6evro62tjYaGBrq6ukhLSyM9PR2AiIgI7r33Xg4fPszYsWN1YNYLmUwmrly5wvHjx4mIiCA6OprMzEzi4+MJDAzk8uXLLFiwQIc05WvT+kIRHzN9+nRmzJjBiRMnaG1txW6389e//pWgoCCCgoKIi4szukQZBCaTCafTyWeffUZdXR0dHR1kZWV5/r2oqIjCwkL0EnTwxcbGsmDBAqxWKw0NDdTX17N+/XosFotnU5HFYuHUqVP09fUZXK3cyuFw4OfnR319PRUVFVy6dImBgQFKS0spLi4mIyODpKQkxo4dS0ZGhtHlig/QaIrIHaKrq4ugoCB1w+8ADQ0NrF27lqtXr7Jo0SKNIw2xWw9c9vX1YbVaqa2t5eLFi1gsFpKTk+np6cFut/Pcc89pLtwL/ehHP2LevHnMmTOHNWvWUFVVxd13383cuXOZMmWKrrGX20ajKSI+zn0zXEhICIGBgUaXI7eZ+/m6ORwOEhISePDBB3G5XKxbt46qqirGjh1LeHi4gZXeGVwulyeEDwwMEBgYyD333MOoUaMICgqitbWVffv2ERsby9NPP01AQICCuJf59NNP6ezs5Ac/+AHXrl3jD3/4A6+99hptbW1UVlZ6xlREbgcFcREfp//gfZv7+VZXV7Nz507Onz/PlStXSExMJDs7m5KSEk6ePElcXByJiYkGV+v73KG6pqaG7du3s3PnTsLCwkhMTCQ9PZ3MzEyCg4O59957SU5O1rpCL+H+Qut0Ounq6sJisTBmzBg++OADQkJCKCsrw+VykZ6eTmlpKQEBAUaXLD5CQVxEZJhy76jetWsXW7ZsITw8nOvXr1NdXc25c+cICwtjxIgRTJ06VSF8CLhD9YkTJ1ixYgV5eXn4+fmxbt06Lly4QHR0NCkpKWRnZ5OQkADoi7K3cD+HjRs3EhAQQFlZGQB1dXWkpqYyZswYysvLSUpKIjc318hSxccoiIuIDFPuTuqrr77KM888w7x582hsbKS9vZ3AwECqq6u5ePEiubm56roOAXeYW758ObNmzeLb3/42oaGh1NfXExoaSmVlJd3d3WRnZ+Pvr10J3sT9JqOjo4P333+f3t5ecnJycDgcvPvuu3z++ed0dXX9f7drinxd+k0gIjKMNTU1kZ2dTX5+Pt3d3VRXV/Paa69x6tQpNm/eTGZmpkLfEGprayM0NJQZM2YAsGLFCp577jmysrJ4+eWX6evr0422XshkMuFyuZg5cyaJiYns2rWLPXv2MH36dF588UUuX77sWT8pcjvpt7OIyDDyrwf7kpKSKCkpAaCqqorc3FxiYmL48ssviYqKYsKECUaVekfq6+vjqaeewmw28/nnn3PPPfeQn5/PtWvXiImJ4bvf/S6AZsO9hPs5HD16lE8++YTi4mJGjRpFYmIi1dXVBAYGMnPmTKPLFB+m3wIiIsPIv84UR0ZGemZW4+Pj6e/vx2q1smLFCnXDh9iRI0f42c9+RktLC2FhYcTGxmKz2fj4449Zs2YNfX193HXXXV/ZrCLGcj+HmpoaDh8+zJo1a9i4cSNmsxm73c7q1atZu3YtAwMDBlcqvkoz4iIiw8SePXuIi4sjICDAs+HBZDJhNpv58ssviY6OZtu2bTQ1NZGUlMSiRYuMLtnn3fqGIiEhgeTkZHbv3o3dbicrKwuHw8HBgwcJDAzkxz/+sdYVepFbn8P48eOJiooiLi6OhIQEEhISSElJ4fz584waNYr8/HyDqxVfpQt9RESGgdraWtatW8fy5cuB/7duzWQysW/fPk6ePMnTTz8NgM1mIyIiQivWhoA7zDU1NZGcnExERASffvopR48eZfLkyZ7RIPdsuEZSvIvdbqeuro7i4mJ6e3vZsWMH/v7+lJWVERwcjMvlwul04ufnZ3Sp4qPUERcRGQa2bdtGWFgYkyZNora2lgsXLpCUlATA0qVLefTRR7nnnntwuVxYLBYFhyFiMpk4d+4cv/jFL6iurubGjRtERkZitVrZtm0b/v7+ZGZmer4UqRPuXY4cOcLmzZvZuHEjAH5+fuzatYv6+noSExOJjY31fOEVGQwK4iIiXs7pdBIdHU1NTQ2nT5/mj3/8IwsXLiQiIsJzoGzevHkaeTCAy+UiMDCQS5cu0d/fz/Xr1/H39yciIoLGxkaOHj3KlClTdKupl4qPj+cb3/gGKSkpfPHFF7iHBJqamnA4HBQVFekzJYNKoykiIl7MbrezYcMG5s2bx7lz51i7di39/f185zvfobCwkMjISMxmM2azGYfDoU74EHGPmNjtdkJDQwHYuXMnLpeL/Px84uPjsVqtnD59mgceeMDgauV/y2azYTKZOHz4MKmpqWRlZRldkvg4HacXEfFi5eXl9Pf3Ex0djclkIjY2luzsbFpaWmhqamLixIlMmjSJwMBAhfAhZDabcblcvPPOOzgcDr71rW8RFRVFVVUVbW1tPPTQQ4wePZrRo0cDWlc4XMTGxgIwe/ZsgyuRO4VGU0REvJTT6cRqtWKxWMjNzWXZsmWUlpYyZ84cQkJCsNvtNDc3c/z4cQBdYz/Erl+/jslkwmazUVlZiclkYmBggKqqKr744gtycnIICwsDNBsuIv+eRlNERLxYQ0MDW7duxd/fny+++IJVq1YREhICQG9vL01NTRw+fJjw8HCeeOIJg6u9c12+fJljx45x48YNDh48SGtrKytXrtRbChH5HymIi4h4uZMnT/KrX/2Ku+++m5KSEtLT00lPTycoKAiA9vZ2goODiYyMNLhScbty5Qrh4eGa2xeR/5GCuIiIl3JvQeno6KCyspK8vDx27NhBQEAAhYWF5OTkMGLECI09iIgMUwriIiJe6L9bRWi329mxYwdHjhwhJiaGiRMnMnnyZIVxEZFhSFtTRES8kDuIf/rpp7S0tHD8+HEmT57MpEmTWLBgARMmTGD9+vWeA4MiIjL8qCMuIuJl3KvuTp06xbJly3j44YdxuVzU1dXR19fHI488Qn5+vtFliojI16QgLiLipd58801GjhzJwoULPX/34YcfUlVVxSuvvOLZeSwiIsOTbhcQEfFS8fHxXL58+St/9+ijj5KWlsalS5cMqkpERG4XBXERES/U19fH2LFjaWxsZMeOHZ5APjAwwMmTJz27xEVEZPjSYU0RES/h3j1dWVlJUFAQZWVllJSU0NjYSEtLC1evXsVkMpGXl0dKSorR5YqIyNekIC4iYrD+/n4aGhqoqqpi5syZfPDBB7z11lsAzJkzh4SEBLq6umhtbWXcuHE6qCki4iMUxEVEDNTR0cGGDRuYP38+fn5+rFy5kuTkZCwWC319fQQHBzNhwgQAz59FRMQ3aEZcRMRA7733Hk6nk+TkZL7//e+Tl5dHYGAgL7/8MlVVVdhsNgAaGxvZuHGjwdWKiMjtpI64iIiB0tLSuHLlCjabjV//+tc89dRTFBQUsG3bNrZv3059fT0TJ07kT3/6E88++6zR5YqIyG2kPeIiIgZqbm5my5Yt9PT0YLPZeOONNwgLCwNujqL85S9/4erVqyQmJrJgwQKDqxURkdtJQVxExACdnZ3ExcUB0N7ezosvvkh8fDzjx49nzJgxZGZmEh4eDtw8zBkQEKCr7EVEfIzfL3/5y18aXYSIyJ3E4XDw0ksvkZeXR3h4OP7+/kRFRfHggw9SW1tLc3MzPT09+Pv7ExYWRlBQkEK4iIgPUkdcRMQAbW1tJCYmYrPZ2L9/P/PmzcPPzw+A3bt3c/DgQUwmE1OnTuX+++83uFoRERkMCuIiIkPo6tWrdHd3k5SUBEBLSwurV6/GbDbzzW9+k9LSUgB6e3v56KOPyM3NZeLEiUaWLCIig0RBXERkCH300UecPXuWCRMmUFBQQGRkJFeuXGHfvn3s3r2bu+66i8cff5zs7GyjSxURkUGmIC4iMoRaWlo4dOgQHR0dxMTEUFBQ4NkdfuHCBT755BPq6upIS0vjhRdewM/PT/PhIiI+SkFcRMQAtbW1HD58GLvdTkpKCoWFhWRkZADQ0NDAmTNntK5QRMTHKYiLiAwhp9OJ2XzzUuOrV6+yf/9+mpqaMJvNjBkzhsLCQuLj4w2uUkREhoKCuIiIAQYGBvD3v3m58eXLl9m5cyfnz5/H5XLx0EMPMXLkSGMLFBGRQWc2ugARkTuRe1Xh+vXr6e/v5+GHH2b27NkkJiaSmppqcHUiIjIU1BEXERli7m54bW0t5eXlvP3220aXJCIiBvA3ugAREV/lcrkwmUz09PTQ3d2N0+lk5MiRnpGUrVu38sgjjwA3w7k2pIiI3FnUERcRGQTuEH727FnWrl2Lw+HA39+fGTNmUFpaSn9/Py0tLeTn5xtdqoiIGEQdcRGRQeDubK9atYpp06ZRUFBAU1MTjY2NTJ06lePHj5OXl2dwlSIiYiR1xEVEBonVamXVqlW89dZbwM3Vhc8//zypqanYbDYuXrzIkiVL1BUXEblDqSMuIjJIYmJiCA8PZ+/evdx7770cO3aM3t5ennrqKUJDQykvL8dqtSqIi4jcoRTERUQGgdPpJCYmhuTkZI4ePUpNTQ2tra089thjREdHA5CSksKxY8cMrlRERIyiIC4iMgjct2fGx8cTFhZGYWEh27dvp7u72/Mze/bs0TX2IiJ3MAVxEZFB0tXVRXNzM6mpqURGRpKcnMyaNWtoa2vDbrcTFxdHcXGx0WWKiIhBdFhTRGQQnT59mhUrVlBQUMCiRYtobm7m0KFDFBQUkJ6eTkREhNElioiIQRTERURuI/f+8FtZrVYqKiooKSmhqKjIoMpERMTbmI0uQETEl5hMJq5du0ZNTQ1Op5O+vj5Gjx7N9OnT+d3vfsf+/fuNLlFERLyEOuIiIrfZ3r172bJlC729vYwbN44bN24wefJkDh8+zKlTp1i6dClxcXFGlykiIgZTEBcRuc0GBgYwm82cOHGC1tZW7HY7Bw8eJCgoiL6+PpYtW2Z0iSIi4gUUxEVEhkhXVxdBQUFYLBajSxERES+gIC4iMsicTqdnr7iIiIibgriIiIiIiAHUohERERERMYCCuIiIiIiIARTERUREREQMoCAuIiIiImIABXEREREREQMoiIuIiIiIGEBBXERERETEAP8Fcj5l56MGDAkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_scout_fast_biturbo_means,\n", " suptitle=\"\\nbiturbo token - fast scout engines - wasm compilers vs interpreters (v8 vs wabt)\",\n", @@ -944,7 +1902,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -965,9 +1923,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTest(df_scout_means_ecrecover_websnark_secp256k1,\n", " suptitle=\"websnark-secp256k1-sig-verify - all Scout engines\",\n", @@ -995,9 +1973,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_scout_fast_ecrecover_means,\n", " #suptitle=\"websnark-secp256k1-sig-verify - fast Scout engines - compilers (v8) vs interpreters (wabt)\",\n", @@ -1062,7 +2060,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1083,9 +2081,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTest(df_scout_means_ecpairing_zkrollup,\n", " suptitle=\"websnark-bn128-pairings - all Scout engines\",\n", @@ -1098,9 +2116,31 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 37, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_scout_fast_means_ecpairing_zkrollup,\n", " suptitle=\"compiler engines - optimizing (v8-turbofan) and single-pass (v8-liftoff) \\n vs. \\n interpreter engine (wabt) with bignum host funcs\",\n", @@ -1133,7 +2173,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1149,9 +2189,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTest(df_scout_means_rolluprs,\n", " suptitle=\"rollup.rs-bn128-pairings - all Scout engines\",\n", @@ -1220,7 +2280,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1252,9 +2312,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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TExNmb2/Pm+OkTT1SNydSWR2Th7Vu3ZqXlx9//JGrO7/99hsXXlpaymxsbJinpycvbW9vb2Zvb6/2uOXnecWKFVyYsjouD7O1tWV5eXlceFFREbO0tOTtOzc3l4nFYta8eXMmk8m48KysLGZsbKzx/K0uXbowMzMzhfCysjJmY2PD2rdvzwsvLy9nDRo0YM2bN+eF//3338zf3587ZwCYQCBgc+bM0Wg+ZMXjVzYnUt2cNGXnQN5eNm7cqDKtBg0a8Mo5Ly+PNWjQgJmZmbHi4mLGGGNPnz5lhoaGzNHRkeXn53Nx8/PzWaNGjZiRkRF79uwZFx4WFsaUXcqVzel69eoV8/b2ZsbGxrz5qPK63Lt3b17ZXbhwgQFgs2bNUkjrr7/+YgDYlClTFD6rrLS0VOn81zlz5jAA7Pz581yYNnXy2bNnTCKRMDc3N1ZUVMTLm6GhoUZ1Ut7+Kl/nKnvX7UdZ/ZPfFype6xl7XTfq16+vcA1XRX4vmTZtGi9cfs8bP348F1ZeXs7VzYo2bdqkUG6BgYFMKpUq3M8q0rS8VQkNDWUAeG1Drl27dszW1lZh3mrnzp2ZhYUF77qbl5fHhgwZwnR1dXnXkPDwcK3makPJnEZl91NV7VTZ9oxpf+9SdV9Qd59ijLGvvvqKAWAXL15UeYzqaDU0t2PHDpiZmXHfjCuSj/KVl5fjp59+QuvWrRVGeKKioqCjo4P9+/crbD916lTeMK58VKBfv36oX78+F25lZQUXFxfcuXNHIQ0XFxfecDXwetQHgNJ9VmX79u2QSqUYMGAAcnJyuH95eXno27cvMjMzFfLRu3dvuLm5aZR+UlISHj9+jPDwcOTl5fH2IS+7iqN9wOtynjp1Ki9M/o2pYl5+/vln2NraIigoiBd35syZmh38/1e3bl0MHTpU7f4YY9ixYwe6dOmCevXq8Y7D0NAQnp6evOMwMTHBjRs38Mcff2iVl+r48ccfwRjD559/zpujUrduXYSHh+P+/fsKj4Fquh5VNnHiRF5e5HXdw8ODN4ogFArh7u6utK6rs2nTJixZsgQTJ07kHv9WJTw8HCYmJtzfEokEnp6evH0nJSWhpKQEEydO5D0CsrGxQXBwsMb5y87OVjo/R1dXF8HBwfjtt994j0hTU1Px4MED3igC8HreUcOGDREaGopdu3Zh165dGDRoEObPn4+FCxdqnJ+aZG5ujvDwcJWfT5w4kVfOJiYmmDBhAp49e8Y9ykxKSkJRURGmTp3Ke5JhbGyMqVOn4vnz5zh27FiVean4OK6kpAS5ubl4+vQpAgICUFBQoPQx9LRp03jX4fbt28PIyEhpHZS/FfvkyZMq8yIUCrn5r2VlZXj27BlycnLg7+8PADh//rzCNprUyaNHj6K4uBiTJ0+GRCLhwu3s7DSuk/J9/PLLLxq/1V+dvNZE+9m+fTtcXV3Rtm1b3nX2xYsX6NatG06fPg2ZTKZxvuXXNbnAwEC4uLjw3hYWCAQwMDAAALx69Yq7V8nvAxXPnYmJCYqLi3Ho0CGV0wnetLyzs7Ohp6en9ClfWFgYsrKyePMZMzIycObMGQQFBfGuu/r6+mjQoAECAwOxdetW7NmzB2PGjMHWrVu5JwW1qTr3rurQph0ro9Xj7Dt37qBVq1YKcwgqys7OxvPnz9G0aVOFz8zNzWFra6sw5wJ4/Wy+IjMzMwCvn+NXZmZmhvv37yuEK+u82drawtTUVOk+q3Lr1i0UFhaqfbz1+PFjNG7cmPu74v9rkj4AjBo1Sm36FdWtW1eh/OWVoOL8lIyMDLi7uys8wre2toapqanGeax8XpTtLzs7G7m5uTh69KjKxzIV87Fy5UqMGDECzZs3R6NGjeDr64u+ffuib9++VU45qDwXUygUqp2onJGRAQBK66M87N69e7zOW03Xo8q0revarIN27NgxTJw4EQEBAVi9enW18wS8Ps+V6xTwupNdmbIwVQQCgcobTFhYGJYtW4aEhASuI5iQkMB1MOWKi4vRsWNHtGnThjen8JNPPsEnn3yCuXPnYvDgwXBxccHz588VHiubm5u/lRfJHB0d1b54oaxuNWnSBAC4uqVpna3K8+fPERMTg++//x5//fWXwufK1ofTpB7Iyc9h5Tlcqqxbtw5xcXG4ceMGysvLayQv8nJQ9jhdXq5V8fb2RmhoKLZs2YIdO3agffv28Pf3x7BhwzRO4121n1u3bkEmk6l9/J2Tk4P69etXea00NTXlHllX5ObmhgMHDqCoqIj7IvL9999j2bJluHLlCl6+fMmLX/HczZ49GydPnsSAAQNgYWEBb29v9OzZE8OGDYNUKgXw5uWtrr4FBQVhxowZSEhIQI8ePQC8vn4wxhAaGsrFKy8vR48ePVBWVoYzZ85waQ4ePBgWFhaIjY3FsGHD4O/vD5lMhvz8fN5+TExMuI7121Kde1d1aNuOK9OqE/k2qbrwqgpXdROqSYwxWFlZYefOnSrjNGvWjPd3xW/DmqQPAEuWLEGrVq2UxpFP8pVTd4N6G2Wiyf7k//X390dkZGSVafbv3x+ZmZlITEzEiRMncOzYMXz77bfw8vLCsWPH1N7cbW1teX97e3t/cIvxalvXNXXr1i2u47Rnzx6FecfVydPbYGVlpfLN6ebNm6NVq1bYsWMHFixYAJlMhh9++AEBAQG8G97evXtx584dLFq0SCGNIUOGYPfu3Th9+jRcXFywdOlS7iUouZSUlCoX11d3Ua380pucNu3/bRs+fDgOHjyIcePGoUuXLrCwsICuri4SExOxYsUKhY4coN319unTpwCg0Xy+5cuXY8aMGQgICMDUqVNRt25dCIVCPHz4ECNHjtQqL2/D1q1bERERgV9++QWnTp3CsmXLsGDBAqxcuVJhfq4y7yqvjDE0b94cy5cvVxlHfj5q6lq5b98+DBs2DO7u7li1ahXq168PsViMV69eoUePHrxz5+zsjJs3b+L48eM4fvw4Tpw4gbFjxyI6OhonT56Eo6MjgDcrbysrK5SVlSE/P583+gu87rj36tULBw4cQGFhIaRSKbcuYsU52KdPn8apU6ewdOlShXY+ZMgQxMbG4sSJE/D398fu3bsVni5s3rxZYYHxD5U27VgZrTqRjRs3RlpaGkpLS1UuMWJlZQWpVIobN24ofPbs2TNkZWWp7DC9KfnIXkVZWVnIy8tT+k2xKs7Ozrh9+zY8PT2rN+FUg/SB14+d5I91aoqDgwPu3r2L8vJy3ujekydPanxxbCsrK5iamqKgoEDj4zA3N0dISAhCQkLAGMOsWbOwePFi/PjjjxgyZIjK7SovuyAfxVNFft5v3LjBXcDkbt68yYsjp2k9qu43t7fhyZMn6N27N0QiEQ4ePFjlC13VIX+xIj09XWHSuXwlBU00a9YMJ06cQE5OjtKXfsLCwjB9+nSkpKQgKysLhYWFCo+yHz58COD147XK5B08+X9DQ0MVXsJr2bIlAPXnUD5qI7/IVpSRkVGt5Ylu3bqF/v3788Iq18OKdbZr165q46qSl5eHgwcPYsSIEYiLi+N9psmjcE3cvXsXgOIXaWW2bdsGBwcH/PLLL7zr0eHDh98oD/JySEtLU1lWmmrWrBmaNWuGiIgI5OXlwcPDA7NmzcLkyZNrpK3XRPtxdnZGdnY2/Pz8qnxqU9W1Mi8vD48ePVIYjbx16xasra25Ucht27ZBLBYjJSWF9yVJ1Vv5IpEIvXr14qZkJSYmonfv3li+fDm++eYbLl51y1te3+7cuaN0FC4sLAwHDhzAnj174OLigj///BNff/01L44214/u3bsrlKWy0cGaVp17V3XcvXsXenp6Wj1NqkirOZHBwcF49uwZ5s+fr/CZ/Juqjo4Ot9xA5QvE119/jfLycgQGBlYrs1VJT09XWPk9NjYWABTmuGkiNDQU5eXlSt9iBBQfNWure/fusLa2xtdff630RiWTyaq9zlzfvn2RlZWFXbt28cIrv7VWE3R0dBAcHIwLFy5g7969SuPI51vI59RUJBAI0Lp1awDKb9gV+fv78/61bdtWbfx+/fpBIBBgyZIlvMcwWVlZ2Lx5M+zt7bl9y2laj+RfLKrK89tWUlKC/v37IysrCz/++GO1fhJRE926dYNIJML69etRUlLChT969Ag7duzQOB35CKB8WaPK5G/vJiQkICEhASYmJgodL/ljL2U/vScPk488NGrUSKHeyG+o6s6hfGpK5U7Xrl278M8//2h0rJWtX7+e92gsPz8fcXFxMDU1hbe3N4DX5WxoaIg1a9bw2n9hYSHWrFkDIyMjdOvWTe1+5CNjlUcQs7KylC7xUx3y8yfPd1X5qTyNoaysTOHmrq1u3brBwMAA33zzDW+poL///lvtE6SKnj59qjASampqioYNG6K4uJhX1980r2/afkJDQ/Ho0SOVI5EV70maXCsrl//+/fuRnp7Ou87Jz13FMmKMKe0H5OTkKIS1adMGwP/a2JuWd1XXj969e8PS0pK7fujo6CisbiG/fuzYsUPh8bx8CSf59cPW1lahLCuP8r4JIyMjpdef6ty7quPcuXNo27ZttQfKtBqJnDZtGn7++WfMnz8fv/32GwICAiAWi3Hjxg2kp6dzF9uFCxciKSkJAwYMwKRJk+Dk5ISTJ09i9+7d6NKli8KoQk1p3rw5QkJCMHbsWDg7OyMlJQV79+6Ft7c3hg0bpnV68mV91q5di8uXL6NPnz6wtLTE33//jbNnz+Lu3btvNEfO0NAQCQkJGDBgAFxcXDBq1Cg4OTkhLy8PaWlp3Kv51flN68jISOzcuRPh4eG4cOECXF1dcerUKfz666+wtLSs8VG0BQsW4MyZMxg6dCiGDh0KT09PCIVC3L9/H4mJiWjbti22bNmCwsJC2Nraol+/fmjdujWsra2RkZGB9evXw8zMDH379q3RfLm4uCAiIgKLFy9Gly5dMGzYMG6ZhOfPn2PHjh0Kj6I0rUeenp4AXpd1cHAwxGIx9+36XYqOjsa5c+cwaNAg3L17lxshkuvWrdsbLVsjZ2FhgejoaMyePRudOnVCSEgIiouLsWHDBjRu3BgXL17UqF716NEDUqkUiYmJ6NOnj8Ln1tbW6NmzJ/bu3YuSkhKMHj1aYR5wnz594O7ujsTERHTp0gUDBw4E8PrR26lTpzBkyBDu5qVOkyZNIJVKsW7dOm7NUmtra/j5+cHFxQX+/v6Ij48HYwytWrXC1atXsX//fjg5OSncfDRhaWkJDw8P7vHY5s2b8eDBA2zatIkb5TE1NcXixYsxefJkeHh4cI/NtmzZgrt37yI+Pl7hMV5lUqkUAQEB2L59OwwMDNC+fXvcv38f8fHxaNiwYY383nBiYiKaN29e5fI+wOtraVRUFHr27ImBAweioKAAO3furPZi83JmZmb46quvMHPmTHTs2BGhoaEoLi5GXFwcnJ2dNXrxICEhAStWrEBgYCCcnJygr6+PEydO4MiRIxg6dGiNzX2rifYzbdo0JCUlISIiAsnJyfDz84OxsTEePHiA48ePcyOGmrC0tMS+ffvwzz//wMfHh1vip06dOtx6t8Drc/fDDz/Az88PoaGhePnyJQ4cOKD0Jy8DAgJgamoKLy8v1K9fH3l5edwamCNGjADw5uXdtm1bNGrUCImJiUoffevr6yMoKAhr167FpUuX4O/vj3r16vHitGzZEoMGDcIPP/yAdu3aISQkBBKJBEeOHMHPP/8MT09PhS+ub4unpyeOHTuG2NhYNGjQAAKBAJ988km17l3a+vPPP5Genv5mg0vavs4tk8nY/PnzWZMmTZhIJGImJiasXbt27JtvvuHFu3fvHgsJCWFWVlZMX1+fNWzYkEVFRfGWYWBM9evn8iVzoqOjFfKg7FV2/P/X5JOSkpi7uzsTi8XM2tqaTZkyhRUUFPDiarrEj1xCQgLr3Lkzk0qlTCQSMXt7exYYGMi+++47jfJblevXr7Pg4GBWt25dpq+vz6ytrVmHDh3Yl19+yfuJJFWv8Kva971791hgYCAzMjJiUqmU9evXj927d49ZWFgoLLGjaokfZUtGqCqroqIi9uWXX7JmzZoxsVjMjIyMmKurKxszZgw7d+4cY+z1Uh+zZs1i7du3Z+bm5kwoFDJ7ezpRZ7oAACAASURBVHsWHh7Obt++rXGZaWvDhg2sVatWTCQSMalUyvz9/dnJkycV4mlTjxh7vexVw4YNmZ6eHu8cqFviR9mSI1CxzIOyZSEq1wN5HFX/5PtTt0SJsnqvakmKtWvXMmdnZyYUCpmTkxNbs2YNW716tcJSLepMnDiRmZubq/ypzb1793L5P336tNI4BQUFLCoqirm4uDChUMhEIhFr1qwZi42NVbvESGWHDh1irVu3ZiKRSGH5q6ysLDZ48GAmlUqZoaEh69GjB7t586bKJX5ULbEiP/dJSUls7ty5rH79+kwoFLJmzZqxHTt2KN1m3759rEOHDkwikTCJRMI6dOigsPQUY6rPU3Z2Nhs9ejSztbXlymbDhg1K66G6ZUCUHZe2P3tYVlbGFi5cyBwdHZlQKGQNGjRgERER7ObNmwrXrurUybi4ONa4cWMmFAqZo6MjW7FiBfu///s/jZb4uXLlCgsNDWWOjo5MIpEwqVTKWrRowZYuXcr7edF33X5UXS9evnzJVq1axdq1a8fVDScnJzZ8+HB25MgRtccqJ6+/f/75J+vXrx+TSqXMyMiI9evXj925c0ch/oYNG5ibmxsTiUTMxsaGjR07luXm5ipctzZs2MD8/f1ZnTp1mL6+PrOxsWE9e/ZkycnJXBxNy1ud2NhYpquryx49eqT084sXL3LXj8rL3MmVlpay2NhY1qJFCyYWi5lQKGTOzs4sKipK4588ZOzNl/i5ffs269atG5NKpVyeK9L03lWdJX5iYmLe+GcP/zW/na3qJkz4cnJyFNYBI/9D9ah6pkyZwgCwrKwsjeJnZGQwkUikdE1F8v777LPPWL169RQGBUj1aNt+3pQma82+z/Lz85m1tTX74osvajsrHyyZTMZsbW3Z9OnT3yidj/K3sz8WytYLk8+BqWpOFSHKKJuvlJWVhYSEBDRr1kzpkiHKODg44LPPPsP8+fPx4sWLms4meYuysrIQFxeHBQsWvFdvo38Iaqr9fOyMjY0xb948rF69ukamZnyM4uLiUFJSgv/+979vlI6AsXewVs47IBAIEBYW9kY/JP5v4+vrC3t7e7Rp0wbl5eU4fvw4Dh48iI4dO+LkyZPvdAmNDwXVI/UOHz6MiIgIDBw4EHZ2dsjMzMTGjRuRm5uLn376SaOfiCPkY/W+tB8fHx9kZmYiMzPzneyP/Hu9N+tEkprXp08fJCQkYP/+/ZDJZLCzs8OMGTMQHR1NHUhSLU5OTnB0dORufGKxGO3atUNUVFSNL1NFyL8NtR/yb/OvGYkkhBBCCCHvDs2JJIQQQgghWqNOJCGEEEII0Rp1IgkhhBBCiNaoE0kIIYQQQrRGnUhCCCGEEKI16kQSQgghhBCtUSeSEPJRiYyMhEAgwO+//67wWX5+PgwMDDBgwAAu7NChQ/D29oalpSUMDAzQoEEDDBw4ELdv336X2SaEkPcOdSIJIR+VsLAwAEBCQoLCZ99//z1KSkq4OCdOnEC/fv2Ql5eHqKgorF27FmPHjkVubi7u3r37TvNNCCHvG1psnBDy0Wnfvj0ePnyIv/76i/frTV5eXrh16xb++ecfCIVC/Oc//8GKFSvw+PFjWFtb12KOCSHk/UMjkYSQj05YWBiysrKQlJTEhWVkZODMmTMICgqCUCgEAJiYmAAAfvjhB5SVldVKXgkh5H1FnUhCyEdH3lGs+Eg7ISEBjDGEhoZyYVOmTEHr1q0xadIkmJubo1evXli9ejWys7NrI9uEEPJeocfZhJCPUmBgII4cOYLHjx9DKpXCyckJQqEQN2/e5MV79eoVTp06haSkJJw8eRK//vorjI2NkZiYiA4dOtRS7gkhpPbRSCQh5KMUFhYGmUyGPXv24MyZM/jzzz+5F2oq0tXVhY+PDxYsWIBTp07hypUreP78OebPn18LuSaEkPeHXm1ngBBCakPv3r1haWmJhIQEuLi4QEdHByEhIbw4OTk5sLS05IW5urrCwMAAT58+5cLy8/ORlZUFS0tLhfiEEPJvRZ1IQshHSV9fH0FBQVi7di0uXboEf39/1KtXjxdn7Nix+PvvvxEQEAB7e3vIZDLs3r0bhYWFvLmT+/fvR3h4OKKjoxETE/OOj4QQQmoHdSIJIR+tsLAwrFmzBs+fP+d1CuVGjBiBLVu2YOvWrcjOzoaxsTGaNGmCvXv3YtCgQbWQY0IIeX/QizWEEEIIIURr9GINIYQQQgjRGnUiCSGEEEKI1qgTSQghhBBCtEadSEIIIYQQojXqRBJCCCGEEK1RJ5IQQgghhGiNOpEfsJiYGAgEAmRmZtZ2Vsh7asuWLRAIBEhNTa3trKCkpAQODg744osv3vm+U1NTIRAIsGXLljdOKzAwEL6+vm+eKQ1kZmZCIBBovIC5tvFVEQgEGDlypEZx36c69q5pU07vi6tXr6Jr164wMzOrkbpCPm7UifyI5eXlISYm5l978d+yZQtWrlxZ29kg/9/y5cuRl5eHmTNn1nZWqqSu7sTExODEiRP46aef3nGuXvu3t1uimczMTMTExODq1asab1NWVoZBgwbhzp07+Oqrr7Bt2zYMHDjwLeaS/Osx8sF6+fIlk8lkrLy8vFrbZ2RkMAAsOjq6ZjP2nvD29mb29va1nY1aVVZWxmQyGXv16lWt5qO4uJiZmpqyzz77rFb2n5KSwgCwzZs3axS/qrrj6+vL2rVrVzOZU6O8vJzJZDL28uVLLkxdu62pNg2AhYWFaRT3faljtUGbcqpp2tZpxhhLT09nANiyZcveXsbIR4VGIj9genp6EIvFEAgEtZ0VpQoLC9/LtGqCTCZDWVlZbWejSrq6uhCLxdDRqd2mvnPnTuTl5Sn9acEP0YgRI3Dx4kVcvnz5re5HIBBALBZDT+/9/YXa96WOkao9evQIAGBubl7LOSH/FtTqP2DK5kTKw9LT0zF79mzY2dlBJBKhZcuWSExM5OKlpqaiYcOGAIB58+ZBIBBAIBDAwcGBt4/du3ejc+fOkEqlkEgk8PDwwN69exXyIp8bdPz4cXTu3BlGRkbo27cvL083btzA1KlTYWNjAwMDA3h4eOD48eNapQUAFy9eRGBgICwtLSESieDi4oIFCxbwOnUODg44ceIE7t+/zx1b5Xlbd+7cwYgRI2BrawuhUAgHBwdERESgqKiIl5+RI0dCIBAgOzsbo0aNQp06dWBoaIi///5b7fkpLS3FwoUL0bRpU4jFYpiamqJv3764cuUKL17F+XqbN29G06ZNIRKJYG9vj8WLFytNe/369XBxcYFIJIKzszPWrl2rdG6aurDk5GQsXboUjo6OEIlEaNy4MbZu3ap0f8eOHUNAQABMTU0hFovRokULxMXFqT3+ivbs2QMbGxu0bt2aF96wYUN4e3vzwhYtWgSBQID+/fvzwiMjIyEQCPD48WMAr79YzJkzBx4eHlxdcHJywqxZs1BcXKwyL2vWrEHjxo0hFovRuHFjrFmzhve5JnWnZ8+eAIDvv/++ymP39fVVaFe7du2CQCBAy5YteeHr16+HQCDA+fPnASjOcdS03QLAwYMH0b59e4jFYtja2iIiIkLrLz7Hjh2Dp6cnJBIJbGxsMG3aNDx//pwXR9WcyMzMTAwaNAjGxsYwNjZG//79kZGRAQcHB/j4+PDiytv82bNn4e3tDUNDQ1hYWGDMmDEK+/Px8VF6vMrmg1ZsW+vWrYOLiwvEYjGaN2+OgwcPAgCuX7+OHj16wNjYGBYWFpg6dSpevnypVTlpkm8A+P333xEYGAgLCwuIxWI0adIEixcvxqtXr3jx/vrrL4waNQr29vYQiUSwtrZGx44dufa5ZcsWbl5ueHg4Vw8ql2vlcpO3tYrbZGZmqp3Xqqy85ecwLS0NvXv3hlQqhYmJCQYPHsx1VCsqKCjAF198ATc3N4jFYlhYWKBz58747rvvND5m8n56f7/ekjcSFhYGfX19zJw5Ey9evMDKlSsxYMAA3L59Gw4ODnBzc8OKFSswffp0BAYGcvNijIyMuDTmzJmDBQsWoEePHvjqq6+go6OD/fv3Y8iQIVi7di0mT57M2+fFixfxww8/YOzYsQgLC1PIU2hoKHR1dREZGYnCwkLEx8ejR48e+OWXX+Dv769RWocOHcLAgQPh5OSEGTNmwNzcHGfPnsXcuXNx9epV7NmzBwCwcuVKREVFIScnBytWrOC2d3NzAwBcunQJfn5+MDU1xfjx41GvXj1cu3YNq1evxpkzZ3DixAno6+vz8tStWzfY2Njgv//9L4qKinhlVdnLly/Ro0cP/PrrrxgxYgSmTJmC/Px8bNy4EZ06dcLJkyfRrl073jZxcXF4/PgxRo8eDVNTU2zfvh2RkZGws7PD8OHDuXixsbGYNWsW2rRpg0WLFqG4uBhLliyBlZWVyvwoM3v2bMhkMowfPx4ikQjr16/HyJEj4eTkhE6dOnHxNmzYgAkTJsDT0xNffPEFDA0NkZSUhIkTJ+LPP//EkiVL1O7n1atXOHPmDPz8/BQ+8/Pzw/bt2yGTyWBgYAAAOH78OHR0dHDixAm8evUKurq6AIDk5GQ0adIEderUAQA8fPgQmzZtwqBBgzB8+HDo6enhxIkTWLx4Ma5cuYIjR44o7G/NmjV49OgRxo8fD6lUil27dmHq1Kl4+vQpoqOjAVRddwDAxsYGDg4OGs1L9PPzw9y5c/Hnn3/C0dGRd4zXr19HTk4OLC0tuWM0NjZWqBsV81BVuwWAxMRErFu3DhMmTMCoUaPw448/YunSpTAzM8Ps2bOrzDMAXL58GXv37sXYsWMRGhqKlJQUrF69Gn/88QeSkpLUjjzm5ubCy8sLjx8/xoQJE+Dm5oZTp07B19dX4Uua3NWrV9GnTx+Eh4dj+PDhSE1NxbfffgsdHR1s2LBBozyr8s033+DZs2cYM2YMxGIxVq9ejcDAQOzZswdjx45FUFAQBgwYgKNHj2LNmjWwtrbGnDlzNEpb03xfvHgR3t7e0NfXx+TJk2FjY4Off/4ZkZGRuHbtGnbs2AHg9bzFbt264eHDh5g0aRIaN26M/Px8/P777zh16hTCwsLQpUsXzJ49GwsXLsS4cePg5eUFAFzbUOaLL75Ap06dFLbR9roh9/DhQ/j4+CAwMBBLlizBtWvXEB8fj4KCAhw9epSLl5eXh86dO+PGjRsYPHgwJk6ciFevXuHKlSs4ePAgPvnkE42Ombynavt5Oqm+6OhoBoBlZGQohPXu3Zs3V/LChQsMAJs1axYXpm7+1KVLlxgAFhUVpfBZ//79mVQqZQUFBVwYAAaAJSUlqcynu7s7Ky0t5cL/+usvZmhoyFxdXXnxVaUlk8lYnTp1mJeXF2+OGGOMLV++nAFgKSkpXJi6eW0tWrRgLi4uvGNgjLF9+/YpzDMKCwtjAFhwcLDStJSR5+fw4cO88Pz8fFa/fn3m7e3NhcnnNtna2rK8vDwuvKioiFlaWjJPT08uLDc3l4nFYta8eXMmk8m48KysLGZsbKxQBps3b1YZ1qpVK975+Pvvv5lQKGSffPIJF/bPP/8wkUjEgoKCFI5x6tSpTEdHh/35559qy+LevXsMAJs+fbrCZ9u3b2cA2NGjRxljjJWUlDADAwMWEhLCALDz588zxhjLy8tjurq6bMqUKdy2paWl7MWLFwppzpkzh7ctY/8rYyMjI/bXX3/x0mjfvj3T09PjhWsyn7Zr167MyMhIbRzGGDt9+jQDwDZs2MCFNWzYkDvG3bt3M8Zez3+0tLRkffr04eIpa6OazImUSCS860J5eTlr2rQps7GxqTK/jP2vDe7fv58XPnXqVAaA7dq1iwtTVsciIiIYALZ9+3be9vLwivVfvj+BQMDOnTvHC+/VqxfT09NjhYWFXJiqc6OsXOTnvW7dury2de3aNW6fP/zwAy+dNm3aaFVOmua7Y8eOTFdXl127do0LKy8vZ0OGDGEA2LFjx3h5i42NVbvv6syJVLWNsnMop6y87e3teXVXbtKkSQwAS0tL48ImTpzIALD4+HiFtOXzaDU9ZvL+ocfZ/1LTpk3jzZVs3749jIyMcOfOHY2237FjBwQCAcLCwpCTk8P7169fPxQWFuLs2bO8bVq2bKkwoljR9OnTIRQKub/t7OwQHByMtLQ03Lp1q8q0kpKS8PjxY4SHhyMvL4+Xp169egEA7xuwKtevX8fvv/+O4cOHo7S0lJdO586dYWhoqDQdbd4q3r59O1xdXdG2bVte+i9evEC3bt1w+vRpyGQy3jbh4eEwMTHh/pZIJPD09OSds6SkJJSUlGDixIkQi8VcuI2NDYKDgzXOHwBMmjSJdz7q1auHxo0b8/a3d+9elJaWYvTo0Qr1oG/fvigvL8exY8fU7ic7OxuA8nlY8tHJ5ORkAK8fC8pkMnz++ecwMTHhpjvIRyUrjmYKhUJutLisrAzPnj1DTk4OV2/kj4QrCg4Ohp2dHS+N6dOno6ysDD///LPa46jMwsICz58/VziPlbm7u8PIyIg7xvv37yMjIwNBQUFo1qwZd4zyUUllI7baGjBgAO8RpEAggK+vLx49eqT0MasyLi4uGDBgAC9s1qxZAID9+/er3fbnn3+Gra0tgoKCeOHq2lCHDh3g4eHBC/Pz80NZWdkbL2M2cuRIXttq0aIFjI2NUbduXYW3kzt37qxVOWmS7ydPnuDXX39Fv3790KJFCy6eQCDglrySl6k8nykpKXjy5Il2B/oO1a1bF0OHDuWFyeuu/BpSXl6O7777Dm5ubhg3bpxCGvLR7A/lmIkiepz9L9WoUSOFMAsLC+Tm5mq0/a1bt8AYg6urq8o48rlpco0bN1abZsXHgXJNmjQBANy7d4/3ubK05B3NUaNGaZwnZeTpREdHc48wNUmnquOrvA+ZTKb2UVFOTg7q16/P/a3JOcvIyADw+gZfmbIwdVTt7/79+9zf8rJS9+WgqjKXf5lhjCl8ZmtrC1dXV66DlZycDBsbGzRv3hze3t5ITk5GVFQUkpOToaOjozDna926dYiLi8ONGzdQXl7O++zZs2cK+6uqDmpDfjxVvdimr6+Pzp07IyUlBcDrR9l6enro0qUL/Pz8uLnK8jKoiU6kqnMLvH7UrG4qhpyysrK1tYWpqWmVZZWRkQF3d3eFR97W1tYwNTWtVp7fhLK0zczMeO2vYrh8n5qUkyb5lrfbpk2bKsR1c3ODjo4OV6b29vb44osvsGjRItja2qJVq1bo2rUrhgwZgvbt21eZn3dFk+POycnBs2fP0KNHD7VpfSjHTBRRJ/JfSj6PrDJlN3JV8QQCAX755ReVaVW+IEokEu0yqYaytOR5X7JkCVq1aqV0u7p161aZtjydGTNmqLy4yW8kVeVJ3T6aN2+O5cuXq4xTuYOpqpzfFk3qiPz/ExISYGtrqzS+sptJRfLjfPr0qdLP/fz8EB8fj/z8fCQnJ3MvDPj5+SEqKgqlpaVITk5Gq1ateOdl+fLlmDFjBgICAjB16lTUrVsXQqEQDx8+xMiRIxU6lTXt6dOnMDIy4o0Iq+Ln54fDhw/jxo0bSE5O5p4M+Pn5YfXq1Xjw4AGSk5NhaWnJG6mqLnV1SdNrwLumaZ5VddrVvTSkKu2aKKe3Udbz58/HqFGjcOjQIZw6dQqbNm3CkiVL8PnnnyM2NrZaaaqj7ouQqnKt6eN+18dMagZ1Ij9i6i4czs7OOHz4MBo0aKB0RKI6bt26pfA26s2bNwFU3RGR5wkADA0N1Y6Myak6Pnk6urq6GqVTHc7OzsjOzoafn1+NLn0if0SZnp6uMGKVnp5eY/uRk5eVpaVltcuqfv36MDY2VjmVws/PD+vWrcOhQ4dw4cIFhIeHAwC6du0KmUyGn376CX/88QdmzJjB227btm1wcHDAL7/8wivjw4cPq8xL5WkTgPI6qMmyWXfv3kWzZs2qjAf8b3Tx+PHjSE5OxujRowG8fvNVV1cXR48excmTJ9GtW7cq9/2ulvRSVlZZWVnIy8ursr06ODjg7t27KC8v552bJ0+eIC8v743yZW5ujkuXLimEazuS/C7J36i/ceOGwmdpaWkoLy9XKNNGjRrh008/xaeffoqSkhJ0794dixcvxowZM2BtbV2j9UA+1UTZF72MjAyFlww1ZWlpCTMzM1y7dk2j+FUdM3n/0JzIj5j8UY2yC8eIESMAvH6Dt/LyE4Bmj40rW7FiBV68eMH9/ffff2Pnzp1wcXHRqKPavXt3WFtb4+uvv1aaZ5lMxltP0sjICM+ePVP4Vty6dWs0a9YMcXFxSm88ZWVlKkfNNBUaGopHjx6pHImsTvkBr98Ql79JXVJSwoU/evSIe7uzJg0dOhQikQjR0dFK5/7l5+ejtLRUbRq6urrw8vJSOkcReL0EjkAgwPz58/Hy5Uuuw9WsWTNYW1sjJiYGjDGFTrOuri4EAgHv/JaVleHrr79WmZcdO3bwlmZ68eIFVqxYAV1dXfTp04cLV1V35B49eoT79+8rLE+kSuvWrWFmZoa4uDhkZWVxx2JiYoI2bdpgxYoVyM/P1+hRtrp2W5PS09Nx4MABXph8RKjyXMnK+vbti6ysLOzatYsXvnTp0jfOV+PGjVFYWIgLFy5wYeXl5bw36d838uVqfv75Z/zxxx9cOGMMixYtAvD65zSB122q8hJDYrGYu0bKp2nUZD2QT9WpPL95165d+Oeff6qdro6ODoKCgnDz5k18++23Cp/L25emx0zePzQS+RGzsLCAk5MTvvvuOzg6OnLrH/bt2xft27dHTEwMYmJi0KpVKwwZMgR169ZFVlYWLl26hMTERF6HUBNlZWXw8vJCUFAQCgsLERcXB5lMhtWrV2u0vaGhIRISEjBgwAC4uLhg1KhRcHJyQl5eHtLS0rBv3z7s37+fmzfn6emJgwcPYsqUKejYsSN0dXXh5+cHa2trbNu2DX5+fmjRogVGjRqFpk2bori4GHfv3sW+ffuwaNGiN/pN3GnTpiEpKQkRERFITk6Gn58fjI2N8eDBAxw/fhxisZibI6cNCwsLREdHY/bs2ejUqRNCQkJQXFyMDRs2oHHjxrh48WKNjlDY2dlh/fr1GDNmDNzc3DBixAjY29sjOzsb169fx4EDB3Dz5k2l6/ZVNGTIEG6k0d3dnfeZubk5WrZsiatXr8LBwYEbtQFedzB3794NfX19bkkSucGDByMqKgo9e/bEwIEDUVBQgJ07d6odNWncuDE8PDwwYcIESKVS7Ny5E7/99hv++9//8ubHqas7ALh5jEOGDNGoHHV0dODt7Y0DBw5ALBajY8eO3Gd+fn5c50yTTqS6dluTmjdvjpCQEIwdOxbOzs5ISUnB3r174e3tjWHDhqndNjIyEjt37kR4eDguXLgAV1dXnDp1Cr/++issLS3fqI6OGzcOy5YtQ2BgIKZNmwahUIi9e/e+94v/r1q1Ct7e3vDy8uKW+Dl48CCOHDmC4cOHo2vXrgBev1wybtw4DBo0CC4uLjAyMsKlS5ewadMmeHh4cHOfmzRpAqlUinXr1kEikcDU1BTW1tbVmlPr4uICf39/xMfHgzGGVq1a4erVq9i/fz+cnJy0Xjezovnz5yM5ORljxozB0aNH0blzZzDGcOXKFZSVlWHbtm0aHzN5D73DN8FJDVO3xE/FMDl7e3uFpTXOnz/POnbsyCQSCQOgsJTDwYMHWUBAADMzM2NCoZDZ2dmxHj16sPXr1/PiQc3Pf8nz9Mcff7ApU6awOnXqMJFIxNq3b88t7aJpWowxdv36dRYcHMzq1q3L9PX1mbW1NevQoQP78ssvWW5uLhevqKiIjRo1illbWzMdHR2FJSwyMzPZ+PHjmb29PdPX12fm5uasTZs2bNasWezBgwdcPPkSP9p6+fIlW7VqFWvXrh2TSCRMIpEwJycnNnz4cHbkyBEunrqlOlTte+3atczZ2ZkJhULm5OTE1qxZw1avXq2wtI26JX40Xc6DsdfL1AwYMIBZWVkxfX19Zmtry3x8fNjSpUt5Sw2pIpPJmLm5OW+Jnor+85//MABs1KhRvPANGzYwAKxjx44K25SVlbGFCxcyR0dHJhQKWYMGDVhERAS7efOmyqVeNm/ezFatWsWcnJy4slu5cqVC2lXVHR8fH61/9lB+fvz8/HjhR48eZQBYvXr1FLZRtZyPqnarbvkfddeGyuRtMCkpibm7uzOxWMysra3ZlClTFJbFUlWf7t27xwIDA5mRkRGTSqWsX79+7N69e8zCwoL17NlT6f4qU5X2oUOHWMuWLZlQKGS2trbs888/Z2lpaWrPe2XKroeMVa+cNM331atXWf/+/bnrqaurK4uNjWVlZWVcnHv37rHx48czV1dXJpVKmUQiYa6uruy///0vb5kieTm0bt2aiUQipUsnVaauPLKystjgwYOZVCplhoaGrEePHuzmzZsql/hRti9V6T979oxFREQwR0dH7lrbuXNnbokgbY6ZvF8EjL2ns6zJv0ZMTAzmzZvH/VoFeTs+/fRTrF27FllZWbCxsant7Cj4+uuvsWjRImRkZHzQP7t29epVtGnTBgcOHEC/fv1qOzsflNzcXFhaWmL8+PFa/eIRIeT9RHMiCfnAVJwLKZeVlYWEhAQ0a9bsvexAAsBnn30GMzOzGpkXV5tiYmLg7e1NHcgqKJtDK5+v2q1bt3edHULIW0BzIgn5wKSmpiIiIgIDBw6EnZ0dMjMzsXHjRjx//lztSyW1TSwWv/Gi0e+Dyi+bEOV69eoFe3t7tGnTBuXl5Th+/DgOHjyIjh07VvliDiHkw0CdSEI+ME5OTnB0dMTGjRuRm5sLsViMdu3aISoq6q0tWUSItvr06YOEhATs378fMpkMdnZ2mDFjBqKjo9/5mqiEkLeD5kQSQgghhBCt0ZxIQgghhBCiNepEEkIIIYQQrVEnkhBCCCGEaI06kYQQQgghRGvUiSSEEEIIIVqjTiQhhBBCCNEadSIJIYQQX7zWBAAAIABJREFUQojWqBNJCCGEEEK0Rp1IQgghhBCiNepEEkIIIYQQrVEnkhBCCCGEaI06kYQQQgghRGvUiSSEEEIIIVqjTiQhhBBCCNEadSIJIYQQQojWqBNJCCGEEEK0Rp1IQgghhBCiNepEEkIIIYQQrVEnkhBCCCGEaI06kYQQQgghRGvUiSSEEEIIIVqjTiQhhBBCCNEadSIJIYQQQojWqBNJCCGEEEK0Rp1IQgghhBCiNepEEkIIIYQQrVEnkhBCCCGEaI06kYQQQgghRGvUiSSEEEIIIVqjTiQhhBBCCNEadSIJIYQQQojWqBNJCCGEEEK0Rp1IQgghhBCiNepEEkIIIYQQrVEnkhBCCCGEaI06keS9FhMTA4FA8Nbi15YtW7ZAIBDg2LFj72R/Pj4+8PHx4YUJBALExMS8k/2T99fIkSMhEAhQVlZW21khb8m/9TpKah91IgkhH4V9+/ZRp/kdysrKwqxZs9C1a1eYmJhAIBBg06ZNSuMmJydj3LhxcHNzg6GhIezs7NC/f39cvnxZafxbt25h6NChqF+/PiQSCRo3bozIyEg8ffpUo7xdvnwZMTExyMzMrO7hEUJAnUjynpszZw5kMtlbi08+Hvv27cO8efNqOxsfjfT0dMTGxuL+/fto1aqV2riff/45Dh8+jB49emDVqlWYPHkyrl69Cnd3dyQmJiqk2759e5w7dw4TJ07EqlWr4Ovri2XLlqFr16549epVlXm7fPky5s2b99F0Iuk6St4WvdrOACHq6OnpQU+v6mpaVFQEQ0NDjeN/yF69eoWysjKIRKLazspbIT+X5MPWtm1b5OTkwMLCAqmpqfD19VUZd+nSpfDy8oKuri4XNnr0aDRp0gRRUVHo1asXF/7tt9+iqKgIZ8+eRfPmzQEAY8eOhaGhIVasWIErV66gXbt2b+/APkB0HSVvC41EfsSKioowe/ZsODo6QigUwtbWFhMmTFD6SOj333/H4MGDYWVlBbFYDCcnJ0yZMgUvXrwAAKSmpkIgEGDjxo1YsmQJHBwcIBaL0bZtW4V5fy9evEBMTAw8PDxgYWEBsViMJk2aYOXKlWCM8eIqm5vj4+MDOzs7pKeno1evXjA2Nkbv3r2rjJ+ZmYm+fftCKpXC3NwcEyZMQElJicKxJiQkwNXVFWKxGK6urtiyZYvGc4QyMzMhEAhU/ktNTVW57atXrxAWFgahUIjvvvtOoVyXLl0KR0dHiEQinD17FgDw8OFDjBw5EnXq1IFIJEKTJk2wYsUKhXLUhHyeprLRmcrzJ7U53+o4ODigc+fOOHfuHLp06QKJRILJkycDUD6PU1U+7927h+HDh6NevXoQiUSoU6cOevbsiWvXrnFp7dixgzsW+T91I1FxcXEQCARIT0/nwk6fPg2BQAA3Nzde3JkzZ0IkEqG4uBgAcP36dYwePRrOzs6QSCQwNTVF9+7dcf78eYX9yDtYFhYWMDAwgL29PYKDg1FYWKhQTpcvX4a3tzckEgnq16+PtWvXAnhd7/r37w9jY2NYWFggIiIC5eXlakpe0aNHjzBkyBCYmJjAxMQEwcHBePLkCS+OvB38/vvvmDp1KqytrSGRSNCzZ0/cv3+fF1cqlcLCwkKjffv4+PA6kABgbW0Nb29v3LhxgxdeUFAAALC1teWFy/+WSCRq9xUTE4OxY8cCAHx9fbm6sGXLljc65wCQlpaGQYMGwdzcHAYGBmjTpg22bdumSREA+Divo1evXkXfvn1Rp04diMVi1KtXDwMHDsSDBw80LjdSe+irxkeqtLQUXbt2xY0bNzBmzBi4ubnh9u3b+Oabb3D27FmcP38eYrEYAHDq1Cl0794dhoaGGDNmDBo2bIj79+/jhx9+QHFxMYRCIZfuN998g/z8fEyYMAGMMcTHx6NXr15ITk5G586dAby+Caxbtw5Dhw5FSEgIAODo0aOYPn06nj59ii+//LLK/BcXF8Pf3x8BAQFYunQpdHTUfx+SyWTw9/eHj48PlixZgnPnziE+Ph5W/4+9O4+zsfz/OP6afTEzGLMwC8ZYJkKyb1kasstWIpK+Ei0kWwoJCZGyZEkqsqR+9SVbJkpFJZVky26YhVkwY9Yzc//+mO+cHDPDHI2ZMd7Px8Pj4dzLda7rc58585nruu7r9vZm6tSp5uM+/vhjnnjiCe677z5mzJhBQkIC48aNw9/fP19x9fb2zvWXxtSpUzl+/DheXl65npeamsqjjz7K119/zZdffmnR8wLwzjvvkJ6eztNPP42LiwsVKlQgNjaWZs2aERUVxbPPPkuVKlX46quvGDVqFCdOnDAnGLdTfq73zZw7d47OnTszYMAABgwYQOnSpa2qQ3p6Ou3btycxMZFhw4YRGBhIdHQ0u3bt4vDhw9StW5dXXnmF9PR0du/ebXF9vL298yy3VatWQNYv9ho1agDw3XffYWtry5EjR4iOjsbX19e8vWHDhuYEZtu2bRw4cIB+/foREBBAdHQ0y5cvp3Xr1uzbt4+aNWsCWXP7OnbsSEhICK+++iru7u6cPXuWjRs3cuXKFdzd3c31iYiIoHPnzjz++OM88sgjfPTRRzz//PO4urry+uuv06lTJ2bOnMmXX35p/oPjmWeeyXccu3TpQmBgIG+88QaHDh1i8eLFHDx4kF9++cXiZxxg8ODBeHp6MmnSJKKiopg7dy6PP/4433//fb7fLz8iIiJyXKO2bduyZMkSnnzySaZMmYKPjw979+5l9uzZ9OrVyxzbvPTs2ZNz586xfPlyJkyYYE4OmzVrRmpqKnBr1/z48eM0bdoUwzB47rnn8Pb2Zu3atQwcOJDo6GhGjx6d73bfLd+jFy9eJDQ0lDJlyjBq1Ci8vLyIiIjg66+/Jjw8nIoVK+Y7ZlJEDLkrzZw503BwcDD27t1rsX3jxo0GYLz33nuGYRhGRkaGUa1aNcPT09M4f/58jnIyMzMNwzCMnTt3GoDh4eFhREZGmvdHREQYbm5uRqNGjczbTCaTkZKSkqOsQYMGGW5ubkZqaqp52+TJk43rP6atWrUyAGP69Ok5yrjR8W+//bbF9u7duxve3t7m12lpaYavr68RHBxsXL161bz9yJEjhr29fY5y82vOnDkGYMycOdO8bcWKFQZgbN++3UhISDDatm1reHh4GLt27bI4Nzuu3t7eRnx8vMW+MWPGGIDx2WefmbdlZmYaPXr0MADjzz//tIhBq1atLM4HjMmTJ+eo06lTp3K04fpjrbneN1KpUiUDMD755JMc+3Krc271/OOPPwzA+PTTT2/4Xv3797f6Gvr4+BiPPfaY+XW7du2Mnj17Go6Ojsa6desMwzCMK1euGHZ2dsaECRPMx137+cl28eJFw9vb23j66afN2+bNm2cAxoULF25Yj+w4ffnll+ZtMTExhrOzs2FjY2O8++675u1paWlGhQoVjHr16uWrjU888YQBGI888ojF9nfffdcAjEWLFpm3Zf98PfzwwxbHvv322wZgHDx4MNf3yP68LFu2LF91MgzDCAsLMwBj1KhRFtszMzONSZMmGa6urgZg/jdkyBDDZDLlq+xly5YZgLFz584c+271mvfp08ewsbGx+E5NTU01GjVqZDg7OxsXL168ab3utu/RL7/80gCMX375Jc+YSPGm4ey71Jo1a2jQoAGVK1cmJibG/K9JkyaUKlWKb775Bsgaajh27BjPPvssfn5+Ocq5fmiib9++lC9f3vy6QoUKPPbYY/zyyy/moTE7OzvzfD6TyUR8fDwxMTE8+OCDJCYmcuTIkXy1Yfjw4flur62tLUOHDrXY1qpVKy5evGgeNty3bx/R0dEMGTLEYkisRo0adOjQId/vda2tW7cyduxYHn/8ccaOHZtjf2xsLA8++CAHDhxg586dtGzZMtdy+vXrR5kyZSy2bdiwgapVq9KrVy/zNhsbG8aMGQPAxo0bb6nO1sjP9b4ZT09P+vbte8t1yO653Lp1K4mJibdcTm4eeOABvvvuOyDrs7p79246depEw4YNzVMTfvjhBzIyMsw9l2A5pJqUlERsbCwAjRo1Yu/eveZ92df0//7v/256Q0iFChXo3r27+XW5cuWoUaMGNjY25uFZAAcHBxo1asSJEyesauvIkSMtXj/99NO4ubnl+jkaNmyYxevstlv7nnkJDw+nf//+BAUFMXnyZIt9NjY2VK5cmdatW7N48WK++OILxo4dy0cffcQTTzxxS1M5rnUr1zwjI4PNmzfTtm1bi/mYjo6OjBw5kpSUFL7++ut81+Fu+R7N/vxv2LDB3AssdxYNZ9+ljh49SnJycp7DedlfVMeOHQMwT2C/mewhoNy2nTp1Ch8fHwBWrVrFnDlzOHDgQI5fnpcuXbrp+3h6euZIqm7Ex8cHFxcXi21ly5YFIC4uDnd3d/P8uGrVquU4//ptiYmJORKWa7/0IWt+VN++fWnQoAHLli3LtV5DhgwhOTmZ33//nXvvvTfP+gcHB+fYdvr0adq1a5dje/Zw3qlTp/Isr6Dk53pfvHjR4hq7uLhYDFlXrlz5psNoN1K5cmXGjh3LrFmzWLVqFU2aNKFjx47079+fwMDAm55/+fJliztR7ezszD8XrVq14rPPPuPvv/8mLi6Oq1ev0rp1a06ePMkXX3wBZA1r2tvb06xZM3MZV65c4dVXX2X9+vVERUVZvF9QUJD5/48++igrVqzgmWeeYfz48bRq1YouXbrQt29f3NzcLM6rVKlSjrqXKVMGHx8f89STa7dfuXKFjIwM7OzsbtjGbNdfSycnJypXrpzr5+j6ulz7s/RvxcTE0L59e9LT0/nqq6/w8PCw2P/uu+8yadIkjh49ah5afvjhh6lUqRLPPvssvXv35uGHHyY5OZnLly9bnOvt7Z1j7uX1buWaX7x4katXr+aYNwk5fx7T0tJyxMnT09NiysDd8j36wAMP0LdvX6ZNm8bcuXNp2bIlnTp1ol+/fnlO/ZHiRT2RdynDMGjatCnbt2/P9d+cOXNu23t/+umnDBgwgAoVKrB06VI2bdrE9u3bmTlzJkC+bgi4/ovsZm70i+NWei7eeustKlSoYPHvWnFxcXTt2hU3Nze++OKLHL/ks/Xq1YvMzEymT59+w54oa9t7K/K6cSg/S6bcSMOGDS3iNGLECIv9ebXNmvrMnDmTI0eOMG3aNJydnXnttdcICQlh27ZtN63fiBEjLOrXsGFD877sG3u+++47vvvuOwIDAwkODqZ169YcPnyYCxcu8N1331G/fn2LpK9v374sXbqUQYMG8emnn7Jt2za2b99O27ZtLT7fzs7O7Ny5k++//57hw4cTERHBkCFDqFWrFufPn7eoZ16f4fx8tm/UxluR13v+217AS5cu0b59e86dO8fmzZtznd/49ttv06xZM3MCmS27Rz67F3HdunU5fkbDw8NvWodbveb5tXv37hz12r17t9XllITvURsbG9asWcO+ffsYP348ycnJjBo1ipCQEP744w+ry5PCp57Iu1TVqlWJj48nNDT0hsdl/+V44MAB+vTpc9Nyr72r8fpt2T0wa9asISgoiK+++sqiB6qghsJuVeXKlYF/el+v9ffff1u8HjhwYJ43jphMJvr06cP58+fZtWtXjgTzWv3796dly5b85z//wd7eno8++ijfvXJBQUG5DlkdPnzYvN8a2T0K8fHx5lhA1p3PecnP9f7kk08sesFymxaRV31y+0zkVZ8aNWowZswYxowZQ3h4OPXq1WPKlCk89NBDQN5JafZ0g2zX/mKtVauWeYma+Ph48/Bls2bNsLe3Z/Pmzfz666+89NJL5nMuXbrEli1bmDx5co7FzSdOnJjj/W1sbGjRogUtWrRg+vTpbNmyhU6dOrFw4ULeeOONPKJjnRu1MdvRo0dp2rSp+XVqaiqnT5/Oc4pFQUtISKBDhw4cPnyYLVu20Lhx41yPi4iIoHr16jm2Zz9xJz09HYCHHnqI7du3WxyTPVpwo5UWbuWae3t7U6pUKfPP3rWu/3msW7dujnrVrVvX4vXd8j2a7f777+f+++9n4sSJ/Pnnn9SvX59Zs2axevXq21lVKQBKIu9Sjz32GK+88gorV65kwIABFvsyMjK4fPkynp6e3HfffVSrVo2FCxfyzDPP5EgADMOw+EJeu3YtU6ZMMX9ZR0ZGsmbNGho2bGgegsn+a/bav1yTk5N59913b0tb86t+/fr4+Pjw/vvvm+96hawv7+t7tKpUqUKVKlVyLeeFF15gx44d5nmnNzN48GDS09MZNmwYDg4OLF++PF/LCXXt2pXZs2fzxRdf0KNHDyArpm+99RYA3bp1u2kZ18r+g2HHjh3Uq1fPvH3evHl5npOf6928eXOr6nFtfTZt2kRkZKQ5Eb98+TIrVqywOO7KlSu4urparGsXGBiIt7c38fHx5m3ZvUbx8fHmhBmyhhvzuqPXxsaGBx54gG+//ZbExETmzp0LQKlSpWjQoAEzZ87EZDJZzIe0s7PDxsYmR8/Mt99+y88//2xxx2lsbGyOZXCyY39t3f+tG7Ux27x58yySyKVLl5KYmEiXLl0KrB55SU5OpkuXLvz22298+eWXuS7tlC0kJIQffviB06dPW/yxk33XffbPXG4jBNmu/Sxc71aveadOnfjss8/47bffuP/++4GshPadd97BycmJ9u3bA1l/HN3sj/e75Xs0Pj6eMmXKWHzf3XPPPbi4uBTo519uHyWRd6lRo0axadMmnnjiCTZv3kyzZs0wDIMTJ07w+eefM23aNAYNGoStrS3Lli2jQ4cO1K1blyFDhhAUFMS5c+dYv349u3fvtphTExQURNOmTc2TrxcvXkxKSoo5sYGs+Uuff/45nTt3pkePHsTFxfHhhx/e0tBQQXJwcODNN99k8ODBNG/enIEDB5KYmMiCBQuoU6dOno9gu9bmzZt57733aNSoESaTiVWrVlnsb9euXY5hOIChQ4eSnp7O888/j729PUuWLLlpIjlu3DjWrVvHY489Zl7iZ9OmTWzZsoVnn332hnMsc3PPPffQqlUrXn31VWJjYwkICODrr78mIiIiz3Pyc71v1ZAhQ5gzZw6hoaEMHTqUpKQkli1bRkBAAJGRkebjduzYwbBhw+jduzfVq1fHwcGBr776iiNHjlgsc9KwYUMWL17Mc889R8eOHbG3t6dr1643Xdi8VatW5rlw1yY3rVu35s0338TOzs4iUXZ3d6dt27bMmjWL5ORkqlWrxoEDB1ixYgW1atWyWP9x6tSp7Nixgy5dulC5cmUSExNZsWIFtra2/+pmo1tx9OhRunbtSseOHTl06BDvvfcetWvX5qmnnrrlMqdNmwb8Mx9w06ZN5jmiAwYMMM+t7N+/P7t27aJXr17ExcXl+Lnp0aOH+Tq9+uqrPPLIIzRp0oRhw4ZRvnx589JNtWrVylfcGjRogI2NDTNmzODSpUu4uLjQuHFjcy+ftdccYPr06Wzfvp0HH3zQYomfn376idmzZ1s1x+9u+R796KOPmD9/Pj169KBq1aqYTCbWrl1LQkIC/fr1K8JWSL4VzU3hUhwkJycb06ZNM2rVqmU4OTkZpUuXNurUqWOMGTPGOHPmjMWx+/btM7p162aUKVPGcHZ2NqpWrWo8//zz5mUkspemWLp0qTFr1iyjUqVKhqOjo1GvXj1j69atOd773XffNapVq2Y4OTkZlStXNqZMmWJs3749x7IbeS014e/vn2ubrDk+ryVtPvjgA6N69eqGo6OjERISYqxcudJ46aWXDGdn5zxjeX2Zef3Lbtu1S/xca+7cuQZgDB8+3DCMmy+Ncu7cOWPgwIGGl5eXub5z5swxL710bQxutsSPYRjG2bNnjS5duhiurq5GmTJljAEDBhgxMTF5LvGT3+udl0qVKhnNmzfPc//nn39uhISEGA4ODkZwcLCxYMGCHNft5MmTxn/+8x+jWrVqhqurq+Hh4WHUr1/fWLZsmUUc0tLSjOHDhxs+Pj6GjY1NnssZXe/33383ACMgIMBi+5YtWwzAaNCgQY5zoqOjjccff9zw9vY2XF1djaZNmxphYWHGE088YVSqVMl83I4dO4yePXsaAQEBhqOjo+Ht7W20b98+x9IzecUpr8929rI96enpN21f9rHh4eFG7969DQ8PD8Pd3d3o27evERUVZXFs9s/XsWPHLLafOnXKAIwVK1ZYbM/Pz0J2+2507PXXadeuXUaHDh0MPz8/w8HBwahYsaLx7LPPGrGxsTdtb7ZFixYZVapUMezs7HLU/VauuWEYxqFDh4wePXoYZcqUMZycnIz77rvP+Oijj/Jdp7vte/S3334z+vfvb1SuXNlwdnY2PD09jRYtWhiff/75zUIlxYSNYfzLmdAi/PPUjWXLlvGf//ynqKtT4Lp168aRI0fynNNztynp11ukKJT0nyt9j5Y8ujtb5Bqpqak55rIdPHiQLVu20LZt2yKqlYjInUPfo3cPzYkUucbvv//O4MGD6du3LxUqVODYsWMsWbIEV1fXXBcLFxERS/oevXsoiRS5RkBAACEhISxevJiYmBjc3Nxo3bo106dPz/NubBER+Ye+R+8emhMpIiIiIlbTnEgRERERsZqSSBERERGxmpJIEREREbGakkgRERERsZqSSBERERGxmpJIEREREbGakkgRERERsZqSSBERERGxmpJIEREREbGakkgRERERsZqSSBERERGxmpJIEREREbGakkgRERERsZqSSBERERGxmpJIEREREbGakkgRERERsZqSSBERERGxmpJIEREREbGakkgRERERsZqSSBERERGxmpJIEREREbGakkgRERERsZqSSBERERGxmn1RV6AoREREFHUVAPDy8iImJqaoq1GsKCa5U1xyp7jkTnHJSTHJneKSu+IUFz8/v6KuQp7UEykiIiIiVlMSKSIiIiJWUxIpIiIiIla7K+dEXs8wDFJSUsjMzMTGxqbQ3jc6OprU1NRCe787QX5iYhgGtra2ODs7F+r1EhERkX8oiQRSUlJwcHDA3r5ww2Fvb4+dnV2hvmdxl9+YmEwmUlJScHFxKYRaiYiIyPU0nA1kZmYWegIp/469vT2ZmZlFXQ0REZG7lpJI0JDoHUrXTUREpOgoibyL7d69m71795pff/zxx6xfv/5flxseHs4XX3xhfr1//34mTpz4r8sVERGR4kNjuLno/smRAi3vv/1DCrS8grJnzx5KlSpFw4YNARg4cGCBlJudRPbo0QOAunXrUrdu3QIpW0RERIoH9UQWE59//jmdO3emXbt2jB07loyMDP744w9CQ0NJSUkhKSmJNm3acOTIEZKSkhg1ahSdO3emffv2bNu2DYCMjAxef/112rZtS2hoKB988AEAjRs3Ji4uDsjqFezduzfh4eGsXLmSZcuW0a5dO37++WfmzJnD4sWLAfjrr7/o0qULoaGhPPXUU1y6dAmA3r17M336dDp37kyLFi34+eefc7TljTfe4JdffqFdu3YsXbqU3bt3mxPUOXPmMGLECHr06EGjRo3YvHkz06ZN48EHH6R///6kp6cD8Oeff9KrVy86dOhAv379iI6Ovr0XQERERKyiJLIYOHbsGBs2bODLL79k+/bt2NnZ8X//93/cd999tGvXjlmzZjFt2jR69uxJSEgI77zzDs2bN2fTpk2sX7+eqVOnkpSUxKpVqwgPD+frr78mLCzM3BOYm8DAQAYMGMCQIUPYvn07jRs3ttg/cuRIXnnlFcLCwggJCWHu3LnmfSaTiU2bNjFlyhSL7dkmTJhAo0aN2L59O08//XSO/WfOnOHTTz9lxYoVPP/88zRr1oxvvvkGZ2dntm/fTnp6Oq+++ipLly5l69atPProo8ycOfNfRFhEREQKmoazi4EffviBAwcO0KlTJyBrySEvLy8AXnzxRTp16oSzszNTp04FYNeuXWzfvt3ca5iamsr58+f54YcfGDBggPlO87Jly95Sfa5cucLly5dp2rQpAH369GHo0KHm/dn1rFOnDufOnbO6/DZt2uDg4MA999xDZmYmbdq0ASAkJITw8HBOnDjB0aNH6du3L5B197yPj88ttUVERERuDyWRxYBhGPTp04eXX345x774+HiSkpIwmUykpqbi6uqKYRgsXbqUqlWr5qv8a5fDKYjFzR0dHQGws7PDZDJZfb6TkxMAtra22Nvbm++ytrW1JSMjA8MwqF69Ohs3bvzXdRUREZHbQ8PZxUCLFi346quviImJAbISx+wevnHjxjFmzBh69OjB9OnTAWjVqhUrVqzAMAwga/4iQMuWLVm5cqU5sYuPjwcgICCAP//8E4BNmzaZ37dUqVIkJibmqI+HhwelS5c2z3f8/PPPadKkSb7b4+bmxtWrV/MfgOsEBwcTFxfHr7/+CkB6ejpHjx695fJEROTusnbtWpo1a0ZwcDD9+vUjMjIy1+NWrlxJ/fr1CQ4O5sknnzTfPyD5oySyGKhevTpjx47lscceIzQ0lMcee4zo6GjWr1+Pg4MDPXr04LnnnmP//v388MMPjBw5kvT0dEJDQ2nTpg2zZs0CoF+/fvj7+xMaGkpoaChffvklAKNGjWLSpEl07NjR4mkw7dq1Y+vWreYba641b948pk6dSmhoKAcPHuTFF1/Md3vuuecebG1tCQ0NZenSpVbHw9HRkSVLlvDGG28QGhpK+/btzQmliIjIjezfv5/Ro0dTvnx5JkyYwJ49exg/fnyO4/766y/Gjx9PtWrVeOmll/jmm2947bXXCr/CdzAbI7s76y4SERFh8TopKQlXV9dCr4e9vf0tDQeXZNbEpKiuW1Hw8vIy91TLPxSX3CkuOSkmuSuJcVmyZAmvv/468+fPp2fPnnTt2pXff/+dP//8E09PT/NxkyZNYvny5WzatIn77ruPnj17sm/fPo4ePcqKFSuYNm0affv25fvvvwdg9uzZLFmyhL1799KjRw9mzZp1VEGgAAAgAElEQVRFcnIyL7zwAt9//z0mk4mgoCAWLFhAjRo1Cqw9fn5+BVZWQVNPpIiIiJQY5cqVA+CXX37h+PHjnDp1CsMwctwIevbsWQDKly8PQIUKFTCZTBYdTfv37+exxx7j/PnzPP7449x///0EBwfzySef8Ndff/Htt9+yefNmevTowbRp02jatKl5qbq7gZJIERERKTG6du1Kw4YNWblyJa1atTInddk3deYlt4HZwYMH89xzzwHg6+vL6NGjadu2LZD1YI2KFStia2vLvn37OHLkCC1atKBWrVoF3KLiS0mkiIiIlBhOTk783//9H19//TU7duygXr16ODs7U7FiRVJSUsxJZcWKFQHMN91ERUVhb29vMXzs4eGBg4OD+f+A+d6CjIwMatWqRVhYGA8//DAnTpzgySefZM2aNYXW1qKmJFJERERKjIyMDF577TX++usvPvroI77//nsGDhxITEwMwcHBPPXUU0DWE9gAZs6cyaJFi/j111/p1q0bzs7O+X6vn3/+mXXr1lGuXDnuvfdegLvqCWtaJ1JERERKDBsbG/bs2cOqVatwcXHhySefZPz48Vy4cMHiuDp16jB9+nTmz5/PL7/8Qps2bZgyZYpV7+Xi4sIPP/zAxx9/jK2tLa1bt2bAgAEF2ZxiTXdno7uzixPdnZ27kngHZUFQXHKnuOSkmOROccldcYqL7s6WW7Js2TKSk5OtPm/dunVERUUVSB0uX77Mhx9+aH4dFRXFkCFDCqRsERERuXNpODsXGUO6FWh5dss23NJ577//Pr169cLFxSXf52RkZLB+/XpCQkLMyxb8G1euXOHjjz9m0KBBQNZSCMuWLfvX5YqIiMidTUlkMZCUlMTQoUOJjIwkMzOTESNGEBMTQ3R0NH369KFs2bJ89tlnjB8/nv3795OSkkLnzp0ZPXo0AI0bN6Zbt27s2rWLp59+mv379/Pcc8/h7OzMhg0baN26NVu2bMHT05P9+/czdepUPvvsM+bMmcPp06c5ffo0cXFxDB8+nP79+1vU7Y033uDMmTO0a9eOBx54gEGDBvHEE0+wY8cO1q1bx7Zt20hKSuLUqVM888wzpKWl8fnnn+Po6MjKlSspW7Ysp0+f5pVXXiE2NhYXFxdmz56d7+d+i4iIWKMgOoIK4taYW+1AupMoiSwGdu7cSfny5Vm5ciWQ1fvn4eHB0qVLWb9+vXmF/XHjxlG2bFkyMjJ49NFHOXToEDVr1gSgbNmybNu2DYA1a9YwceJE6tate9P3Pnz4MBs3biQ5OZn27dvz4IMPWvRgTpgwgaNHj7J9+3Yga12sax09epRt27aRmppK8+bNmTBhAl9//TWTJ0/ms88+Y8iQIYwdO5Y333yTKlWq8Ntvv/Hyyy+zfv36fx84ERERKTJKIouBkJAQXn/9daZPn05oaCiNGzfO9biNGzfyySefkJGRQXR0NMeOHTMnkd263dpfXg899BAuLi64uLjQrFkz/vjjDzp06JDv85s1a4abmxtubm64u7vTrl07IOv52YcOHeLq1avs27ePoUOHms9JS0u7pbqKiIhI8aEkshgIDg5m69at7Nixg1mzZtGiRQtefPFFi2POnj3LkiVL2LRpE2XKlGHkyJGkpKSY99/oLmV7e3syMzMBSE1NtdhnY2Nzw9c34+joaP6/ra2t+YkANjY2ZGRkkJmZiYeHh7knU0REREoG3Z1dDERFReHi4kKvXr145plnOHDgAABubm4kJiYCkJCQgIuLCx4eHly8eJGdO3fmWV6pUqXM5wEEBATw559/ArBp0yaLY7dt20ZKSgpxcXHs2bMnxxD49WVZy93dncDAQDZu3AhkPVbq4MGDt1yeiIiIFA+F1hP5xx9/sGLFCjIzM3nwwQd5+OGHLfYfOnSIjz76iDNnzjBy5EiaNGkCYF5xPltERAQjRoygUaNGLFy4kEOHDpl74Z599lkqV65cWE0qMEeOHGHatGnY2Njg4ODAjBkzAOjfvz/9+/fH19eXzz77jHvvvZcHHngAPz8/GjZsmGd5jzzyCOPHjzffWDNq1CheeuklZs+eTdOmTS2Oveeee+jTpw9xcXGMHDkyxx3dnp6eNGzYkLZt29KmTRvzXdrWWLBgAS+//DLvvPMOJpOJ7t2731XPFhURESmJCmWx8ew7jl999VXKlSvHyy+/zIgRIwgICDAfc+HCBZKTk9m4cSMNGjQwJ5HXSkxM5Pnnn2fx4sU4OTmxcOFC6tevn+uxN6LFxrPMmTOHUqVK8cwzzxRZHa6nxcZzV5wWvi1OFJfcKS45KSa5K4lxKehl+m5VQd2dXZwXGy+Unsjjx49Tvnx5fH19gaybMfbu3WuRRPr4+AA3npP3008/Ua9ePfO8OxEREREpGoWSRMbFxVGuXDnz63LlynHs2DGry/nxxx/p0qWLxbY1a9aYh3r79++Pg4NDjvPCwsIICwsD4M0338TLy8tif3R0NPb2RXOPUVG9L2QtGVQc5TcmTk5OOa5lSWVvb3/XtNUaikvuFJecFJPclcS4FMQajwWhpMU1N3fM3dnx8fGcPXvW4saPfv36UaZMGUwmE0uWLOG///0vvXv3znFuaGgooaGh5tfXd92npqZiZ2d3+yqfh6Iezi6OrIlJampqiRuGyUtJHHIqCIpL7hSXnBST3Ckut09BxbU4D2cXyt3Znp6exMbGml/HxsaaF9DOrz179tCoUSOLXqqyZcuab0Zp06YNx48fv6X6FcK0ULkNdN1ERESKTqEkkcHBwURGRnLhwgVMJhO7d++mQYMGVpXx448/0rx5c4tt8fHxQFYysXfvXgIDA2+pfra2tuoRvMOYTCZsbbVClYiISFEplOFsOzs7Bg8ezPTp08nMzKRNmzYEBgaybt06goODadCgAcePH+ett94yP+Hk008/Ze7cuUDWndsxMTHmp7Nke/fdd7ly5QoAlSpV4umnn76l+jk7O5OSkkJqaqrVi23/G05OTjkW/77b5ScmhmFga2uLs7NzIdVKRERErlcoS/wUN9cv8VNUNBclJ8Ukd4pL7hSX3CkuOSkmuSuJcdESP4VH44EiIiIiYrU75u5sERERkRuZOHEiG8L2E5Nmoq13aT5sWBWA1IxM3jh6ng0RcVw1ZRDs5szaxtUp7WBPWPQlZhw9z9mkVGp5uDKrdiWqu7sUcUvuDOqJFBERkRKjq1/O1V9mHj3PitMXeNCnNFNrVaRu6VJkGhCZnMaw308CMLlmICevpvD8H6e0+kc+qSdSRERESoSpU6dy+uQvrDh9wbwtOSOTlWcv0qBsKWbWrkSmAY8GZi0EviUqntRMg4f9PHm8ojc/xSawITKev64kU8bBjubf/kX9sqVwtrXlj0tX+U+QL+72drxzPIJAFyeW1Q8m0NWJVWcvMv94JLFpJrwc7Rlc2ZdhRRWEQqSeSBERESmxzialkpppEJ2STsi236mx7TdG7j+FKdPA0zGrL+33S1c5k5TKoYRkAMKT/lklZP+lq7T1Lk1ZR3veOR7JzouX6R3gxaGEZJb/L1mdceQcpR3sefPeSgyo5INd4S30UqSURIqIiEiJlZqZCUBcmok5dSrTqXxZ/u98HOvPx9LY051O5csQduEyLb/9i6iUNACc7P5Jj+4rU4ohVXxpUNYNgGeDy/NkJR/gn2SzsqszkSlp7I5NwNXOll7+5bgbaDhbRERESqwAFydsgBruLnTz86S0gx0bIuM5czUrAVx8fzDHEpNJyTBYeeYCa8/FUtXtn3WIPf73pDz7/60j7W5vZ+5pzPjf1Mm1jauzJSqev64kMfPoeTZGxvHfQmth0VFPpIiIiJQIYWFhbIzMeppdZEoaa8JjuJxuoq1PaQ5eSeLD0xfM8yUbe2b1LL555Dy/x19lc1Q8n52PpaNvGSq5Oln1vlMOh5Ockcm9Hq6429sRnZJesA0rptQTKSIiIiXC4sWL2XP0PACHE5IZd+AMc+pUYsa9FRn95xmmHzmHl6MDk+4JoI1PaQCOJCSx4swF7GygawVPptSy/hHKV9IzmHssgqsZmQS6OPJySECBtqu40hNrilBJfFLAv6WY5E5xyZ3ikjvFJSfFJHclMS56Yk3h0XC2iIiIiFhNSaSIiIiIWE1zIkVERKTE6Nl6VlFXAUB3Z4uIiIiI5EZJpIiIyB1k4sSJ1K1bF39/fwYOHGjefuzYMbp160ZQUBAtW7bku+++y/X8OXPm4O/vj7+/P05OTub/i1hLSaSIiMgdpnv37jm2DR8+nBMnTjB58mQcHBwYOnQoV65cyXFc586dWbRoEYsWLWLevHkA3Hvvvbe9zlLyKIkUERG5g0ydOpUhQ4ZYbPvrr784dOgQ3bt3Z9CgQTz99NMkJCSwadOmHOeHhITQvXt3unfvTnJy1rOiBwwYAMC6devw9/dn+PDhtG7dmjp16rBp0yaee+45qlatyuDBgzGZTGRmZjJu3Dhq1apFcHAwrVu35ocffrj9jZdiRUmkiIjIHe7s2bMAlC9fHoAKFSoAcObMmTzPMQyD5cuX4+7uTs+ePS327d27l4EDBxIXF8czzzyDh4cHjRo1Ytu2bYSFhXHo0CFWrVpFixYtmDFjBg899BAZGRm3qXVSXCmJFBERKWHy8xyRH3/8kePHj9OzZ09cXV0t9vXu3ZvBgwfj6+sLwGuvvUbXrl2BrITV19cXFxcXDh48yP79+wkJCaFZs2YF3xAp1pREioiI3OEqVqwIQGRkJABRUVEAVKpUCYCUlBTS0tIszlm5ciWAxc052UqXznokoL29Pc7Ozjg6OmJrm5UyZGZm4u3tzc6dO3niiSeIj4/nueeeY+7cubehZVKcKYkUERG5g4SFhbFhQ9Yj9SIiIli9ejWurq7cc889bNiwgQ8//JClS5fi5uZGp06dAAgODqZDhw7mMi5evMi2bdto1qwZISEhVtfhxIkTLFq0iFKlSlGvXj0AoqOjC6B1cifRYuMiIiJ3kMWLF7Nnzx4ADh8+zJgxY5g7dy4LFy5k9OjRTJkyBX9/fxYvXmzuUbzeunXrSE9Pz3GDTn45Oztz4MABPv/8czIyMmjQoAHDhw+/5TbJncnGyM/EiRImIiKiqKsAlMwH3/9biknuFJfcKS65U1xyUkxyVxLj0v2TI0VdBQD+29/6Ht7c+Pn5FUg5t4OGs0VERETEahrOFhERuQNlDOn2r8soqFmMdss2FFBJcidRT6SIiIiIWE1JpIiIiIhYTUmkiIiIiFhNSaSIiIiIWE1JpIiIiIhYTUmkiIiIiFhNSaSIiIiIWE1JpIiIiIhYTUmkiIiIiFhNSaSIiIiIWE1JpIiIiIhYTUmkiIiIiFhNSaSIiIiIWE1JpIiIiIhYTUmkiIiIiFhNSaSIiIiIWE1JpIiIiIhYTUmkiIiIiFhNSaSIiIiIWE1JpIiIiIhYzb6oKyAiIiLWm3TwLF9FxhOTZqKtd2k+bFgVgEd+OspPcYnm4zzs7fir/X3m14Zh8OjPf/NTXKLFeSLWUhIpIiJyh+rq58mK0xdybK/q5szIqhUAcLC1sdi3OjyG/ZeTCqV+UrIpiRQREbkDvV6rIuFJqbkmkV6O9rT1KY2bvZ3F9uiUdGYcOc+Y6n68fvicxb5mOw8Ql2ait385voiIpWFZN56o5MP4v85gMgzm1KlMa+/S7I1L5JWDZzl1NYVS9na0KOfOe7e1pVJcaU6kiIhICfNzXCI1v/6Dml//zvzjkebtkw6epbmXOw/5lsn1vKSMTADuL+PGjotXeOXgWYZWKU9sqok3j5wHYPHJKM4mpTK1VkVGVK2Ap6P6o+5WSiJFRERKkI7ly/LufUG8V68KFZwdmf13BD/HJfBDzBV2XLzMU5V9OZ+cBkBKZiZRKWnmc22BSTUD6Fg+K8ns6e/J4Mo++Do7EJ6cCkBQKWdSMjLZeeEyiaYMBlbyKfQ2SvGgPx9ERERKkCcr/5PUXUhNZ/KhcI4lpuBka0NqpkHvn46a9++OTeDF/adZ07g6AM52tjja2prnUbr/bzjczsaGDCPrnJdD/Gnk6ca++ETWhsew8EQUv16+TOnSpQuphVJcKIkUERG5A31z4TJHE5IBiExJY014DHVLuzL5UDgP+ZbB2c6W5aejsQXqli5FWUc73qtXBYC4NBOvHDxLbQ9XRlarYNX7LjwRhaOtDdXdXfC7dJXw5DQSExOVRN6FlESKiIjcgZacjDIv5XM4IZlxB84wvVZFPB3tee9EFFdMGVR0deLtupWpXdoVgAAXJwDCk7KGpr2dHGjs6W7V+9oCH56+wMVUE2Uc7Xipmh/+/v4F1zC5YyiJFBERuQN92qRGrtsHVPK+6bmBrk6c7VTfYtvuNrXN/+8T4EWfAK9c9z1XtQLPVbWu91JKJt1YIyIiIiJWUxIpIiIiIlbTcLaIiMgdqGfrWUVdBbP/FnUFpEioJ1JERERErKYkUkRERESspiRSRERERKymJFJERERErKYkUkRERESspiRSRERERKxWaEv8/PHHH6xYsYLMzEwefPBBHn74YYv9hw4d4qOPPuLMmTOMHDmSJk2amPc9+uijVKxYEQAvLy/GjRsHwIULF5g3bx4JCQlUqVKF559/Hnt7rVokIlISTJw4kQ0bNhATE8ODDz7Ixx9/DMD8+fP5+OOPiYiIoEaNGuzYsSPPMqw5VkSsUyg9kZmZmSxfvpwJEybw9ttv8+OPP3Lu3DmLY7y8vBg+fDgtWrTIcb6joyOzZ89m9uzZ5gQSYNWqVXTu3Jn58+dTqlQpfTmIiJQw3bt3z7HNZDLRs2fPfJ1vzbEiYp1CSSKPHz9O+fLl8fX1xd7enmbNmrF3716LY3x8fKhUqRI2Njb5KtMwDA4ePGjusWzdunWOMkVE5M41depUhgwZkmP7iy++yMsvv5yvMm50bOPGjalWrRoTJkwgJCSEAQMGsGPHDho0aEC9evXYuXMnAHv37iU0NJQqVapQu3Zthg8ffuuNEilBCmXsNy4ujnLlyplflytXjmPHjuX7/PT0dMaPH4+dnR3du3enUaNGJCQk4Orqip2dHQCenp7ExcUVeN1FRKTkSkpKAqB+/frs2LGDv//+m2HDhvHaa6/xxhtv0KZNGxYtWsSZM2eYPn06ycnJnDx5sohrLVI83BETCBctWoSnpyfR0dG8/vrrVKxYEVdX13yfHxYWRlhYGABvvvkmXl5et6uqVrG3ty82dSkuFJPcKS65U1xyV5LikpiYCGRNa8qtTXZ2dvlu6/XH2tnZYWtry4IFC1i5ciXffvstAwYMYNy4cSxdupRz587h5eVFzZo1CQsL44cffqBevXqMHDmyxMS3oCgeOd0NMSmUJNLT05PY2Fjz69jYWDw9Pa06H8DX15eaNWty+vRpGjduTFJSEhkZGdjZ2REXF5dnmaGhoYSGhppfx8TE3GJLCpaXl1exqUtxoZjkTnHJneKSu5IUl/j4eADS0tJybVNGRobF9rS0NDIzM3F2dr7psRkZGTg7O3PlyhVSUlKArAQ8+xiTyURMTAyjRo2iTp067Nu3j+XLlzNz5kx+/fVXSpcuXaBtvZOVlM9bQSqomPj5+RVIObdDocyJDA4OJjIykgsXLmAymdi9ezcNGjTI17mJiYmkp6cDcOXKFY4ePUpAQAA2NjbUqlWLn376CYBvv/0232WKiEjxFxYWxoYNGwCIiIhg9erVnDx5kp9++onVq1cDcPnyZVavXs2BAwcA6NevH8HBwebpTTc6Nr/mz5/PyZMnqV69On5+fiQlJZl7SEXuZoXSE2lnZ8fgwYOZPn06mZmZtGnThsDAQNatW0dwcDANGjTg+PHjvPXWW1y9epV9+/bx6aefMnfuXM6fP8/SpUuxtbUlMzOThx9+mICAAAD69+/PvHnzWLt2LUFBQbRt27YwmiMiIoVg8eLF7NmzB4DDhw8zZswY5s6dy549e1i/fj0AUVFRjBkzhlGjRlG7du0cZaxduzbfx+bF1taWDz74gIsXL1K2bFlGjx6Nv79/AbRQ5M5mYxiGUdSVKGwRERFFXQWgZA05FRTFJHeKS+4Ul9wpLjmVxJh0/+RIUVfB7L/9Q4q6CmbFJS4FFZO7fjhbREREREoWJZEiIiIiYrU7YokfERG5e2UM6favy4gugHoA2C3bUEAlidz51BMpIiIiIlZTEikiIiIiVlMSKSIiIiJWUxIpIiIiIlZTEikiIiIiVlMSKSIiIiJWUxIpIiIiIlZTEikiIiIiVlMSKSIiIiJWUxIpIiIiIlZTEikiIiIiVlMSKSKFZuLEidStWxd/f38GDhxosc8wDHr37p3rvutlH+vk5HTTY+8EecVl/vz5NGzYEH9/f9q2bXvDMr744gtatmxJlSpVCAoKYubMmbe72iJyl1MSKSKFqnv37rlu/+STT/jjjz/yVYY1x94pcouLyWSiZ8+eNz03OTmZkSNHEhcXx8SJEylbtizvvvsuP//88+2oqogIoCRSRArR1KlTGTJkSI7t0dHRTJ8+nbFjx960jBsd27hxY6pVq8aECRMICQlhwIAB7NixgwYNGlCvXj127twJwN69ewkNDaVKlSrUrl2b4cOH//vG/Qt5xeXFF1/k5Zdfvun5GRkZ2NraUqZMGVq2bEmlSpUAcHd3B8Df358WLVrw9NNPU716dUaNGsUXX3xB7dq1adasGQcOHABg69atNG/enKCgIO6//36mTJlSgK0UkZJGSaSIFLlXX32VFi1a0LFjx399bFJSEgD169dnx44dvPzyywwbNoyYmBjeeOMNABYtWsSZM2eYPn06L774Ip6engXXmCLg5ubGW2+9xfnz52nVqhWbN29m7Nix1KxZ03zMqVOnqF69OsHBwaxbt47FixczePBgzpw5w9tvvw3AW2+9RUpKCjNnzmTo0KG4uroWVZNE5A6gJFJEitT333/Pjh07GDJkCOfOnQOyhmejoqJu6VhbW1tee+01OnXqBECvXr146qmn8PX1JTw8HICgoCBSUlLYsWMHCQkJDBo06Da38vZKS0tj0aJF+Pj4sGzZMkJDQ3n77bfZv3+/+Zjy5cszevRoWrVqBcCgQYN44YUXADh79iyQFZdLly7x3XffYRgG/fv3L/zGiMgdQ0mkiBSpiIgIUlJS6NGjB7179wZg9+7djBgxAshKkFJSUvJ1LICzszOOjo7Y29sD4OHhAYCdnR0ZGRkAvPLKK7z//vsEBQWxdu1aOnbsyOXLlwunwQXk2rgcOnSII0eO8MADD9CpUyf69+9Peno6u3fvNh9funRpABwcHICsoW47OzsAMjMzAViwYAFz5szBx8eH9957j65duxZmk0TkDmNf1BUQkbtHWFgYR48eBbISwtWrVxMUFMSSJUsAiI2NZcKECdSpU4dRo0YB0K9fP/bs2cOBAwdo3rz5DY/Nr/nz5+Pk5ET16tXx8/Pj7NmzJCYmmhOtwpZbXJo0acKFCxc4efIkAJcvX2b16tXUrl2b2rVrW8TFz88Pe3t7vvnmG1atWsWXX34JQHBwsFX1mDFjBgEBAdSsWZNdu3Zx8uRJTCaTOSEXEbmWvhlEpNAsXryYPXv2AHD48GHGjBnD3LlzefTRRwHMw83e3t40btw4x/kBAQEEBATk69gbsbW15YMPPuDixYuULVuW0aNH4+/vf8vt+rfyisuePXtYv349AFFRUYwZM4ZRo0ZRu3Zti/N9fHx4++23mTdvHpMmTcLLy4sRI0bQvn17q+phMplYuHAh8fHx+Pr6Mm3aNCWQIpInG8MwjKKuRGGLiIgo6ioA4OXlRUxMTFFXo1hRTHKnuOROccldSYtLxpBuRV0FM7tlG4q6CmbdPzlS1FUw+2//kKKugllxiUtBxcTPz69Ayrkd9CemiIgUa5MOnuWryHhi0ky09S7Nhw2rAjD0txP8GJNAamYmFV2deKmaH50qlGX9uRhe+vNMjnJ+bH0vga5OhV19kRJLSaSIiBR7Xf08WXH6gsW26m4utPYuTXJGJm/9fZ4X/zxNe98yNPZ0Z8F9QQCYDIOxB85Q2t6O8s6ORVF1kRJLSaSIFImCGKKMLoB6FKfhyYIati1pcXm9VkXCk1JzJJEvVffjUpqJ6NR0ltrbcSk96+77iq5OVPxfj+OmyHjSMg0eCfTCwdaGPbEJPPrz37T19iAmzcTpq6mMq+HP6aQUPjkbw70erixvEExpB3vm/h3BqrMXSTBlUN7ZkZeq+dGr0FsvUnxpiR8REbljtfj2L9p9f4jYNBNz61TG3tbGYv8nZy9iC/QL9LLYvjc+kT7+5TAwmHjwLBHJ6TzkW4Zf4hNZfy6WS+km5h2PpLq7CzPurUQPP08yuetuIRC5ISWRIiJyx1pWP5jZtStRyt6Ot/6OIDUj07zv9NVUfoxNoLW3R465kKE+ZXiisg/V3V3IBMbV8KdPQDkAwpPTKGVnh7eTPScSU9gbn0gFF0c6li9bmE0TKfaURIqIyB2raTl3Hg30oo23B8evpnAkIdm875PwixjA4xW9c5zn4ZC10LqDjY35td3//p9pGDjY2rCtRU1eqFoBgAl/nWH8gZw364jczZREitwmEydOpG7duvj7+zNw4EDz9vnz59OwYUP8/f1p27btDcvo3bs3/v7+ODk54e/vzz333HO7qy1S7Hxz4TIbI+MBiExJY014DEeuJDP895OsOnuRJSej2BZ9CSdbGyr9r8cxLTOTz87F4u/sSFsf6xeRTzRlMP3IOWxsoE5pV5xsbYlOTS/Qdonc6XRjjcht1L17d5YvX26xzWQy0bNnTxYsWJCvMqpVq8akSZNISEgwP7JO5G6y5GQUP8UlAnA4IZlxB87wYrUKnL6ayjcXLmMLVHNz5qXqfpRxzPq1tjXqErFpJkZX98PWxuYGpefO3saG88lpbI8+T2pmJlXdnBldvfiu1ydSFJREitwmU6dOJTw8PEcS+eKLL3BHmFIAACAASURBVALkO4n08vKiY8eOpKamWmz39/cnKCiImjVr8u2339KlSxdatmzJpEmTcHd3Z8mSJdSuXZutW7cydepUIiIiKFu2LN27d2fy5MkF00iRQvBpkxq5bn+xWt5JXTc/T7r5eebY3rScO2c71c+17BvtE5GcNJwtUsz99NNPeHl5UaNGDd555x2LfadOnaJ69eoEBwezbt06Fi9ezODBgzlz5gxvv/02AG+99RYpKSnMnDmToUOH4urqWhTNEBGREkZJpEgx1qlTJxYsWMCaNWvw8/Nj1qxZ/Pzzz+b95cuXZ/To0bRq1QqAQYMG8cILLwBw9uxZAIKCgrh06RLfffcdhmHQv3//wm+IiIiUOBrOFilG0tLSyMzMxNnZGYDBgwcDWUPax48fZ+LEifz99980btwYgNKls24YyJ4r6e7ujp1d1l2nmZlZS50sWLCALVu2sH//ft577z2WLVvGvn37CrVdIv9Gz9aziroKZv8t6gqIFCNKIkVuk7CwMI4ePQpAREQEq1evpkmTJly4cIGTJ08CcPnyZVavXk3t2rWpXbs2/fr1Y8+ePRw4cAB7e3uefPJJOnTogJeXF++//z62trbcd999VtVjxowZBAQEULNmTXbt2sXJkycxmUzY2+vHX0REbp1+i4jcJosXL2bPnj0AHD58mDFjxjB37lz27NnD+vXrAYiKimLMmDGMGjWK2rVrW5zv6OiIp6cnCxcuJCEhgYoVK/LOO+/kOO5mTCYTCxcuJD4+Hl9fX6ZNm6YEUkRE/jUbwzDuuuc4RUREFHUVgKwhypiYmKKuRrGimOSuJMaloJ4T/W8Vp2dEF5eYQPGKS/dPjhR1Fcz+2z+kqKtgprjkrrjEpaBi4udXfJeW0o01IiIiImI1jWmJ3GYF0bsUXQD1gOLVuyQiInc29USKiIiIiNWURIqIiIiI1ZREioiIiIjVlESKiIiIiNWURIqIiIiI1ZREioiIiIjVlESKiIiIiNWURIqIiIiI1bTYuIhIMTHp4Fm+iownJs1EW+/SfNiwKpfSTIzYf4oDl5NINGVQ08OV12sFUqd0KQDePxXNB6cvcCE1HV8nB/4T5MuTlX2KuCUicjdQT6SISDHS1c/T4nWCKYPolHSGB5dnWHB5fr90lWG/nQTg1NUUXj98DhtgYkgA6YbB5EPhRCSnFUHNReRuo55IEZFi4vVaFQlPSmXF6QvmbRWcHdnc4h5sbWwA2B59mb+uJJGckUmmkXVMeWdHWnh58Om5WOLTTDjZ2hCelErzb/+iftlSONva8selq/wnyBd3ezveOR5BoIsTy+oHE+jqxKqzF5l/PJLYNBNejvYMruzLsKIIgIjcUdQTKSJSjNnb2pgTyHPJqZy4mkJtD1dc7GwJdnNmfA1/fo1PpM2ugxy8ksSMeytRzsnBfP7+S1dp612aso72vHM8kp0XL9M7wItDCcks/1+yOuPIOUo72PPmvZUYUMkHO5siaaqI3GGURIqI3AEupKbzxN7jONraMLduZQBiU9P58MwFanm48H79YGp6uDDp0FkirxnOvq9MKYZU8aVBWTcAng0uz5OVsuZMhielAlDZ1ZnIlDR2xybgamdLL/9yhds4EbkjKYkUESnmolLSePSno1xITWdVw2rUcHcBYE9cIlEp6XQoX5b2vmXoUL4siaZM9l26aj7Xwz5r1pL9/3oz3e3tzD2NGf8bDl/buDoTQwJws7dl5tHzDN53vPAaJyJ3LCWRIiLFxDcXLrMxMh6AyJQ01oTHcORKMo/+9DcnrqbSN9CLM0mpbIiII8mUQaCLIwBfnI9lbXgMX56PA6BKKSer3nfK4XCSMzK518MVd3s7olPSC7ZhIlIi6cYaEZFiYsnJKH6KSwTgcEIy4w6cYU6dSpz637DzkpPR5mN/bH0vdcuUYmJIAB+eucDEg2fxcXJgas1Aanq4moeq8+NKegZzj0VwNSOTQBdHXg4JKNiGiUiJpCRSRArdxIkT2RC236r1EJvtPMC5a+b61XR3YWvLmkXVhNvi0yY1ct3eJ8Arz3OGVPFlSBXfHNsDXZ0426m++fXcupXNcykBi31L6wffQm1F5G6nJFJEikRXP0+LpWyuXQ8xwZTBvGORDPvtJD+2qW0+prGnGwMqegNQ2sGu0OssIiL/UBIpIoVu6tSpnD75S77XQ3Sxy5q+HejiRFuf0rjZ/5NAaj1EEZGioSRSRIoFe9t/Fie8fj3EbJ+fj+Wz87GUc7RnXA1/+gb+M8y7/9JVXq4RwJmkVN45Hknzcu70DvBixekLLD99gddqBjLjyDn8XZwYU92f6NT0YrceYs/Ws4q6Cmb/LeoKiEixp7uz5f/Zu/PwqOqz/+OfyUa2ScjMkITskLBjgBA0BIgsodpNcOllbetGrfpQ9UHrUipt8adUrKLPJYtaijtFFBdEC7aRPREJlLAjCUtCIBCzkYQEwiy/P2impok6R7KS9+sfMmfLfe4cJp98zzJAp9LS8xAl6aZYmxaN6Kv/G5YgXy+TZu4pVNFXbh7heYgA0L4YiQTQaZw826CbPj+osgZ7k+chStK9Sb3dX++trtPiI6U6cuas+gb5S/L8eYirT1ZqT3WdnvriuFaVVDDiBgDfESESaGN/2Fukj0oqDd2JfE32fuXXnpXD5VK/4AD9YXCMrrCYO3hPWk9WVpb2/9fzEEeEBumufx3SkbpzuqtvhArrzqmw7pwyw0NVWHdOfz54QuNtIXJIevd4hfy9TBpgDtD5xg+Q9sBj+4/pspBADQ0J1GqfKp6HCAAXgRAJtAOjdyKPDAvWL+J6qfTcec3LP6GHdxVqw/ihHVV+q3vxxRf12RfHJXn2PESLn6+cLpeezT+heodT/YID9PCAKEX6+/E8RADoIO0WIvPy8vTKK6/I6XRq0qRJmjp1apP5+/bt02uvvabCwkLNmDFDaWlpkqSjR49q8eLFqq+vl5eXl6677jqlp6dLkhYuXKh9+/YpMDBQkvTrX/9aCQkJ7bVLgEf+35A4Has7Z+hO5D8MilHleYeK6s5p/qGTarzn5LPyGt34+UFN7BWisga7jp45p0cGROto3VktLSrT0JBALUlNVKivj549eEJvFn2pGrtDkf5++k2/KF3fEQ1owYoVK+T41TXNpn/T8xBfG9Wvxek8DxEAOka7hEin06klS5Zo1qxZslqtmjlzplJTUxUT859RAJvNpunTp2vVqlVN1vXz89M999yj3r17q6KiQr/97W81bNgwBQVdOO138803uwMn0FV8253I1XaHhmftlCSF+HjrqcsSmqyfW1mrh/tH688Hj+v3e4v0/cgwXRXRU++fqNA7xeW6Icaq/ysoUbrVrBuirSqqOyenPD/tCwDAt2mXu7MLCgoUGRmpiIgI+fj4KD09Xbm5uU2WCQ8PV3x8vEymps/ciIqKUu/eFy6ot1gsCg0NVXV1dXuUDbS5r7sTOcjbW2+O6qfHBsfqnNOpZ/NPNFkvM7ynbk0IV39zgJySHhkQrZ/EXLjT+Fh9g4K8vdWrh48O1Z5VbmWtegf46fuRYe24ZwCAS127jERWVFTIav3PozSsVqvy8/MNb6egoEB2u10REf/5iK9ly5ZpxYoVGjp0qH7+85/L19e3VWoG2to33Yns42VSRq8QZfQK0d9PViqnvEYVDXb3/JB/f1qL77//6Arx9Zb32QtfO10u+XqZ9MnYwVp9skp7quv0uz2F2lJeowXtuH/fprM8E5G7swHgu+kyN9ZUVlZq/vz5+vWvfy0vrwsDqD/72c/Us2dP2e12vfTSS1q5cqVuuOGGZutmZWUpKytLkjR37lzZbF9/3VV78vHx6TS1dBaXYk/+VnpaX9TUS/LsTuTcylp9VFKpkWHBOlHfoO2Vterl56MwAx/zV2t3aM6BYo0MC1ZyaKBWnvDSqXPnL7netgZ60jL60jL60jL60lx36Em7hEiLxaLy8nL36/LyclksFo/Xr6ur09y5c3XTTTepf//+7ulhYRdOz/n6+mrChAnNrqdslJmZqczMTPfrsrIyo7vQJmw2W6eppbO4FHvy0uGT2lJRK8mzO5F7+vpoR9UZfXCiQj28vDQqLFi/GxjT7FKPb+JjMul4fYP+eeq4zjmdSgr214P9oy653rYGetIy+tIy+tIy+tJca/UkKiqqVbbTFtolRCYmJqqkpESlpaWyWCzKycnRfffd59G6drtdzzzzjDIyMprdQFNZWamwsDC5XC7l5uYqNja2LcoHLsrbaQNanP51dyLHBvZQVsaQFueNtpqb3G381W1/0zwAAFpbu4RIb29vTZs2TXPmzJHT6dSECRMUGxur5cuXKzExUampqSooKNAzzzyjM2fOaPv27Xr77bf17LPPKicnR/v371dNTY3Wr18v6T+P8nn++efdN9nEx8frzjvvbI/dAQAA6Pba7ZrIlJQUpaSkNJl24403ur9OSkrSiy++2Gy9jIwMZWRktLjNP/7xj61bJAAAADzSZW6sAbqqznIXssSdyACA1tMuz4kEAADApYUQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADDMx9MFq6ur5efnJ39/fzmdTm3YsEEmk0kZGRny8vr2LJqXl6dXXnlFTqdTkyZN0tSpU5vM37dvn1577TUVFhZqxowZSktLc89bv3693nvvPUnSddddp/Hjx0uSDh8+rIULF6qhoUEjRozQ7bffLpPJ5OkuAQAA4DvyeCRy7ty5KikpkSQtW7ZMq1at0scff6zXX3/9W9d1Op1asmSJfve73+m5555Tdna2iouLmyxjs9k0ffp0jR07tsn02tparVixQn/605/0pz/9SStWrFBtba0kafHixbrrrrv0/PPP6+TJk8rLy/N0dwAAAHARPA6RJSUlSkhIkCRt2rRJv/vd7/THP/5ROTk537puQUGBIiMjFRERIR8fH6Wnpys3N7fJMuHh4YqPj282kpiXl6fk5GQFBwcrODhYycnJysvLU2Vlperr69W/f3/3iOh/bxMAAABtw+MQ6eXlJbvdrqKiIgUGBspmsykwMFBnz5791nUrKipktVrdr61WqyoqKjz6vv+9rsViUUVFxUVtEwAAABfH42sihw8frueee041NTVKT0+XJBUXF8tisbRZca0lKytLWVlZki6clrfZbB1c0QU+Pj6dppbOgp60LXrbHD1pGX1pGX1pGX1prjv0xOMQeffdd2vDhg3y9vZWRkaGJKmmpkY/+clPvnVdi8Wi8vJy9+vy8nKPw6fFYtG+ffvcrysqKjR48GBD28zMzFRmZqb7dVlZmUffu63ZbLZOU0tnQU/aFr1tjp60jL60jL60jL4011o9iYqKapXttAWPT2f7+voqMzNTEyZMkLe3tyRpyJAhGjNmzLeum5iYqJKSEpWWlsputysnJ0epqakefd/hw4dr586dqq2tVW1trXbu3Knhw4crLCxMAQEBOnjwoFwulzZu3OjxNgEAAHBxvnEkcv78+R49Mueee+75xvne3t6aNm2a5syZI6fTqQkTJig2NlbLly9XYmKiUlNTVVBQoGeeeUZnzpzR9u3b9fbbb+vZZ59VcHCwrr/+es2cOVOSdMMNNyg4OFiSdMcdd2jRokVqaGjQ8OHDNWLECE/3GwAAABfhG0NkZGSk++uamhpt2LBBI0eOdJ9y3L59u6688kqPvlFKSopSUlKaTLvxxhvdXyclJenFF19scd2JEydq4sSJzaYnJiZq3rx5Hn1/AAAAtJ5vDJFfvd5xzpw5+u1vf6tBgwa5px04cEDvvvtu21UHAACATsnjayIPHjyofv36NZmWlJSkgwcPtnpRAAAA6Nw8DpF9+vTRsmXL1NDQIElqaGjQW2+95X4AOQAAALoPjx/xM336dD3//PO69dZbFRwcrNraWiUmJuq+++5ry/oAAADQCXkcIsPDw/XEE0+orKxMlZWVCgsL6xYP0gQAAEBzHp/ObuTr66uQkBA5HA6dOnVKp06daou6AAAA0Il5PBKZl5enF154QVVVVc3mLV++vFWLAgAAQOfmcYhcsmSJrr/+eo0fP15+fn5tWRMAAAA6OY9DZG1trSZPnuzRJ9gAAADg0ubxNZETJ07UunXr2rIWAAAAdBEej0Tm5+dr9erVWrlypXr27Nlk3mOPPdbqhQEAAKDz8jhEft3nVwMAAKD78ThEjh8/vg3LAAAAQFficYiUpHXr1mnjxo2qqKiQxWJRRkaGJkyY0Fa1AQAAoJPyOES+99572rBhg3784x/LZrOprKxMH374oSorK3Xddde1ZY0AAADoZDwOkZ9++qlmz56tXr16uacNGzZMf/zjHwmRAAAA3YzHj/g5d+6cQkJCmkwzm81qaGho9aIAAADQuXkcIocPH67nn39eJ06cUENDg44fP64FCxZo2LBhbVkfAAAAOiGPT2dPmzZNL7/8sh588EE5HA75+Pho9OjRuv3229uyPgAAAHRCHofIwMBA3XPPPZo+fbpqampkNpvl5eXxQCYAAAAuIR6nwA0bNqiwsFBeXl4KDQ2Vl5eXjh49qo0bN7ZlfQAAAOiEPA6Ry5cvl9VqbTLNZrPprbfeavWiAAAA0Ll5HCLr6+sVGBjYZFpgYKDOnDnT6kUBAACgc/M4RMbExGjLli1Npm3dulUxMTGtXhQAAAA6N49vrPn5z3+uJ598Ujk5OYqMjNTJkye1e/duzZw5sy3rAwAAQCfkcYgcOHCgnnnmGWVnZ6usrExJSUm67bbbZLPZ2rI+AAAAdEIeh0hJ6tWrl6655hqdPn1aYWFhbVUTAAAAOjmPQ+SZM2f017/+VVu2bJGPj4/eeOMNbdu2TQUFBfrpT3/aljUCAACgk/H4xprFixcrMDBQixYtko/PhezZv39/5eTktFlxAAAA6Jw8HoncvXu3XnrpJXeAlKSQkBCdPn26TQoDAABA5+XxSGRgYKBqamqaTCsrK+PaSAAAgG7I4xA5adIkzZs3T3v27JHL5dLBgwe1cOFCTZ48uS3rAwAAQCfk8ensKVOmyM/PT0uWLJHD4dALL7ygyZMn6/vf/35b1gcAAIBOyOMQuXfvXqWmpuoHP/iBKisrtXTpUh09elSnT59Wz54927JGAAAAdDIen85esmSJvLwuLP7666/L4XDIZDLppZdearPiAAAA0Dl5PBJZUVEhm80mh8OhvLw8vfDCC/Lx8dFdd93VlvUBAACgE/I4RAYEBKiqqkrHjh1TbGys/P39ZbfbZbfb27I+AAAAdEIeh8irr75aM2fOlN1u12233SZJOnDggKKjo9uqNgAAAHRSHofIqVOn6vLLL5eXl5ciIyMlSRaLRXfffXebFQcAAIDOyeMQKUlRUVHf+BoAAADdg8d3ZwMAAACNCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMN82usb5eXl6ZVXXpHT6dSkSZM0derUJvPPnz+vBQsW6PDhwzKbzZoxY4bCw8O1adMmffjhh+7lioqK9NRTTykhIUGzZ89WZWWl/Pz8JEmzZs1SaGhoe+0SWrB8+XI98MADzaZv2bJFsbGx7tfHjh1TWlpak2V++ctfatGiRW1eIwAAuHjtEiKdTqeWLFmiWbNmyWq1aubMmUpNTVVMTIx7mbVr1yooKEjz589Xdna2li5dqvvvv1/jxo3TuHHjJF0IkE8//bQSEhLc6913331KTExsj92AB0aPHu0Ogna7XQ8++KBCQ0MVGRnZ4vI333yzRo8eLUn8HAEA6ELa5XR2QUGBIiMjFRERIR8fH6Wnpys3N7fJMtu2bdP48eMlSWlpadqzZ49cLleTZTZv3qz09PT2KBnfUVxcnKZMmaIpU6aoR48eamho0I033ihfX98Wlx82bJi+973vacqUKRo6dKikC6OZ0dHRmj59usaPH6/k5GR9/PHHuueee5SUlKRp06bJbrfL6XTqkUce0ZAhQ5SYmKjx48dr8+bN7bm7AAB0W+0SIisqKmS1Wt2vrVarKioqvnYZb29vBQYGqqampskyn332mcaMGdNk2qJFi/TQQw9pxYoVzUInOtabb74pLy8v/eIXv/jaZR566CElJSVpwoQJ2r59e5N5ubm5uuWWW1RRUaG7775bISEhuvzyy/XJJ58oKytL+/bt05tvvqmxY8fqySef1FVXXSWHw9HWuwUAANSO10RerPz8fPn5+SkuLs497b777pPFYlF9fb3mzZunjRs36sorr2y2blZWlrKysiRJc+fOlc1ma7e6v4mPj0+nqaW1HTp0SJs3b9ZVV12lESNGNJvvcrn0hz/8QcnJySooKNCsWbP0v//7vyooKJDZbJYk3XLLLXr44Yf1wgsv6OTJk1qwYIGWLl2qDRs2qLy8XJMnT1ZgYKAOHDigmJgYjR49Wtdcc83XjnpCl+zxdjHoScvoS8voS8voS3PdoSftEiItFovKy8vdr8vLy2WxWFpcxmq1yuFwqK6uzh0mJCk7O7vZKGTjNgICAjR27FgVFBS0GCIzMzOVmZnpfl1WVtYq+3WxbDZbp6mltc2fP18ul0s//elPVVZWJpfLpXPnzsnb21u+vr4ymUy66667JF24jnLp0qXavXu3amtr3SPQvr6+Kisrk5eXl/z9/VVdXa26ujpJUk1Njby9vbV27VqtWbNGO3bs0K233qrt27frkUce6bD97uwu1ePtYtCTltGXltGXltGX5lqrJ1FRUa2ynbbQLqezExMTVVJSotLSUtntduXk5Cg1NbXJMiNHjtT69eslXbiTd8iQITKZTJIu3Jjz36eyHQ6HqqurJV24gWP79u1N7v5Fx2loaNDbb7+t6OhoTZo0SZJUXFysxMRE/fKXv5QkLV26VA8//LCWLVumuXPnau/evRo8eLD8/f09/j6HDh3SokWLFBQU5B7tPHXqVOvvEAAAaKZdRiK9vb01bdo0zZkzR06nUxMmTFBsbKyWL1+uxMREpaamauLEiVqwYIHuvfdeBQcHa8aMGe719+/fL5vNpoiICPe08+fPa86cOXI4HHI6nbrsssuajDai46xevVrl5eV66KGH5OXV8t8pffv21bJly/TBBx/Ix8dH48eP12OPPWbo+/j7+2v37t1699135XA4lJqaqunTp7fGLgAAgG9hcnXDu1FOnDjR0SVIurRPZ39Xl2JPpiw90NEluK38+cCOLsGts/SFnrSMvrSMvrSMvjTXWj3p9qezAQAAcGkhRAIAAMCwLvOIH3R+jl9dc9HbaK3bYrwXf/jtCwEAgO+MkUgAAAAYRogEAACAYYRIAAAAGEaIBAAAgGGESAAAABhGiAQAAIBhhEgAAAAYRogEAACAYYRIAAAAGEaIBAAAgGF87CFaxenTpzVr5xFlnTotu8uloSGBWjF6gNLX7VZxfYN7ucHmAK0ZN7jZ+tsra/XE/mLl156VJI2xmvWnoXGy9vBtt30AAACeI0SiVfzmN7/RJ8cr9Ms+4UoKDtD2ylr3vCsswbo5rpckKdTXu8X1D585pzA/H/12YLQ+L6/RypJKBft4a96whPYoHwAAGESIxEUrLCzU6tWrdW2URY8MiJa3yaSbYm3u+bEBPTQxPFTBPi0HSEmaEhWmn8RYJUlToyxaWVKpg7X1kqR3isv0m12FuqZ3mPbV1Kuywa45Q+K05lSVPjlVpXE2s14ckSgvk/ToniJ9dLJS5xITFRsbqyeeeEJjx45t2wYAANANcU0kLtrBgwclSTtPn9HAT3Zo4Cc79KcDxe757x4v1+B/5GlE1k69daysxW34ef3nUNzwZbUk6QqLucky2yprdXNcL1U02DV9x2GF+HhrVFiw/nHqtD4tPa191fVaeqxMY60hevLJJ3XVVVfJ4XC09u4CAAARItEKGhouXPNY53Bq4Yi+GhkWrBcPn9KmsmrdFGvTohF99X/DEuTrZdLMPYUqqjv3tdvKrajVQ7uP6rKQQN3fr3eTeddHW3V7QrjC/32d5B8Gx+hHvcMkScfqzynC31cB3l7aV12nnTt3auDAgUpPT2+jvQYAoHsjROKixcXFSZIuDwvW9yPD3MGusO6c7k3qrR/2DtN10Vb9uHeYHC7pyJkLN8+cdTjV4HS6t/N5RY1uyc1XfGAPvXl5PwX91+nvkH9fT+nrZZK/t5f8vLzkbbowz+FyqVcPX2WNG6yb43upsrJS99xzj5599tm23n0AALolQiQu2tChQzVo0CBll9fob0Vf6p3icnmbpJE9g3T7tgK9drRULx8t1bvHK+TvZdIAc4Akqf8nO/SDzfslSbtP1+mW3AI5XC7dFGvT3artLQAAIABJREFUprJq/fNUlaE6Dtee1YuHTynIx1sjRoyQJJ06dap1dxYAAEjixhq0ApPJpIULF+rB636sP+47pih/Pz2X3EcWP185XS49m39C9Q6n+gUH6OEBUYr092u2jQM1dap3XBiVnLX3mCQpJsBPkyN6elxHD28v7amu03vHy+XIn6vU1FRNnz69dXYSAAA0QYhEqxgwYIA+SB/YbPpro/p97TpFPxjp/vonMTb9JMbW4nL/PS9nwmVfO2/lv2vwXvyh58UDAADDOJ0NAAAAwwiRAAAAMIzT2Wg1143/c0eX4LayowsAAOASx0gkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAzzaa9vlJeXp1deeUVOp1OTJk3S1KlTm8w/f/68FixYoMOHD8tsNmvGjBkKDw9XaWmp7r//fkVFRUmS+vXrpzvvvFOSdPjwYS1cuFANDQ0aMWKEbr/9dplMpvbaJQAAgG6rXUKk0+nUkiVLNGvWLFmtVs2cOVOpqamKiYlxL7N27VoFBQVp/vz5ys7O1tKlS3X//fdLkiIjI/X000832+7ixYt11113qV+/fnryySeVl5enESNGtMcuAQAAdGvtcjq7oKBAkZGRioiIkI+Pj9LT05Wbm9tkmW3btmn8+PGSpLS0NO3Zs0cul+trt1lZWan6+nr1799fJpNJGRkZzbYJAACAttEuI5EVFRWyWq3u11arVfn5+V+7jLe3twIDA1VTUyNJKi0t1cMPP6yAgAD99Kc/1aBBg1rcZkVFRTvsDQAAANrtmsjvKiwsTIsWLZLZbNbhw4f19NNPa968eYa2kZWVpaysLEnS3LlzZbPZ2qJUw3x8fDpNLZca+toy+tIcPWkZfWkZfWkZfWmuO/SkXUKkxWJReXm5+3V5ebksFkuLy1itVjkcDtXV1clsNstkMsnX11eS1LdvX0VERKikpMSjbTbKzMxUZmam+3VZWVlr7t53ZrPZOk0tlxr62jL60hw9aRl9aRl9aRl9aa61etJ4Y3Fn1C7XRCYmJqqkpESlpaWy2+3KyclRampqk2VGjhyp9evXS5K2bNmiIUOGyGQyqbq6Wk6nU5J06tQplZSUKCIiQmFhYQoICNDBgwflcrm0cePGZtsEAABA22iXkUhvb29NmzZNc+bMkdPp1IQJExQbG6vly5crMTFRqampmjhxohYsWKB7771XwcHBmjFjhiRp3759evvtt+Xt7S0vLy/96le/UnBwsCTpjjvu0KJFi9TQ0KDhw4dzZzYAAEA7abdrIlNSUpSSktJk2o033uj+2s/PTw888ECz9dLS0pSWltbiNhMTEw1fHwkAAICLxyfWAAAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAMI0QCAADAMEIkAAAADCNEAgAAwDBCJAAAAAwjRAIAAMAwQiQAAAAM82mvb5SXl6dXXnlFTqdTkyZN0tSpU5vMP3/+vBYsWKDDhw/LbDZrxowZCg8P165du7R06VLZ7Xb5+Pjo5ptv1tChQyVJs2fPVmVlpfz8/CRJs2bNUmhoaHvtEgAAQLfVLiHS6XRqyZIlmjVrlqxWq2bOnKnU1FTFxMS4l1m7dq2CgoI0f/58ZWdna+nSpbr//vtlNpv1yCOPyGKxqKioSHPmzNFLL73kXu++++5TYmJie+wGAAAA/q1dTmcXFBQoMjJSERER8vHxUXp6unJzc5sss23bNo0fP16SlJaWpj179sjlcqlPnz6yWCySpNjYWDU0NOj8+fPtUTYAAAC+RruMRFZUVMhqtbpfW61W5efnf+0y3t7eCgwMVE1NjUJCQtzLfP755+rbt698fX3d0xYtWiQvLy9dccUVuv7662Uymdp4bwAAANBu10RerGPHjmnp0qV69NFH3dPuu+8+WSwW1dfXa968edq4caOuvPLKZutmZWUpKytLkjR37lzZbLZ2q/ub+Pj4dJpaLjX0tWX0pTl60jL60jL60jL60lx36Em7hEiLxaLy8nL36/Lycvcp6v9exmq1yuFwqK6uTmaz2b38M888o1//+teKjIxsso4kBQQEaOzYsSooKGgxRGZmZiozM9P9uqysrFX377uy2WydppZLDX1tGX1pjp60jL60jL60jL4011o9iYqKapXttIV2uSYyMTFRJSUlKi0tld1uV05OjlJTU5ssM3LkSK1fv16StGXLFg0ZMkQmk0lnzpzR3Llz9bOf/UwDBw50L+9wOFRdXS1Jstvt2r59u2JjY9tjdwAAALq9dhmJ9Pb21rRp0zRnzhw5nU5NmDBBsbGxWr58uRITE5WamqqJEydqwYIFuvfeexUcHKwZM2ZIktasWaOTJ09qxYoVWrFihaQLj/Lp0aOH5syZI4fDIafTqcsuu6zJaCMAAADaTrtdE5mSkqKUlJQm02688Ub3135+fnrggQearXf99dfr+uuvb3GbTz31VOsWCQAAAI/wiTUAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRF+ns2bMaN26coqOj9eijj170cgAAAF0BIfIiPffccyopKWm15QAAALoCQuRF2Ldvn/7617/qwQcf/M7LRUdHa+zYsbrzzjvVv39/PfDAA3r//fd12WWXKT09Xbt375YkrVmzRmPGjFGfPn2UkpKixx57rE32CQAAwBOEyO/I6XTqoYce0q233qrk5OSLWu7IkSPq37+/EhMTtXz5cr344ouaNm2aCgsL9dxzz0mSnnnmGZ09e1ZPPfWU7rrrLgUGBrbJfgEAAHiCEPkdLV++XMeOHdMNN9ygkydPSpKqq6tVXl5ueLnIyEg9+OCDuvLKKyVJt912m+677z5JUlFRkSSpT58+qqqq0oYNG+RyufTzn/+8zfcRAADg6/h0dAFd1YkTJ1ReXq7Jkye7p7333nvq0aOH5syZI0nq0aPHNy736quvSpJCQ0MlSb6+vpIks9ksb29vSRdGMiVpwYIFWr16tXbu3KkXXnhBixcv1vbt29t8PwEAAFpCiPyOfvzjH2vAgAGSpIMHD2revHmaMGGCbrnlFmVkZKiiokL5+fnfuJwRTz75pGJiYjR48GBt3LhRhw8flt1ul48PP0IAAND+SCDfUf/+/dW/f39JUk5OjiQpPj6+2XWPni73bex2uxYuXKjKykpFREToiSeeIEACAIAOQwppBenp6Tp+/Lj79eeff+7RcpKavP7Nb36j3/zmNy3Oe+KJJ/TEE0+0VskAAAAXhRtrAAAAYBghEgAAAIZxOvs7mLL0QEeX4Lby5wM7ugQAANANMRIJAAAAwwiRAAAAMIwQCQAAAMMIkQAAADCMEAkAAADDCJEAAAAwjBAJAAAAwwiRAAAAMKzdHjael5enV155RU6nU5MmTdLUqVObzD9//rwWLFigw4cPy2w2a8aMGQoPD5ckvf/++1q7dq28vLx0++23a/jw4R5tEwAAAG2jXUYinU6nlixZot/97nd67rnnlJ2dreLi4ibLrF27VkFBQZo/f75++MMfaunSpZKk4uJi5eTk6Nlnn9Wjjz6qJUuWyOl0erRNAAAAtI12CZEFBQWKjIxURESEfHx8lJ6ertzc3CbLbNu2TePHj5ckpaWlac+ePXK5XMrNzVV6erp8fX0VHh6uyMhIFRQUeLRNAAAAtI12OZ1dUVEhq9Xqfm21WpWfn/+1y3h7eyswMFA1NTWqqKhQv3793MtZLBZVVFS4t/NN22yUlZWlrKwsSdLcuXMVFRV1UfuT+9DFrX+poi8toy8toy/N0ZOW0ZeW0ZeW0Zf20y1urMnMzNTcuXM1d+7cji6lid/+9rcdXUKnQ09aRl9aRl9aRl+aoyctoy8toy+eaZcQabFYVF5e7n5dXl4ui8Xytcs4HA7V1dXJbDY3W7eiokIWi8WjbQIAAKBttEuITExMVElJiUpLS2W325WTk6PU1NQmy4wcOVLr16+XJG3ZskVDhgyRyWRSamqqcnJydP78eZWWlqqkpERJSUkebRMAAABtw3v27Nmz2/qbeHl5KTIyUvPnz9eaNWs0btw4paWlafny5Tp79qyioqIUFxenzZs3629/+5uOHj2qO++8U8HBwQoNDVVtba1eeuklbd68WdOmTVNUVNTXbrOr6du3b0eX0OnQk5bRl5bRl5bRl+boScvoS8voy7czuVwuV0cXAQAAgK6lW9xYg0sDf+8AANB5ECLRZZhMpo4uAQAA/BshEl3C2rVrVVtby2gkAACdBCESnd7WrVu1atUqBQcHy2Qyyel0dnRJAAB0au0x6EKIRKe3c+dO9enTR9KFQLlt27YOrqjrYQS3ddHPjsfP4Os19ubMmTP80d3NfPX/RXtcAkaI7GK62xuC0+nUpEmTVFFRoZdfflnz5s1T79693fP4RdLcV3ty9uxZSWIE9yL993HW+ObM8dcxXC6X+2ewY8cOVVVVuad/9d/uyOl0ymQyqaCgQO+8845KS0ub/d/vrv356n7v27dP1dXVXzu/Kzpz5oxMJpO2bt2qv//97+3yPQmRndx/H9ReXt3nR1ZXV6c33nhDPXv21JQpU7Rjxw717NlT+/fvV1lZmby8vAhH/6XxF0hJSYlefvllLViwQC+//LKqqqrcxw79Mqaxp3a7XevXr9df//pXbd68WdJ/wnlX/+XT1TT2+5VXXtGnn34qX19fSf8J9935JrzG/+cvvPCCgoKCFBkZqfPnz+vkyZMqKCiQ1H3703jcLFu2TB999FGz+V25L8XFxXrnnXe0a9cu/eUvf1FSUpKk5u/3rf1e5dOqW0Orcjqd8vLyUn19vXJzc/Wvf/1LNptNGRkZioqKko/Ppf3jW7JkiRoaGmSxWGQymWSz2TRo0CAdOHBAe/bsUUpKisaMGeP+BYL//AKZP3++wsLClJSUpCNHjmjmzJmaPHmyrrvuum71h0hraPzF8sILL+jo0aNKSkrSa6+9pvfee0933nmnBg4cKKnp6BjajsvlkpeXl0pLS7Vu3To9/fTTCgoK0pYtW1RUVKTy8nJde+21ioyM7OhSO0xOTo5MJpN+8pOfSLrwfnD+/HlVVVXpF7/4hS677LIOrrD9NR43VVVVWr16tR5//HGFhIRo586dKiwsVEVFhX784x/LarV2dKnfSWlpqaqqqrR48WIFBQXJZrNJuvA7oTFLSK0flNvlE2vw3ZlMJi1YsED5+fm6/PLLtW7dOm3fvl2TJ0++pH9hOZ1OHTx4UEFBQRoyZIjmzp2rSZMm6Qc/+IECAgJUV1en/fv3a//+/ZKkqKioDq644zWOmB05ckQFBQV65JFHNHDgQA0dOlS9evVSdna23n77bfXp00fh4eEdXW6X0PjmW1VVpfXr12vWrFlKT09XZmamvvzyS7366qvav3+/hg8fLn9//44ut1tofN/Lzs5WcHCwxo8frx07dmjJkiWKjIxUSUmJLBaLYmNjO7jSjlNUVKTKykolJiZq+fLlKisr06233qqqqiqdPXtWgwYN6ugS213jcbNx40YFBgZq8uTJOnDggBYuXCiz2ayioiJZrVbFxMR0cKXfTe/evRUXF6ecnByFh4fryJEjKi8vV0hIiIKDg1VaWqr3339fl112WatmB0JkJ2YymVRUVKQPPvhATz/9tPr06aPt27dr5MiRGjRokDZs2CCbzSY/P7+OLrXVNR7k27Zt0+eff64jR47oV7/6lXx9fRUREaE+ffooICBAxcXFqq6u1rBhwzq44o7X2LN//vOf7hGzsLAw9ejRQ9HR0UpOTpYkJSUlKTQ0tCNL7TIae7p27VqdOnVKo0aNUo8ePeTr66sRI0YoLS1NOTk5MpvNio+P7+BquxeHw6EPPvhAO3fu1BdffKGrr75a1157rYqLi1VUVKTU1NSOLrHDWCwWffbZZ/roo4/Uq1cv3XrrrYqKitL69evl6+vbrd8vGxoa9PHHHys/P195eXnKyMjQTTfdpJKSki573LhcLrlcLvn7+ys1NVUpKSk6duyYCgoKVFRUpOrqar3++uvq27evBg0a1KpnTQiRnVxpaamOHTumjIwMbdiwQVu3btUDDzwg6cLptQEDBshisXRwlW0jMjJSUVFReuedd9xD8w6HQyEhIQoMDFRMTIzi4uI0ZMgQRoH+7csvv9SWLVtUWlqqyspK+fr6ymazycfHR0FBQRo4cKDCwsI6uswupaqqSps2bdLevXt14sQJRUVFuUN4SEiIJk2aRIDsAFarVYmJiZKkjIwMXXHFFZKkhQsXasqUKerdu7d7dP5S99X9tNvt8vf317hx4zR69Gilp6crODhYubm5+uijj/TII4/Ix8en215+0atXL0VERKi2tlZjxozRlVdeKUl68cUX9b3vfU8xMTFd6rhpPFty9uxZlZaWymw2y2q1atiwYQoODnb/URUQEKBf/vKXklr3lDYhshP66n9uPz8/ZWdny8/PT3/72980bdo0RUVF6e2331Z5ebluuOGGDq62bTT2wG63q6GhQRMmTNDmzZuVn5+vhoYG9ejRQ2azWWazmQD5FUFBQUpNTZXFYtGxY8d06NAhnTp1Sr6+vrJYLFwP+R34+/srPj5eUVFRKi0t1a5du1RWVqaIiAiOvXbU+Iv99OnTys/PV3FxsWJiYpScnKyIiAhVVFRo8eLFCggI0I033iipa98oYZTJZFJWVpbWrFmjlStXqqGhQVarVaGhoSosLNSaNWs0YcIEDRw4UA6Ho9u8FzQeN3V1dSosLFRZWZn69OmjkSNHKioqSqdPn9arr74qh8Ohm2++WVLXOm4aa33qqae0YcMGLVu2TOXl5bJarRo4cKCGDRumkSNHavTo0fL29m71gEyI7IQaf8C7du1SXFyc7Ha73n33Xfn4+GjUqFHasWOH/vGPf+iee+5Rz549O7ja1vfVEB0UFKSUlBTFxMRo1KhROn36tLZu3arCwkK5XC7FxMR0qf/wbeGr/SorK1NwcLBiYmI0YMAAnTlzRocOHdKuXbsUGxt7SR4vbeGrPXU6nQoODlZCQoJ69+6tc+fO6fDhw+5rjxpHydF2Gm+KaGho0O9//3sdPXpUn376qXbv3q2GhgbFx8eroaFBTqdT11xzjQICArrUaNLFaByJysvL00svvaSJEycqLCxMW7du1d69e9W3b1/FxcUpKSnJfRq7uwTIxuPG5XJp9uzZ2rNnj1atWqUDBw7I5XIpNjZWZ86c0ZkzZzR16lQFBQV1qeOm8X0qOztbubm5+vOf/6zhw4dr69atWrt2rerr69WrVy+ZzWb3jbjcWNNN7Nu3T88++6z69u2r0aNHq3fv3iotLVVJSYnq6ur0ox/96JK9OLrxP8bGjRv1ySef6M0339Tp06cVFhamtLQ09evXT7t371Z4eLj7IeTdVeMvkKKiIr3xxhv64IMPlJWVpYiICCUkJKh///7q3bu3XC6X+3QfvtlXTw+tWbNGb775pgoLC2WxWBQfH69+/frJbDbr3LlzSktL4+kA7cRkMmnFihWSpJkzZ+qaa66R3W7XqlWrVFZWpvT0dMXHxyswMNAdHrqDxlDw97//XZMmTdLEiRM1ePBgjRs3Tnv37tVHH32kjIyMbvsHpMlk0rvvvqvq6mrNnDlT1157rU6fPq1Vq1bpzJkzuuKKK9SnTx+ZzeYud9w0PmJs//79Sk5OVt++fWW1WpWRkSGz2azVq1dr27ZtGjduXJs9zYUQ2Un16tVLDodDn3/+uYYNG6b4+HiNHTtWycnJuvzyy90P3L7UNP4CP3TokBYtWqQxY8YoKSlJu3fv1tatW2Wz2dSvXz+NHj1aCQkJHV1uh3I4HPL29pYkPfHEE7LZbJo2bZoOHDigFStW6IsvvlBCQoLi4+M1YMCADq6262j8I2bhwoU6dOiQxo0bp61bt2rdunWqqalRdHS0EhISNGjQIE5nt4PGn0d1dbU2bdqkK6+80v00hsTERPXr109ZWVlKTU1VQECApK51OrI1HDhwQFlZWQoJCdGQIUMkSd7e3ho2bJi2b9+ufv36dbsQ2Xjc1NXVadOmTZo0aZKio6NlMpk0cOBAxcbGas2aNUpLS+vSx01OTo5eeukllZeXKzMz0z09Li5OV199tcLDwxUdHd1m18B2ncjdTXz1QaBXX321pAsB4fDhw5J0Sd6J/VWNfwWuXLlS3//+9/W9731PV111lWbNmqWhQ4dq4cKFKisr6+AqO4fGALl582a5XC7dfffd7uv27r33XlVWVuqhhx7SmjVrOrjSrsXLy0tHjx7Vnj179Pvf/16TJ09WSEiI+vXrp/Xr1+vxxx/Xli1bGIFsJ42/+D7//HPt379fb7/9tk6dOuWe379/f9XU1KikpKSjSuxwxcXF8vf316effqqVK1fqzJkzkqT6+np98cUXCgwM7OAK21/jcbNlyxbt2rVL7733nvuTjSQpOTlZDQ0NKi4u7qgSW8WQIUM0ffp01dfX6/7771dOTk6T+Y1P5WgrjER2Eo3XYdTX18vX11dnzpxRUFCQxo4dq+PHj6uyslKDBg3qkn8pfRdHjhxRbW2tRowY4Z42dOhQ7d27V/Hx8d36OrQVK1Zo3bp1uvzyyyVJBw8eVHBwsJKTk7Vs2TLV1tbq1ltvldPpVGJiotLS0hQcHNzBVXduu3fv1vr16zV06FBJ0meffabQ0FClpqZq48aN2rJlix5//HF5e3vr1KlTGj58uCIiIjq46u6hcQTF19dX4eHh+vLLL7Vr1y5VVlbK29tbW7du1YkTJ3TTTTd1dKkdpvHRLT169NAXX3yhDRs2aPv27dq3b5/GjBmjlJQU2e32LnWq9mJ99eZMi8WiEydOaM+ePTp79qwCAwO1bds2HThwQLfccktHl3pRevTooYSEBI0dO1bnzp3Txx9/rLy8PPXu3bvJk1vaKjsQIjtYeXm5nE6nevToIUmaPXu2srKydPToUW3btk1ms1kVFRX68MMPVVtbq+Tk5Es+SJ49e1Y+Pj765JNP5OXlJavVKn9/f9ntdr3++uvKzMzsts85dDgcWrx4sX72s5/JYrHo4MGDGjVqlKKjoxUQEKB//OMfysjIUFxcnP7+978rLi6uzf8SvRQ89dRT6tOnjwYNGqTKykoNGTLE/akPq1at0pgxY5SYmKi9e/e637DRPhrf70JDQ5WYmOgeefz888+1cuVK+fr66o477pDZbJbD4ZDJZLrk3yO/+lGcZWVlqq6ulslk0qhRoxQZGamqqip98cUXslqtGjVqlHr16tWtAqT0n+PGarVqwIAB6tu3ryorK5Wdna333ntPLpdLd9xxh0JDQ2W327vMcdP4sz958qRycnK0YcMG7dmzR4MGDdKIESM0dOhQFRQUaMeOHcrIyGjzegiRHezJJ59UQkKCe2QtJSVFPXv2VGhoqEpKSpSdna2goCAdPHhQ/v7+7XJQdITq6mr16NFDq1at0vHjx5Wenq7z589r//792rNnj9auXavPPvtMUVFRuuqqqzq63A5TV1envLw81dXVKTw8XPPmzdO4cePUs2dPmUwmlZaW6uOPP9bx48eVm5ur//mf/+G067eor6/XgQMHNGjQIMXGxmrWrFlKTk5237R19OhRbdq0SWazWa+99pquvfbaLvvRaF1J4y/LgwcPavXq1crOztb+/fvVu3dvjRs3TtHR0fL19ZXT6dTx48fdob8rBIGL1biPr776qlavXq2NGzdq//79OnTokFJTUzV8+HD17NlTp0+f1s6dO3XkyBFFR0d3i9PajcfN0aNHtW7dOuXm5io/P18JCQlKT093B2qTyaSKigqFhoYqLCysyxw3jXU+/vjjqqurU3BwsE6cOKFXX31VISEhGjFihJJ+gqZcAAAgAElEQVSTk5WWliY/P782v9ucENnBGh9fY7fb9dZbbykmJkZDhgxR3759lZaWpiuuuELx8fG6+uqrNW7cOPeI5aWioaFB//rXv7RixQr5+vrqL3/5i2677TYFBwcrKSlJPXr0UFBQkBwOh9LT0/WjH/3IfS1gd+Tn56eYmBitW7dO7777ruLi4ppcTN14Z6rL5dIPf/hDHoLtAV9fX9ntds2fP98dFqdMmeKeb7PZVFhYqH379ikjI0Pjxo3rwGq7h8Yb7GprazV79mwlJCS470TdvHmzfH19NXLkSMXFxcnlcunUqVPKzs5WeHj4Jf+Rno2hYOvWrVq9erVmz56tyy67TL169VJhYaGKi4uVkpKi+Ph49wPXCwoKNGDAgEv+DM5XHwX1hz/8QWazWfX19Tp79qz74w5TU1MVHR0tu92u4uJi93HTq1evji7fY2vXrtWxY8f06KOPKjk5WRkZGQoPD9c///lPDRo0SBaLxX3/RFuHY0JkB3I6ne67wqqqqrR8+XLl5ubq/PnzCgsLk5+fnwICAtwP1fbz8+syfy15orS0VG+88YZGjhyp/fv368MPP1R0dLQmT54sp9MpPz8/RUVFKTExUYMHD1ZcXFy3DpDShWPGarUqICBAmzZtkslk0rZt29S7d2/3g4X79evnfqOEZ+Lj4zVs2DCtWrVK5eXlOn/+vIYMGSKTyaTg4GANHTpUkydP1uDBgy+p/4OdVWOP33rrLYWEhOhXv/qVRowYodjYWDmdTq1du1YjR46UxWJRnz59ZLPZFBgYqLS0tEv+59O4fx9//LESExOVmpqqnj17KjY2Vj4+PnrnnXc0aNAgWa1Wmc1m9evXT3379u2ynwltxFePGz8/P91zzz26/PLL3QM1mzZt0siRI2Wz2dwfC+vr66u0tLQudbo/Pz9flZWVuuKKK9x19+rVS9u3b1dAQEC7PvqOENkBGi/4bfzUgC+//FLHjh3TrbfeKklas2aN9u7dq+DgYIWEhLhHHy+1N8dFixbJ29tbkydPVv/+/XX8+HHZ7XatX79ekhQWFqbAwED3TQ9c2/efY8DpdCojI0PXXHONDh8+rPfff19FRUUaMOD/s3fm0VGWZ+O+ZpKZLJPJMiH7NtlXsieEsKOCgIAfuNHFYq2tWv3UWvtr61etrVqqta22UrUKKGhlC6sgCbKFQEgCWQhJyJ6QhJB9HbLM8vvD874faE8/F8hkMu91jud4hsk59/s89zzv/dxrJCqVysxSWh5Go5GhoSGCgoJYs2YNO3fuZNu2bajVakJCQsQL3FT7DU52WltbGR0dJTk5GaPRiEqlIiQkhPz8fDw8PPD29kYmk+Hq6kpYWNiU3x/h3WEymRgbGxNnP8PnOuzr60ttbS2urq4EBgaKXku1Wm1mySeWxsZGTCYTSUlJGI1G1Go1AQEB5Obm4u3tjZeXFzKZDHd3d8LDwy3OOaFQKDh58iReXl7ib0ChUJCXlye2wZsoJCPSDMhkMnEIvEaj4e9//zuOjo5ERUURGhrKwoULaWlp4eDBg1RVVREfHz/lwtgAly9fFqcG/O53v+Puu+/mu9/9LuPj4xw6dIiqqipGRkZ46623uPXWWwkMDDS3yGbl2mR6hUIhHoKpqakEBQVRUVHBe++9h5+fn1V4HW4EwpoKhoiXlxeenp7cfvvtKJVKtm3bxqeffkpcXJzV9dkzN9XV1RgMBvbs2YOvr6+o03K5nN27d5OQkICvr6/YFs1aDMjh4WG2bdsm9sfMz88nNDQUZ2dnLl68yM6dO7n//vstuvfht6GpqYnx8XE++eQTwsPDxTC1Uqnk4MGDREdHi30TwTKm93yxx6OTkxO9vb1s2rSJ7u5u2traOHXqFFVVVTz55JP/9m9uFjLTtY0JJSaM0tJSDhw4wOjoKM3Nzbz22mu4ubld9522tjZyc3PFObBTjYqKCvbu3cvg4CBdXV289tprYiuakZERtm7dyvDwML6+vtx5551mlta8CDlier2ed999l7q6OrEadeXKlSQnJzM8PExhYSEJCQlf0iWJ/8y+ffuoq6ujr6+PadOm8cADD6BSqdDpdGzatInMzEwSExPNLeaUR9Dz48ePc+zYMZ5//nkOHDjAnj178Pb2JjExkfr6evr7+/nd735nbnEnFMEo2LJlC319fTz22GP09/ezdetWjh07hre3N87OziQnJ7NixQpxLa0B4Vnz8/PJzs7mueeeY/v27Rw6dIjIyEiSkpKoqqri0qVL/PGPfzS3uN+Y+vp6hoaGCAsLw9HRkebmZnbs2IHRaMTb25v09HQiIiKuG0Rxs5GMSDNy6dIl/vCHP+Dk5MT06dMJCQkhISFBNKROnDgxJauxOzs7xdthe3s7Tz/9NN7e3qSkpBAZGUl4eDjOzs7A54U3gtfNmhEOyfXr1zM2Nsbtt9+OyWSitLSUsrIy7rzzTtLT063qxfFtEdbq4MGDHDt2jLlz5zJt2jSys7Npbm7m4YcfJiUlxdxiWiUbN24kPDyc2bNnYzAYaGtr4/Dhw7S3t4vVxx4eHlaj74IB2dPTw+bNm5k1axapqamiJ72/v5/6+noiIiLE98dEeaImExs3biQ4OJj58+djMBhoaGjgwIEDdHd3k5SUJLZDsyS9EWTNzc0VG6b7+/uTkpLC3Llz0Wg06PX6mzbW8P9CCmebAeHHbW9vLypDXV0dtbW1tLe3o1Ao2Lt3LzU1NcyaNcvc4t5QDAYDzz//PHFxcTg7O2Nra4ubmxtLliyhoKCAiooKBgcHsbW1xcnJCTs7O6s7CP8dMpmMoaEhdu/ezY9+9COCg4Px8PAgJCSEjo4OKioqmDlzpsUcjJMBIbds48aNrF27lszMTPz9/Zk7dy46nY6qqipp3rgZKC4u5tChQ9ja2pKUlIRcLsfFxYWkpCRmz55NaGiomPdrLWeD8JwnTpzgxIkT1NTUEBkZKbamsbe3x8fHB6VSKb5frGVtBMrLy8nJyRGdMnK5HI1Gw4wZM5gzZw4xMTGic8KS1kaQ9e2332bNmjU88sgjmEwmzpw5Q3l5OXq9HkdHR5ycnMxycZCMyAnm2k22tbXF19cXT09PYmNjMRqN1NfXU1ZWRl1dHU899ZSY1zJVkMvlTJ8+HT8/P7q6ujhy5Ai33347Go2GzMxM9Ho9xcXFVFRUAExoldlkR6lUinmiERERwOcJ1lqtVpy2IhXVfHVMJhPj4+OUl5czPj5OZGSk+PJ1cXHhxIkTREZGii8eiZuPyWSitraWoaEhLl68SHd3NxqNRtwDa/Suwf8+t5OTE35+fvT29nL+/Hl6enrw9va+boa7ta5PRUUF3d3dXLhwQeyje+15aInrcm0R7tDQkHgehYSEkJaWRkdHB59++imenp5iG6yJRjIiJxhBKXJzc8nOzmb79u3Y29sTGhpKcHAwERERYjuRa0cWTQWGh4fp6OgQW880Nzezfft2cnJyUCgUhISEEBISQnJyMi0tLfj7+0ttar7AlStXyMrKws3NDa1Wy/j4OPn5+Vy4cIFVq1aZWzyLQiaTYWNjQ39/P0VFRQQHB4u5pIODgxw6dIi7775b8u5OIDKZjKCgIKZPn45araaxsZGysjIGBgbw8vK6zliyJgTjwMnJiaCgIKKiotDpdNTV1VFaWsrIyAharda8QpoRmUxGcHAwsbGxODg4UFtbS3l5OaOjo/j6+pot1PttEMLYOp2OI0eO8NlnnzEwMEBycjLwuVMhLi6OuLg4IiMjsbW1NcslS8qJnEAEpairq+Pll1/mtttuQ6VSsWXLFsLDw7nvvvvE2b1TkR07dtDY2HjdRIWBgQGOHz/OZ599hlqt5jvf+Q7R0dHmFnXSce3hkJeXx4YNG1CpVLi7u6PT6Vi7dq20bt8QvV7Pli1bOHz4MJmZmeh0Orq6upgzZw7Lli0zt3hTHuFcHB4epqmpibGxMZRKJTExMTQ2NnLu3DkqKioICgri+9//vrnFnVCEtTl37hwFBQWMjY1hb2/PggULCA4OpqqqilOnThEUFGR1k7yEtRkZGeHy5cuMj4+jUCgIDg6murqac+fOiZNqLFlvXnrpJXQ6HaGhoRw7dgx/f3/Wrl0rRqPMjWREmoHnn3+e9PR0li1bRkVFBf/4xz+IjY3l+PHjJCQk8OSTT07JG3dVVRVnzpyho6MDd3d3EhMTiYuLQ6lU0trayqFDhygsLCQ4OJif/exn2NjYWGQI4kYhvExLS0vFdQsLCyM+Pp6oqChOnjyJSqXCz88Pb29vc4s76TEajRgMBhQKBVeuXKG4uJiBgQFcXV3JzMxkaGhIvMwEBASQlJRkbpGtinXr1qHT6VCr1XR0dJCRkcHq1avR6/WUlpbi5eWFv7+/RRVFfBuE5+zp6eGZZ57hnnvuQaVSsXXrVm655RbuvPNOTCYTV69exc7ODhsbG6sM9//1r3+ls7MTJycn+vv7ycjI4M4772RkZIRz587h4+NDcHCwRa2NsPcDAwN88MEH/PjHP0apVIrdOU6cOEFSUhIPPfSQ2VuPWZ6P18K5cuUKMplMdEm/+eabfO973yMtLY2hoSHUavWUNCABoqKiiIqKoqCggKKiIo4cOUJtbS3JycmEhYXxwx/+kJSUFBoaGiwy/HCjaGpqIigoCKVSydDQEH/84x+57777cHR0ZHBwkAMHDjAwMDAlK/dvFqOjo9jZ2YnGx8svv0xQUBBjY2M4OTlx+vRp7rjjDr773e+aWVLrQnixHzlyhO7ubl599VUGBgZ44okniI6OZnR0lI6Ojuuq5K3BgIT/fc69e/eSlpbG4sWLqa+vZ3h4mKVLl9LT08P58+eZOXOm2M7FUoykb4tgZJ08eZKGhgZef/11+vr6+NnPfiam+fT19ZGZmSn+jSWtjbD3GzdupKOjg66uLjEs//DDD7NixQpee+016uvrRVvCXEg5kROMk5MTUVFRqFQq6urqqKur4/7770cul3PixAkeeughceblVENoR+Hn50dMTAyjo6PU1taKI5zUajVhYWFERUWZW1SzMTY2xssvv8yxY8fQarV0dnaiVCpZs2YN8fHxhIaG0tfXx44dO0hKSpKKPr4iTz/9NHV1daSnp4tzsH/9618ze/ZssfHw8ePHiY+Pn3LFbJOZa6uOQ0NDiY6OZuvWrQDcfffd1NfXk52dTVxcnNVeLNva2rCxsSE2NpZ169axYMECpk+fTm5uLgUFBcyfP9/cIk44gt4cPnyYyMhIYmJi2Lt3Lzqdju985zs0NTWRk5NDVFQUCoXCzNJ+fUwmE3q9nsbGRiorKzl//vx1s8/VajWLFy/Gx8fHzJJKRuSEcK0b3WQyoVarsbOz4+rVq+Tn59Pd3U12djZ6vZ6FCxeaWdqbh7AGer0ee3t7wsLCiImJoauri7q6OsrKyvD19TW7e96cyGQyMWl+x44dVFVVoVAomDlzJgD29vZER0dz8eJFnJycrH6Kz1fF39+fU6dO8cEHHzA2NoabmxsJCQkAuLi4iCPR7OzsCAkJMbO01kdfXx/nz58nMTGRt99+m2eeeQa1Ws3GjRtRqVSkp6dbVDjyRtLZ2cm+ffu4fPkyXV1dPPHEEwD8+c9/ZuXKlWKI3xrXpr+/n+rqambMmMHrr7/OE088gZubG5s3bwYQz01LQyaTieM+4+PjaW1tZdeuXVy5cmXSGcaSEXmTEdzuV69epaCggLKyMnp7e/H398fFxQWdTkdNTQ0ymYzHH398UinHzUJoo7Jt2zYCAgJIT0/H2dkZnU7H7NmzrfIwFBDG78XGxhIaGkp/fz95eXmMjY1dNzv8/fffJykpiYCAADNKazl4eXlx66234u3tzYkTJygpKSEwMFBcP4VCwYkTJ3B3dycyMtLM0lofzs7O5Obm8sEHHxAdHc3tt99OXl4eR44c4Ve/+pXV5vsBBAQEYGtrS15eHnZ2dmIfYZVKxX333QdYVqj2RmJvb8/hw4fZsmULERERLF++nOLiYvbv388vfvELlEqlRRrYJ0+e5Pe//z1hYWFERESQkJBAUFAQpaWlbNiwgcjISDw9Pc0tJiAV1tx0hIPvT3/6E5cvX8bDwwODwYBSqWTlypVihZU5O85PJMJzFhQU8N577/H222+bW6RJhTCuKj8/n6amJpYsWUJJSQmffPIJfX19xMbG4uLiwujoKD/+8Y/NLa5FIFzkmpubuXjxIjNnzmTv3r3s27ePuLg40SOZm5vLunXrLO6FY+kMDAzg7OxMS0sLJ0+epKioCJPJhFarJSUlhczMTKsrpoHPW6CdO3eOqKgoHB0d6evro7Kykvr6ehYuXEh0dDTOzs5WszZfZGRkBHt7e5qamjh69CglJSXY29vj6elJYmIiCxcutOi1ycrKor29naVLl6LVajEYDPT391NaWsqsWbMmTdqbZETeRAQDsqWlhb/85S+89tprDAwM0NzcTGFhIfX19fj5+bF69WpxDOBUQXj2wcFBent7MRqN1/Uxe+6555g3bx633HILer3e6iux4fq0h+eff57Vq1cTHx+P0Wikp6dHbIUkk8l4+eWXxfwYia/G73//e2JiYli9ejUAly9f5sMPP6SwsBA/Pz+effZZ3N3dzSzl1Ed4sVdVVXHs2DGKi4sJCAhgzpw5hIeH4+rqSnNzs1XmRgtrs2HDBmpqarCxsaG7u5uYmBhuueUWYmJizC2i2RDWprGxkWPHjnH27Fm0Wi2ZmZkEBgbi4OBAY2Mj8fHxFumQEc7/zs5O1Go1crmcLVu2UFdXxyOPPIK/v/9135ssnnkpnH0TETa4pKSEkZERkpKScHR0xNPTk4CAANzd3bl48SJarZZp06aZWdobh6DcjY2NvPnmmxQWFlJWVobRaCQkJISxsTE8PT3FfBW5XD4pfgyTAZlMRn5+PsPDw0yfPl00FFUqFZGRkURHRxMaGkp4eLiZJbUMhFDW5cuXMRgMYuqEXq/HxcWFzMxMwsPDGRwctMoCBXMg/NZ/+9vfEhYWxl133cXo6Ci5ubl0dnYyc+bMKXUeflUEI6mvr4+PP/6Yn//856xYsYLZs2dTVVXFzp07CQ0NnTRhzInmWr2ZNm0aS5Ysobe3l1OnTjE0NERGRgY+Pj7I5fJJY2B9HWQyGVVVVbzwwgvU19fT29vLkiVLqKmpYd++fXh7e+Pj4yM+12R5PsmIvMlcunSJjRs30tDQgJ2dHRqNBkdHRxwdHfHz8yM6OnrKFUcIyv3SSy8xY8YMli1bhkKhoKqqioSEBCoqKoiJiRHbUkh8jjDeaseOHZw8eZKxsTHS0tLE9RRmwUp5kF8dYe1efvllTpw4gVKpJD4+HrlcjsFgQCaT4ePjQ3p6upkltQ4Eo768vJy+vj4eeugh3N3diYuLIz4+nm3btmEymSZNI+WJRNDV48ePYzAYuPXWW4HP8/5SU1Npa2vj6tWrVumNFPSmqqqK9vZ2HnvsMXx9fcX2cB999BFyuVzUm8liYH1djEYj5eXluLi40N7ezpkzZ/Dx8eHChQtUVlaSmZk56VoASkbkTcbFxYWUlBRMJhOlpaV0dHQgk8lQqVTY29vj6OhobhFvCtXV1eTn5/PUU0/h6uoq/tCrq6spLCzk448/JiQkBC8vL3OLOqmQy+UkJCSIBSBHjx7Fzc1NGv/4LUlPT0cmk7F//36am5uZPn069vb2yGQyi0y8t1RkMhl6vZ6srCyqq6uJiooSR006OTlhY2NDY2MjKSkpVrknXV1dHDhwgLNnz2I0GomMjBRz+hobG6murmbOnDlmlnLiEXRh165dNDQ0EBcXJ7Y3c3Nzw8bGhtbWVpKSkixOb4TzZ3x8HGdnZ4KDg2lpaWHhwoUsW7YMFxcXQkJCUKvVzJgxw9zifgnJiLzJGAwGnJyciI+PJzAwkNLSUioqKmhvb8fHx+e6AfFTjeLiYuRyOW5ubhQXF5Ofn88vf/lLbrvtNq5cucLo6KhV3qq/iBB66ejo4OzZs/j4+BAZGcmMGTMYGRlh//79nDlzhqioKJycnMwtrkUgrOnY2BgXLlwgMDCQ+Ph40tLSKCgo4P3332d8fJy4uDiLe+lYOj09PbS2ttLZ2UlFRQU2NjYEBQUBn49GVavV4sXb2vbG3t4eDw8P1Go1NTU1lJeXo9PpGBwcJDs7m5UrV+Lj42OVF5/Ozk7q6upobW2luroaBwcH8XK9Z88ebG1tLbIVlHCR3b9/P42NjURHR6PRaHj77bcZHh4mIyODsLAwsQBwsu29ZETeRARllslknDhxgujoaObMmYNer6eqqoqFCxdabOXYf8JoNKJSqaitraW1tZXTp09z8uRJ7rrrLrFp8JUrV7h48SKzZ882t7hmRzgQcnJyyM/Pp6OjA7lcTmBgINOnTycyMpKamhp8fX0lz+1XRFjTU6dOsW/fPtrb23FxcSEoKIj58+cTEBDA5s2bcXR0JCwszMzSTn2EF59er8fJyYnY2FiCgoK4evUqJSUlZGVlcf78eVQqFQ8//LD4N1PxfPwiwtrU1tYyOjpKcHAwERER4vjHAwcOUF1dTUZGhthH2NIMpW+KsDaCMyY2NpbAwEAGBgYoLi7mwIEDVFZWAvD444+Lf2NpetPY2EhpaSnt7e2899572NraEh0dzfHjxxkfH0er1Yrt/ybbvktG5E1EMCDLysrYsGEDd9xxB3K5nODgYDIyMiyyguyrICh5a2sr/v7+LF++nPHxcUZGRoiLiwPgrbfe4rbbbruuYtvaCQkJQaFQ0NDQQE1NDVeuXMHV1ZXAwEAyMzMlA/IbYGdnh52dHa2trZSUlNDb24uvry/BwcGsWrVKMiAnCOFMeOedd6iqqsLPz4/AwEDCwsJQq9UMDAwwOjqKt7c3gYGB2NvbW5wh8E0RPFF/+9vfOHLkCLa2tqKOhoaG4u3tjclkoqOjg76+Ptzd3adsGtQXEfTmgw8+oL6+nsDAQAIDAwkJCcHBwYErV66g0+kICgoiPDwcW1tbi9Gbay8Cbm5upKamkpGRQUZGBnV1dQwNDdHZ2UllZSV33nnnpDMeBSQj8gai1+vFFgS1tbX4+voC8MYbb3DLLbcQFRWFXq8HmPJFJT09PXz66afY2tqSlpZGf38/H330EU1NTRw5cgSVSsX3v/99c4tpVr7oTRDCeuHh4QwNDZGXl8eFCxe4evUqoaGhk/YQmcw4OTkRFhaGRqNhfHyckpISKioqGBkZkS4wZmB4eJjc3FwKCwuxtbUlICAArVZLREQERqOR1tZWCgsL6e7uJjw83Gp0XiaTMX/+fAwGA5988gkVFRWoVCq0Wi3BwcGi/l64cIG6ujqSk5OtZm3gc4fE0aNHKSsrw8HBgaCgIIKDgwkPD8dgMNDc3MzZs2cZGBggJCTEItZGkPHs2bOcPn2anJwclEolERERJCYmEhYWxq233srcuXNxcnLCYDBMSgNZMiJvEF1dXZw7dw4fHx/+53/+h6SkJPz8/Ojv78dgMLB8+XLxu5NREW40Dg4O+Pr6ig1TV6xYQVRUFN3d3cyZM4fFixdPuiqziUY4RPbv309PT4/YB8zBwYHIyEhGRkaorKwkOTl5ylXw3ywEw7yuro6uri6cnJywtbVFo9EQHh5OS0uLOF4zOjra3OJaHVqtlkWLFtHb28u+ffs4f/48Go2GwMBAIiMjcXd3p7e3Fzs7uynfJ/Lf5bZFREQwZ84c6uvr2bp1K5cvX8bb2xutVktYWBiOjo5ER0dbXQukiIgIFixYwKVLl9i7dy81NTV4eHgQFBREREQErq6udHZ2AhAbG2tmaf9vhL0vKCjgo48+wtHRETs7Oz766CPKyspIS0tDrVajVCrFuonJajdIRuQNoqioiA0bNpCfnw/Agw8+CHyeKB0RESE2B52sinAj+KJnzc3NjZCQEAoLC1EqlSQmJpKUlISPj4/VG5DXrlV5eTnvvvsu9fX1aLVasepQoVDQ19fHypUrp7Te3CiuXdNt27axa9cuAFxdXVEqlSgUCrRaLc3NzaxevRo7OztzimsVCC/LtrY21Gq1+HlMTAzz5s1j3759HDp0CB8fHwIDA9FoNERFRRERETHlozXXhmrlcrmYrmJnZ0dKSgptbW2UlJQQGxsr9j/09fW1iob4gt50d3eLoXtbW1sSExNJT09n165dHD58GC8vLwIDA/Hw8CA8PJyoqKhJnyZ2rR3wxhtvsGbNGpYvX05ycjLLli2joKCA6upqUlNTLcKjKhmRN4igoCBmzpzJ/v37MRqNDA4OolKpcHBwQKFQMDIywunTpwkICLAIxfgmyGQyrl69ytmzZ/H19WV0dFQ8GN9++22mTZsmedS43tjZtWsXq1at4rbbbqOoqIjNmzczNDREb28v7777LsnJyZLH7CsirGlZWRnLli3D1dWVnJwciouLsbOzY2BggI8//hiVSsWsWbPMLK11ILQueeGFFzh9+jRBQUFiSx9hDrS/vz8LFixAoVBgNBpRKBRT3oAUGB0d5cyZMxw4cID6+nrCw8NxcHAAoK+vj7S0NLGty2Sryr2ZCMU0v/nNbzh37hzh4eFiZwohuuDu7s68efOwt7fHaDRiZ2c36Q1IQHQoDQ4OUlZWhlarFaNQtra2uLq6UlxcTEJCAnZ2dpN+zyUj8gZgNBqBz72OwcHBLF68mJycHPLy8jCZTLi6uvKXv/wFhUJBfHy8maW9ueTl5ZGVlUVWVhZtbW2cOnVKNBzz8vJISUmZ0m2NvgonT56kqamJxsZGdu/ezR133IG9vT2zZ88mLi6O3Nxcurq6iIiI4N577zW3uJMawSCvqKigqakJpVLJs88+y4IFC4iMjBRDp8eOHaO2tpbx8XEeffRRsdJR4uZjY2NDREQEPT097Nixg9bWVqKiolAqlWzevJn4+HjCw8Mtsqr222Jra0tqaiqhoaFUVlayY8cOuru70ev1rF+/njB/ytUAACAASURBVKVLlzJt2rQpH8X6d8jlcgICAmhtbWXHjh309fWJLbl27tzJ9OnTiYqKspi1qaioEIslbW1txYK/iooKgoODxWIypVLJvn37WLRokUVES6TZ2d8S4eBrb2+nvLycefPmiS+oI0eOsH//ftzc3Lh69SovvviiRSj7t0EoLqqpqeHSpUvodDpOnz6NnZ0dIyMjrFu3ztwimpWxsTG2bNlCT08P5eXlzJ8/n7Vr1wLW07bjZvDRRx/R0tLCpUuXCAsL44knnrju3wcHB5HJZNja2lp9KsVEIJyL3d3d9Pb2EhYWxsjICBcvXmT//v2Ul5cTFhbG0NAQf/nLX8wt7oQirM2xY8cYGBhg0aJF2Nvbo9PpKCkpYc+ePahUKuLj47nzzjutyrgWnnVgYID+/n4CAgLQ6XScP39e7KMYERFBW1sbb775psWsi16v59VXX0Wv15OWlkZMTAz+/v50dHTw9ttvY2NjQ2pqKn19fdTU1BAQEMDatWstYu8lI/IG8fzzz+Pt7c0Pf/hDbGxssLGxEV3yTU1NTJs2Tcx1s0Z6enqws7Ozei+kwNatW8nOziYhIQEvLy8SEhKIiIhALpfz2WefSYUfX5PBwUEOHjzIzp07SUlJISIigszMTHHOcH19PSqVSmqTNMH87ne/IyYmhqVLl17XlubixYv09/eLlfMGg8EqQtjXGklPPPEETz/9NHFxcRiNRnp7e8V8R51Oh4ODg9j+Z7IbEjeaV155haCgIO644w7xnWE0Gjl37hxDQ0NERUXh7e1tUXozNjZGdnY2hYWFaDQaUlJSSEtLw8bGhr1793Lp0iUMBgNRUVEsXboUsAzHgmREfguEDS4sLOT999/n73//OwDbt2+nsrKSadOm8cADD4g5LtaINR6A/wlhPRoaGlAqlVRXV3P27FkUCoXYE+4f//gH69atw8PDw9ziWhT19fW0t7eLDayFEZKzZ8/miSee4KGHHiI5OdncYk55BB0/evQou3fv5vXXXwfg3LlzFBUVMWvWLIuooL2Z/P3vf0cul/Poo4/S2trKrl27KCoqQqvV8stf/tIqveWC3pw6dYotW7awfv16AKqqqiguLmbWrFkWm1N/7XvwypUrfPLJJzQ0NBAUFMSsWbOIjo7+kkFsKe9OKSfyWyDcEPLy8nBzcyMxMZEdO3Zw7tw5brnlFvLz88VeX9bKZL9FTTTXNpcV5qTGxMSII73KysrIyMiYlDNSJztCY/bg4GD8/Pzo6+ujrKyM3bt3ExgYyF133WVuEa0CQcc//vhjcaDAv/71L06dOsXY2Bh79uwhLS3NaiMzRqORyspKoqOjcXBw4PXXX8ff35/vfe97lJeXo9Vq0Wg05hZzwhH0ZvPmzdx6662EhISwe/ducnJyuHLlCllZWWRkZFxX5W8pCA6noaEhNBoNSUlJeHt7c+HCBc6ePUt3dzcKhQIXFxfRkLSUd6dkRN4A1Go1+fn5nDp1ivb2dh544AGSkpJoaGjAZDJZ/a1b4noE579MJmPbtm0EBASQnp5OSEgICxYskLxl/wfCgWw0Gq8L9wj/L3RBiImJQavVMmvWLObPn49SqTSz5NZFf38/Fy5c4NKlS5w6dYpHHnmE5cuXU1dXh6enJz4+PuYW0SzIZDJ6e3v5+OOPaW1txdXVlYceegiNRkNWVhbTp0+36rSLvr4+mpqaaGtrIycnhwcffJB77rmHxsZGPDw8LE5vri38+cMf/oCzszMeHh54eXkxc+ZMHBwcOHPmDBUVFaSmplpEMc21TP56+EmI8LIaHx+ntbUVrVbLkiVLMJlM+Pj44O3tTUNDA6dOneKvf/2rucWVmGQYDAZsbW0pKCjgs88+45577gHA29vbzJJZBnq9ns7OTnEilGBM2tjY0NnZyXvvvccrr7yCo6MjoaGhZpbWeklPT6empgZbW1t+8pOfoNVqaWxspLy8nEcffdTc4pmVBQsW4Ofnh7Ozs9g4fMeOHdjb2zN9+nQzS2deEhISKCsrw9nZmbVr1xIVFcXly5cpLS0V+y9bEoK9sGXLFoxGI8nJyeKUnaGhIVJSUoiPj6eiogK1Wm0ReZDXIhmR3wBhg48ePcq5c+fIzMwkKSlJdLNXV1eTlZXF0qVLrTIsIfE5wmEwODhIb28vRqMRrVYr9jLbv3+/aEBaUoK4uTl9+rTY/uS+++67zsP43nvvkZaWhru7u7SmZsRgMODp6clTTz0lflZTU8OGDRtYvnw5jo6OFpPzdaPR6/XY2tri6Ogotu85duwYp0+f5vHHHwcsJx/uRmM0GgkMDOTZZ58VP2tubua9997jtttuw8XFxeLWRi6XMzw8zKlTp3jxxReBz0P29fX1dHZ2smDBAu655x5SU1PNLOk3QwpnfwtMJhN9fX1UVVVRX1/P2NgYnp6eODo64uzszKJFi8wtooSZEAzIxsZG3nzzTQoLCykrK8NoNBISEiLqysyZM4HJO9JqMuLh4UFYWBhnz55l165d1+Udj46OctdddyGTycT/JCYWo9EoGu/r16/Hy8sLFxcX2tvbMRgM3HfffeJ3rWF/rm0SLqzNwMAAv/3tb5k5cyZqtRp/f3/Cw8MJCQmxOCPpRnHtc2/atEnsaNLQ0MDQ0BAPPPCA+F1L0xudTkdDQwODg4M0NTXx2Wef8eyzzxIaGsrp06eJjY0VuxdY2rNJRuS3QKPRkJCQgL29PZcuXaKsrIyOjg6cnJymfFNxif+McBC89NJLzJgxg2XLlqFQKKiqqiIhIYGKigpiYmIkT9k3QKFQ4OfnR1BQEAMDA2zfvp3z58/j7e1Neno6MplM7FdqaQfyVEBY80OHDlFQUCA2zPf09BSbRU91Q+nakKRQUNHR0YGLiwsAf/7zn/Hx8WHBggVieosQtbImnf3iOgGcOHGCw4cPi5cNb29vEhISkMvlFqs3Qh/QsrIydDody5cvJzQ0lLa2Ns6cOcOqVavMLeI3xvJ2w4wYDAYA2tvbGRgYED9PSUnhwQcfxNXVlcOHD3Px4kVziSgxiaiurmZsbIw777wTrVbL0qVLqaur480332Tbtm385Cc/oayszNxiWhTXdiT7xz/+gUajYeXKlQQFBfHGG2/wt7/9jZ6eHmxtba3qZWxOhLPwxIkT7N27V/z86NGjfP/73wc+D+FeW2BgiYbA10EwlIuKigB46623OHv2LADDw8P4+PiIeaHWqqfDw8PIZDIKCgo4cOCA+Pn+/ftFA1LQGyEFyJL1Zv78+fz4xz/mkUceITU1lZ6eHt555x2xa4Qw+c7SkDyRXxHhADSZTDz88MPk5OTg7OxMUFAQMpkMGxsbAgMD6evrY/ny5VbZ50viyxQXFyOXy3Fzc6O4uJj8/Hx++ctfctttt3HlyhVGR0eJiYkxt5gWg/DCPXbsGHV1dTzxxBPi+LOAgAB2797Nvn378PHxsdiecpZEY2Mje/bsQa/X8+6773Lvvffi6uqKTqcjLCyMuLg48buWbAB8E/Lz8zl8+DAlJSWUlZXxi1/8AplMhlKpJDw8XHxHWKMR2dLSwv79+5HL5axfv57ly5fj7u7O0NAQQUFB1+UHWrreCOkMcrmc6upqvL296erqIj8/H7VazZ133glYrh5IhTVfkw8//JCYmBhmzZrFe++9R3Z2Nvfffz8eHh58/PHHuLi44Orqam4xJcyM0WjE3d2dgIAAysrKyM/P59KlS6xZs0YMWwUGBnLhwgUzS2qZKJVKFAoFfX19uLq64ujoSHJyMvPmzcPZ2ZmEhARzi2gVDAwMoNfr2bRpEy4uLtjb22MymXB0dCQsLEz8nqUbAt+EpKQkxsbGePfdd/Hx8eGzzz4jNDSU4OBgcQpLdXU1ERERZpZ04uno6KCvr49//vOfqFQqsULdycnpuku1JerNF0PuQvRkw4YNNDQ0kJCQwLRp05g1a5Z4kbDUMD1InsivhLDB4+PjFBcXs2zZMpKTk1mxYgWNjY1s3bqVyspK+vr6eOyxx6R+dBLirbK1tRV/f3+WL1/O+Pg4IyMjonfmrbfeEpsxS3w9HBwcKCwsxGAwiOtnY2NDTk4OISEhREVFmVdAK8HLy4vAwECKiorw9PSktraWjo4OVCoVLi4utLW1sX37dpKSkswt6oRiMplQKBRoNBpsbGwICQmhvLycxsZGhoeHCQwMZN++fRQVFZGRkWFucSccIVJw6tQpPD09aWhooLu7G2dnZ5ycnOjq6hJ7Zlqah06Qt7CwEDc3N+zs7Ojt7eX111/nueeew8nJCaPRiIODgximt7RnvBZp7OHX4P333yc/P5+kpCS++93virfJnp4e+vr68PDwsMhu+hI3ByHnJSgoiDVr1pCXl8dbb71FcnIyOp0OmUzGr3/9a3OLaRH8u95pZ8+e5e2332batGlERUXR2dlJfX09b775ppmktC5MJhMmkwmj0cjQ0BAmk4mcnBwaGxtxdnYmMDCQ7OxsFi1axNKlSy2u/903RXjOLz5vbW0tJ0+epL29HZPJxMWLF3nxxRfx9/e3aE/U10XQG71eT09PDwA5OTlcvnwZjUZDWFgYBw8eJCMjg//6r/+yCL0RZMzPz0epVBIREcGDDz7IW2+9hZubG319fRQUFLBo0aIpt9eSEfk1GBoaYuvWrZw7d45ly5aRmpqKRqMRbxMSEl+kvr6eN954g8TERNauXUtFRQVnzpwhMTGRkJAQsVpT4qtRXFxMU1MTUVFRhIeHI5fL2bNnD11dXXh7exMdHS01GJ8AhBfh4OAgly9fRq1Wi5NELl68yOnTp8XCCWtrLH7tDOhz585hNBq5/fbbxbB1WVkZY2NjqFQqoqOjp5xR8Z8QnvXq1at0dnbi6uoqjr8sLS3lzJkzDA8PYzAY+PnPf25mab8+WVlZZGdnI5PJSEhI4OGHHza3SDcdyYj8BrS2trJ+/Xrs7e1ZtGgR0dHRVjsHVuJ6/t2tWWg+v3DhQtLT080kmeUivHiOHTvGzp07xUbVwcHBzJo1S8p/NCPPPvsser2e5uZmMjIyuP3224mMjMRkMmEwGJDL5RbdmuXrIvz+29raeOqpp7jvvvuoqKigra2N1NRUFi9eLE5asmZefPFF+vr6aGtrY/78+SxatAitVoter0ev12NjY4NCobBIvfn000/ZuHEjbm5uZGZmcs8994i5jxcvXkSj0eDh4WFmKW8cUk7kN8DZ2ZmFCxfi5OTE3//+d5ycnKwyOVriy8hkMq5evcrZs2fx9fVldHRUnIMrhF6lquGvzrVtYbZv386qVau4//77CQ8Pp7q6mrNnz9LW1oZcLmfatGmTPuw1FRAMpdzcXKqqqvjjH/9IZmYm58+fJzs7m76+PjQaDWq1WuyDai37IjxnaWkpWq2WVatWMXfuXIKDg8nLyyM3N5eBgQFCQkKsLoIl6E1eXh6FhYW88sorJCYmUlBQwJEjR7h69aqYEmbJuYLe3t4kJycza9YscnNz2bt3LzY2NoSGhordJKbSiFvJiPyGyGQyfH19Wb58Of7+/lIxjYRIXl4eWVlZZGVl0dbWxqlTp0TDMS8vj5SUFDGfVuL/RiaTcerUKUZHRwkODmbatGm4ubmRnp6OSqUiNzcXZ2dnIiMjzS2qVSCTyRgfH6e0tJS4uDiCg4NRq9XMnDkTX19fDh8+zJkzZ5g/f77VGUrweeThww8/xNXVlcTERODzKUsLFizAaDRSXV3N3LlzzSzlxCP0zqysrCQ+Pp6QkBDc3d2ZO3cuarWagwcPUlRUxJw5cyxObwSve0lJCVeuXCE6OhoPDw8SExOxt7dnz549HDx4kMTERFauXGkReZ5fFSmcLSFxgxGmpdTU1HDp0iV0Oh2nT5/Gzs6OkZER1q1bZ24RLQqj0cif//xnCgsLSU1N5Zlnnrnu34WGxAqFwkwSWh+nTp3i9ddfx9/fn1dfffVLIcfa2lrCwsIsMhz5bamqquLjjz+mpqaG73znOyxbtuy6fxcMCGtcm7y8PN544w1CQkL4wx/+8KV/LysrIz4+3qKMLGEfx8bG+OlPf8pPfvITkpOTxc+USiUGg4GWlha8vLywt7efUnsvGZESEhNET08PdnZ2khfyG1JaWsqGDRsYHh5m7dq1zJ4929wiWS2Dg4NUVlaSlZXF4OAgK1euZNGiReYWy6xca/iMjIxw7NgxcnJysLW15d577yU5OdnMEpqfvr4+SktL2bVrFzKZjLvvvpvMzMwvfc+SjEhB1n/84x/odDqefvppenp6yMnJoaCggOnTp/ODH/zAYp7n6yKFsyUkbjLCxAIHBwcp7eErIqyZgMFgwMfHhyVLlmAymfjXv/7F0aNHmT59ulTUZgZsbGwICAhg3rx5yOVysrOzycvLQ6PRTKl8r6+CoKsmk4mhoSGampqwsbEhPj6e9PR0BgcH2blzJxUVFWRmZk5ZY+KrYGdnh1arZfbs2YyOjvLJJ59QUlKCj4+POIQBLCsXUiaTodfrOX36tDh555VXXsFgMJCamkp5eTmxsbFT1nkgeSIlJCQmLbm5uWJFo5+fH2lpacjlcgYGBnjnnXdYsGABKSkp5hZzyiOE35qamiguLqalpQW5XM5dd92Fp6cnHR0d7N69m8HBQZ5++mlzizuhCGuzc+dOysrKGB8fp7Ozk6SkJH70ox+hVCqpqqpiYGCA9PR0i/KyfVuEtWlvb6esrIxLly6hUChYtWoVTk5ONDc3k5WVxfDwMM8++6y5xf3GmEwmtm3bxv79+0lPT6e/v5//+Z//AeCZZ55h7dq1xMbGmlnKm4NkREpISEwqDAYDNjY2HD58mE8++YTQ0FCUSqU4Im7evHlSEY2ZeOqpp4iIiGDatGm0trZSWFjIvffey4oVKxgZGQGYcjlf/wnBIGxqauKFF17gt7/9Lba2tgwNDfGvf/0LW1tbHnvssev6wVqTESnw//7f/8PLywt3d3fa2tqoqKjgBz/4Abfeeis6nQ6TyYRKpbJ4vSkoKECpVBISEoKzszOffvop2dnZ/PnPfza3aDcNyyqBkpCQmPIIbWG2b9/OT3/6U+Lj49m0aRNGo5GBgQHeffdd4uPjWbNmjcVVcVoy2dnZaDQaHnnkEdEQOnv2LFlZWSQnJ+Pv7y9+15INga+DYAyeO3eO9PT069p3/eQnP+H111+nubmZ6dOnf+lvrIUjR46gVCr52c9+JhqJJ0+e5ODBg8TExFzXN9NS9Obai0BDQwPFxcX4+Pjg4eEhzow/ceIEu3fv5r//+78By56P/Z+Yek8kISFh8ZSXlxMdHU18fDy9vb3k5uby7LPPMnfuXBQKBeHh4ZIBOcHI5XJsbW1Fj6PJZGL69Omo1WoqKyvNLJ15CQkJoaGhgfb2dvEzb29vgoKCqKmpMaNk5kev16NWq9Hr9WLuaHJyMo6OjlRVVZlbvG+EEMDNyspi06ZNFBUVkZeXx65du9i1axdGo5G4uDh++MMfEhMTc12/26nG1HwqCQkJi+KLWTX+/v4sXLgQgKNHjxIbG4u7u7vYIzI1NdUcYlo1UVFRDA0Ncf78edELo1QqGRsb+9L+WRt+fn44OTmxefNmmpub6erqoru7m6KiIuLi4oAv67i1EBUVRV9fHxUVFchkMmQyGY6OjsjlcvFCYmnI5XJ0Oh0HDhzgoYce4uWXX+aBBx4gPj6es2fPUlJSgkajsYoJZdJVXkJCwux8McTn6uqKWq0GPvfoVFdXU11dzfr16622ifVE88XcPX9/f2bOnMkbb7xBamoqPj4+dHV10dvba3XtfYTQpF6vx9bWlmnTpvHUU0/xzjvv8NJLLzFt2jQA5s6dS0RExJQNZf47vqg3fn5+JCYm8qc//Ym5c+fi7e1NV1cXLS0t/OpXv/q3f2MJdHZ2EhAQIO61u7s7ixcv5sqVKxQUFJCYmCjuuaU929dBKqyRkJAwK0eOHBGnz3yxCXN/fz96vZ7f//73ODg44OXlxZNPPmlmia2LyspKent7iYqKQqPR0NXVRVZWFmNjY/j6+pKcnIxWq7UaQ0l4zqGhIT766CNqa2vJyMggPT0df39/2tra6OrqwsfHBzc3N2xtba1mba6lvr6eoaEhwsLCcHR0pLm5mR07dmA0GvH29iY9PZ2IiAixkM7S0Ol0/OpXvyIjI4M1a9aInxcUFHDgwAGspXuiZERKSEiYjYKCAv71r3/xl7/8BfjfnnsymYzjx49TW1vLgw8+CEBXVxcuLi7SZJoJQDB6srOzOXDgACMjI2g0GhISEpg7dy4+Pj7mFtHsrFu3Djs7OyIiIigpKcFgMJCSkkJGRgZubm7I5XKL9LB9GwS9yc3NJSsri76+Pvz9/UlJSWHu3LloNBrRezsVKCkp4cMPP8Td3Z2FCxdia2vLxo0bWb16NfPnz7eKy4PUbFxCQsJsHDhwACcnJ2bMmEFBQQGtra1ile+vf/1r7rvvPry8vMQWIJbosbBEBMNn48aNrF27lgceeABHR0cKCwspLS3l6tWr2NnZWW2j97GxMWpqanjggQeIjY1lzpw56HQ6CgoKKC0tRaVS4evra1UGJPyv3rz99tusWbNGrOQ/c+YM5eXl6PV6HB0dcXJysigD22QyifOxdTodly9f5urVq4SFhREeHk53dzd79+6lt7eXlJQUlixZAkztMLaAZERKSEiYBaPRiEajIT8/n/r6ejZv3syqVatwcXEhNzcXpVLJ8uXLLeplMxUQ1luv1zMwMEBgYCCurq4EBASQmZnJwMAAhw4dwtvbG61Wa25xzUJPTw+lpaXo9Xq0Wi0ymYzw8HASExNpaGggPDxczJWzFgS9MRgMDA0NERkZibOzMyEhIaSlpdHR0cGnn36Kp6enuGaWgPBcgkfxhRdeoKSkhJ07d9LW1sbcuXNJTU1l+fLlJCcnEx8fD3x56tZURQpnS0hITDg6nY7t27ezfPlympqa2LBhA2NjY6xevZrk5GRcXV2Ry+XI5XKLzZmyRITwW39/P4cPH+bo0aPExMTw8MMPXxeW6+zsFPP9rMXIF9bmyJEj5OTkMDAwwPj4OD/84Q/JyMgwt3hmRVgbnU7H8ePHOXToEHFxcfzoRz+67nvNzc14enpib29vEXpjMpnYvHkz8fHxJCYm8sknn1BQUMCjjz7K4OAgmzdvpra2ltWrV7Nq1Spzi2sWJE+khITEhPPWW28xODjILbfcgr29PefPnyc9PZ3GxkaKi4sxGo34+vpiY2Mz5XOKJhPCS/0Pf/gDnZ2dpKamcvLkSY4dO4anp6eYC6lSqayi8lTg2j5/b7zxBsuXL+f+++9HJpOxadMmysvLCQoKws3NzcySmgdBB1555RXq6uqIjo7m+PHjFBYWEhAQgLu7OwAuLi5iPqQl6E1zczPFxcXU1NTQ1NREV1cXy5YtQ6vVotFoWLBgAb6+vmzfvp3Dhw+zePFii3iuG4lkREpISEwoRqOR6upqVCoVsbGxrFu3jltuuYWlS5fi4OCATqejoqJCbGB97UQLiZuHEH7r7e3l0qVLPPXUU8TFxbFixQq6u7v54IMPKC0tJTY2FpVKZW5xJxTBa1ZUVIRSqeT222/HwcGB6OholixZQmVlJRs3bsTX1/e6qTXWgKA3AwMDXLx4kaeffloM79bV1fH+++9TX19PbGws9vb25hb3a+Hq6iqmbLS3t1NTU0NDQwOpqaligV9AQACLFy8mOjoad3d3qwljC0hGpISExIQiHLBFRUWcOXOGhoYGHnroIRQKBV5eXgQHB+Pg4EBLSwsDAwMkJCSYWWLrQNgXYVRfTEyMOPM5Pj6eW265hYKCAgIDA/Hy8jKnqBOOTCZjbGyM9evXc+bMGVxcXMTxdgqFghkzZpCWlkZUVJTVpV4IevPWW29x5coV4uLiUKvVyOVyUlNTmTlzJjk5OQQEBFhcVb/RaEStVhMWFkZAQAAymYy2tjYqKysxmUwEBAQAYGtri0ajASzDw3ojkYxICQmJCcfb21sMAwkFCAaDAWdnZxwdHfH39ycwMNAivReWiOA9GR4eRqfTUVNTw5kzZ9BqteL+2NvbM3/+fKszIAVsbGyIj49HoVCwb98+amtrCQkJwcnJCfjca2VtBiR87qXV6/U0NjZSWVnJ+fPniYyMFC8garWaxYsXW5wBCf9rEG7duhV/f39SU1Nxc3NjYGCAiooKLl68iFKpxNPT08ySmg/JiJSQkJhQrq3+HRsbY8GCBZw8eZKamhrGxsaws7NDrVajVqslA/ImIhiOQr6fXq/nxIkTzJs3j9TUVAYHB9m9ezd1dXViw2hrpaqqip07dzJnzhwSEhKIjY2lsbGRrKwsLl++THx8vNXm7spkMkZHR8XK5NbWVnbt2sWVK1eIioqy+L6uAwMDFBYW0tbWRlRUFAEBAQQEBKBUKqmvr2d8fJyYmBhzi2k2JCNSQkJiwri2IlOlUpGcnIy/vz9paWn09/dTUFBAU1MTJpMJf39/qwsNTSTC2m7YsIHo6Gj++c9/0trayrx581Cr1cTExBAeHk5NTQ3//Oc/CQ8Px9vb28xSm4exsTGOHj1KV1cXAQEB+Pr6EhMTg5+fHydPnrzOY2ttnDx5kt///veEhYURERFBQkICQUFBlJaWsmHDBiIjIy3OU3ftOWVnZ4eHhwfHjx8nNzdX7B4RFBREQECA6J22tlxIAanFj4SExIQhtAI5ceIEVVVVVFZWkpGRwYwZM9BqtbS0tLBt2zaSk5OZP3++ucWd0hiNRkZGRnjppZdoampCJpPxpz/9CS8vr+smbfT19VFbW0tycrJVeduENRBaTFVWVrJ//34iIyNZsWIF8HkKhk6nE+e8WytZWVm0t7ezdOlStFotBoOB/v5+SktLmTVrFkql0twifi2Evc/Pz8fV1RUPDw80Gg2bN2+mqamJe++9l4iICHOLOSmQjEgJCYkJQTiY6+rqWLduHXfffTcmHXoYkwAAIABJREFUk4nCwkJGRka45557xEa9EhPLb37zG1paWrCzs+Oee+5hwYIFolclJyeHtLQ0XF1dLaK3341Er9ezZ88efH19SUpKoqWlhVdffZWEhAR+8IMfWF2VuoCgB52dnWIRzZYtW6irq+ORRx4Rp04J37NEvRkZGeHxxx9HoVAQHx9Pe3s7CQkJ1NXVIZPJeOCBB8RiGmtGCmdLSEhMCMJLZNOmTaSlpXHHHXcQFhbG3Llz6ejoYNu2bcycOdOqc+8mkmvDb2FhYfzgBz/AxsaGzZs3U1RUREBAAEeOHCE7O1tspGxphsC3pbCwkHfffZdLly6xd+9eXFxciIyM5OjRo/T19REeHo6dnZ25xZxwZDIZVVVVvPDCC9TX19Pb28uSJUuoqalh3759eHt74+PjI+qLJeqNTCbD09OTS5cukZGRwezZsykqKmJoaIiSkhKxYtvakYxICQmJCaWhoYGhoSGSkpLEz+Li4rhw4QJBQUFWm1s2kVzbPHvTpk0EBgbi5uZGeHg4K1eupLa2lqysLMbHx7n//vvx8PCwypwvf39/XFxccHd3Z9WqVQwNDaHT6ejv76e6uprVq1db3ZoIGI1GysvLcXFxob29nTNnzuDj48OFCxeorKwkMzPT4grjBB2/evUqcrlcbCD/8ccf4+Pjw5o1a5g+fTrz588nLi7O3OJOCqRwtoSExIQxMjJCTU0NGzZsYMmSJaSnp+Pq6oper+fhhx/mueees7pmzeZASC3YsWMHxcXFPPPMM7i4uDA4OIizszMA/f39GAwGNBqNRYYjvy319fWiAfnRRx/R3NzM2rVrxeKi3t5e3NzcrGosp6A34+PjKBQK6uvr+eyzz5g5cyahoaG0trbS3NxMS0sL999/v7nF/ca88MILqNVqPD09iYuLw83NjYMHD5KUlMSMGTPMLd6kQjIiJSQkbioDAwM4Ozuzb98+7OzsWLRoEfv27aO6uhqFQsHw8DAymQx7e3uefPJJc4trNVy9epXHHnuMF198ER8fHz799FNKSkqoqanhpz/9KcnJyeYW0Ww0Nzfz4Ycfotfr8fLy4vbbb+fTTz+loaGB733ve0RHR1tVkdG1GI1G9u7di729PbNnz6a1tZX169czc+ZMVq1adV0RzbUFWpaAIG9LSwvV1dV0dXVx5swZBgcHsbe358qVK/zmN7+RvJDXIIWzJSQkbgpjY2OcO3eOHTt2oFAoeOedd1i7di1OTk6EhYVhZ2eHSqXCYDCQmZnJHXfcYTUencnApUuX6OjoIC4ujtraWt5//33uv/9+bG1tqa2tJTExUZxzbG2o1Wp8fHyIjIykqqqK7Oxs3N3dxXGcc+bMsbiK4xtFY2MjpaWltLe3895772FrayvOyh4fH0er1Yq9IS3Fey142oVQtlKpJCgoiMTERBYvXoxWq8XJyQmVSsWcOXOkvO1rsM4TQkJC4qbS0dHB9u3bWbFiBTY2Nvztb38jICAAlUr1/9m77/im6/yB4680adKme5cuuummk1HKKjIUFERxcD7AcQ7wcJyitx6neHrnOkHvHKCHCOKqIidbZqEWKFChy9JFN6WbjjRN0+T3B798D/T0VLAhzef5X5vk8Xh/v/km33fe789Aq9ViZ2dHamoqgPS3MLT8/PxQqVSsXbsWOzs7FixYQFxcHHq9no8//tjqJoyYqlBarZbe3l4UCgURERHExMTQ3t5OZWUlISEhdHR0SLvUWIuLhzOEhITwwAMPAHD27Fl27dpFa2srNjY27Nixg3nz5pkz1J/FdHw7duzg+PHjaLVaDAYDo0eP5uabbyY+Pp74+Hj6+/tRqVQWV2H9JYl2tiAIV9xLL72EnZ0dy5Yto7W1lX/96190dXWh1+uZMmUKaWlpeHp6UlhYSEFBAb/61a/MHbJVam1tpbq6mrCwMNzc3ABYtmwZc+fO5ZprrrGam6XpOPv6+njttdfo6emhqakJOzs77rrrrv/a2reWc3OxEydOUF1dTX19PRMnTpTOS1dXFzY2Nmg0Gry9vS1qnKjpfaypqeGZZ57h8ccfZ2BggJ6eHvbt24evry8LFy4U1cfvIdrZgiBccWfPnsVoNBIYGMgzzzzDggUL+NWvfsXAwAC7du2itLQUrVbLW2+9xTXXXCMm0wwB08xT076/ra2teHh4SBXic+fO8emnnwKwePFiwHLakVeCTCbj9ddfR61Ws2jRIubPn09fXx9r165FpVIxatSoSypy1nJuTNdNXl4eH3zwAWq1GpVKxQcffEBBQQFpaWk4OTmhVCqldTMtKbk2vY9bt27F19eXmTNn4uPjg5+fH56ennz55ZfExMRIP7KES4kkUhCEX0R+fj7Z2dl0d3dz++23o1QqiYiIYOrUqdTV1XHu3DnGjBnDjBkzzB3qsHdx1ezZZ5+luLhY2jVIp9Ph4OCAr68vrq6uZGRkYG9vb1VL+shkMnp6etizZ480A1uhUBAXF4eLiwvFxcWkp6dbzfkwuXgpqNdee43bb7+d66+/nuTkZGbPnk1eXh5lZWWkpqZa7Lkx/TDo6emhqKiI8ePHI5fLkclk+Pj4cPr0aeRyOWFhYeYO9apkOT8XBEG46rW0tAAQExPDnXfeSXV1NY6OjnzxxRecOHGCrq4u7OzsWLx4Mb/+9a+ZO3eumSO2Lhs3bkQmk/Hcc8/xl7/8hYKCAnbu3Mn69evJycnBz89PqrhYUjXp59BoNPT09Eh/q9VqXF1d2bx5M1qtVvp/WloaLS0tNDY2miNMszLtNtPV1YWLiwt6vV56zM7Ojuuvv562tjbOnz+PJY2MO3z4MCtWrKCpqUlKfgMCAjh79iyrV6+mv7+fwcFBenp6KCgoYOTIkQAWdYxDRVQiBUG4IgYHB3nqqaeIi4vD2dkZhUKBm5sb1157LXl5eZSUlNDd3Y1CocDR0RGVSmWx1QtLUVpailqtRqlU0tfXR1ZWFvfeey+urq688847xMbGsnDhQrKystBoNFIVxhqsX7+eqqoq7O3tcXR0RKFQYGtrS35+PgaDAXt7e4xGI7m5uVRXV0u79liDkpISzp07h6urKwqFApVKRUNDAyUlJYSEhGBnZ4eNjQ1KpZItW7YwY8YMi5qI5eDgwFdffUVWVhZarZbw8HA8PT1JS0tj9+7drF+/npKSErKzs4mLi2PGjBlWuVbqjyGSSEEQrggbGxvi4+Px9/entbWVffv2MWvWLNzd3UlPT0ev1/P1119TUlICXJjlKfxympqaePLJJ5k3bx62trbI5XIMBgMhISF0dnby2Wef8cgjj+Dl5UVrayuZmZmMGDHCatrY7e3tFBUVUVZWhlarxcHBgcjISIxGozRu94svvqCjo4O7774bNzc3qzg3er2etWvXUlJSgk6nQ6lU4uTkhJeXF7m5uZw8eRKtVsvx48fZuXMn0dHRjBkzxmLOjdFoRK1Wk5mZSXh4OJ9//jlbt27FwcGB+Ph4pk2bRmxsLC4uLsycOZOJEycil8tFEvk9RBIpCMJl6+3tpbm5GX9/f+DCYs1ZWVns3r0bW1tbQkNDCQ0NJTk5mfr6egICAqTnCr+MI0eOYDQamTp1Kt988w2lpaVMmzYNpVJJR0cH1dXVTJkyhePHj7N7926rm0wTGhpKamoqra2t5OXlUVNTg0wmIyMjg0mTJuHj40NGRgaTJ0/Gz8/vkvGBw5mNjQ1jx45Fo9Fw9OhRampqGBwcJCwsjMmTJ9Pe3k5VVRVdXV0kJCSwYMEC6bWWcO3IZDIGBwexsbHBx8eH2bNnY2Njw/vvv8+xY8cICAggKiqKsLAwXFxcsLGxkdaQFL5LLPEjCMJl+/TTT6muriY1NZXExERcXV3p6uoiOzubvXv34uTkxMKFC4mOjjZ3qFajoqKCVatWMXXqVA4ePMisWbO49tprgQvjAf/yl7/Q2NiIu7s7CxYsID093WqWrfn2cTY0NLBt2zbq6uoIDQ1lwoQJjBw50qJatFfKxefm3LlzbNu2jTNnzjBy5EgmTJhAdHT0d5bwsaTrxhRrU1MT9fX10nq1er2eNWvWcOjQIZKSkrj33nvFjOwfQVQiBUG4bDY2NnR0dFBeXk5NTQ1GoxE/Pz9iYmKIj4+nra2Nzz//nJKSEsaOHSt+2Q8Bd3d34uLiWLNmDb29vUyaNImAgAAAbG1tmTRpEuHh4UyYMIHExETAMipJV4pMJmPfvn2oVCr8/f1JSUnB3d2d4uJiTp48SXNzMwEBAVa3EP7Fs5Xd3d1JSkrC19eX4uJiTpw4QVtbG7a2tri4uEiJpCVdN6ZYX3jhBWQyGeHh4cjlcuRyOWlpaaSnp7Nr1y4CAgLw8/Mzc7RXP5FECoJw2Tw9PUlMTMTW1pba2lrKyso4e/YsKpWK4OBgkpKSCAwMRC6XExMTY1E3HUtlNBpxdXVl//79JCUlsWnTJk6cOEFgYCAeHh7I5XJ8fX3x8PCQnm8N74upElVSUsKaNWsYO3Ysrq6uyGQyfH19SU9Pp7+/n5qaGiZPnmzucIfUxS37v/3tbzg7O+Pl5YWPjw/jx4/H3t6eo0ePUlJSQmpqqsVVak3jNvfv309BQQFPPPEEtra2ZGdn8+mnn6LT6YiPj2fWrFkigfyRRDtbEITLdnE7q7e3l5ycHIqKirCxsWHUqFEkJyfj6+tr5iitk2lyRH9/P2+//TaHDh1i8uTJLFiwAC8vL3OHZzaPP/44s2bN4pprrqGsrIyvvvqKjo4Opk6dSlJSEnq9HoVCYVGt2stlOtb333+f8vJyVqxYweDgIA0NDfT09BAREcHAwICURFrqD49Vq1YRHh7OnDlz2LhxI+Xl5fj6+nL06FGefPJJoqKiLPbYhpqoRAqCcNlMX7Z6vR47OzvCw8OJiYmhtbWVyspKCgoK8PPzw9XV1cyRWhdTUiCTyVAoFIwZM4b09HR27tzJ9u3bue6666wmQbpYQ0MD+fn5zJ07F7lczjPPPENISAjt7e3U1dWRnJyMra2t1Q27kMlk9Pb2snbtWv7whz9gb2/P+vXr2bt3L/v370er1ZKYmHhJlc4Sz49eryc/P5/i4mJKSkpYunQpmZmZVFVV4ebmRlBQkEUelzkozB2AIAjDh2mM1CeffMKUKVNYsGABRUVFlyzYKwwdo9GIXC6nsLCQL774gt/97nf4+/vz0ksv0dzcLC37Y22JpL+/P7Gxsbz66qs4OjpK62WeP3+ev/zlL2i1Wotr1V4pAwMDhIaGcvDgQal9/dxzz1FdXc22bdtobW3F09MTsMwEEiAuLo7a2lq8vb3JzMwkICCAiooKCgoKeOCBBwDrGd5xuUQSKQjCFWFq/+Xl5bF3715uueUW4MIXdlxcnJmjG/6MRqM0pq2/vx+VSiUl9e+++y6ZmZnI5XIGBgawtbXF29sbGP4703ybKTkYP348gYGBuLu7Ex4eDsDbb79NUFAQLi4uVplcA7i6upKYmMjx48dxdnbmnnvuwd3dnTNnztDe3i4lkJZKr9fj6urKwoULpf+Vl5ezfv16brjhBtRqtdW+9z+HSCIFQfhJTDfh7u5uOjo6MBgMBAcHo1Bc+DrZunWrlEDq9XppH1rhl2F6PzQaDQ4ODgD88Y9/5De/+Q3BwcF888036HQ65syZAyC9T9bKdC2GhoYSFBSEQqGgt7eXAwcOcObMGf7+97+bOULzmzJlCsnJybi5uSGTyWhvb2fNmjUsWrQIsKwlfb7NdP0/++yz3HbbbYSHhyOTyRg7dqz0GRHfVz+edX+bCILwk5gSlurqatauXcvg4CAKhYJJkyYxbdo0dDodN998MwkJCYBIWIaC6Yb3wQcf8M033xATEwNAcHAwBoOB6OhoKTEyVYutmWmNw4KCArZt28bvf/97ZDIZbm5uPPzww9jZ2Vl0knQ5TMetUCioq6vD3d2d1tZWjh49SmpqKhMmTAAst3ptOr5du3bR0tIiVaDDw8MJCwu75DnCj2Pd3yaCIPwkpoTl9ddfl9YXLCoqorCwkPT0dL755hvRujYDo9HI9ddfj62tLTt27CA+Pp6+vj7s7e0BUKlUVplA/lCLf926dWRmZgKgVqsZPXq09DprSSK+nTCZFmtZu3YtZ86cYfTo0Xh6ejJhwgRpvUxLSrJMsba3t+Pq6irFnZOTI1VVTZ8L03ebpRzb1UKcLUEQfpKysjJ0Oh3z5s0jODiY6667jsrKSl5//XU++eQT7r//fgoKCswdplUxrXFoGn/q6enJo48+ygcffMDg4CAAf//738nNzTVzpEPDlAxpNBopKfjjH/9IdXU1wHda/AaDwSxxmpvp3Bw7dgyNRoNcLqejo4Ndu3bx4IMPAhfOjaurq5REWkqSZUog9Xo9f/vb3zh16pT0WVi2bBkpKSmA6JZcLnH2BEH4STw8PHB2dubAgQMkJSVRXFxMT08Pd999N2q1mn/961+UlZVJLW3hl2W6WWo0GmJiYkhNTUWn03H8+HF27tzJb37zG5KTkykrK+Pxxx83d7hDQrT4v59pSMqRI0dQKpVERkby8ssv89Zbb6FWq5HJZNxzzz34+vpaVNXx+7z99tt4eXmRlJSETqejoqKCtrY29Hq9tCe6GAP581nPJ0cQhMtmMBjw8PAgMDCQgoICjhw5Ql1dHbfffjvu7u4ABAUFUVxcbOZIrYfpJr9mzRpCQ0PJzMzE0dGR9PR0kpKSyM7Opr6+nt/+9rfI5fLv7Hs8XIkW/39nSpgaGxv58ssvkclkTJ06Vdon2tXVlRkzZgCWU3X8b2xsbOjs7KSoqIgXX3wRgLfeeou2tjaam5uZOHEiCxcuFAnkZRKLjQuC8KOZvnAbGhoICAjg+uuvZ2BgAK1WK42FfOutt5g+fTrBwcFmjNQ6mLZxO3z4MHv27OHxxx9HqVRSX19Pbm4uvr6+xMfHk5ycbHVL+shkMhwdHdHr9XR1deHl5cV7771HV1cXMTEx2NjY8NJLL2FjY0NgYKC5wx1y0dHRKBQKDh8+zPnz52lvb2fUqFFSUn369GmMRqM0498S6fV6ampqqKqqory8nFOnTvHss88SExPDgQMHiIuLQ61WmztMi2ZdP8EEQbhs7e3tlJSUMHLkSFxdXQkMDOStt96isbERjUaDl5eX1e05bC6mhHDHjh3SRIGtW7dy/Phxent72bZtGytWrJCqxNZCtPh/nIyMDEaOHIlcLufDDz/kiSeeYM6cOcyYMYNnnnmG5cuXW/TWmI6OjqSmpnLs2DEAlixZgq2tLfX19XR3d1v8mpdXA7F3tiAIP1lVVRWvvfYaiYmJ3HnnnZSUlHD06FESExMJDQ3FxcXF3CFaDYPBwPvvvw9AWFgY77//PkuWLCEyMpJ//vOfzJkzh6ioKDNHaR6rVq26pMUP0NfXJ7X4x48fT2xsrNW0+OE/SxydPHmSgYEBRo8eja2tLefPn+fw4cN88cUX2NjYEBUVxbJlyyx2zKDRaKS7uxtnZ2fpfwaDgcbGRp566ikeeughRo8ePSzGfZqTSCIFQfif/tuNpKysjE2bNpGZmcmYMWPMFJkAF1qPb7zxBtHR0cTGxjJx4kRaW1tZvnw5K1eutKo9y01JweHDh1m3bh2rV68GoL6+nqKiIsaOHSuN/7M2pnOj0+l48MEHuf/++0lOTpb+p1QqGRwcpL6+Hh8fH4tbM9MU6759+zh06BBKpRJPT08mTpxIVFQUvb29ZGdn09XVxW233WaxCfLVRCSRgiD8KH19fZw6dYoxY8ag0+mws7MjJyeHd955h1//+tdkZGSYO0SrYbr5GQwGent7cXJyuuTxxsZG3nzzTSIiIli0aJFFJQJXyp///GdmzpzJhAkTLmnxa7Vaq2zxw3+umzfffBONRsNjjz1Ge3s7u3fvJi8vj/j4eBYvXmzRiZVWq2XJkiXccccdGI1GGhoaOHPmDOHh4cyePRs3NzepGmuNn4srTUysEQThR/nqq6/YtGkTmzZtorGxkdzcXIKCgqTHUlJSLHoQvqUw3fjq6+v5+OOPeeeddygtLaWsrAylUom3tzfFxcW0tLSwZMkS6XWWnBj8VAaDgfr6ejo6Oujp6eGzzz5j0aJFLFiwgLKyMvz9/a1yPJxMJkOv13P48GGuv/56PDw8ePHFFxkcHCQ1NZWioiJiY2Mt+nPc3t6OTqdj/vz5hIaG4ufnh7OzMzU1NXzxxReEhYVJ7701fSZ+KSKJFAThRwkICGDmzJmMGjUKW1tbHB0d2bNnDzqdDoC5c+eaOULrYLrxPffcc4SFhXHzzTfj5ORES0sLlZWVxMbGEhoaSmpqqtVWW2QyGXZ2dnzxxRcYDAamTZvGmDFj6OzsZOPGjdx8883S4tnWRiaTUVtby9tvv01DQwM6nY7ly5cTERHB9u3biYyMlGbyWwrTKgU9PT00NDRw9OhR3N3d8fHxwcHBgcDAQLy9vfHy8pIWGReuDNHOFgThsrS3t6NSqSy6emFpKioq+Oc//8mqVauk/zU1NfHKK68QFRXF3XffbcbozEO0+H+avLw8lEoloaGhODs7s3PnTr788kteeeUVc4f2s61YsYLu7m7a2tpISkoiLi6OhIQEqfJoes/FWMgrRyzxIwjCz2L6QrbGsWXm5uvri5OTE1VVVYSGhkr/u/POO/nyyy8ZGBjA1tbWzFEOnYtb/Nu3b+fIkSOMGjUKLy8vxo4dS2xsLLW1tbi6ukpLIVlLEnFxwnTmzBm+/vprRowYgZeXF+Hh4QAcPHiQzZs389BDDwGWtT+26fgKCwvp7Oxk5cqVlJeXk5uby/Hjx6mtrSUyMpKUlBRUKhVgPe/9UBDtbEEQfhbxRWweRqMRW1tbiouL2bZtG87OztLY1E8++QSj0Uh6erqZoxxaosX//UxJ1qZNm9i1axf19fW0trbyzTff0NzczKhRo3B2dmbkyJEkJiZiNBot6tyY3vvS0lKcnJyIj4/Hw8ODxMRElEolZ86c4fTp0yQmJkq7FQlXjmhnC4IgXOUuriZdnAB9+umnHDt2jJ6eHgICAmhvb+epp57C0dHRqhIlEC3+H6LRaHjooYd4+umnCQgIoK2tjePHj3Po0CHmz59PcnKy9FxLbPXm5+fzwgsv4OjoyCOPPEJkZKRUddRoNJw5c4bY2FiLPLarnahECoIgXOUGBwexsbFh//79HDx4kOzsbEJDQ0lLSyMxMRE3NzdiY2O54YYbcHFxsboEEkCpVHLs2DGCg4OldSAdHR3x9/enpKSElJQUq1lQ/NsaGxs5c+YMM2bMQKFQoFarCQ8Pp76+nurqapKTk6XkylKSLNNkGoARI0aQnJxMU1MTOTk5DAwM4Orqip2dHSqV6pKJQpZyfJZCJJGCIAhXqbKyMlxdXVEoFBQXF/Pqq68SExNDZ2cn77zzDufPn2f8+PGEh4fj5+cnteus7UYpWvw/TKlUsnXrVnp6eoiPj5f+39/fz9dff83UqVPNGN3PY7rG9+zZg4uLC/7+/mRkZGBnZ8fu3bspKCgAwN/fX9oP3No+F0NBtLMFQRCuQk1NTaxevZqAgACmTJlCbm4uI0eOZNKkScCFMWDvvfceDQ0N3Hjjjdx4441mjnhoiRb/T3Py5Ek2btyIh4cHmZmZKBQK3n33XW666SamTJlikedGq9Xy8ssv09DQQGZmJgsWLAAuXA8bNmygqqqKFStWmDnK4U0kkYIgCFeh7u5u8vLyqKysRKPR0NvbS2JiIrNnz77keV9++SWlpaXSzFprodfrUSgU7N+/n5qaGs6fP8/tt9+Ot7c3LS0tnDp1CldXV0JDQ3F3d7fIJOnnMBqNDA4OolAo0Gg0tLa2olQq8fX15cyZM2RnZ3P48GFCQ0OJiIhg/vz55g75ZzMajZw/f57CwkK2b9+OTqfjpptukqrOpq0creW9NweRRAqCIFzFGhoaOHXqFMeOHaO5uZm5c+eSkZGBWq2WnnPxGonD/WZZVlZGWFgYcrmc4uJi/vrXvzJnzhwaGho4duwY06dP584775RamNbk2xNH/vSnPyGXy6mpqWHMmDHcfffd0iLrGo1GuoYs6boxxWr6EQEXflC0t7eTnZ3N9u3bCQoK4oEHHsDHx8dijstSiTGRgiAIV7GqqiqSkpIIDw/H1taW8vJyioqKkMvl+Pn5AVjcpIifq6mpiXXr1lFVVYWLiwt5eXlMmzaNOXPmkJ6eTnx8PPv37+f9998HIDo62swRDx2j0ciGDRswGo34+vqybds2zp49y9KlSxk3bhy5ubmsW7cOmUxGdHT0JeuIWtJ1Y4r1s88+Q6vV4u3tjUKhwMHBAR8fHyorK7GzsyMxMfE7C84LV55IIgVBEK4yubm5NDU14ejoyJNPPsn111+Pr68v4eHh2Nvb09nZSX5+PvX19ZdMlBjujEYjcrmctrY2iouLaW1txd3dncjISAA8PT255pprcHBwoKqqirFjx5o54qFTW1vL119/TXl5OTU1NbS2tjJ79myCg4Nxd3dn6tSp+Pn5kZWVxZ49e5g5c6ZFJY8Xq62tJTs7m4aGBpqamlCpVLi7u6NWqyktLSUjI4PIyEixpM8QEO1sQRCEq8zmzZv58ssvMRgMJCUlcf/991/yeHt7O8ePHycgIICYmBiru1mKFv9/19TUxKlTp6iqqqKiogI3Nzd++9vfXnJe+vv7qaurIzw83KLPTWdnJ0eOHKGoqAg7OztcXFxwdHRk8+bNrF692mr3Rh9qohIpCIJwlYmKikIul3P48GHOnz9Pc3MzkZGRKJVK4MK6fyEhIYwcORKwrHbklSBa/N9lMBhwcnIiPDycwMBAZDIZjY2NfPPNNxiNRgIDAwFQKBTSVqWWeG6amppobW3Fw8ODUaNGERoayvnz5zl79iwtLS3Mnz+fkJAQaW1V4ZclKpGCIAhXIY1GQ319PTY2Nnz44Yc0Nzdz7bXXMmvWLG6//Xb++Mc/kpCQYO4YXsY2AAAgAElEQVQwh0xubi62trZERkZy33338fbbb+Ps7IxWq6WwsJDi4mLq6+sJDQ1l4cKF5g7XbD7++GMmTJjAiBEjKCgooLCwkKamJjw9PaV9xC2NqWJaWFjI+++/T319PTExMaSmppKWlmZVs++vNqISKQiCcJUw7cKRn59PU1MTUVFReHl5MXr0aBwdHdmyZQs7duwgLS2NOXPmWFUb+8SJE3z22Wfs3r2b9PR0JkyYAFyorPn7+xMUFIRMJiMyMhIvLy+rOjcmXV1dHDt2jMbGRqKioggMDCQwMBClUklVVRUDAwPExMSYO8yfzPQ+vvjii8ycOZMlS5bQ09PD0aNHqaysxGAwYG9vj4ODg1W+7+YkKpGCIAhXAVMlRavVsmzZMh544AGSkpKk/9nZ2WE0GmloaMDLywuVSmV11ZedO3fy7rvv4u7uTlpaGrfeeisODg4AVFZW4uLigqenp5mjHFrfTppqampYv349g4OD/Pa3v8XZ2RmA+vp6afKJJV03plhNE4cyMzOlWdeNjY3s3LmTwsJCrr/+ejIzM80crfURSaQgCMJVwJQMvPHGG/T39/Poo4/S1tbGl19+SV5eHnFxcdx1110Wc/P/JYgW/3eZkqwjR47g6uqKl5cX7u7ubNiwgZqaGm699VZp9rqlMhgMLF26lI6ODu666y5mzZp1yeMFBQUEBwfj7OwsKpFDTLSzBUEQrgIymYyBgQGOHj3K7Nmz8fDw4Pnnn8fGxoZx48ZRUlJCbGysVHmzFqLF/8NkMhlarZbnnnuO48eP09bWxrZt2wgKCqK7u5uysjKioqKkfdUtkUwmY+zYseh0OjZt2kR7ezuJiYnSDyofHx9UKpX0XGHoiCRSEAThKmHaXeTtt9+mvr4eg8HAY489RlhYGFu2bGHUqFF4e3ubO8whc3GL/5lnnmHMmDH4+/tLicKoUaO47rrrGD16NBkZGSgUCqtLIuFC4uTt7U1dXR3jxo0jIyOD48eP09PTw8mTJ6UZ25bE9D52dXVRWVlJcHAwKSkpxMXFsX//fj788ENsbGwYNWqUuUO1ata3L5QgCMJV7NZbb8Xf3x9HR0ciIiIA2L59O4BFzqy9HKZkcO3atcTExJCSkvJfW/wBAQHSa6yl3W9KsPv6+rC1tWX8+PGoVCree+895s6dy8MPP0x7ezs9PT0EBQWZO9yfzPTeHzt2jJ07dzJ58mTGjBlDdHQ0L7zwAvv27WP16tX4+voyZswYM0drvcSYSEEQBDO5uGrW2dlJRUUFiYmJl+wJnJubywcffMDDDz9MdHS0RU2KuBIGBgZ44403uO6664iIiODPf/4z3t7eREZGcvjwYZYsWWJV1dlvW7FiBU5OTnh7exMXF4ebmxs7duwgKSnJYnfsGRwcRC6XU1JSwvbt2ykvL8fT0xN3d3ep6mxnZ3fJ/tmCeYh2tiAIgpmYksht27bx0UcfcezYMT788EMUCgWBgYGoVCpcXFwICQkhISEBo9FoVQkkiBb/9zGNFTUtuN7f38/27dvZs2cPHR0d7Nmzh+joaIs8N6Zr/Omnn2bu3LksWrSIgIAAaVmfqqoq5HI5/v7+Zo5UECm8IAjCEDIljqYqSnd3N1lZWSxbtoyUlBRWrFjBxo0b2bVrF7fddhsTJ04kJSXF3GGblWjx/4fp+jG1sl1cXBg/fjz29vbccsstFBYWcvr0aaqrqxkxYoS5w/1JLq6yV1RUoFQqSUhIwM7Ojri4OMLCwmhtbaWmpga9Xk9fX5+0XqhgHiKJFARBGEIajQaZTCbtZ7xp0yaSk5NJSUmhoqKC+vp6NmzYwIoVK/jnP/+J0Whk0qRJgHXMPP2+Fn9GRgZwocV/8OBBvvjiCx5++GEAq2rxm87Pjh07OH78OFqtFoPBwOjRo7n55puJj48nPj6e/v5+i1pLtLW19ZI1PgMDA3F2diYvL0+6/u3t7ZkzZw5btmzB29ubDz74gJCQEGmrS2HoiXa2IAjCEHr66adpbW2V1jM0GAw4OjoSGhrK6tWrSU1NJSEhgf7+fmbOnMn48ePNHPHQEi3+72dKCGtqanjzzTf59a9/TXR0NCEhIZw4cYKKigqioqKwtbWVxgpawg8PjUbDQw89xOTJk6WliBQKBb29vaxbt462tjYiIyPp7Oxk7dq1REREcMstt5Cfn4+bm5tFThwaLqzjkycIgnAVaG1tpb+/nzvuuAOAbdu2MXr0aCZNmoROp0Mul0styC1btkgJwHCf/2g6Pr1ej42NjdTiv+mmm3jttdeIiIhg48aNLF++nEOHDuHq6mqVLX5Tsnzo0CHGjRtHdHQ0CQkJjB07lnnz5lFSUkJTU5OZo/zp1Go1K1euxN3dnerqat5//30A5syZwx/+8AcaGxtZsmQJb775JiqViptvvhmAtrY2c4YtINrZgiAIQ0atVuPg4MCzzz5LZGQkJ06cYPbs2dIYt5iYGD766CN27tyJt7c3ycnJgGVUky6HaPH/OKYqbWhoKPv27WNgYABbW1tsbGyIi4sjODiYyspKQkNDzR3qT+bu7g6AVqtlz5495OTksGjRItLT04mNjaWhoQG5XC5NFMrKymJwcFCMiTQz0c4WBEEYIra2towZM4aKigp27NhBWFgYEyZMkBIhFxcXRowYQXR0NHPmzMHe3l6ahTuciRb/9zt8+DBr164lKipK2jPaaDSyc+dOampqGD16NHAhEX/vvfek3Y4sbdF1U7yenp7MmzcPnU7Hhg0bOH78OGFhYQQFBeHo6AhAXV0ddXV13HjjjVLyKZiHSCIFQRCGiNFoRKlU0tzcTFtbG2q1mo8++ggbGxvCw8NxdHQkKCiIwMBAaWyYJSUCP0draysHDhxg+fLlwIUWf0ZGBkFBQQwODpKXl0d0dDQjR47klVdeISUlhREjRlhckvRzOTg48NVXX5GVlYVWqyU8PBxPT0/S0tLYvXs369evp6SkhOzsbOLi4pgxY4ZFnRvTjySZTIZOp6OqqgoXFxdiY2OZNm0aVVVVrF27VtqNRyaT4eLiQnh4uEUuXzTciMXGBUEQhlhra6u0B/aBAwfYs2cPdnZ23HTTTVIL21poNBqef/55lEql1OJ/4YUXpEkkW7duZceOHbi6uqJQKFixYoW5Qx4yFyeDBQUFrF69Gp1Ox2233ca0adMAKC0tpa6ujlGjRjFixAhsbW0tZkb2xbZu3cqxY8fQaDQ0NTVx7bXXsnDhQuDCMZaWljJv3jyLSpCtgUgiBUEQhpjpJm/amaOxsZEDBw6wbds2Hn/8cZKSkswd4pDq7e1lw4YNHDhwgOTkZJ544gnpsXPnzlFWVoatrS2jRo3Czc3NIpOkn8t0jZhs3bqVjz76iMDAQBYvXkxUVJT0mCUlWCdPnsRgMJCQkIBOp+PBBx9k2bJl+Pv7c/bsWd555x2cnZ157LHH8PDwkF5nTe+9JRDtbEEQhCF08U3wr3/9q9S+HjVqlLQ3sDURLf7vZzAYkMvlNDU1UVpaip+fH5GRkdxwww1UVFSwfv16qqqqiImJwd7e3mLOy8DAABs3bqS4uJiuri7Onj2Lk5MTc+bMwdHREV9fX6ZMmUJubi4+Pj6XrANpKcdoLUQSKQiCMIRM1aJdu3Zx6tQpbr/9duDC9n6urq5mjm7omZICNzc3Zs6cydixY1EqlezZs4eDBw/i5uZmtYtJm87NCy+8IG1xKJfLkcvlpKWlkZ6ezq5duwgICLCocySXy5kwYQIGg4G8vDzOnTtHaWkpQUFB+Pj4ABcmoVVWVnL27FmrXM7JUogkUhAE4RdkmjjQ3t6OSqWSqpDvvfcet956K35+fgwODlp9i87Ozg6lUomNjQ2RkZHEx8dLM45DQ0Mtbgu/y2W6bvbv309BQQFPPPEEtra2ZGdn8+mnn6LT6YiPj2fWrFkWlUDCf44tJCSE5ORkuru7pUq06TGlUsnGjRuZNm0aAQEBVrFKgSUSYyIFQRB+IabWtV6v5/e//z0LFy4kISEBuVxOc3OzmF36/y5u8T/77LPccccdBAcHo9PpaGxsJDg42LwBmtGqVasIDw9nzpw5bNy4kfLycnx9fTl69ChPPvkkUVFRFjUW0sRoNF6y21BtbS07duygtraWzs5OfH19CQsLkybXCFcnsdi4IAjCL+ztt9/Gy8uLpKQkdDodFRUVtLW1odfr8fPzs8gk4Jewa9cuWlpapKRRqVRadQIJkJqaSm5uLo2NjZSXl/Pwww8TEBCARqOhtbUVsMxxgqZlffR6PQqFAnd3d+6//35OnjzJ7t276e3tZe7cuYCYTHM1E0mkIAjCL8TGxobOzk6Kiop48cUXAXjrrbdoa2ujubmZiRMnsnDhQotMAi6HKSlob2/H1dVVShBMu5TAd2clW6u4uDhqa2vx9vYmMzOTgIAAKioqKCgo4IEHHgAsa1b2xQwGAwqFgvb2dv7xj3+wfPlyEhMTiY+P5/Tp0zg4OFjV3uiWSCSRgiAIvyCFQkFERARZWVk4ODhQWVnJyy+/TE1NDRs3bqS1tRVPT09zhzlkLm7x/+1vf7ukxb9s2TKpxS8SyAt7ibu6ul7S0i0vL2f9+vXccMMNqNVqi6rSmZLdvr4++vr6pN1m3njjDby8vFCr1VJlMiYmBrDMKqs1sYwrTxAEwUI5OjqSmppKR0cHvb29LFmyBFtbW+rr6+nu7raqBPJiF7f4BwcHOX36NBUVFTQ2NgIXEg5rp1BcqPM8++yzVFRUABeSqrFjxzJ//nzpb0tgMBhob28HYPXq1ZSVlQHQ0tKCTCaTqqqWkhALF4hKpCAIwi/EaDTS3d1NRkYGGRkZwIWbaX19PRs2bOChhx6S/mctN0/R4v9xTNeEaZxoeHg4AOHh4YSFhV3yHEuwefNm8vPzSUhI4OTJkzzyyCMAeHl5sWTJEuk4LOV4hAtEEikIgnAFmW7s+/bt49ChQyiVSjw9PZk4cSJRUVH09fVRUFDA9OnTGT16tFWO+RIt/u/6MeNETa1eU4JtSdfN7Nmz6e7uZvPmzYSHh9Pc3IyDgwMODg5SW7upqQlfX18zRyr8FGKdSEEQhCtIJpOh1Wr561//ypw5c/Dz80Oj0ZCTk0N9fT1hYWEkJCQQHR2NjY2NxU6KuBxKpRK9Xk9lZSVyuZwbb7wRHx8fCgoKKCoqYt68eeYOcUhdPE706aefxtvbG29vb2xsbIiLiyMiIgKwrKTxYkajEYVCgaenJx0dHSiVSrZs2SKNi3RycmLTpk3U1tZKYyEFyyDWiRQEQbjCmpub2bZtG3fddZf09+nTpzl16hRnzpxhyZIlUnvS2pha/M7OztL/DAYDjY2NPPXUUzz00EOMHj3aolq1l8t0rG+++Sbd3d088cQT6HQ6zpw5Q1tbG8HBwRa7FNT3xZyfn09WVhZGo5GYmBh27NjBypUr8fX1tcjjtFainS0IgnAFmBKBnp4empubqauro7CwkPj4eLy9vfH09CQgIIAzZ85YXQIpWvw/bDiPEx0cHEShUFBUVMTp06dpamoiPT2dhIQEkpOT2bp1K/39/SxfvhxfX1+r+vEwHIhKpCAIwhW0YsUKuru7aWtrIykpibi4OBISEqQxfqabpLVVW7RaLUuWLOGOO+7AaDTS0NAgJdSzZ8/Gzc1NWhvSGhOJnp4e3nnnHVxdXXFwcCAnJ+eScaIPPvigRY0TvXh8Y3V1NU899RRTpkyhpaWF5uZmQkJCuOuuu1Cr1Zd8Fqztc2HpxJhIQRCEy2S68RUWFnL48GFeeeUVYmNjaWlpoby8nIaGBjQaDd7e3tja2gKWszTLldLe3o5Op2P+/PmEhobi5+eHs7MzNTU1fPHFF4SFhUlJkrWdGxhe40Tb2tpYs2YNjY2N+Pn5sXfvXuLj41m4cCETJkwgKiqKnJwcDhw4wPjx41EqldJrrfG9t2QiiRQEQbhMphtfaWkpTk5OxMfH4+HhQWJiIkqlkjNnznD69GkSExOxt7c3c7RDx2AwIJPJ6OnpoaGhgaNHj+Lu7o6Pjw8ODg4EBgbi7e2Nl5cXKSkp5g7XbEzjRCMiIhg/fjyJiYm4u7vT0NDAq6++yn333Se1ei0hydJoNGi1WhobGzl16hTt7e2EhIQQGhoKgIuLC0lJSRw/fpz4+HgcHR3NHLHwc4kxkYIgCFdAfn4+b7zxBo6OjsTHxxMZGYlKpSItLY3Y2FjOnDmDm5ubVbXrTC3pv//971KLf//+/bS0tEgt/pCQEEaOHAlYVytzOI8T9fT0ZN68eZSVlXHq1Cny8/P55JNPcHBwYPz48QDS0k5ardbM0QqXQ4yJFARB+Jm+PXavsrKSrKwszp07x+TJkxk3bhyenp7SziNgPYnSxS3+tWvXsnLlSsrLy8nNzeXcuXN4e3sTGRlJSkoKKpXK3OGaxXAdJ3pxrFqtlrKyMvLy8jh37pxUge7u7kaj0bB06VKr+UwMR6KdLQiC8DOZbnx79uzBxcUFf39/MjIysLOzY/fu3RQUFADg7+8vJZLWcrMULf7/bTiOE724YqrX61Eqlfj4+BAWFoZKpaKuro7s7Gw8PT255557sLW1FUmkBRNJpCAIwmXQarV88skn/Pvf/6avr4/Y2FiCg4OZPn06dXV1nDx5kmuuucbcYZpFfn4+q1atoqGhgdDQUFxdXVEoFPj7+xMXF4ePjw9BQUFWlUQM93GipvfyyJEj7Ny5k927d+Po6Iifnx+hoaFERERgZ2dHUlISgYGBFlVhFb5LtLMFQRAug9Fo5Pz58xQWFrJ9+3Z0Oh033XQT6enpAOh0OpRKpdXcLEWL/8cZjktBmWIuLy/n+eefZ+bMmXR1dZGdnU1KSgrXXXcdkZGRFnVMwg8TlUhBEISfyFRN0uv1yOVy7Ozs8Pf3JzExkcHBQT7++GO+/vproqKicHZ2RiaTWc1NU7T4v99wXwrKFOvKlSuZPn06N954I2q1mvz8fNRqNVu2bKGjo4Po6OhLfkQIlmv4/ywWBEG4wkyVts8//5wTJ06g1+tRKBR4e3szdepUQkNDUavVyGQyq6g+fptWq+XIkSP86U9/IisrC4ApU6bw0ksvERoaysGDB61yMo0pyWpvbyctLQ2AiIgIFi9ezNSpU+np6eHAgQNoNBpzhnlZGhsbUavVTJo0CYDXXnuNpUuX8vjjj+Pn54dWq8XOzs7MUQpXiqhECoIg/Ay1tbVkZ2fT0NBAU1MTKpUKd3d31Go1paWlZGRkWG3rTi6XM3r0aHx8fDh48CA7duzAycmJoKAgEhMTmTBhgjTj2NrOzXAfJ9rS0sKYMWNQqVSUlJRQX1/Prbfeik6no6SkhMWLF6NSqazyvR+ORBIpCILwM7i4uBAfH09/fz9lZWVUV1dz+vRpqqqq2L17N3fffTcKhcJqbpSixf/9Lk6YRowYQXJyMk1NTeTk5DAwMICrqyt2dnaoVCq8vb2l11na+fn6669ZsWIFISEhREZGotfr2b17NzKZjJ07d9Lf38+0adMsas1L4YeJJFIQBOEnampqorW1FQ8PD0aNGkVoaCjnz5/n7NmztLS0MH/+fEJCQhgcHLSam6Up4fnss8/QarV4e3ujUChwcHDAx8eHyspK7OzsSExMxMnJyczRDq3hPE704orpiBEjCAwMZO/evWg0GqKiohgcHOTw4cMolUqWLVsmlvQZZsTsbEEQhB/BNPO0sLCQ999/n/r6emJiYkhNTSUtLQ13d3ermYH9fWpra9m4cSN2dnZS6zosLAyA1atXk5qaSkpKilUmEVqtlpdffpmGhgYyMzNZsGABcOG62rBhA1VVVaxYscLMUf50pveyqKiIwMBAXFxcOHjwIAUFBYwbN47U1FQAaSyktX9GhhuRRAqCIPwEjz32GNdeey3jxo1jz549nDhxAi8vL9LS0ggPD8fLy8sqkySTzs5Ojhw5QlFREXZ2dri4uODo6MjmzZtZvXq11U6qGM5LQdXU1PDkk0/i4uLCzJkz8fPz48CBA5SWlnLzzTcze/Zsq/08DHeinS0IgvA/mMa01dbWolKpmDhxIk5OTkRFRREVFUVtbS379+/H1dWVkJAQq7xhihb/d1nDOFGj0YhSqaStrQ2dTkd/fz8KhQIXFxcKCwspKChg/PjxODs7mztU4RcgKpGCIAg/gsFgYOnSpXR0dHDXXXcxa9asSx4vKCggODgYZ2dnq6lEihb/j5OVlUVoaCijR4+Wxjy2trby5ptvolQqWbx4Mb6+vmaO8qcxva8ajQa1Wg3A7t27MRqNJCQk4OvrS1lZGVVVVd/5rAjDh6hECoIg/AgymYyxY8ei0+nYtGkT7e3tJCYmSgmSj4+PtPahNSSQ8J/jfPHFF5k5cyZLliyhp6eHo0ePUllZicFgwN7eHgcHB6tJrL9tuC4FJZPJMBqNvPXWW+Tm5uLj4wPAkSNHOHv2LOHh4YwYMYLw8HAAsaTPMCWSSEEQhO9hurF3dXVRWVlJcHAwKSkpxMXFsX//fj788ENsbGwYNWqUuUMdcqLF/+MM56Wg+vv7kclktLa2smXLFql1v3//fk6fPk1MTAyOjo6A9fywsjainS0IgvA/7N27l507dzJ58mTGjBkjreW3b98+Vq9ezWOPPcaYMWPMHOXQEy3+H9bU1IRWq8Xf3x9bW1uampo4fPgwNTU16HQ6MjIySE9PZ3BwELlcbu5wL0tnZyfFxcUMDAxw+PBh6urq+Mc//mHxxyX8MJFECoIg/BemG3tJSQnbt2+nvLwcT09P3N3dGT16tLTOn2nLQ2vV0tLC5s2b2bNnD5mZmdxzzz1WfT7EONELurq6cHZ2HhYJsvD9RBIpCILwAx588EEWL15MXFwcVVVVnDx5kuLiYgIDAxk3bhzJycnmDnFIXdziNyVIAN988w3r1q3j3LlzzJ8/nxtuuMHMkZqXWApKsAZiTKQgCMJFLp4AUFFRQX5+Pr/61a+wt7fH29ubiIgISktLqa+vp7OzE71eT1BQkJmjHjqmc5OTk8Onn36KTqfD1dWV4OBgpk+fjrOzM++++y4jR47E39/fzNEOLTFOVLA2IokUBEH4f62trTg4OEh/Ozg4kJeXh0qlYuTIkQDY2tri6elJY2Mjvr6+bNu2jaSkJKvYys+0xmNJSQmHDh3i7NmztLe3U15ejkajwc/Pj4iICG688UYCAwPNHe6Qk8lkGAwGfve733Hs2DE8PDyk2clOTk4kJSXh5+dHTEwMKpVKVCIFiyeSSEEQBECj0fDQQw8xefJk7O3tAVAoFPT29rJu3Tra2tqIjIyks7OTtWvXEhERwS233EJ+fj5ubm5WUY00jeN7+umnmTt3LosWLSIgIEBa1qeqqgq5XG51FciLiaWgBGsikkhBEAQuVBgnT56Mu7s71dXVbN26lYSEBCIjI4mKiuLo0aPSHscqlYr7778fgM8//5zY2NhhnUSKFv8PE0tBCdZKJJGCIAj/z1SBbGpqYv369ezcuRN3d3dSUlKYMmUKY8eOZcyYMcycOROZTEZWVhbV1dVSQjkciRb//ybGiQrWSiSRgiAI/89UUfL09GTevHnodDo2bNjA8ePHCQsLIygoSFo8ua6ujrq6Om688Ubc3d3NHPkvQ7T4/zcxTlSwZmKJH0EQrN7F6/bpdDpqamoICQlBoVBw/vx51q9fT05ODmPHjuXRRx+VKk9arRY7Oztzhv6La29vl1r8OTk53HHHHQAUFxeTlZVFRUUF4eHhqFQqfv/73wPwyCOPsGDBAiZMmGDO0IeUWApKsEbWuyKsIAjC/zMlkFu3buXYsWNoNBqampq49tprWbhwIcuWLWP69OmUlpZKewbLZLJhn0ACUpVVq9WyZ88ecnJyWLRoEenp6cTGxtLQ0IBcLpd28cnKymJwcHDYJ5AX//CoqKhAqVSSkJCAnZ0dcXFxhIWF0draSk1NDXq9nr6+vmF/TgTrI9rZgiBYrZMnT9LY2IiXlxdarZaXX36ZRYsWMWvWLOLj4/n3v/9NTk4OiYmJBAUFERUVBWBVS7OIFv93iXGignCBSCIFQbBKAwMDbNy4keLiYrq6ujh79ixOTk7MmTMHR0dHfH19mTJlCrm5ufj4+ODn5ye91hoSSNOMbJlMhk6no6qqChcXF2JjY5k2bRpVVVWsXbuWuro6xo0bh0wmw8XFhfDwcKkqORyJcaKC8B8iiRQEwSrJ5XImTJiAwWAgLy+Pc+fOUVpaSlBQED4+PsCFalJlZSVnz54lJSXFzBEPLVOivHXrVj766COOHDnCxo0b0Wq1pKWlMXbsWOLj4xkcHCQ6OlqqWA73fbPFUlCC8B/D+9MuCILwPUxj2jIzM0lNTWXv3r10dHSwb98+enp6CAoKwtPTk8LCQm6//fZLXjOcnTx5EoPBQEJCAjqdjs8++4xly5bh7+/P2bNneeeddygqKuKxxx6TtvMD62rxi3GignCBmJ0tCILVMhqNGI1GKTGsra1lx44d1NbW0tnZia+vL2FhYSxcuNDMkQ6NgYEBVq5cSV9fH6NHj0atVlNdXc19990nPUej0fD8889zww03kJqaasZozefbCfOmTZv4/PPPCQwM5L777iM4OFh6Xl1dHYcPHyYlJUXaAlEQhgvRzhYEwWqZxvzp9XpsbGyQy+Wkp6fj4eFBe3s7/f393H333SiVykt2bRmuRIv/h4lxooJwKZFECoJg1QwGA3K5nPb2dlatWsWYMWOktf18fX3x9/e/pFo5nJmSpJCQEJKTk+nu7qa5uZm2tjbpMaVSycaNG5k2bRoBAQFWkVybiHGignAp0c4WBMGqmG7sfX199PX1SePbnn32Wdzd3Vm6dCl6vd5qb/yixf9d3x4n+uCDD35nnKizszOPPfYYHh4e0uusYQytYN1EJVIQBKthMBjo6OhArVbz+uuvY29vT0BAAC0tLeTn51+yG421VNe+TbT4LyWWgvxJ+28AAAnLSURBVBKE7ycqkYIgWI1NmzaRn59PQkIC27dvZ926ddJjpu39hP9U0Nrb2/nHP/7B8uXLUavVDA4Ocvr0aWJiYqxqNjbAvn37OHToELa2ttTW1rJ06VISEhKkx9955x2MRiP33nuvGaMUhKEl6uyCIFiN2bNnExERwebNmwkKCqK5uZne3l7gP8u2NDU1mTNEszDVEvr6+mhvb5dasG+88QZeXl6o1Wr0ej1yuZyYmBjAeqpsBoMBgMzMTB599FGio6NxcnJi37595ObmUl9fj1arpbCwkPj4+EteIwjDnWhnC4JgFYxGIwqFAk9PTzo6OlAqlWzZskUaF+nk5MSmTZuora2VEiVrIFr8P8y0V7rRaMTOzo7o6GiioqKorq7m+PHj7Nmzh4KCAuLj47n22mul1wiCNRDtbEEQhr3va73m5+eTlZWF0WgkJiaGHTt2sHLlSnx9fa2mXSta/D+eacJVT08Pjo6OnDx5kt27d9Pb28vy5ctxcHAQk2kEqyKSSEEQhj3Tzb+oqIjTp0/T1NREeno68fHxKBQKtm7dSn9/v7S0jTUlAv39/Xz00Ufs2rWL8PBwfvOb3+Dg4ICDg4P0nKamJnx9fc0YpfmJcaKC8F0iiRQEYdi6OPmprq7mqaeeYsqUKbS0tNDc3ExISAh33XUXarX6kgTAWpIB03HW19fzySefYDAYqK2tJT09nUmTJuHn58emTZswGo3cdNNN5g53SImloAThfxNJpCAIw1JbWxtvvvkm4eHhzJgxg+3bt6NWq5k/fz5wYf3Df/3rXwwMDPCnP/0JtVpt5oiHlmjxfz/TOFEPDw9WrVrFuHHjGDduHC0tLaxZs4bf//732NjYWFXFWhD+G5FECoIwLLW2tpKTk0NtbS1Go5G+vj5SU1O55pprpOd0dnby6quvcv/991tdu1a0+L+fGCcqCD+OmJ0tCMKwpFariYqKws3NDY1GI82m9fT0JDAwELiwV/S6deuYOHEirq6uZo54aDQ1NeHo6IiNjQ3V1dU899xzjBgxgs7OTo4cOUJlZSVxcXHExsYSHR1tlYtnh4aGcvbsWbZt20ZISAixsbEAKJVK7O3tgf+cR0GwZqISKQjCsHRx5Uyr1VJWVkZeXh7nzp3DwcGBwMBAuru70Wg0LF261CpataLF/7+JcaKC8OOJJFIQhGHn4oTw4skP58+f59SpU+Tl5XHq1CnS0tK49957sbe3t4p2rWjx/zAxTlQQfhrRzhYEYdgx3diPHDnCzp072b17N46Ojvj5+REaGkpERAR2dnYkJSURGBhoFQkkiBb//zI4OIiNjQ1FRUUcOnSI/fv3Y2trS0JCAjNmzECr1WJjYyPtfGQt140gfB9RiRQEYVgx3djLy8t5/vnnmTlzJl1dXWRnZ5OSksJ1111HZGSkVVaQRIv/vxNLQQnCzyMqkYIgDCumm/rKlSuZPn06N954I2q1mvz8fNRqNVu2bKGjo4Po6GirWuPPaDRKCaRer0epVOLj40NYWBgqlYq6ujqys7Px9PTknnvuwdbW1iqSpLa2NtasWUNjYyN+fn7s3buX+Ph4Fi5cyIQJE4iKiiInJ4cDBw4wfvx4lEql9Nrhfm4E4X+xnm9QQRD+r727eYmqjcM4/j1pjkzhS844TaQgjfmCyLQoJhFbRDCrCktctAjalbboHxCidYsUJGjpImgbRCIiFThC4cikRgMKNWmLUszAedHptAjnsXosB32cx7mvz/osbg5nZn5zX9c5xxjz8/M4nU7a2toA6O3t5caNG9TX13Pnzh0SiQTFxcU5XuXu2hjxRyIRFhcXCQaDNDY20tbWRkNDA8+ePcPn8xnTEYUf56WpqYn3798zMDCQ6Ymuq66u5tatW9y7d4/l5WUjbzYS2Uz+f0OIiHESiQTXrl1j3759TExM4PF4aG5uJp1OU1FRwZUrV4Af8a4JNkb8Dx48oKysDJfLxd27d+nv7ycajeJ2u7l06RJ+vx/AiAESwOVycfHiRYLBIEeOHOHLly88evSIUCiUOebAgQPMzMyQSCRyuFKR/x/F2SKSV8LhMLdv36ampobjx4+ztrbG0NAQlmXx9OlTkskkZ8+e/SnezXeK+Df37ds3LMuioqKCY8eOZZ6LOTk5yfj4OHNzc7x69QqPx8O5c+eMiPhFtkpDpIjseRt/2L1eL1VVVQwPD7OyskJ9fT3pdJpQKERRURE3b940pu+30fz8PFNTU3R0dOBwOOjp6eH69eucP3+ecDiM0+kkEAjkepm7Sj1Rke0x6y+niOS1yclJqqqqCAQCpFIpIpEIlZWVtLe3097enulCmtL322iziD8ej/8W8ZtybtQTFdke7USKyJ5nWRbv3r2jp6eHFy9esLq6SllZGdFolCdPnlBYWEhtbS379+/PHG8SRfy/29gT7e3tpampiYKCAh4+fMjc3ByHDh2iurqahoYGvF4vYN51I/I3GiJFZM+zbZuioiIWFhZIpVIkk0kKCwspLS3l9evXRCIRTp8+TUlJSa6XumsU8f+ZeqIi26dPhojsWeu7SfF4HKfTSXd3N0NDQ9i2TXNzM4cPH+bEiRPMzs5y9OjRXC83JxTxb06PghLZHu1EisieZVkWtm1z//59RkdH8Xg8AIyNjfHx40d8Ph9erxefzwf8cyeuCRTx/92nT584deoUDoeD6elpPnz4QGdnJ6lUiunpaa5evYrD4TDquhHJhoZIEdnTkskklmXx+fNnHj9+jGVZrK2tMTIywtu3b2lsbOTgwYOAWYOSIv4/U09UZPv07mwRyRtLS0tMTU2xurpKKBQiFovR19dHQUFBrpe2a9Zj6ZWVlczbVX6N+KPRKLOzswSDwRyvdnf92vkcGxtjcHCQkydPcubMGQYHB3n58iXl5eV0d3fjdDqNjPlFtkpDpIjkreXlZUpKSkin00YNkrZt09fXRzqd5sKFCywuLjIyMoLb7eby5cuZnVkw85E+6z3R0tJSnj9/TiQSIRAIZF53aHJPVCQbirNFJG85HA7AnFf4rVPE/+/UExXZWbo7W0QkzxQXF9PS0kJLS8tPEX88HicWi+FyuXK9xJywbRu3201rayuxWIyZmRls26ampoZwOMzAwAB+v9/YO/lFsqU4W0TEICZG/OqJivw3NESKiEjeU09UZOdpiBQRkbyXSCQYHx9nYmKCN2/e4Pf7+fr1K6FQiLq6Orq6ujLPGRWRrVEnUkRE8p56oiI7TzuRIiJiNBN7oiI7QUOkiIiIiGRNzWERERERyZqGSBERERHJmoZIEREREcmahkgRERERyZqGSBERERHJmoZIEREREcmahkgRERERyZqGSBERERHJ2neV8q/h8vn8RQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_scout_fast_means_rolluprs,\n", " suptitle=\"compiler engines - optimizing (v8-turbofan) and single-pass (v8-liftoff) \\n vs. \\n interpreter engine (wabt) with bignum host funcs\",\n", @@ -1315,7 +2395,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1329,8 +2409,10 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 43, + "metadata": { + "scrolled": true + }, "outputs": [], "source": [ "#df_scout_rust_vs_websnark" @@ -1338,7 +2420,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1353,7 +2435,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -1364,7 +2446,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1387,7 +2469,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1396,9 +2478,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestGrouped(df_scout_rust_vs_websnark,\n", " title=\"websnark vs rust - zkrollup bn128 pairings (websnark/bn128 vs rollup.rs)\",\n", @@ -1410,9 +2512,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt.savefig('../images/websnark-vs-rust-wasm-zkrollup-bn128-pairings.png', bbox_inches='tight')" ] @@ -1440,7 +2552,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1462,9 +2574,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "\n", "fig_plt = plotOneTestGrouped(df_scout_rust_vs_websnark_fast_vs_native,\n", @@ -1535,9 +2667,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['wabt-no-bignums',\n", + " 'wabt-bignums-slowhost-slowmont',\n", + " 'wabt-bignums-slowhost-slowmont-superops',\n", + " 'wabt-bignums-fasthost-slowmont-superops',\n", + " 'wabt-bignums-fasthost-fastmont-superops',\n", + " 'wabt-bignums-fasthost-fastmont',\n", + " 'v8-turbofan',\n", + " 'v8-liftoff',\n", + " 'v8-liftoff-and-turbofan',\n", + " 'v8-interpreter',\n", + " 'v8-turbofan-with-bignums',\n", + " 'v8-liftoff-with-bignums',\n", + " 'v8-interpreter-with-bignums']" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# print out the engine names\n", "\n", @@ -1570,7 +2725,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -1588,7 +2743,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1597,9 +2752,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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GxsbM3t6eN8dJk3qkak6kojomC2vXrh0vLz/++CNXd37//XcuvLS0lFlbWzN3d3de2t7e3sze3l7lccvO86pVq7gwRXVcFmZjY8Nyc3O58KKiImZhYcHbd05ODhOLxaxVq1ZMKpVy4ZmZmczIyEjt+VteXl7M1NRULry8vJxZW1uzTp068cIrKipYw4YNWatWrXjh//zzD/Pz8+POGQAmEAjYvHnz1JoPWfn4Fc2JVDUnTdE5kLWXTZs2KU2rYcOGvHLOzc1lDRs2ZKampqy4uJgxxtjz58+ZgYEBc3R0ZHl5eVzcvLw81rhxY2ZoaMhevHjBhQcHBzNFl3FFc7pevXrFvL29mZGREW8+qqwu9+vXj1d2Fy9eZADYnDlz5NL6+++/GQA2bdo0uc+qKi0tVTj/dd68eQwAu3DhAhemSZ188eIF09fXZ82aNWNFRUW8vBkYGKhVJ2Xtr+p1rqp33X4U1T/ZfaHytZ6x13WjQYMGctdwZWT3khkzZvDCZfe8iRMncmEVFRVc3axs8+bNcuUWEBDAJBKJ3P2sMnXLW5mgoCAGgNc2ZDp27MhsbGzk5q16eHgwc3Nz3nU3NzeXDRs2jGlra/OuISEhIRrN1YaCOY2K7qfK2qmi7RnT/N6l7L6g6j7FGGNfffUVA8AuXbqk9Biro/bw3I4dO2Bqasp9M65MNspXUVGBn376Ce3atZMb4YmIiICWlhYOHDggt31oaChvGFc2KjBw4EA0aNCAC7e0tISLiwvu3bsnl4aLiwtvuBp4PeoDQOE+q7N9+3ZIJBL4+/sjOzub+5ebm4sBAwYgIyNDLh/9+vVDs2bN1Eo/MTERT58+RUhICHJzc3n7kJVd5dE+4HU5h4aG8sJk35gq5+Xnn3+GjY0NAgMDeXFnz56t3sH/f7a2tvjkk09U7o8xhh07dsDLywv169fnHYeBgQHc3d15x2FsbIybN2/ixo0bGuWlJn788UcwxvDFF1/w5qjY2toiJCQEDx48kHsMVNv1qKrJkyfz8iKr625ubrxRBKFQCFdXV4V1XZXNmzdj+fLlmDx5Mvf4tzohISEwNjbm/tbX14e7uztv34mJiSgpKcHkyZN5j4Csra0xcuRItfOXlZWlcH6OtrY2Ro4cid9//533iDQlJQUPHz7kjSIAr+cdNWrUCEFBQdi1axd27dqFIUOGYOHChVi8eLHa+alNZmZmCAkJUfr55MmTeeVsbGyMSZMm4cWLF9yjzMTERBQVFSE0NJT3JMPIyAihoaEoLCzEyZMnq81L5cdxJSUlyMnJwfPnz9GzZ0/k5+crfAw9Y8YM3nW4U6dOMDQ0VFgHZW/FPnv2rNq8CIVCbv5reXk5Xrx4gezsbPj5+QEALly4ILeNOnXyxIkTKC4uxtSpU6Gvr8+F29nZqV0nZfs4evSo2m/11ySvtdF+tm/fjqZNm6JDhw6862xZWRl69OiBc+fOQSqVqp1v2XVNJiAgAC4uLry3hQUCAfT09AAAr1694u5VsvtA5XNnbGyM4uJiHD58WOl0gjct76ysLOjo6Ch8yhccHIzMzEzefMb09HScP38egYGBvOuurq4uGjZsiICAAGzduhV79+7FuHHjsHXrVu5JQV2qyb2rJjRpx8qo/Tj73r17aNu2rdwcgsqysrJQWFiIFi1ayH1mZmYGGxsbuTkXwOtn85WZmpoCeP0cvypTU1M8ePBALlxR583GxgYmJiYK91md27dvo6CgQOXjradPn6JJkybc35X/X530AWDs2LEq06/M1tZWrvxllaDy/JT09HS4urrKPcK3srKCiYmJ2nmsel4U7S8rKws5OTk4ceKE0scylfOxevVqjB49Gq1atULjxo3h4+ODAQMGYMCAAdVOOag6F1MoFKqcqJyeng4ACuujLCwtLY3XeavtelSVpnVdk3XQTp48icmTJ6Nnz55Yu3ZtjfMEvD7PVesU8LqTXZWiMGUEAoHSG0xwcDC++eYbJCQkcB3BhIQEroMpU1xcjC5duqB9+/a8OYWffvopPv30U8yfPx9Dhw6Fi4sLCgsL5R4rm5mZvZUXyRwdHVW+eKGobjVv3hwAuLqlbp2tTmFhIaKjo7Fnzx78/fffcp8rWh9OnXogIzuHVedwKbN+/XrExsbi5s2bqKioqJW8yMpB0eN0WblWx9vbG0FBQYiPj8eOHTvQqVMn+Pn5Yfjw4Wqn8a7az+3btyGVSlU+/s7OzkaDBg2qvVaamJhwj6wra9asGQ4ePIiioiLui8iePXvwzTff4MqVK3j58iUvfuVzFxkZiTNnzsDf3x/m5ubw9vZGnz59MHz4cEgkEgBvXt6q6ltgYCBmzZqFhIQE9O7dG8Dr6wdjDEFBQVy8iooK9O7dG+Xl5Th//jyX5tChQ2Fubo6lS5di+PDh8PPzg1QqRV5eHm8/xsbGXMf6banJvasmNG3HiqjdiXyblF14lYUruwnVJsYYLC0tsXPnTqVxWrZsyfu78rdhddIHgOXLl6Nt27YK48gm+cqoukG9jTJRZ3+y//r5+SE8PLzaNAcNGoSMjAwcOXIEp0+fxsmTJ/Hdd9/B09MTJ0+eVHlzt7Gx4f3t7e39wS3Gq2ldV9ft27e5jtPevXvl5h3XJE9vg6WlpdI3p1u1aoW2bdtix44dWLRoEaRSKX744Qf07NmTd8Pbt28f7t27hyVLlsilMWzYMOzevRvnzp2Di4sLVqxYwb0EJZOcnFzt4vqqLqpVX3qT0aT9v20jRozAoUOHMGHCBHh5ecHc3Bza2to4cuQIVq1aJdeRAzS73j5//hwA1JrPt3LlSsyaNQs9e/ZEaGgobG1tIRQK8ejRI4wZM0ajvLwNW7duRVhYGI4ePYqzZ8/im2++waJFi7B69Wq5+bmKvKu8MsbQqlUrrFy5Umkc2fmorWvl/v37MXz4cLi6umLNmjVo0KABxGIxXr16hd69e/POnbOzM27duoVTp07h1KlTOH36NMaPH4+oqCicOXMGjo6OAN6svC0tLVFeXo68vDze6C/wuuPet29fHDx4EAUFBZBIJNy6iJXnYJ87dw5nz57FihUr5Nr5sGHDsHTpUpw+fRp+fn7YvXu33NOFLVu2yC0w/qHSpB0ro/adpkmTJkhNTUVpaanSJUYsLS0hkUhw8+ZNuc9evHiBzMxMpR2mNyUb2assMzMTubm5Cr8pVsfZ2Rl3796Fu7t7zSecVpM+8Pqxk+yxTm1xcHDA/fv3UVFRwRvde/bsWa0vjm1paQkTExPk5+erfRxmZmYYNWoURo0aBcYY5syZg2XLluHHH3/EsGHDlG5XddkF2SieMrLzfvPmTe4CJnPr1i1eHBl169GbfHOrbc+ePUO/fv0gEolw6NChal/oqgnZixV37tyRm3QuW0lBHS1btsTp06eRnZ2t8KWf4OBgzJw5E8nJycjMzERBQYHco+xHjx4BeP14rSpZB0/236CgILmX8Nq0aQNA9TmUjdrILrKVpaen12h5otu3b2PQoEG8sKr1sHKd7d69u8q4yuTm5uLQoUMYPXo0YmNjeZ+p8yhcHffv3wcg/0VakW3btsHBwQFHjx7lXY+OHTv2RnmQlUNqaqrSslJXy5Yt0bJlS4SFhSE3Nxdubm6YM2cOpk6dWittvTbaj7OzM7KysuDr61vtU5vqrpW5ubl48uSJ3Gjk7du3YWVlxY1Cbtu2DWKxGMnJybwvScreyheJROjbty83JevIkSPo168fVq5ciW+//ZaLV9PyltW3e/fuKRyFCw4OxsGDB7F37164uLjgr7/+wtdff82Lo8n1o1evXnJlqWh0sLbV5N5VE/fv34eOjo5GT5OqUntO5MiRI/HixQssXLhQ7jPZN1UtLS1uuYGqF4ivv/4aFRUVCAgIqHFmVblz547cyu9Lly4FALk5buoICgpCRUWFwrcYAflHzZrq1asXrKys8PXXXyu8UUml0hqvMzdgwABkZmZi165dvPCqb63VBi0tLYwcORIXL17Evn37FMaRzbeQzampTCAQoF27dgAU37Ar8/Pz4/3r0KGDyvgDBw6EQCDA8uXLeY9hMjMzsWXLFtjb23P7llG3Hsm+WFSX57etpKQEgwYNQmZmJn788cca/SSiOnr06AGRSIQNGzagpKSEC3/y5Al27NihdjqyEUDZskZVyd7eTUhIQEJCAoyNjeU6XrLHXop+ek8WJht5aNy4sVy9kd1QVZ1D2dSUqp2uXbt24fHjx2oda1UbNmzgPRrLy8tDbGwsTExM4O3tDeB1ORsYGGDdunW89l9QUIB169bB0NAQPXr0ULkf2chY1RHEzMxMhUv81ITs/MnyXV1+qk5jKC8vl7u5a6pHjx7Q09PDt99+y1sq6J9//lH5BKmy58+fy42EmpiYoFGjRiguLubV9TfN65u2n6CgIDx58kTpSGTle5I618qq5X/gwAHcuXOHd52TnbvKZcQYU9gPyM7Olgtr3749gP+1sTct7+quH/369YOFhQV3/dDS0pJb3UJ2/dixY4fc43nZEk6y64eNjY1cWVYd5X0ThoaGCq8/Nbl31cRvv/2GDh06vNFAmdojkTNmzMDPP/+MhQsX4vfff0fPnj0hFotx8+ZN3Llzh7vYLl68GImJifD398eUKVPg5OSEM2fOYPfu3fDy8pIbVagtrVq1wqhRozB+/Hg4OzsjOTkZ+/btg7e3N4YPH65xerJlfWJiYvDHH3+gf//+sLCwwD///INff/0V9+/ff6M5cgYGBkhISIC/vz9cXFwwduxYODk5ITc3F6mpqdyr+TX5Tevw8HDs3LkTISEhuHjxIpo2bYqzZ8/il19+gYWFRa2Poi1atAjnz5/HJ598gk8++QTu7u4QCoV48OABjhw5gg4dOiA+Ph4FBQWwsbHBwIED0a5dO1hZWSE9PR0bNmyAqakpBgwYUKv5cnFxQVhYGJYtWwYvLy8MHz6cWyahsLAQO3bskHsUpW49cnd3B/C6rEeOHAmxWMx9u36XoqKi8Ntvv2HIkCG4f/8+N0Ik06NHjzdatkbG3NwcUVFRiIyMRNeuXTFq1CgUFxdj48aNaNKkCS5duqRWverduzckEgmOHDmC/v37y31uZWWFPn36YN++fSgpKcFnn30mNw+4f//+cHV1xZEjR+Dl5YXBgwcDeP3o7ezZsxg2bBh381KlefPmkEgkWL9+PbdmqZWVFXx9feHi4gI/Pz/ExcWBMYa2bdvi6tWrOHDgAJycnORuPuqwsLCAm5sb93hsy5YtePjwITZv3syN8piYmGDZsmWYOnUq3NzcuMdm8fHxuH//PuLi4uQe41UlkUjQs2dPbN++HXp6eujUqRMePHiAuLg4NGrUqFZ+b/jIkSNo1apVtcv7AK+vpREREejTpw8GDx6M/Px87Ny5s8aLzcuYmpriq6++wuzZs9GlSxcEBQWhuLgYsbGxcHZ2VuvFg4SEBKxatQoBAQFwcnKCrq4uTp8+jePHj+OTTz6ptblvtdF+ZsyYgcTERISFhSEpKQm+vr4wMjLCw4cPcerUKW7EUB0WFhbYv38/Hj9+jG7dunFL/NSrV49b7xZ4fe5++OEH+Pr6IigoCC9fvsTBgwcV/uRlz549YWJiAk9PTzRo0AC5ubncGpijR48G8Obl3aFDBzRu3BhHjhxR+OhbV1cXgYGBiImJweXLl+Hn54f69evz4rRp0wZDhgzBDz/8gI4dO2LUqFHQ19fH8ePH8fPPP8Pd3V3ui+vb4u7ujpMnT2Lp0qVo2LAhBAIBPv300xrduzT1119/4c6dO28+uKTJq9xSqZQtXLiQNW/enIlEImZsbMw6duzIvv32W168tLQ0NmrUKGZpacl0dXVZo0aNWEREBG8ZBsaUv34uWzInKipKLg+KXmXH/39NPjExkbm6ujKxWMysrKzYtGnTWH5+Pi+uukv8yCQkJDAPDw8mkUiYSCRi9vb2LCAggH3//fdq5bc6169fZyNHjmS2trZMV1eXWVlZsc6dO7Mvv/yS9xNJyl7hV7bvtLQ0FhAQwAwNDZlEImEDBw5kaWlpzNzcXG6JHWVL/ChaMkJZWRUVFbEvv/yStWzZkonFYmZoaMiaNm3Kxo0bx3777TfG2OulPubMmcM6derEzMzMmPSG5u8AACAASURBVFAoZPb29iwkJITdvXtX7TLT1MaNG1nbtm2ZSCRiEomE+fn5sTNnzsjF06QeMfZ62atGjRoxHR0d3jlQtcSPoiVHoGSZB0XLQlStB7I4yv7J9qdqiRJF9V7ZkhQxMTHM2dmZCYVC5uTkxNatW8fWrl0rt1SLKpMnT2ZmZmZKf2pz3759XP7PnTunME5+fj6LiIhgLi4uTCgUMpFIxFq2bMmWLl2qcomRqg4fPszatWvHRCKR3PJXmZmZbOjQoUwikTADAwPWu3dvduvWLaVL/ChbYkV27hMTE9n8+fNZgwYNmFAoZC1btmQ7duxQuM3+/ftZ586dmb6+PtPX12edO3eWW3qKMeXnKSsri3322WfMxsaGK5uNGzcqrIeqlgFRdFya/uxheXk5W7x4MXN0dGRCoZA1bNiQhYWFsVu3bsldu2pSJ2NjY1mTJk2YUChkjo6ObNWqVez//u//1Fri58qVKywoKIg5OjoyfX19JpFIWOvWrdmKFSt4Py/6rtuPsuvFy5cv2Zo1a1jHjh25uuHk5MRGjBjBjh8/rvJYZWT196+//mIDBw5kEomEGRoasoEDB7J79+7Jxd+4cSNr1qwZE4lEzNramo0fP57l5OTIXbc2btzI/Pz8WL169Ziuri6ztrZmffr0YUlJSVwcdctblaVLlzJtbW325MkThZ9funSJu35UXeZOprS0lC1dupS1bt2aicViJhQKmbOzM4uIiFD7Jw8Ze/Mlfu7evct69OjBJBIJl+fK1L131WSJn+jo6Fr52cN/xW9nK7sJE77s7Gy5dcDI/1A9qplp06YxACwzM1Ot+Onp6UwkEilcU5G8/z7//HNWv359uUEBUjOatp83pc5as++zvLw8ZmVlxebOnVvXWflgSaVSZmNjw2bOnPnGaX10v539sVC0XphsDkx1c6oIUUTRfKXMzEwkJCSgZcuWCpcMUcTBwQGff/45Fi5ciLKystrOJnmLMjMzERsbi0WLFr1Xb6N/CGqr/XzsjIyMsGDBAqxdu7ZWpmZ8jGJjY1FSUoL//ve/b5yWgLF3sF7OWyYQCBAcHPzGPyT+b+Lj4wN7e3u0b98eFRUVOHXqFA4dOoQuXbrgzJkz73QJjQ8F1SPVjh07hrCwMAwePBh2dnbIyMjApk2bkJOTg59++kmtn4gj5GP1vrSfbt26ISMjAxkZGe9kf+Tf7b1YJ5LUvv79+yMhIQEHDhyAVCqFnZ0dZs2ahaioKOpAkhpxcnKCo6Mjd+MTi8Xo2LEjIiIian2ZKkL+baj9kH+jf8VIJCGEEEIIebdoTiQhhBBCCNEYdSIJIYQQQojGqBNJCCGEEEI0Rp1IQgghhBCiMepEEkIIIYQQjVEnkhBCCCGEaIw6kYSQj0p4eDgEAgH+/PNPuc/y8vKgp6cHf39/Luzw4cPw9vaGhYUF9PT00LBhQwwePBh37959l9kmhJD3DnUiCSEfleDgYABAQkKC3Gd79uxBSUkJF+f06dMYOHAgcnNzERERgZiYGIwfPx45OTm4f//+O803IYS8b2ixcULIR6dTp0549OgR/v77b94vOHl6euL27dt4/PgxhEIh/vOf/2DVqlV4+vQprKys6jDHhBDy/qGRSELIRyc4OBiZmZlITEzkwtLT03H+/HkEBgZCKBQCAIyNjQEAP/zwA8rLy+skr4QQ8r6iTiQh5KMj6yhWfqSdkJAAxhiCgoK4sGnTpqFdu3aYMmUKzMzM0LdvX6xduxZZWVl1kW1CCHmv0ONsQshHKSAgAMePH8fTp08hkUjg5OQEoVCIW7du8eK9evUKZ8+eRWJiIs6cOYNffvkFRkZGOHLkCDp37lxHuSeEkLpHI5GEkI9ScHAwpFIp9u7di/Pnz+Ovv/7iXqipTFtbG926dcOiRYtw9uxZXLlyBYWFhVi4cGEd5JoQQt4fOnWdAUIIqQv9+vWDhYUFEhIS4OLiAi0tLYwaNYoXJzs7GxYWFrywpk2bQk9PD8+fP+fC8vLykJmZCQsLC7n4hBDyb0WdSELIR0lXVxeBgYGIiYnB5cuX4efnh/r16/PijB8/Hv/88w969uwJe3t7SKVS7N69GwUFBby5kwcOHEBISAiioqIQHR39jo+EEELqBnUiCSEfreDgYKxbtw6FhYW8TqHM6NGjER8fj61btyIrKwtGRkZo3rw59u3bhyFDhtRBjgkh5P1BL9YQQgghhBCN0Ys1hBBCCCFEY9SJJIQQQgghGqNOJCGEEEII0Rh1IgkhhBBCiMaoE0kIIYQQQjRGnUhCCCGEEKIx6kR+wKKjoyEQCJCRkVHXWSHvqfj4eAgEAqSkpNR1VlBSUgIHBwfMnTv3ne87JSUFAoEA8fHxb5xWQEAAfHx83jxTasjIyIBAIFB7AXNN4ysjEAgwZswYteK+T3XsXdOknN4XV69eRffu3WFqalordYV83KgT+RHLzc1FdHT0v/biHx8fj9WrV9d1Nsj/t3LlSuTm5mL27Nl1nZVqqao70dHROH36NH766ad3nKvX/u3tlqgnIyMD0dHRuHr1qtrblJeXY8iQIbh37x6++uorbNu2DYMHD36LuST/eox8sF6+fMmkUimrqKio0fbp6ekMAIuKiqrdjL0nvL29mb29fV1no06Vl5czqVTKXr16Vaf5KC4uZiYmJuzzzz+vk/0nJyczAGzLli1qxa+u7vj4+LCOHTvWTuZUqKioYFKplL18+ZILU9Vua6tNA2DBwcFqxX1f6lhd0KScapumdZoxxu7cucMAsG+++ebtZYx8VGgk8gOmo6MDsVgMgUBQ11lRqKCg4L1MqzZIpVKUl5fXdTaqpa2tDbFYDC2tum3qO3fuRG5ursKfFvwQjR49GpcuXcIff/zxVvcjEAggFouho/P+/kLt+1LHSPWePHkCADAzM6vjnJB/C2r1HzBFcyJlYXfu3EFkZCTs7OwgEonQpk0bHDlyhIuXkpKCRo0aAQAWLFgAgUAAgUAABwcH3j52794NDw8PSCQS6Ovrw83NDfv27ZPLi2xu0KlTp+Dh4QFDQ0MMGDCAl6ebN28iNDQU1tbW0NPTg5ubG06dOqVRWgBw6dIlBAQEwMLCAiKRCC4uLli0aBGvU+fg4IDTp0/jwYMH3LFVnbd17949jB49GjY2NhAKhXBwcEBYWBiKiop4+RkzZgwEAgGysrIwduxY1KtXDwYGBvjnn39Unp/S0lIsXrwYLVq0gFgshomJCQYMGIArV67w4lWer7dlyxa0aNECIpEI9vb2WLZsmcK0N2zYABcXF4hEIjg7OyMmJkbh3DRVYUlJSVixYgUcHR0hEonQpEkTbN26VeH+Tp48iZ49e8LExARisRitW7dGbGysyuOvbO/evbC2tka7du144Y0aNYK3tzcvbMmSJRAIBBg0aBAvPDw8HAKBAE+fPgXw+ovFvHnz4ObmxtUFJycnzJkzB8XFxUrzsm7dOjRp0gRisRhNmjTBunXreJ+rU3f69OkDANizZ0+1x+7j4yPXrnbt2gWBQIA2bdrwwjds2ACBQIALFy4AkJ/jqG67BYBDhw6hU6dOEIvFsLGxQVhYmMZffE6ePAl3d3fo6+vD2toaM2bMQGFhIS+OsjmRGRkZGDJkCIyMjGBkZIRBgwYhPT0dDg4O6NatGy+urM3/+uuv8Pb2hoGBAczNzTFu3Di5/XXr1k3h8SqaD1q5ba1fvx4uLi4Qi8Vo1aoVDh06BAC4fv06evfuDSMjI5ibmyM0NBQvX77UqJzUyTcA/PnnnwgICIC5uTnEYjGaN2+OZcuW4dWrV7x4f//9N8aOHQt7e3uIRCJYWVmhS5cuXPuMj4/n5uWGhIRw9aBquVYtN1lbq7xNRkaGynmtispbdg5TU1PRr18/SCQSGBsbY+jQoVxHtbL8/HzMnTsXzZo1g1gshrm5OTw8PPD999+rfczk/fT+fr0lbyQ4OBi6urqYPXs2ysrKsHr1avj7++Pu3btwcHBAs2bNsGrVKsycORMBAQHcvBhDQ0MujXnz5mHRokXo3bs3vvrqK2hpaeHAgQMYNmwYYmJiMHXqVN4+L126hB9++AHjx49HcHCwXJ6CgoKgra2N8PBwFBQUIC4uDr1798bRo0fh5+enVlqHDx/G4MGD4eTkhFmzZsHMzAy//vor5s+fj6tXr2Lv3r0AgNWrVyMiIgLZ2dlYtWoVt32zZs0AAJcvX4avry9MTEwwceJE1K9fH9euXcPatWtx/vx5nD59Grq6urw89ejRA9bW1vjvf/+LoqIiXllV9fLlS/Tu3Ru//PILRo8ejWnTpiEvLw+bNm1C165dcebMGXTs2JG3TWxsLJ4+fYrPPvsMJiYm2L59O8LDw2FnZ4cRI0Zw8ZYuXYo5c+agffv2WLJkCYqLi7F8+XJYWloqzY8ikZGRkEqlmDhxIkQiETZs2IAxY8bAyckJXbt25eJt3LgRkyZNgru7O+bOnQsDAwMkJiZi8uTJ+Ouvv7B8+XKV+3n16hXOnz8PX19fuc98fX2xfft2SKVS6OnpAQBOnToFLS0tnD59Gq9evYK2tjYAICkpCc2bN0e9evUAAI8ePcLmzZsxZMgQjBgxAjo6Ojh9+jSWLVuGK1eu4Pjx43L7W7duHZ48eYKJEydCIpFg165dCA0NxfPnzxEVFQWg+roDANbW1nBwcFBrXqKvry/mz5+Pv/76C46OjrxjvH79OrKzs2FhYcEdo5GRkVzdqJyH6totABw5cgTr16/HpEmTMHbsWPz4449YsWIFTE1NERkZWW2eAeCPP/7Avn37MH78eAQFBSE5ORlr167FjRs3kJiYqHLkMScnB56ennj69CkmTZqEZs2a4ezZs/Dx8ZH7kiZz9epV9O/fHyEhIRgxYgRSUlLw3XffQUtLCxs3blQrz8p8++23ePHiBcaNGwexWIy1a9ciICAAe/fuxfjx4xEYGAh/f3+cOHEC69atg5WVFebNm6dW2urm+9KlS/D29oauri6mTp0Ka2tr/PzzzwgPD8e1a9ewY8cOAK/nLfbo0QOPHj3ClClT0KRJE+Tl5eHPP//E2bNnERwcDC8vL0RGRmLx4sWYMGECPD09AYBrG4rMnTsXXbt2ldtG0+uGzKNHj9CtWzcEBARg+fLluHbtGuLi4pCfn48TJ05w8XJzc+Hh4YGbN29i6NChmDx5Ml69eoUrV67g0KFD+PTTT9U6ZvKequvn6aTmoqKiGACWnp4uF9avXz/eXMmLFy8yAGzOnDlcmKr5U5cvX2YAWEREhNxngwYNYhKJhOXn53NhABgAlpiYqDSfrq6urLS0lAv/+++/mYGBAWvatCkvvrK0pFIpq1evHvP09OTNEWOMsZUrVzIALDk5mQtTNa+tdevWzMXFhXcMjDG2f/9+uXlGwcHBDAAbOXKkwrQUkeXn2LFjvPC8vDzWoEED5u3tzYXJ5jbZ2Niw3NxcLryoqIhZWFgwd3d3LiwnJ4eJxWLWqlUrJpVKufDMzExmZGQkVwZbtmxRGta2bVve+fjnn3+YUChkn376KRf2+PFjJhKJWGBgoNwxhoaGMi0tLfbXX3+pLIu0tDQGgM2cOVPus+3btzMA7MSJE4wxxkpKSpienh4bNWoUA8AuXLjAGGMsNzeXaWtrs2nTpnHblpaWsrKyMrk0582bx9uWsf+VsaGhIfv77795aXTq1Inp6OjwwtWZT9u9e3dmaGioMg5jjJ07d44BYBs3buTCGjVqxB3j7t27GWOv5z9aWFiw/v37c/EUtVF15kTq6+vzrgsVFRWsRYsWzNrautr8Mva/NnjgwAFeeGhoKAPAdu3axYUpqmNhYWEMANu+fTtve1l45fov259AIGC//fYbL7xv375MR0eHFRQUcGHKzo2icpGdd1tbW17bunbtGrfPH374gZdO+/btNSondfPdpUsXpq2tza5du8aFVVRUsGHDhjEA7OTJk7y8LV26VOW+azInUtk2is6hjKLytre359VdmSlTpjAALDU1lQubPHkyA8Di4uLk0pbNo1X3mMn7hx5n/0vNmDGDN1eyU6dOMDQ0xL1799TafseOHRAIBAgODkZ2djbv38CBA1FQUIBff/2Vt02bNm3kRhQrmzlzJoRCIfe3nZ0dRo4cidTUVNy+fbvatBITE/H06VOEhIQgNzeXl6e+ffsCAO8bsDLXr1/Hn3/+iREjRqC0tJSXjoeHBwwMDBSmo8lbxdu3b0fTpk3RoUMHXvplZWXo0aMHzp07B6lUytsmJCQExsbG3N/6+vpwd3fnnbPExESUlJRg8uTJEIvFXLi1tTVGjhypdv4AYMqUKbzzUb9+fTRp0oS3v3379qG0tBSfffaZXD0YMGAAKioqcPLkSZX7ycrKAqB4HpZsdDIpKQnA68eCUqkUX3zxBYyNjbnpDrJRycqjmUKhkBstLi8vx4sXL5Cdnc3VG9kj4cpGjhwJOzs7XhozZ85EeXk5fv75Z5XHUZW5uTkKCwvlzmNVrq6uMDQ05I7xwYMHSE9PR2BgIFq2bMkdo2xUUtGIrab8/f15jyAFAgF8fHzw5MkThY9ZFXFxcYG/vz8vbM6cOQCAAwcOqNz2559/ho2NDQIDA3nhqtpQ586d4ebmxgvz9fVFeXn5Gy9jNmbMGF7bat26NYyMjGBrayv3drKHh4dG5aROvp89e4ZffvkFAwcOROvWrbl4AoGAW/JKVqayfCYnJ+PZs2eaHeg7ZGtri08++YQXJqu7smtIRUUFvv/+ezRr1gwTJkyQS0M2mv2hHDORR4+z/6UaN24sF2Zubo6cnBy1tr99+zYYY2jatKnSOLK5aTJNmjRRmWblx4EyzZs3BwCkpaXxPleUlqyjOXbsWLXzpIgsnaioKO4RpjrpVHd8VfchlUpVPirKzs5GgwYNuL/VOWfp6ekAXt/gq1IUpoqy/T148ID7W1ZWqr4cVFfmsi8zjDG5z2xsbNC0aVOug5WUlARra2u0atUK3t7eSEpKQkREBJKSkqClpSU352v9+vWIjY3FzZs3UVFRwfvsxYsXcvurrg5qQnY81b3YpqurCw8PDyQnJwN4/ShbR0cHXl5e8PX15eYqy8qgNjqRys4t8PpRs6qpGDKKysrGxgYmJibVllV6ejpcXV3lHnlbWVnBxMSkRnl+E4rSNjU15bW/yuGyfapTTurkW9ZuW7RoIRe3WbNm0NLS4srU3t4ec+fOxZIlS2BjY4O2bduie/fuGDZsGDp16lRtft4VdY47OzsbL168QO/evVWm9aEcM5FHnch/Kdk8sqoU3ciVxRMIBDh69KjStKpeEPX19TXLpAqK0pLlffny5Wjbtq3C7WxtbatNW5bOrFmzlF7cZDeS6vKkah+tWrXCypUrlcap2sFUVs5vizp1RPb/CQkJsLGxURhf0c2kMtlxPn/+XOHnvr6+iIuLQ15eHpKSkrgXBnx9fREREYHS0lIkJSWhbdu2vPOycuVKzJo1Cz179kRoaChsbW0hFArx6NEjjBkzRq5TWdueP38OQ0ND3oiwMr6+vjh27Bhu3ryJpKQk7smAr68v1q5di4cPHyIpKQkWFha8kaqaUlWX1L0GvGvq5llZp13VS0PK0q6NcnobZb1w4UKMHTsWhw8fxtmzZ7F582YsX74cX3zxBZYuXVqjNFVR9UVIWbnW9nG/62MmtYM6kR8xVRcOZ2dnHDt2DA0bNlQ4IlETt2/flnsb9datWwCq74jI8gQABgYGKkfGZJQdnywdbW1ttdKpCWdnZ2RlZcHX17dWlz6RPaK8c+eO3IjVnTt3am0/MrKysrCwqHFZNWjQAEZGRkqnUvj6+mL9+vU4fPgwLl68iJCQEABA9+7dIZVK8dNPP+HGjRuYNWsWb7tt27bBwcEBR48e5ZXxsWPHlOal6rQJQHEdVGfZrPv376Nly5bVxgP+N7p46tQpJCUl4bPPPgPw+s1XbW1tnDhxAmfOnEGPHj2q3fe7WtJLUVllZmYiNze32vbq4OCA+/fvo6Kigndunj17htzc3DfKl5mZGS5fviwXrulI8rske6P+5s2bcp+lpqaioqJCrkwbN26M6dOnY/r06SgpKUGvXr2wbNkyzJo1C1ZWVrVaD2RTTRR90UtPT5d7yVBdFhYWMDU1xbVr19SKX90xk/cPzYn8iMke1Si6cIwePRrA6zd4qy4/Aaj32LiqVatWoaysjPv7n3/+wc6dO+Hi4qJWR7VXr16wsrLC119/rTDPUqmUt56koaEhXrx4IfetuF27dmjZsiViY2MV3njKy8uVjpqpKygoCE+ePFE6ElmT8gNevyEue5O6pKSEC3/y5An3dmdt+uSTTyASiRAVFaVw7l9eXh5KS0tVpqGtrQ1PT0+FcxSB10vgCAQCLFy4EC9fvuQ6XC1btoSVlRWio6PBGJPrNGtra0MgEPDOb3l5Ob7++muledmxYwdvaaaysjKsWrUK2tra6N+/PxeurO7IPHnyBA8ePJBbnkiZdu3awdTUFLGxscjMzOSOxdjYGO3bt8eqVauQl5en1qNsVe22Nt25cwcHDx7khclGhKrOlaxqwIAByMzMxK5du3jhK1aseON8NWnSBAUFBbh48SIXVlFRwXuT/n0jW67m559/xo0bN7hwxhiWLFkC4PXPaQKv21TVJYbEYjF3jZRN06jNeiCbqlN1fvOuXbvw+PHjGqerpaWFwMBA3Lp1C999953c57L2pe4xk/cPjUR+xMzNzeHk5ITvv/8ejo6O3PqHAwYMQKdOnRAdHY3o6Gi0bdsWw4YNg62tLTIzM3H58mUcOXKE1yFUR3l5OTw9PREYGIiCggLExsZCKpVi7dq1am1vYGCAhIQE+Pv7w8XFBWPHjoWTkxNyc3ORmpqK/fv348CBA9y8OXd3dxw6dAjTpk1Dly5doK2tDV9fX1hZWWHbtm3w9fVF69atMXbsWLRo0QLFxcW4f/8+9u/fjyVLlrzRb+LOmDEDiYmJCAsLQ1JSEnx9fWFkZISHDx/i1KlTEIvF3Bw5TZibmyMqKgqRkZHo2rUrRo0aheLiYmzcuBFNmjTBpUuXanWEws7ODhs2bMC4cePQrFkzjB49Gvb29sjKysL169dx8OBB3Lp1S+G6fZUNGzaMG2l0dXXlfWZmZoY2bdrg6tWrcHBw4EZtgNcdzN27d0NXV5dbkkRm6NChiIiIQJ8+fTB48GDk5+dj586dKkdNmjRpAjc3N0yaNAkSiQQ7d+7E77//jv/+97+8+XGq6g4Abh7jsGHD1CpHLS0teHt74+DBgxCLxejSpQv3ma+vL9c5U6cTqard1qZWrVph1KhRGD9+PJydnZGcnIx9+/bB29sbw4cPV7lteHg4du7ciZCQEFy8eBFNmzbF2bNn8csvv8DCwuKN6uiECRPwzTffICAgADNmzIBQKMS+ffve+8X/16xZA29vb3h6enJL/Bw6dAjHjx/HiBEj0L17dwCvXy6ZMGEChgwZAhcXFxgaGuLy5cvYvHkz3NzcuLnPzZs3h0Qiwfr166Gvrw8TExNYWVnVaE6ti4sL/Pz8EBcXB8YY2rZti6tXr+LAgQNwcnLSeN3MyhYuXIikpCSMGzcOJ06cgIeHBxhjuHLlCsrLy7Ft2za1j5m8h97hm+Cklqla4qdymIy9vb3c0hoXLlxgXbp0Yfr6+gyA3FIOhw4dYj179mSmpqZMKBQyOzs71rt3b7ZhwwZePKj4+S9Znm7cuMGmTZvG6tWrx0QiEevUqRO3tIu6aTHG2PXr19nIkSOZra0t09XVZVZWVqxz587syy+/ZDk5OVy8oqIiNnbsWGZlZcW0tLTklrDIyMhgEydOZPb29kxXV5eZmZmx9u3bszlz5rCHDx9y8WRL/Gjq5cuXbM2aNaxjx45MX1+f6evrMycnJzZixAh2/PhxLp6qpTqU7TsmJoY5OzszoVDInJyc2Lp169jatWvllrZRtcSPust5MPZ6mRp/f39maWnJdHV1mY2NDevWrRtbsWIFb6khZaRSKTMzM+Mt0VPZf/7zHwaAjR07lhe+ceNGBoB16dJFbpvy8nK2ePFi5ujoyIRCIWvYsCELCwtjt27dUrrUy5YtW9iaNWuYk5MTV3arV6+WS7u6utOtWzeNf/ZQdn58fX154SdOnGAAWP369eW2Ubacj7J2q2r5H1XXhqpkbTAxMZG5uroysVjMrKys2LRp0+SWxVJWn9LS0lhAQAAzNDRkEomEDRw4kKWlpTFzc3PWp08fhfurSlnahw8fZm3atGFCoZDZ2NiwL774gqWmpqo871Upuh4yVrNyUjffV69eZYMGDeKup02bNmVLly5l5eXlXJy0tDQ2ceJE1rRpUyaRSJi+vj5r2rQp++9//8tbpkhWDu3atWMikUjh0klVqSqPzMxMNnToUCaRSJiBgQHr3bs3u3XrltIlfhTtS1n6L168YGFhYczR0ZG71np4eHBLBGlyzOT9ImDsPZ1lTf41oqOjsWDBAu7XKsjbMX36dMTExCAzMxPW1tZ1nR05X3/9NZYsWYL09PQP+mfXrl69ivbt2+PgwYMYOHBgXWfng5KTkwMLCwtMnDhRo188IoS8n2hOJCEfmMpzIWUyMzORkJCAli1bvpcdSAD4/PPPYWpqWivz4upSdHQ0vL29qQNZDUVzaGXzVXv06PGus0MIeQtoTiQhH5iUlBSEhYVh8ODBsLOzQ0ZGBjZt2oTCwkKVL5XUNbFY/MaLRr8Pqr5sQhTr27cv7O3t0b59e1RUVODUqVM4dOgQunTpUu2LOYSQDwN1Ign5wDg5OcHR0RGbNm1CTk4OxGIxOnbsiIiIiLe2ZBEhmurfvz8SEhJw4MABSKVS2NnZYdasWYiKinrna6ISQt4OmhNJCCGEEEI0RnMiCSGEEEKIxqgTSQghhBBCNEadSEIIIYQQojHqRBJCCCGEEI1RJ5IQQgghhGiMOpGEEEIIIURj1Ikka5TsqgAAIABJREFUhBBCCCEao04kIYQQQgjRGHUiCSGEEEKIxqgTSQghhBBCNEadSEIIIYQQojHqRBJCCCGEEI1RJ5IQQgghhGiMOpGEEEIIIURj1IkkhBBCCCEao04kIYQQQgjRGHUiCSGEEEKIxqgTSQghhBBCNEadSEIIIYQQojHqRBJCCCGEEI1RJ5IQQgghhGiMOpGEEEIIIURj1IkkhBBCCCEao04kIYQQQgjRGHUiCSGEEEKIxqgTSQghhBBCNEadSEIIIYQQojHqRBJCCCGEEI1RJ5IQQgghhGiMOpGEEEIIIURj1IkkhBBCCCEao04kIYQQQgjRGHUiCSGEEEKIxqgTSQghhBBCNEadSEIIIYQQojHqRJIaiY+Ph0AgwMmTJ+s6K+QtSUlJgUAgQEpKyluJT16Ljo6GQCDA/fv36zorNfZvOIaPjeycEfImqBNJ3juLFy+Gv78/6tevD4FAgFGjRimMl5qaisjISHTs2BEmJiYwNzdH165dsW/fPoXxc3JyMGvWLDRp0gR6enpo2LAhRowYgdu3b6uVr+fPnyM6Opo6SYQQlVauXIn4+Pi6zgbS0tIQHR2Nq1ev1nVWyL8UdSLJe2fu3Ln49ddf0b59e5XxNm/ejJiYGDRv3hyLFy/mvlkPGzYMkZGRvLhlZWXw9vZGbGwsBgwYgHXr1iEoKAjHjh2Dm5sbMjIyqs3X8+fPsWDBgo+mE+nl5QWpVAovL6+3Ep+Qf6v3qRO5YMEChZ3IefPmQSqV1kGuyL+JTl1ngJCq0tLS0KhRIwBQ+bhl+PDhmD9/PoyMjLiwqVOnwtfXF8uWLcPMmTNhaWkJADh58iRu3ryJtWvXYvr06Vx8V1dXDBo0CPv27cPs2bPf0hF9mLS0tCAWi6uNV1RUBAMDA7Xjk38P2bn/EDHGUFJSAj09vbrOSp3Q0dGBjg51AciboZFI8kZevnyJOXPmwNbWFnp6evDy8sIff/zBiyObKycbOXR0dIRIJELbtm2RnJwsl6asA1mdTp068TqQwOuOz5AhQ/Dq1SvcuXOHC8/PzwcA2NjY8OLL/tbX11e5r5SUFDg7OwMAFixYAIFAAIFAgDFjxiA1NRUCgQBxcXFc/LKyMhgYGEAgEODp06dc+KFDh+Tmkubm5iI0NBR2dnYQiURwdHTE/PnzUVpaqlY5AOAe+x8+fBjt2rWDWCxG48aNsWbNGrm48fHx6NWrF2xtbSEUCtGwYUNMnz6dK6PKx1x1jqNstPePP/7ApEmTYGVlBUNDw2rj//nnnwgNDYWVlRX09fXRp08fPHjwQC5vFy9ehIeHB/T09GBra4vw8HCcOHFCLt1nz55h4sSJsLe3h0gkgqWlJby9vZGUlKR2mVWnsLAQurq6iIiI4IU7OTlBIBDgwoULXNiNGze4Ol7Z5s2b0b59e+jr68PY2BgDBgzAjRs3FO6voKAAEyZMgIWFBQwMDNC/f3+kpaXx4hQVFSE8PByOjo4Qi8UwMzODm5sb9uzZw8WRzVc+fvw4oqOjYWdnB7FYjK5du+LatWu89B48eIDp06ejRYsWMDQ0hKGhITw9PXH06FG5/HXr1g12dna4c+cO+vbtCyMjI/Tr109p+RUVFaFXr14wMjJSOXrfrl07tGzZUuFnwcHB0NPT4+pmWloaRowYgfr160MkEqFevXro06eP3HFVlZGRAYFAgHnz5iE+Ph4tWrSASCTC7t27AbxuP9HR0XLbjRkzBg4ODrywlJQU+Pj4wNzcHHp6erC3t8fIkSNRUFDApfXo0SOcPn2au05UTUMRBwcHeHh44Nq1a+jWrRv09fVhbW2NefPmoaKighdXnTYcHx+PHj16AABCQkK4vMiOs+qcyICAAJiZmaGsrEwub1FRURAIBLh79y4XlpWVhalTp6JBgwYQCoWwt7dHeHg4SkpKqj1W8u9BX0PIG4mIiABjDLNnz0Z+fj5iYmLg4+ODS5cucZ0umdjYWBQWFmLChAkQCoVYvXo1Bg0ahAcPHsDU1LTW8vT48WMA4EYhAaBr164QiUSYN28eTEz+H3v3Ht9z/f9//L7zeeyAOSyHMROiDDWymVFIOeQQCakcko8UEZ9KrJRDn09OH0m+H1IpOvARmjBEQiiVU5JlDs3Gxjbb3u/X7w/t/ettk/crO7Hb9XJxuXi/3s/X8/14vV+v93v3PZ+v12sV1aBBAx07dkyjR49WWFiY+vbt+5d9NmjQQNOnT9ezzz6rbt26qXv37pKksLAwRUREqEqVKtq0aZOGDBkiSdq5c6cyMzPl7OysTZs2qXfv3pKkxMREubm5KSoqSpJ06dIltWvXTnv27NHgwYN1++23a/PmzZo8ebL27NmjVatWObzde/fu1apVqzR06FANGjRIH330kUaNGqXs7Gw999xztnazZ89WeHi4nn76aVWoUEHffvut3nrrLX333XdKTEx06LUeeeQRhYSE6IUXXlBqauo12z/66KMKDAzUCy+8oFOnTmnmzJl6+OGHtWXLFlubH3/8UbGxsfLy8tL48ePl5+enJUuWKCEhoUB/PXv21J49e/Tkk0+qbt26Sk1N1Y4dO/Ttt98qNjbWoW24Fl9fX91xxx12AejEiRP6+eefbfu1ZcuWkmR732JiYmxtR40apTfffFN9+vTRY489pvPnz2vOnDmKiorSzp07Vb9+fbvXGzRokPz9/fXCCy/oxIkTmjVrltq0aaPvvvtOgYGBkqThw4fr/fff17Bhw9S4cWOlp6dr37592r59u3r16mXX34QJE+Ts7KxnnnlG2dnZmj59urp27arDhw/bRqB27typ9evXq1u3bqpVq5bOnTund999V507d1ZCQoLatWtn12dmZqbi4uLUoUMHTZ8+Xc7OhY9DpKWlqXPnzjp06JA2bNigyMjIq77Pffv21dixY7Vv3z41adLEtjw7O1uffPKJ7rvvPvn7+ys3N1cdOnTQhQsXNGzYMIWGhur06dPavHmzfvrpJ7t1r+azzz5TSkqKhg8frkqVKhXYB9fy008/qWPHjoqIiNDEiRPl5+en48ePa9WqVUpPT7cdsyNHjlSVKlU0YcIESbL9onUtJ0+e1L333qs+ffqoT58+WrNmjeLj41W7dm0NHjzY1s6Rz3CbNm00btw4TZ06VU888YTuvvtuSdJtt91W6Gv37dtXn376qdasWaMHHnjA7rn3339fkZGRCg8Pl3T5/PI777xT6enpeuKJJ1SzZk3t3r1bM2bM0L59+7RmzRou2ikvDOBvWLRokSHJqFOnjpGRkWFbvnfvXsPZ2dno1auXbdnGjRsNSUaNGjXs2u7Zs8eQZMyZM+eqryPJ6Nevn8N1nT592ggKCjKaNWtW4LmPP/7YqFq1qiHJ9u/OO+80Tp065VDfhw8fNiQZL774YoHnevbsaVStWtX2OD4+3ggNDTVatWplDBs2zLa8efPmRlRUlO3xnDlzDEnG9OnT7fobNWqUIclYtWqVQ7Xlb8/nn39uW5aTk2O0bNnS8PLyMs6ePWtbfvHixQLr/9///Z8hydi2bZttWf5+27hxo23Ziy++aEgy7rnnHsNqtdr18Vftu3btatf2jTfeMCQZP/zwg21Z9+7dDRcXF7tlFy9eNMLDw+36PXfunCHJeP311x16b67HmDFjDFdXV+PChQuGYRjG0qVLDXd3d6N79+5Gx44dbe169uxpVKtWzfb466+/NiQZ//73v+36++233wx/f3+jd+/etmX571FUVJSRm5trW75y5UpDkjF27FjbsooVKxrDhw//y5rzP5uRkZF2/X3yySeGJGP16tW2ZYUdC1lZWUZERITRoUMHu+XR0dGGJCM+Pr7AOvnbcPjwYePkyZNG48aNjWrVqtnty6tJSkoynJyc7LbTMAzjo48+MiQZn3zyiWEYl79bJBkffvjhNfu80i+//GJIMtzd3Y2jR48WeP5qn+sBAwYYNWvWtD3+17/+ZUgyzpw585evV716dSM6OtpUjTVr1rTb3nxNmjQxmjdvbrfM0c9wQkKCIclYtGhRgfb5+yxfVlaW4e/vb/fdbRiGsXPnTkOS8cYbb9iWDRs2zKhYsaJx7Ngxu7azZs0yJBlr1qy59gbjpsB0Nq7LY489ZvdbdpMmTdSuXTt9/vnnBaZg+vfvb9e2adOm8vf3188//1wkteTm5qpXr17KyMiwm1rOV7lyZUVGRmry5Mn67LPPNHPmTP3yyy+65557lJKScl2vHR0drZMnT9qmexITExUdHa2YmBjbSFZGRoa+/fZbRUdH29ZbuXKlfHx89OSTT9r1N3bsWNvzjqpfv746duxoe+zm5qaRI0cqKyvLbvo8f+rearXq/PnzSklJsV0Ms3PnTodea+jQoaZGGoYNG2b3OP89yN/3FotFa9euVfv27XXrrbfa1frEE0/Yrevl5SV3d3dt2rTpuvfbtURHRysvL09fffWVpMv7tUWLFurYsaO2bt0qi8UiSdq8ebPdfv3ggw/k7u6uHj16KCUlxfbPw8NDd955p7788ssCrzVixAi7c9S6dOmievXq2Y1GV6xYUTt27NDx48evWfvjjz9u19+V77lkfxpHdna2zp49qwsXLigmJuaqx8Lw4cOv+prHjh1T69atlZmZqa+++spuX15NjRo11KZNG33wwQcyDMO2/L333lNAQIA6deokSapQoYIkae3atbpw4cI1+y1Mx44dHT5dpjAVK1aUJH388ce2fV+Uqlatqq5du9oti46OLvAdWRSf4St5enqqW7duWrVqld37+95778nFxUV9+vSRdPlc0mXLlqlDhw7y8fGxO747dOggSYUe37g5ESJxXQqbDqpfv74uXLig33//3W55zZo1C7QNCAhwaDr0WqxWqx5++GFt3rxZixYtUrNmzeye37Vrl9q2basnn3xSEydO1P3336+nn35aCQkJ2r9/v6ZMmSLpcpg5deqU3T9HrmDM/wG9adMm5eXladu2bYqJiVF0dLR++uknnTlzRl999ZUsFotd2Dh27Jhq165d4IKUqlWrqmLFivrll19sy66s68ofpPlTTX+Wv3/+3M8333yj9u3by8fHRxUrVlSlSpVUp04dSZfPz3REWFiYQ+3yXbnv809fyN/3v//+uzIzMwucAiGpwDJ3d3fNmDFDX3zxhUJCQtSyZUu98MILOnDgwDXrSE1NtXsPr3XstW7dWi4uLrZfBBITE237NSMjQ7t379aBAwd0+vRpu/168OBB5eTkqEaNGqpUqZLdvy+++EIpKSkFfsm62mfpz/tuxowZ+umnn1SrVi01adJEY8aM0a5duwqt/VrvuXT53N0XXnhBtWrVkpeXl4KDg1WpUiX95z//KfRYCAwMtAWpwnTv3l2pqanasmWLQ+cB5uvXr5+OHz+urVu3SpLOnz+vzz//XD169JC7u7uky+cMjh07Vu+8846CgoIUHR2tqVOnKikpyeHXMXvcXql3796Kjo7W0KFDFRwcrK5du+rtt992ONT+/vvvdsff+fPn7Z539DuyKD7DhenXr5+ysrL0ySefSLr8vbps2TK1bdtWISEhtm1ITU3Vhx9+WODYzj+Gz5w587drwI2FEIkS4+LiUujyP48+/B2GYeixxx7Thx9+qNmzZxd6fuOcOXPk5uZm+005X+PGjVWvXj3beURJSUmqWrWq3b/8k+//SsOGDRUcHKzExETt3r3bNprTqlUrubm5KTExUYmJiXJ1dVWrVq3+1nZeWdf06dNN93Hs2DG1bdtWycnJev3117Vy5UolJCRo7dq1klQg2FyN2Stai3rfjxgxQj///LP+9a9/qVq1anrjjTfUuHFjLVq06C/X6969u917mH9u69VUqFBBTZs2VWJiok6fPq2DBw8qJiZG9erVU7Vq1Wz7VZJdiDQMQ97e3kpISLjqv79zzlj37t31yy+/aMGCBbr11lv1zjvvqEWLFnr55ZcLtHXkPR81apSmTJmizp0767333tPatWuVkJCgvn37FrpvrrXfe/bsqbS0NM2cOdPUdj344INyd3fXe++9J+nySN+lS5fUr18/u3avvfaaDhw4oClTpsjT01MvvfSSIiIitG7dOodex+xxe+Voo6enpzZu3KgtW7Zo+PDhSk5O1uOPP66GDRvqxIkT1+yvefPmdsffP/7xD7vnr7bP/qyoPsOFiY2NVUhIiG0/JCYmKjk52W4/5B8XXbt2veqxnT+TgpsfF9bguvz5Cug/L/P19bW7sKU4jRgxQosWLdLUqVOvOtWWnJwswzBkGEaBH955eXnKzc2VJIWEhBS4kKNhw4aS/vp2Q05OTmrTpo0SExPVpEkThYaG2kY9IiMjtWnTJu3Zs0fNmjWzm9KvXbu2tm7dquzsbLvRyFOnTuncuXN2U29X1pU/8pDvz1dO5svfP/n9fPbZZ8rMzNTq1avtRooK248lqVKlSvL29tbhw4cLPFfYdknSLbfcohEjRmjEiBFKS0vTXXfdpQkTJmjQoEFXfZ0ZM2YoLS3N9tiRC7qio6M1a9Ysff7553J3d7ddFBUdHa1NmzapQoUKqlKliiIiImzr1K1bV2vXrlXjxo1VpUqVa76GdHkfXHlv1IMHDxaYfq1cubIGDx6swYMHKysrS506ddLLL7+sMWPGmA5J77//vh555BHNmTPHbvnChQtN9ZNv/PjxCg0N1aRJk+Tu7q74+HiH1gsICNC9996r5cuXa9asWXrvvfds09xXql+/vsaMGaMxY8YoKSlJt99+uyZNmqR77rnnb9Wc//p/Pi7yXXl1vHT5s966dWu1bt1a8fHxWrNmjTp16qQ5c+bolVdesbUpzNKlS+1mNqpVq2a6VjOfYbO/qLi4uKhXr16aO3eufv/9d7333nvy9PS0+2WrUqVK8vf3V3Z2tuLi4kzXj5sLI5G4Lm+//bYuXrxoe7xv3z59+eWX6tix41Wv3CxKY8eO1dy5czVhwgS7K5CvFBERoaysLK1YscJu+bZt2/Tzzz/brh719PRUXFyc3b/82wDlh7/CfthIl0PFiRMntGjRIrtRqejoaK1du1a7du2yWy5dPu/twoULmjdvnt3yadOmSZLuv/9+27Ir67oyRB48eNDu1iy5ubl68803bdsk/f+RjitHmaZOnVroNpUUFxcX3XPPPUpISNCPP/5oW56VlaUFCxbYtc3MzCxwikFAQIBq1ap11X2Tr1mzZnbv4ZWnPRQmOjpaubm5ev3119WiRQtbUIuOjtbWrVu1adOmAvv1oYceknT5CunCRvSuPNVDunzFbV5enu3xqlWrdPjwYd13332SLo+KXTn96eXlpfr168tisRS4RZMjXFxcCtR38OBBffrpp6b7yvfSSy9p/Pjxtj8A4Kh+/fopJSVFixcv1saNG/XQQw/ZfYekp6fbvT+SFBoaqkqVKl1zv19LvXr1CtxubMeOHdq+fbvdsrNnzxZY9/bbb5dk/73g6+tbaE2tWrWyO/4cOWf0SmY+w9f6zipMv379lJeXp3fffVcrVqxQly5d7G6l5uzsrN69e2vdunWF3s0hOzvbdrsj3PwYicR18fPzU1RUlAYOHKj09HTNmjVL3t7emjx58t/uc8mSJXb3EPzzOYtt2rSxjU68+eabmjZtmm699VZFRETo3XfftesnKirKFrRGjhyp//73v7bzJhs3bqyff/5Zc+fOlY+Pz18G0HxVqlTRLbfcog8++EDh4eEKCgpS7dq1bbd5yQ8SBw4csLtxeUxMjO0L/sqwMXjwYC1cuFDPPPOMDhw4oKZNm2rLli16//33dd9999kChCNuvfVW9enTR8OGDVP16tX14YcfaseOHYqPj7fdIubee++Vp6enOnXqpCFDhsjZ2VmrVq0qkvNSr9fkyZO1bt06xcTEaMSIEbbbpeT/IMwfVTl06JDatm2rBx98ULfeeqt8fX21efNmrVu3To8++miR13X33XfL2dlZBw4c0MSJE23LY2JilJ6ervT09AL7NSoqSqNHj9bMmTN14MABdenSRRUrVtSvv/6qtWvX6rbbbivwF00uXryo2NhY9ezZUydOnNCbb76pqlWr2qYGMzIyVL16dXXr1k1NmjRRYGCg9uzZo7fffluxsbEOj3j+WdeuXbVo0SL5+Pjo9ttv19GjRzVv3jw1aNBAe/bsMf9m/eGVV15RTk6OJk2aJDc3N9utbv5Kly5d5Ofnp1GjRslisRSYyt6wYYOGDRumBx98UOHh4XJzc9P//vc/HThwoNDpfDOGDRumQYMG2T5zx44d04IFC9S4cWO74D558mRt2LBB9913n2rVqqULFy5o0aJFcnZ2tl14Il2etn733Xc1adIkhYeHy9fXV126dLmuGvOZ+Qw3bNhQ3t7emjdvnnx9feXn56dGjRpd9b6c0uU/wFC3bl29+OKLysjIKLAfJOnVV19VYmKi2rdvrwEDBuiOO+5QVlaWDh06pI8++kgrVqywu90VbmKlcEU4bgL5txH5/PPPjbFjxxohISGGh4eH0bp1a2Pnzp12bfNv/bJgwYIC/dSsWdMYMGCA3bL8W4kU9u/Pt+EYMGDAVdupkNtaHD161Bg4cKBRp04dw93d3QgKCjK6d+9ufP/99w5vd2JiotGsWTPDw8PDkGRXu8ViMQICAgxJxpEjR2zLMzIyDFdXV8PFxcU4f/58gT7T0tKMESNGGNWqVTPc3NyM2rVrGxMnTjSys7Mdrkt/3Arpf//7n9G0aVPDw8PDqFWrljFz5swCbdevX2+0aNHC8Pb2NoKDg40BAwYYZ86cKfD+/tUtew4fPlygXzPt82+5cuU+2r59uxEVFWV4eHgYVatWNZ5//nljxYoVhiTj66+/NgzDMFJSUoynnnrKaNiwoeHn52f4+PgYjRo1MqZNm2bk5OQ4/J6Z0aRJE0OSsX79ervlISEhhiRj//79ha733nvvGa1atTJ8fX0Nb29vo27dusbAgQON7du329rkv0fffvut8dhjjxmBgYGGt7e30bFjR7v37dKlS8bYsWONO+64w6hYsaLh6elphIeHGxMmTDDS09Nt7fI/mwkJCQXquXIfZ2Rk2I49T09Po2nTpsYHH3xQ4PYvhnH5c1m9evVCt/Nq+3nkyJGGJOO1114rdL0rPfLII4Yk49Zbby3w3NGjR43HHnvMqFevnuHt7W34+/sbzZo1MxYsWFDgdlNXyj/eJkyYUOjzVqvVeOmll4yqVasaHh4eRvPmzY0NGzYUuMXPhg0bjO7duxs1atQw3N3djUqVKhkdOnSwO+YN4/KtnDp16mT4+fkZkuz6uJqaNWsarVq1KrC8sH3h6GfYMAxj+fLlRsOGDQ03Nze75wvrN98LL7xgSDICAgKMS5cuFdomLS3NGDNmjFG3bl3b92lkZKTx4osv2t1SDDc3J8O4zqsaAJQ6Jycn9evXr8Bo7M1g5syZeuaZZ3TixIm/dQ4ZAKB4cE4kgDLjynMdL168qLlz56p+/foESAAoYzgnEkCZER4erl69eql+/fo6c+aMFi9erKNHj9r9bWgAQNlAiARQZtx333369NNPdfLkSTk5Oem2227TtGnTCvwtXwBA6eOcSAAAAJjGOZEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANNcS7uA0pCcnFzaJZQrwcHBSklJKe0ygGLFcY7ygOO85FWrVq20S7gqRiIBAABgGiESAAAAphEiAQAAYFq5PCcSAICblWEYys7OltVqlZOTU5H2ffr0aV26dKlI+8Tlfebs7CxPT88i32fFiRAJAMBNJDs7W25ubnJ1Lfof8a6urnJxcSnyfiHl5eUpOztbXl5epV2Kw5jOBgDgJmK1WoslQKJ4ubq6ymq1lnYZphAiAQC4idxI06Gwd6PtO0IkAAAATGO8GwCAm9gDSw8UaX+f9Yso0v6KyrZt2+Tm5qbmzZtLkhYvXiwvLy/17NnzuvpNSkrSrl271K1bN0nSvn37tHz5ck2ePPm6a77RESIBAMANb/v27fLx8bGFyEceeaRI+k1KStInn3xiC5FNmjRRkyZNiqTvGx3T2QAAoEitWLFCnTt3Vvv27TV27FhZLBbt3btXcXFxys7OVmZmptq2basDBw4oMzNTo0ePVufOndWhQwetW7dOkmSxWPTyyy8rNjZWcXFxeueddyRJLVu2VGpqqqTLo4IPPvigkpKStGTJEi1YsEDt27fXjh07NGPGDP3nP/+RJO3fv1/33Xef4uLiNHjwYJ07d06S9OCDDyo+Pl6dO3dW69attWPHjgLb8sorr+ibb75R+/bt9dZbb2nbtm22gDpjxgz94x//ULdu3dSiRQt9/vnnmjJlitq1a6d+/fopNzdXkvTdd9+pR48euvfee9W3b1+dPn26eHdACSFEAgCAInP48GGtXLlSn376qRISEuTi4qKPP/5YTZs2Vfv27fX6669rypQp6t69uyIiIvTvf/9brVq10urVq/XRRx9p8uTJyszM1LvvvqukpCR98cUXWr9+vW0ksDChoaHq37+/Hn/8cSUkJKhly5Z2z48aNUoTJkzQ+vXrFRERoZkzZ9qey8vL0+rVqzVp0iS75fmef/55tWjRQgkJCXriiScKPP/rr7/qww8/1KJFi/TUU08pKipKX375pTw9PfXll18qNzdXEydO1FtvvaW1a9eqd+/eeu21167jHS47mM4GAABFZuvWrfr+++/VqVMnSZfvWxkcHCxJevrpp9WpUyd5enrazincvHmzEhISbKOGly5d0okTJ7R161b179/fdruigICAv1VPenq6zp8/r7vuukuS1LNnTw0ZMsRwvN81AAAgAElEQVT2fH6dt912m3777TfT/bdt21Zubm5q0KCBrFar2rZtK0mKiIhQUlKSfv75Zx08eFB9+vSRdPkWTJUrV/5b21LWECIBAECRMQxDPXv21Pjx4ws8l5aWpszMTOXl5enSpUvy9vaWYRh66623VLduXYf6//P9FIvir+e4u7tLklxcXJSXl2d6fQ8PD0mSs7OzXF1dbbfpcXZ2lsVikWEYCg8P16pVq6671rKG6WwAkPTBBx8oKipKYWFh6tu3r06ePFmgzRdffKF77rlH4eHhatSokUaPHq2srKxSqBYou1q3bq3//e9/SklJkXQ5OOaP8D333HMaM2aMunXrpvj4eElSdHS0Fi1aJMMwJF0+f1GS7r77bi1ZssQW7NLS0iRJNWrU0HfffSdJWr16te11fXx8dOHChQL1+Pv7q0KFCrbzHVesWKE777zT4e3x9fXVxYsXHX8DrhAWFqbU1FTt2rVLkpSbm6uDBw/+7f7KEkYiAZR7+/bt07PPPqsWLVpo8ODBmjJlisaNG6f//ve/du1++OEHhYeH65FHHtHq1au1bNky1ahRQ6NHjy6lyoFrK8pb8ri6ul5ztC48PFxjx47VQw89JMMw5Orqqvj4eG3fvl1ubm7q1q2bLBaLHnjgAW3dulWjRo3Siy++qLi4OFmtVoWGhmrx4sXq27evjh49qri4OLm6uqpfv34aNGiQRo8erWeeeUbTpk2zTVFLUvv27TVkyBCtW7dOU6ZMsavpX//6l8aNG6fs7GzdcssthZ77eDUNGjSQs7Oz4uLi1KtXLzVq1MjUe+bu7q758+frhRdeUHp6uiwWix577DHVr1/fVD9lkZORH/3LkeTk5NIuoVwJDg62/UYKlEXz58/Xyy+/rFmzZql79+7q0qWL9uzZo++++06BgYG2djk5Obapr59++klxcXG67777NH/+fM2bN09TpkxRnz59tGXLFknStGnTNH/+fO3cuVPdunXT66+/rqysLI0cOVJbtmxRXl6eateurdmzZ98UP1BQNmRmZsrb27tY+nYkROLvK2zfVatWrZSquTamswGUe0FBQZKkb775RkeOHNEvv/wiwzAKnGSfHyAlKTExUZIKTIvt27dPDz30kE6cOKGHH35Yd9xxh8LCwrR06VLt379fmzZt0ueff65u3bppypQpuuuuu2y3AQGAGwkhEkC516VLFzVv3lxLlixRdHS0LdTlnzB/pdWrV2vq1KmKjY0tcEPjRx99VCNGjJAkValSRc8++6xiY2MlXb5p8S233CJnZ2ft3r1bBw4cUOvWrdWwYcNi3DoAKB6ESADlnoeHhz7++GN98cUX2rBhg26//XZ5enrqlltuUXZ2tt1I4cqVKzV8+HBFRUVpwYIFcnFxsevL399fbm5utv9LsrWxWCxq2LCh1q9fr65du+rnn3/WoEGD9P7775fQlgJA0SFEAij3LBaLXnrpJe3fv1///e9/tWXLFj3yyCNKSUlRWFiYBg8eLElav369RowYIX9/fz3wwANat26dtm7dauq1duzYoWXLlikoKMh2gv7N8tcrAJQvXJ0NoNxzcnLS9u3b9e6778rLy0uDBg3SuHHjdObMGbt2+/btk8ViUWpqqu2K7LvuukutW7d2+LW8vLy0detWLV68WM7OzoqJiVH//v2LdHsAoCRwdTaKHVdnozzgOEdZwdXZN64b7epsRiIBALiJWR6/v+j6kuSyYOXfWnfBggV6+OGH5eXlZWq9ZcuWKTo6WiEhIX/rdf/s/Pnz+uSTTzRw4EBJ0qlTp/TPf/5TCxYsuO6+yyNCJIAyoyh/2JW0G/Wsxr8bCACz3n77bfXo0cNUiLRYLProo48UERFRJCEyPT1dixcvtoXIkJAQAuR1IEQCAIAik5mZqSFDhujkyZOyWq36xz/+oZSUFJ0+fVo9e/ZUQECAli9frnHjxmnfvn3Kzs5W586d9eyzz0qSWrZsqfvvv1+bN2/WE088oX379mnEiBHy9PTUypUrFRMTozVr1igwMFD79u3T5MmTtXz5cs2YMUPHjh3TsWPHlJqaquHDh6tfv352tb3yyiv69ddf1b59e7Vp00YDBw7UgAEDtGHDBi1btkzr1q1TZmamfvnlFw0dOlQ5OTlasWKF3N3dtWTJEgUEBOjYsWOaMGGCzp49Ky8vL02bNs3hv/t9syFEAgCAIrNx40aFhIRoyZIlki6P/vn7++utt97SRx99ZPsrUM8995wCAgJksVjUu3dv/fjjj7r11lslSQEBAVq3bp0k6f3339c///lPNWnS5Jqv/dNPP2nVqlXKyspShw4d1K5dO7sRzOeff14HDx5UQkKCpMv3bv2zgwcPat26dbp06ZJatWql559/Xl988YVefPFFLV++XI8//rjGjh2rqVOnqk6dOvr22281fvx4ffTRR9f/xt2ACJEAAKDIRERE6OWXX1Z8fLzi4uLUsmXLQtutWrVKS5culcVi0enTp3X48GFbiLz//r93ass999wjLy8veXl5KSoqSnv37tW9997r8PpRUVHy9fWVr6+v/Pz81L59e0mX/372jz/+qIsXL2r37t0aMmSIbZ2cnJy/VevNgBAJAACKTFhYmNauXasNGzbo9ddfV+vWrfX000/btTl+/Ljmz5+v1atXq2LFiho1apSys7Ntz//V1eWurq6yWq2SpEuXLtk95+Tk9JePr+XPf9rU2dnZ9lernJycZLFYZLVa5e/vbxvJLO+42TgAACgyp06dkpeXl3r06KGhQ4fq+++/lyT5+vrqwoULkqSMjAx5eXnJ399fv//+uzZu3HjV/nx8fGzrSVKNGjX03XffSbr8J0j/bN26dcrOzlZqaqq2b99eYAr8yr7M8vPzU2hoqFatWiVJMgxDP/zww9/u70bHSCQAADexorwC35H7RB44cEBTpkyRk5OT3Nzc9Oqrr0qS+vXrp379+qlKlSpavny5GjVqpDZt2qhatWpq3rz5Vfvr1auXxo0bZ7uwZvTo0XrmmWc0bdo03XXXXXZtGzRooJ49eyo1NVWjRo0qcEV3YGCgmjdvrtjYWLVt29Z2lbYZs2fP1vjx4/Xvf/9beXl5euCBB9SwYUPT/dwMuNk4ih03YYajbuRb/NyouMXPzae83mx8xowZ8vHx0dChQ0u7lL/tRrvZONPZAAAAMI3pbAAAcMN75plnSruEcoeRSAAAbiLl8Cy1m8aNtu8IkQAA3EScnZ3L7HmLuLq8vDw5O99YsYzpbAAAbiKenp7Kzs7WpUuXTN8n8Vo8PDwK3JsR188wDDk7O8vT07O0SzGFEAkAwE3EyclJXl5exdI3d9vAn91Y46YAAAAoEwiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwzbWkXmjv3r1atGiRrFar2rVrp65du9o9n5ubq9mzZ+vo0aPy8/PTqFGjVLlyZX333XdaunSp8vLy5Orqqv79+6tRo0aSpJdeeklpaWlyd3eXJE2cOFEVKlQoqU0CAAAot0okRFqtVi1cuFATJ05UUFCQxo8fr8jISNWoUcPWZsOGDfLx8dGsWbP01VdfaenSpXr66afl5+en5557ToGBgTp+/Lji4+M1f/5823ojR45UWFhYSWwGAAAA/lAi09lHjhxRSEiIqlSpIldXV0VFRWnnzp12bXbt2qWYmBhJ0p133qn9+/fLMAzVrl1bgYGBkqTQ0FDl5OQoNze3JMoGAADAVZTISGRqaqqCgoJsj4OCgnT48OGrtnFxcZG3t7cyMjLk7+9va7Njxw7VqVNHbm5utmVz586Vs7OzWrZsqR49esjJyamYtwYAAAAldk7k9UpKStLSpUs1YcIE27KRI0cqMDBQWVlZmjFjhjZv3qzo6OgC665fv17r16+XJE2dOlXBwcElVjckV1dX3nM45HRpF1AO8dmEGXyf489KJEQGBgbq7Nmztsdnz561TVFf2SYoKEgWi0WZmZny8/OztZ8+fbqefPJJhYSE2K0jSV5eXmrdurWOHDlSaIiMi4tTXFyc7XFKSkqRbh/+WnBwMO85UEbx2YQZfJ+XvGrVqpV2CVdVIudEhoWF6eTJkzpz5ozy8vK0bds2RUZG2rVp1qyZNm3aJEn6+uuv1bBhQzk5OenixYuaOnWq+vbtq4iICFt7i8Wi9PR0SVJeXp52796t0NDQktgcAACAcq9ERiJdXFz06KOPKj4+XlarVW3btlVoaKiWLVumsLAwRUZGKjY2VrNnz9ZTTz0lX19fjRo1SpK0du1anTp1SsuXL9fy5cslXb6Vj4eHh+Lj42WxWGS1WtW4cWO70UYAAAAUHyfDMIzSLqKkJScnl3YJ5QrTH3CU5fH7S7uEcsdlwcrSLgE3EL7PS165n84GAADAzYUQCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAQDmSnZ2tu+++W9WrV9eECRMKPH/06FE9+OCDatiwocLDw9WnTx8dO3as5AtFmUeIBACgHHnjjTd08uTJqz5/6tQpGYahZ599Vr1799aWLVv07LPPlmCFuFEQIgEAKCd+/PFHvf32238ZCiMjI7VixQoNGjRIkydPVsWKFXXo0CFJUmJioqpXr67+/furU6dOatCggRYvXqxJkyapXr166t69u86fPy9JmjFjhpo0aaI6deqoVatW+uSTT0pkG1FyCJEAAJQDVqtVY8aM0YABA3TbbbddtZ27u7vt//v27dO5c+fUsmVLuzY7d+5Ur169ZBiGJkyYoOTkZN17773asWOHPvzwQ507d04zZ85UeHi4XnvtNXXv3l1Wq7XYtg2lgxAJAEA5sGzZMiUlJenBBx/UqVOnJEnp6ek6e/Zsoe2PHDmiQYMGKTQ0VFOmTLF7rn379ho4cKDq168vq9Wq8ePHq1evXpKkpKQk+fj4qHLlyjp69Kh27typqlWrqlOnTsW7gShxrqVdAAAAKH7Jyck6e/as2rdvb1v28ccfy8PDQ/Hx8ZIkDw8PSdKhQ4fUq1cveXh46MMPP1SVKlXs+vL395ckubm52R67uLhIkiwWi9zc3JSQkKDVq1frhx9+0Lhx47R9+3bNmjWr2LcTJYeRSAAAyoEuXbpo/vz5mj9/vp555hlJUtu2bfXII4+oTZs2atSokSTpxIkT6tmzp1JTU9W/f3/t2bNHn332manXunDhgiZPnixnZ2fddttt8vDwsI1+4ubBSCQAAOVAeHi4wsPDJUnbtm2TJNWsWbPA+ZG//vqrUlJSJEmvvvqqbfkDDzzg8Gu5uLjoxIkTSkhIUHZ2turWrauxY8de7yagjHEyDMMo7SJKWnJycmmXUK4EBwfbvpCAv2J5/P7SLqHccVmwsrRLwA2E7/OSV61atdIu4aqYzgYAAIBpTGcDAFCCbuQR99OlXcDfxIh78WAkEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmuZbUC+3du1eLFi2S1WpVu3bt1LVrV7vnc3NzNXv2bB09elR+fn4aNWqUKleurO+++05Lly5VXl6eXF1d1b9/fzVq1EiSdPToUc2ZM0c5OTm6/fbbNWjQIDk5OZXUJgEAAJRbJTISabVatXDhQj3//PN644039NVXX+m3336za7Nhwwb5+Pho1qxZ6ty5s5YuXSpJ8vPz03PPPacZM2boySef1KxZs2zrLFiwQEOGDNGbb76pU6dOae/evSWxOQAA3BBe+OG47li/T7d8vlsDdx6xLV9/+pzabf5B9dZ+q67bDuhQRtZV+0jOytHgXUdUf90eNfxij0bu/aUkSscNoERC5JEjRxQSEqIqVarI1dVVUVFR2rlzp12bXbt2KSYmRpJ05513av/+/TIMQ7Vr11ZgYKAkKTQ0VDk5OcrNzVVaWpqysrIUHh4uJycntWnTpkCfAACUd12qBdo9PpmVo2F7jkqSXrw1VEcvZuupvb/IMIwC6xqGocd3/6wtKekaUruKxkfUUKB7iU1ioowrkSMhNTVVQUFBtsdBQUE6fPjwVdu4uLjI29tbGRkZ8vf3t7XZsWOH6tSpIzc3t0L7TE1NLfT1169fr/Xr10uSpk6dquDg4CLbNlybq6sr7zkccrq0CyiH+GyWvJI8zl9ueIuSMi9p0bEztmV7z1/UJauhrtUC9fAtlfT12QytPJmm/elZalzB2279bWcz9H16pp4KC9HwsBB5ODvZThvbfjZDvXccUmwlf6Xk5OnYxUt6rn51HcvM1tLjKWrk762FkWGq4OaqmYeS9e7x35WRZ1GIp7ueqVdNXavbh9vixHFePG6YXyeSkpK0dOlSTZgwwfS6cXFxiouLsz1OSUkpytJwDcHBwbznQBnFZ7P8yR9J3HPuon7NvKQf/5jKTsq8VCBEHr6QLUlac+qcZv98St4uzhpTv7oerVXZ1mZn2gWNDa+u1w+d0D9/OK6OIQG6p0pFfZKcqo9+O6sHawTpX0dOKirITw9WD9LxzEuyquCoZ3G6kY/zatWqlXYJV1Ui09mBgYE6e/as7fHZs2dtU9SFtbFYLMrMzJSfn5+t/fTp0/Xkk08qJCTE4T4BAIC9loF+6hRSUevPnNfdm/brVHaOJMnDpWAkyLFeDnuuzk5a0CxMod4emvRjko7+ES4lKa5yRQ2oVVnhfl6ySnqufnX1rHF5pjApK0c+Li6q5OGqny9ka2faBVX1clfHkIDi31AUuxIJkWFhYTp58qTOnDmjvLw8bdu2TZGRkXZtmjVrpk2bNkmSvv76azVs2FBOTk66ePGipk6dqr59+yoiIsLWPiAgQF5eXjp06JAMw9DmzZsL9AkAAAr6zx1h+rLNrVrdqoHu+yPQ1fX1lCRlW6zKsVolSaHe7pKk2EoV1KFKRcVWqiBDUlLWJVtf/m4ukiS3P6a5/d1c5PLH/62GITdnJ61rfatG1q0qSXp+/68a9/2vxb+RKHYlMp3t4uKiRx99VPHx8bJarWrbtq1CQ0O1bNkyhYWFKTIyUrGxsZo9e7aeeuop+fr6atSoUZKktWvX6tSpU1q+fLmWL18uSZo4caIqVKigxx57THPnzlVOTo6aNm2q22+/vSQ2BwCAG8KXZ87r4B/T1Sezc/R+UoruDPTVsqSzquPjoV8yL2n5ibPqWKWianp7SJLC1+1RuK+n1rdpqLaVKijY3VVrTqWplo+H1pxKk4+Lsxr6e9umuq/lQp5F8Qd+U7MAX91WwVufJTvr9KXcYttmlJwSOyfyjjvu0B133GG3rHfv3rb/u7u7a/To0QXW69Gjh3r06FFon2FhYZoxY0bRFgoAwE1i/tFT+jr1giTpp4wsPff9r5pxW00dyMjUol/PyMVJ6lI1UJMahha6vqeLs+bdUUcT9x/XP384rjAfT82/I0zBHm4Oh0hXJyedyMpRwukTumS1qq6vp54NL7vn+cFxTkZh1/Tf5JKTk0u7hHKFC2vgKMvj95d2CeWOy4KVpV1CucNxXvJu5OO83F9YAwAAgJvLDXOLHwAAbgbdY14v7RLKnc9Ku4CbFCORAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADCNEAkAAADTCJEAAAAwjRAJAAAA0wiRAAAAMI0QCQAAANMIkQAAADDNtbQLAIDS8MIPx/W/k2lKyclTbKUK+r/mdbX9bIZ67zhUoO2yluG6K8iv0H7OXspV7OYflJZr0YSI6hpSJ6S4SweAMoEQCaDc6lItUIuOnbE9rufrqdlNa9sev/RjktLzLAr39bxqHy/9mKRsq1GsdQJAWUSIBFAuvdzwFiVlXrILkcEebrq/WqAkad+5i0rJydMDVQMU5OFWaB8bzpzX+jPnNaxOFc08fNK2PCnzklpt2q9mAT7ydHbW3nMX9VjtKvJzddG/jyQr1MtDC5qFKdTbQ+8e/12zjpzU2Zw8Bbu76tFaVfREnSrFu/EAUAQ4JxIACrE0KUWS9HDNSoU+fzHPogn7j+u5+tVV3cu90Db7zl1UbKUKCnB31b+PnNTG38/rwRrB+jEjSwv/CK+vHvhNFdxcNbVRTfWvWVkuTsWzPQBQ1AiRAHCFjFyLVianKtzXUy0DCz8Xct7RU/JycVabYH+lXMqTJKXlWHQuN8/WpmlFHz1ep4oiA3wlSU+GhWhQzcqSLo9WSlItb0+dzM7RtrMZ8nZxVo/qQcW5aQBQZJjOBoArfJJ8VpkWqx6+xX4UMttilbOT5O7srOSsXB25mK2YzT/Ynp979JS8XZ3V7Y8pcX/Xy1+xrk6Xhxf9XF1sI42WP06j/KBluNacStP+9Ey9dvCEVp1M1cd3RRTzFgLA9WMkEkC59OWZ81p1Mk2SdDI7R+8npeiXi9mSpKXHU+Tt4qzuV4wKhq/bo05bf5IkDahZSfNur6N5t9fRgD+mvHtUD1SnkABTdUz6KUlZFqsa+XvLz9VFp7Nzr3fTAKBEMBIJoFyaf/SUvk69IEn6KSNLz33/q2bcVlNpOXn6KSNLfWoEyd/N5arrN6nooyYVfSRJmRaLJCnCz0t1fT1tU9WOSM+1aObhZF20WBXq5a7xETWuY6sAoOQ4GYZR7u5NkZycXNollCvBwcFKSUkp7TJwA7A8fn9pl1DuuCxYWdollDsPLD1Q2iWUO5/1u3FPEalWrVppl3BVTGcDAADANKazAZQZ3WNeL+0Syp3PSrsAADcsRiIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmESIBAABgGiESAAAAphEiAQAAYBohEgAAAKYRIgEAAGAaIRIAAACmuZbUC+3du1eLFi2S1WpVu3bt1LVrV7vnc3NzNXv2bB09elR+fn4aNWqUKleurIyMDM2cOVNHjhxRTEyMBg8ebFvnpZdeUlpamtzd3SVJEydOVIUKFUpqkwAAAMqtEgmRVqtVCxcu1MSJExUUFKTx48crMjJSNWrUsLXZsGGDfHx8NGvWLH311VdaunSpnn76abm5ual37946fvy4kpKSCvQ9cuRIhYWFlcRmAAAA4A8OT2enp6crOztb0uVQuHHjRm3atElWq/Wa6x45ckQhISGqUqWKXF1dFRUVpZ07d9q12bVrl2JiYiRJd955p/bv3y/DMOTp6amIiAjbaCMAAABKn8MjkVOnTtXjjz+u2rVr6/3339fu3bvl4uKiY8eOaeDAgX+5bmpqqoKCgmyPg4KCdPjw4au2cXFxkbe3tzIyMuTv7/+Xfc+dO1fOzs5q2bKlevToIScnpwJt1q9fr/Xr19u2Izg42JFNRhFxdXXlPQfKKD6bKA84zouHwyHy5MmTqlWrliRpy5YtmjJlijw9PTV69OhrhsjiMnLkSAUGBiorK0szZszQ5s2bFR0dXaBdXFyc4uLibI9TUlJKssxyLzg4mPccKKP4bKI8uJGP82rVqpV2CVfl8HS2s7Oz8vLydPz4cXl7eys4OFje3t62Ke6/EhgYqLNnz9oenz17VoGBgVdtY7FYlJmZKT8/v2v2K0leXl5q3bq1jhw54ujmAAAA4Do4HCKbNm2qN954QwsWLFBUVJQk6bfffisQBgsTFhamkydP6syZM8rLy9O2bdsUGRlp16ZZs2batGmTJOnrr79Ww4YNC52azmexWJSeni5JysvL0+7duxUaGuro5gAAAOA6ODydPXToUCUmJsrFxUVt2rSRJGVkZKhnz57XXNfFxUWPPvqo4uPjZbVa1bZtW4WGhmrZsmUKCwtTZGSkYmNjNXv2bD311FPy9fXVqFGjbOs/+eSTyszMVF5ennbu3KmJEycqODhY8fHxslgsslqtaty4sd2UNQAAAIqPk2EYRmkXUdKSk5NLu4RyhXMi4agHlh4o7RLKnc/6RZR2CSm31+QAACAASURBVOUOx3nJu5GP87J8TuRfjkTOmjXrL6eU840YMaLICgIAAEDZ95fnRObf27FKlSry9vbWzp07ZbVaFRgYKKvVqp07d8rb27ukagUAAEAZ8ZcjkX8+3zE+Pl7jxo1TgwYNbMsOHDigFStWFF91AAAAKJMcvjr70KFDqlevnt2yunXr6tChQ0VeFAAAAMo2h0Nk/l+qycnJkSTl5OTogw8+sN2AHAAAAOWHw7f4GT58uN58800NGDBAvr6+unDhgsLCwjRy5MjirA8AAABlkMMhsnLlypoyZYpSUlKUlpamgIAA/hYlAABAOeXwdHY+Nzc3+fv7y2Kx6PTp0zp9+nRx1AUAAIAyzOGRyL1792revHk6d+5cgeeWLVtWpEUBAACgbHM4RC5cuFA9evRQTEyM3N3di7MmAAAAlHEOh8gLFy6offv2Dv0FGwAAANzcHD4nMjY2Vhs3bizOWgAAAHCDcHgk8vDhw1qzZo0+++wzVaxY0e65SZMmFXlhAAAAKLscDpGxsbGKjY0tzloAAABwg3A4RMbExBRjGQAAALiROBwiJWnjxo3avHmzUlNTFRgYqDZt2qht27bFVRsAAADKKIdD5Mcff6zExER16dJFwcHBSklJ0cqVK5WWlqbu3bsXZ40AAAAoYxwOkV9++aVeeuklVapUybasSZMmevHFFwmRAAAA5YzDt/i5dOmS/P397Zb5+fkpJyenyIsCAABA2eZwiGzatKnefPNNJScnKycnRydOnNDs2bPVpEmT4qwPAAAAZZDD09mPPvqo3nnnHT377LOyWCxydXXVXXfdpUGDBhVnfQAAACiDHA6R3t7eGjFihIYPH66MjAz5+fnJ2dnhgUwAAADcRBxOgYmJifr111/l7OysChUqyNnZWceOHdPmzZuLsz4AAACUQQ6HyGXLlikoKMhuWXBwsD744IMiLwoAAABlm8MhMisrS97e3nbLvL29dfHixSIvCgAAAGWbwyGyRo0a+vrrr+2WffPNN6pRo0aRFwUAAICyzeELa/r166dXX31V27ZtU0hIiE6dOqXvv/9e48ePL876AAAAUAY5HCIjIiI0ffp0ffXVV0pJSVHdunU1cOBABQcHF2d9AAAAKIMcDpGSVKlSJd1///06f/68AgICiqsmAAAAlHEOh8iLFy/q7bff1tdffy1XV1ctWbJEu3bt0pEjR9SnT5/irBEAAABljMMX1ixYsEDe3t6aO3euXF0vZ8/w8HBt27at2IoDAABA2eTwSOT333+v+fPn2wKkJPn7++v8+fPFUhgAAADKLodHIr29vZWRkWG3LCUlhXMjAQAAyiGHQ2S7du00Y8YM7d+/X4Zh6NChQ5ozZ47at29fnPUBAACgDHJ4OvuBBx6Qu7u7Fi5cKIvFonnz5ql9+/bq2LFjcdYHAACAMsjhEPnDDz8oMjJSnTp1UlpampYuXapjx47p/PnzqlixYnHWCAAAgDLG4enshQsXytn5cvPFixfLYrHIyclJ8+fPL7biAAAAUDY5PBKZmpqq4OBgWSwW7d27V/PmzZOrq6uGDBlSnPUBAACgDHI4RHp5eencuXNKSkpSaGioPD09lZeXp7y8vOKsDwAAAGWQwyHy3nvv1fjx45WXl6eBAwdKkg4cOKDq1asXV20AAAAooxwOkV27dlWLFi3k7OyskJAQSVJgYKCGDh1abMUBAADg/7V372FZ13n+x183R+Uk3JxvxbN4FkU0RMVzh6mMyyxrOkxZl83OXO6qM147Y+3a7uTEXJO6jYfsmtCdq6zVXC2zUtfII5FoIiGeQE1UCDmoICLc3Pfvj373vbmN5UeFG+T5+Kdu+HLzvr2+wPP+HlumG45ISbLZbD/6GAAAAG3DDZ+dDQAAALgQkQAAADBGRAIAAMAYEQkAAABjRCQAAACMEZEAAAAwRkQCAADAGBEJAAAAY0QkAAAAjBGRAAAAMEZEAgAAwBgRCQAAAGNEJAAAAIwRkQAAADBGRAIAAMAYEQkAAABjRCQAAACMEZEAAAAwRkQCAADAGBEJAAAAY0QkAAAAjBGRAAAAMEZEAgAAwBgRCQAAAGNEJAAAAIwRkQAAADBGRAIAAMAYEQkAAABjRCQAAACMEZEAAAAwRkQCAADAGBEJAAAAY0QkAAAAjBGRAAAAMEZEAgAAwBgRCQAAAGNEJAAAAIwRkQAAADBGRAIAAMAYEQkAAABjRCQAAACMEZEAAAAwRkQCAADAGBEJAAAAY0QkAAAAjBGRAAAAMObTXN8oNzdXq1atksPh0IQJE5SWlnbN5xsaGrR06VKdOHFCwcHBmjVrlqKiolRdXa1FixapsLBQY8eO1XPPPef+mhMnTmjZsmWqr6/XkCFD9Oyzz8pisTTXSwIAAGizmmVLpMPhUEZGhubNm6fFixdrz549OnPmzDXLZGZmKjAwUEuWLNH999+v1atXS5J8fX01bdo0PfXUUz943r/+9a964YUX9Je//EWlpaXKzc1tjpcDAADQ5jVLRBYWFiomJkbR0dHy8fFRSkqKcnJyrllm3759Gjt2rCQpOTlZ+fn5cjqdateunfr06SM/P79rlq+qqtKVK1cUHx8vi8Wi1NTUHzwnAAAAmkazRGRlZaXCw8Pdj8PDw1VZWXndZby9vRUQEKDq6upbek4AAAA0jWY7JtKTtm3bpm3btkmS0tPTFRER4eGJ2hYfHx/+zYEWip9NtAWs502jWSLSarWqoqLC/biiokJWq/XvLhMeHq7GxkbV1tYqODj4lp7TZeLEiZo4caL7cXl5+c2+FNyEiIgI/s2BFoqfTbQFrXk9t9lsnh7huppld3aPHj1UUlKisrIy2e12ZWVlKSkp6Zplhg4dqu3bt0uSsrOz1b9//x890zosLEzt27fXsWPH5HQ6tXPnzh88JwAAAJpGs2yJ9Pb21vTp07VgwQI5HA6NGzdOcXFxWrNmjXr06KGkpCSNHz9eS5cu1cyZMxUUFKRZs2a5v/7Xv/61amtrZbfblZOTo5deekmdOnXS888/r+XLl6u+vl6DBw/WkCFDmuPlAAAAtHkWp9Pp9PQQze3cuXOeHqFNYXc2btRDq494eoQ258Mn+nh6hDaH9bz5teb1vM3vzgYAAMCdhYgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYMynub5Rbm6uVq1aJYfDoQkTJigtLe2azzc0NGjp0qU6ceKEgoODNWvWLEVFRUmSNmzYoMzMTHl5eenZZ5/V4MGDJUm//vWv1a5dO3l5ecnb21vp6enN9XIAAADatGaJSIfDoYyMDL300ksKDw/X73//eyUlJalTp07uZTIzMxUYGKglS5Zoz549Wr16tWbPnq0zZ84oKytLixYtUlVVlf7whz/o9ddfl5fXdxtR58+fr5CQkOZ4GQAAAPj/mmV3dmFhoWJiYhQdHS0fHx+lpKQoJyfnmmX27dunsWPHSpKSk5OVn58vp9OpnJwcpaSkyNfXV1FRUYqJiVFhYWFzjA0AAIDraJYtkZWVlQoPD3c/Dg8P1/Hjx6+7jLe3twICAlRdXa3Kykr16tXLvZzValVlZaX78YIFCyRJkyZN0sSJE//u99+2bZu2bdsmSUpPT1dERMTteWG4IT4+PvybAy0UP5toC1jPm0azHRPZFP7whz/IarXq4sWLeuWVV2Sz2dSvX78fLDdx4sRrArO8vLw5x2zzIiIi+DcHWih+NtEWtOb13GazeXqE62qW3dlWq1UVFRXuxxUVFbJardddprGxUbW1tQoODv7B11ZWVrq/1vXfDh06aNiwYezmbkJ1dXUaPXq0OnbsqBdffPGWlwMAAK1bs0Rkjx49VFJSorKyMtntdmVlZSkpKemaZYYOHart27dLkrKzs9W/f39ZLBYlJSUpKytLDQ0NKisrU0lJiXr27Km6ujpduXJF0nfhkpeXp86dOzfHy2mTFi9erJKSktu2HAAAaN2aJSK9vb01ffp0LViwQLNnz9aIESMUFxenNWvWaN++fZKk8ePHq6amRjNnztSmTZv0xBNPSJLi4uI0YsQIzZkzRwsWLNBzzz0nLy8vXbx4Uf/6r/+quXPnat68eUpMTHRf+ge3V0FBgd566y399re/venlOnbsqFGjRmnGjBmKj4/XnDlztGHDBg0cOFApKSn6+uuvJUmbN2/WyJEj1a1bNyUmJurf/u3fmuQ1AQCAW9Nsx0QmJiYqMTHxmo9NmzbN/f9+fn6aM2fO3/3aKVOmaMqUKdd8LDo6Wn/+859v/6C4hsPh0Ny5c/WLX/xCgwYNuqXlTp48qbS0NBUXF2vNmjU6dOiQpk+frtdee02LFy/WypUr9dprr6murk5/+tOfVFVVpUuXLjXVSwMAALeAO9bgR61Zs0bFxcWaOnWqSktLJUmXLl265jjVG10uJiZGv/3tbzVmzBhJ0jPPPKN//Md/lCSdPn1aktStWzdduHBBO3bskNPpdG+RBgAALUurPjsbTe/cuXOqqKjQpEmT3B9bv369/P393ZdX8vf3/9Hl/vM//1PSdydASZKvr68kKTg4WN7e3pK+25IpSUuXLtWnn36qgwcP6o033tBf//pX7d+/v8lfJwAAMENE4kc9+OCD6t27tyTp2LFjWrhwocaNG6enn35aqampqqys1PHjx390OROvvvqqOnXqpH79+mnnzp06ceKE7Ha7fHxYVQEAaEn4y4wfFR8fr/j4eElSVlaWJKlLly4/OO7xRpf7KXa7XcuWLVNVVZWio6P1yiuvEJAAALRAFqfT6fT0EM3t3Llznh6hTeFi47hRD60+4ukR2pwPn+jj6RHaHNbz5tea1/M2f7FxAAAA3FmISAAAABjjYLNWgt0fza817/4AAKCpsSUSAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxohIAAAAGCMiAQAAYIyIBAAAgDEiEgAAAMaISAAAABgjIgEAAGCMiAQAAIAxIhIAAADGfJrrG+Xm5mrVqlVyOByaMGGC0tLSrvl8Q0ODli5dqhMnTig4OFizZs1SVFSUJGnDhg3KzMyUl5eXnn32WQ0ePPiGnhMAAABNo1m2RDocDmVkZGjevHlavHix9uzZozNnzlyzTGZmpgIDA7VkyRLdf//9Wr16tSTpzJkzysrK0qJFi/Tiiy8qIyNDDofjhp4TAAAATaNZIrKwsFAxMTGKjo6Wj4+PUlJSlJOTc80y+/bt09ixYyVJycnJys/Pl9PpVE5OjlJSUuTr66uoqCjFxMSosLDwhp4TAAAATaNZdmdXVlYqPDzc/Tg8PFzHjx+/7jLe3t4KCAhQdXW1Kisr1atXL/dyVqtVlZWV7uf5sed02bZtm7Zt2yZJSk9Pl81muz0vrBnlzG19MwOmWM/RFrCe407RJk6smThxotLT05Wenu7pUdqk3/3ud54eAWhyrOdoC1jP8X3NEpFWq1UVFRXuxxUVFbJardddprGxUbW1tQoODv7B11ZWVspqtd7QcwIAAKBpNEtE9ujRQyUlJSorK5PdbldWVpaSkpKuWWbo0KHavn27JCk7O1v9+/eXxWJRUlKSsrKy1NDQoLKyMpWUlKhnz5439JwAAABoGt4vv/zyy039Tby8vBQTE6MlS5Zo8+bNGj16tJKTk7VmzRrV1dXJZrOpc+fO2r17t959912dOnVKM2bMUFBQkDp06KCamhq9+eab2r17t6ZPny6bzXbd50TL1L17d0+PADQ51nO0BazncLE4nU6np4cAAABA69ImTqwBAABNh+1RbRMRCQAAbonFYvH0CPAAIhIAANy0zMxM1dTUsDWyDSIiAQDATdm7d68++ugjBQUFyWKxyOFweHokNCMiEgA8jC04aK0OHjyobt26SfouKPft2+fhidCciEi0SLybxZ3q+8FYV1cnSWzBQavkcDg0YcIEVVZWauXKlVq4cKFiY2Pdn+PN0Z2vWe6dDfwUp9N5zYHZXl68v8Gdx+FwyMvLSyUlJfr000/dd+CaMmWKQkNDr1kGaMlqa2v1/vvv68EHH9RDDz2klStXKjQ0VIcPH1b79u0VEREhifX5TkdEwuNcv2SuXLminJwcffXVV4qIiFBqaqpsNpt8fFhNcWdw/TFdsmSJwsLC1LNnT508eVK///3vNWnSJE2ZMoU/uGgVMjIyVF9fL6vVKovFooiICPXt21dHjhxRfn6+EhMTNXLkSPn6+np6VDQh/jrD41xbIFesWKGamhqNGjVKH374ofLy8pSenu7h6YDbw/Vm6eTJkwoJCdHcuXPldDpVXV2t3Nxc/c///I+2bt2qmTNnqn///p4eF7guh8OhDh06SJLsdrsWLVqkSZMmKTU1VXl5ecrPz9fevXt19OhRDR06lFsS38F4ywuPs1gsOn36tI4ePap/+Zd/0bhx4xQZGamUlBR5eXlpx44dqqmp8fSYwC1xbWHMycnRxYsXderUKVksFoWEhCglJUUzZ87UuHHjFBIS4uFJgR/n5eWlhIQEFRcXa+HChTp79qyGDRsmSRo0aJAmT56s1NRUNTQ0qKCgwMPToikRkWgRrl69qk6dOkmSduzYodLSUqWlpUmSPvnkE5WWlnpyPOC2OH/+vEpLS1VbW6tPPvlEubm5stvt8vHxUVRUlB5++GHFxcV5ekzgJyUkJGjatGnKz89XWFiYMjMzdfjwYV29elVBQUFKTk7W1KlTNXnyZE+Piibk/fLLL7/s6SHQNn3/ZBo/Pz/t2bNHfn5+evfddzV9+nTZbDatXbtWFRUVmjp1qoenBW5dYGCgkpKSZLVaVVxcrKKiIn377bfy9fWV1WrleEi0Cq7f3Xa7XfX19Ro3bpx2796t48ePq76+Xv7+/goODlZwcLDatWvn6XHRhCxOzsGHh+Xl5WnQoEHatm2bNm7cKIvFoueff15nz57VRx99pLlz56pr166eHhO4Kd9/s1ReXu4+a/XChQvavXu3jh07pqtXr+rxxx9nPUeL93+vpOFSW1urrVu36sCBAwoPD9ewYcOUnJzM7RDvcGyJhEcVFBRo0aJF6t69u0aMGKHY2FiVlZWppKREtbW1euCBB9S3b19PjwncFNfJNKdPn9bbb7+tDz74QNu2bVN0dLS6du2q+Ph4xcbGyul06q677vL0uMBPckXkzp07tWXLFr3zzju6ePGiwsLClJycrF69eunrr79WVFSU+yLkuHOxJRIet379eh0/fly/+tWvFBwcLOm7izCzGwStWWNjo7y9vSVJc+fOVY8ePTR58mStWrVKeXl5GjhwoJ5++ml17tzZw5MCN8b1pqioqEjp6el65JFH5HQ6lZOTo7q6Oj366KMaNGiQp8dEM+IAHHjE99+73HvvvZKkV155RSdOnJD03TGSQGvmCsjdu3fL6XTql7/8pWw2m8rKyjRz5kxVVVVp7ty52rx5s4cnBW6M65jdDz/8UPfdd5/uvvtu3XPPPXrppZc0YMAALVu2TOXl5R6eEs2JiESzct3a7cqVK5Kky5cvKyAgQP/8z/+svn37Kjc3VxJ3rEHrtW7dOi1btsz9uK6uToMHD5YkvffeewoNDdWoUaM0ceJEPfzwwxoyZIinRgVuSkxMjC5cuHDNxx577DF169ZNFRUVHpoKnsDFxtEsKioq5O/vr6CgIEnSggUL5HA43Lvyxo0bp4CAAH3wwQe6fPmynnzySQ7IRqvT2NioXbt2aebMmZKkY8eOaeLEiaqoqJDT6dS5c+c0adIk9+f69eun6OhoT44MGKmrq9PAgQO1cuVKbd26VcOHD1doaKjsdrsKCwvVvn17T4+IZsSJNWgWr776qrp27eo+MzUxMVGhoaHq0KGDSkpKtGfPHgUGBurYsWNq166dUlNTPTwxYK62tla5ubmqra1VVFSUFi5cqNGjRys0NFQWi0VlZWX6+OOPdfbsWeXk5Ogf/uEfuC0cWrxLly7J399fH330kc6ePauUlBQ1NDTo8OHDys/PV2Zmpr744gvZbDbdc889nh4XzYgTa9AsLly44H63unbtWo0dO1Y2m839+erqalVXV0uSgoKCuGsHWq3CwkK9/fbb+uabb9SrVy+9+OKL7s+dPn1ae/bs0dWrV9W/f3/3XT6Alqi+vl4HDx7U559/rrFjx2rRokV6/fXXFR0drcbGRh04cECVlZUqLi5WQkKCBg0axPHsbQwRiSbnOqNPkiorK7VgwQL5+PhozJgx7l0hPj7/e2TF9a5DBrR0rnU9OztbixcvVkxMjCIiIjRt2jTFx8dL4soDaB3Kysr0/vvva/LkyVq7dq1yc3MVExOj+fPny8fH55p1mHW67WJ3NpqMKwYbGxvl5eWl8+fPq7i4WL/4xS8kSZs3b9ahQ4fcWx79/f0liYBEq+Vadx0Oh1JTUzV58mSdOHFCGzZs0OnTp9W7d28FBgZ6eErgpy1fvlze3t6aNGmS4uPjdfbsWdntdm3fvl2SFBYWpoCAAH399dfavn07l/Zpo4hINBmLxaL6+np9/PHHslqtWrp0qQICAtSnTx/16NFD48eP15kzZ/Tpp5/qyJEjGjRokDskgdbG4XC4bwXn6+sri8Wi8PBwJSUlqUuXLiooKFBGRoY6duzovk880FKVlJTI6XQqLi5O//7v/65HHnlETzzxhBoaGrRlyxYdOXJEdXV1WrFihSZOnMj1TtsodmejSR08eFCffPKJrl69qtOnT2vhwoUKCwu7Zplz585p165dmjZtmoemBG6Naze23W7XW2+9paKiIgUHB6uxsVEPPfSQEhMTdfnyZeXk5CghIeEHPwNAS1NQUKCNGzequrpa5eXlWrhwofvqGnV1dVqzZo0uX74sm82mtLQ0D08LTyEi0eSKi4v16quvKigoSAMHDlT37t2VkJDg/oW0c+dOzsZGq+aKyOXLl6u+vl733nuvnE6nDh48qLy8PKWlpWn48OHXHB8MtETnz59XZGSkJKm0tFS/+c1vFBMTo6FDh6p3797q1auX+8TH+vp691Z3tE3szkaTcR0T2a5dO3Xq1ElDhw5VUVGRCgsLVVpaKl9fX23cuFHHjx/XyJEjPT0ucNMsFotqamr0wQcf6Pnnn1e3bt0UGRmp7t27q6ysTAUFBRoxYgQBiRatsbFR8+fP14ABAxQSEiIfHx+FhYXpvvvu0969e1VQUKDq6mr5+PgoKChI/v7+BGQbR0SiSXz/DGsfHx/ZbDZFRUWpf//+cjgcOnHihPLy8lRUVKTZs2dzgVq0en5+fu7jxFxnYvv6+qpr167avn27BgwYwEk1aNG8vLw0cOBAdezYUeXl5crMzNS9994rq9WqlJQU2e12HThwQAUFBZKkbt26eXhieBp3rEGTcEXkrl27dOTIERUVFemBBx7QqFGjNH78eA0ePFh1dXVq3749x4fhjtG1a1f993//t4KDgzVmzBg1NDRo//79unz5sqKiojw9HnBdly9fVlVVlfukr/Lycn3++efasWOHHnjgAU2YMEETJkzQXXfdpXXr1rkPR0LbxjGRuO1cx30VFRXpj3/8oyZNmqTAwEC988476tWrlx577DENGDDA02MCt833t7zv2bNHK1euVGBgoMLDw1VbW6tnnnlGffv29fCUwPWtW7dOp06dUlJSkgYPHqzQ0FBdunRJO3bs0Geffabg4GD9/Oc/Zz3GNYhINJn58+dr+PDhuv/++1VQaW9TrwAADiBJREFUUKA33nhD/fv3144dO5SQkKBZs2ZxgVq0WvX19fLz89PBgwf15ZdfqqysTD179tSgQYPUp08f7d69W4GBgerYsaNiYmI8PS7wo44cOeJej8PDwzV48GANGDBAfn5+Onv2rLZs2aKcnBx169ZNc+bMkbe3N8dDgt3ZaBrffvutLBaLEhMTJUnLli3Tk08+qWHDhqmmpkbBwcEEJFqlb775Rl26dJGfn59qamr0pz/9SY899pgCAgJUXV2tTz75RJcuXeKKA2hV+vTpoz59+mjv3r3at2+fMjMzVVhYqMTERPXs2VPTp0/X0KFDdfLkyWvuMIa2jTUBTSI6Olq//OUvFRAQoIKCAlmtVo0YMUKSZLfb9eSTT3p4QsBcfX29/vKXv8jPz0/PPfecrly5ovHjx2vy5MmSvrtHfGZmplatWqVOnTpxUXG0Gq7DkIYPH67+/ftr9+7dys/P19mzZ9W7d28lJiYqISFBCQkJnh4VLQhnZ+O2+f5xYU6nU8HBwfL399eVK1eUnZ2tiooKbd26VXa7XePHj/fwtIA5i8WiPn36qLa2VuvWrdORI0fk6+vrfoPUrl079e3bV0ePHlVQUBB38UCr4frdbbfb1a5dO/Xs2VP9+vVTeXm5ioqKlJeXJ5vNptDQUA9PipaEiMRt4XoXe+XKFe3du1d5eXnuM/06dOig2tpaHT9+XBaLRTNnzpSvr6+nRwaMWSwWhYaGqn///urRo4cuXryoPXv2qL6+/pp7B//tb3/TkCFDFBcX58FpAXMWi0UWi0Vr165VXFychg8frpCQENXW1mrUqFEcB4lrcGINbgvXVsjXXntNJSUlioyMVGNjo/z8/PTQQw+5r5tnt9s5ngatVmNjo7y9vZWdna1vvvlG9913n3Jzc/Xxxx/rwoUL6t+/vzp06KCrV69qxowZnh4XMOL6/bx3715lZGTozTff9PRIaOH4a45b5grIM2fOqKSkRAsXLtSlS5d0+vRp5eTk6O2331bHjh318MMPu2+nBbQ2TqdT3t7ekqRPP/1UDz/8sEJCQjRq1Cj169fPfSkUi8WiP/7xjx6eFrg+1+/s6upqVVVVyeFwqGvXru43+Js2bdKjjz4q6buw5ExsXA8RiVvm+uVy4sQJdenSRfX19QoJCdGAAQMUExOj48ePa8eOHaqsrCQi0eplZ2crNjbWfWyYxWJRRESE0tLSlJCQoLKyMnXo0MHDUwJ/nysgT506pZUrV6qxsVE+Pj5KTU3VhAkTVF9fr6lTp7oPz2DPEX4Mawdui+LiYm3YsEFVVVXaunWrkpOTFRERoYiICFmtVvXq1UsRERGeHhO4aRaLRY2NjcrKytKXX34ph8OhX/3qV+43Ud7e3urZs6d69uzp4UmB63Otr8uWLdPIkSM1ePBg5efn6+uvv1ZKSooOHz7MzSBwwzgmErfN+fPntWXLFh09elTdunVTYmKievTooeDgYE+PBtw2tbW1ys7O1vr169W+fXs9+uijGjZsmKfHAm7YsWPHtGzZMr3++uuSvjsx8p/+6Z/UpUsXlZeX69tvv9Xs2bOvOVkM+Hs4Oxu3RWNjo4KCgjRo0CB17txZBw8eVEFBgUpLSxUbG6vAwEBPjwjcFNfuv7KyMu3fv1+xsbHq3bu37rrrLtXV1WnTpk368ssv1adPH+4njFbjwIED8vLyUlhYmA4cOKDs7Gz97ne/06RJk/Ttt9/q6tWr6tevn6fHRAvH7mzcMqfTKS8vL0nSzp07NXz4cM2ZM0eZmZnKyclRWFiYhycEbp5r919WVpYOHjyo4uJiJSQkqF+/fpo2bZqGDRumdevW6fz589zeEC2ew+FQeHi44uLilJeXp+zsbBUXF+vxxx+X1WqVJHXu3FmHDh3y8KRoDdidjdsmLy9Py5cv19KlS90HY3NJH9wp6uvrlZ2drdzcXNntdnXr1k3JycmKjY295kL7QGuwceNGBQUFKTExUZs3b5bFYtG0adMkSbNnz1ZaWprGjBnj4SnR0vHXHcZcYXjq1CmVl5crKSlJkrRmzRo98MAD8vHxkd1ul5eXFwGJVuv/hqGfn59SU1M1YMAA7d69W7t27VJ+fr6GDRumu+++m4hEq1FZWamCggJ16dJFoaGhiouL04oVK3Tu3DnV1tYqMjKSgMQN4ZhIGCkvL9dXX32l2NhYvfTSSxoyZIg6duyoixcvqrGxUQ8++KB7WdcubqA1ckXhpk2bVFlZ6b4Pdvv27dW7d2/V1dXp8OHDSkxM5PaGaFXat28vm82m9evXq7S0VJMnT1afPn1UUVGh0aNH65577lG7du08PSZaAXZnw8jOnTu1cuVKRUZGqr6+3n12n/S/W27YtYfW7vvr8Pr167VmzRolJibqiSeecMfkiRMntGXLFs2YMcN9EXKgpfp7v5ePHTum9evXa/z48Ro+fLiHJkNrxpZIGOnSpYtGjBihTZs2yeFwqLq6WoGBgWrfvr18fX1VV1enL774QnFxcYQkWqXv/7HdsGGDpkyZokmTJmnfvn16++23VVNTo6qqKr311ltKTExU3759PTwx8NMsFouuXLmi/fv3y2az6erVq4qOjpYkvfnmm4qIiGCLOoyxJRI3zOFwuC+4nJ+fL6vVqoyMDNXU1GjcuHEaPny4li9frvj4eP385z/39LjATdm1a5ecTqecTqfee+89rVixwv25I0eO6L333lNQUJAiIyP1zDPPeG5QwND27du1ceNG1dTUKCEhQQ0NDUpOTta+fftUVFSkefPmcVcxGCEicUMcDoe8vLxUWlqq/Px8jRkzRr6+vpKkzMxMbdq0SWFhYbpy5YpeeeUVjodEq1RfX6933nlHlZWVys/P19ixY92hyGEaaO1cJzweP35cxcXFqq2t1RdffCF/f3/V1dUpPT3d0yOilSEiYWT+/PmKiYnR9OnT5e3tLW9vb/fWyW+++UYREREKCQnx9JjALVmzZo22bt2qhIQERUdHKyEhQfHx8fLy8tJnn30mm83GbmzcMSorK+Xv789NIWCMiMRPcm2BycnJ0d/+9jctXbpUkvT+++/r8OHDioiI0LPPPqv27dt7eFLg1ri2uJ88eVJ+fn46duyY9u/fL19fX/Xo0UMxMTF64403lJ6ezm4/tHqu9R24Waw9+EmuXXgnT57U4MGD5XA49P777+urr75SamqqioqK9OWXX3p4SuDWuf6gduvWTR07dtS4ceP0/PPPy2az6ciRI9q4caMmTZpEQOKOQEDiVrElEjfs9OnTWr16tSwWi65evaqnnnpK3bt314oVKxQeHq5HHnnE0yMCt8z1K9FisWjt2rUaO3asoqKiVFpaqqCgIO6PDQD/H7cTwXW5dmM3NDTo7Nmz6tq1q+677z45nU7FxsYqJiZGJ0+eVFZWlv7jP/7D0+MCt0VjY6N8fHy0d+9effbZZ3r00UcliftiA8D/QUTiuly7sT///HN99dVXSklJ0ZAhQxQcHCzpfy9U+7Of/UxWq9WTowLGXG+SqqurVVVVJYfDoa5du7pv1blp0yZ3QDY2NnJBcQD4P9idjZ9UWFiorKwslZaWymq1asCAAUpMTFR9fb2OHDnivnc20Fq4AvLUqVNauXKle+tjamqqJkyY4F63Bw0a5OlRAaDFIiJxw/bv36+9e/eqrKxM8fHxSkxMVO/evT09FnDT5s6dq5EjR2rw4MHKz89XYWGhXnjhBR0+fFgDBgyQn5+fp0cEgBaLU7PwA42NjZKk0tJSXbp0yf3xoUOH6rnnnlNoaKi2bdumo0ePempE4JYdO3ZM9fX1SktLU9euXfWzn/1MRUVFWrZsmdauXasXXnhBeXl5nh4TAFosjonENZxOp7y9veV0OvWb3/xGfn5+euqppzR27Fh5eXnJz89PjzzyiLy9vZWamurpcYGbFh4erpCQEG3fvl1DhgzRoUOHVFNTo+nTpysgIEAZGRk6duwYu7QB4DqISPxdq1evVr9+/TRy5EhlZGRo69atevrppxUZGan/+q//UocOHRQaGurpMYGb4nA4FB4erri4OOXl5Sk7O1vFxcV6/PHH3SeJde7cWYcOHfLwpADQchGRcHPdvaChoUH19fWaNm2aevbsqVGjRmnlypX685//rE6dOqmurk4vvPCCp8cFbprrIssxMTEKCgpSYmKiNm/erKqqKvcymZmZSktL89SIANDiEZFwc/1hfffdd5WTkyO73a7Y2FgFBgZqxowZmjp1qi5cuKDIyEjusYpWr7KyUgUFBerSpYtCQ0MVFxenFStW6Ny5c6qtrVVkZKTGjBnj6TEBoMXyfvnll1/29BBoWXr27Kmqqirl5ubKz89PHTp0kL+/vwIDAxUWFiZ/f39Pjwjcsvbt28tms2n9+vUqLS3V5MmT1adPH1VUVGj06NG655571K5dO0+PCQAtFpf4wXWdPXtWy5cvV7t27XT33Xerb9++CgkJ8fRYwE1zXR/y+1wXzR8/fryGDx/uockAoPVhSySuKyQkROPHj1dQUJCWLl2qoKAgxcfHe3os4KZZLBZduXJF+/fvl81m09WrVxUdHS1JevPNNxUREaHOnTt7eEoAaB3YEokbYrfbVVdXp6CgIE+PAtyS7du3a+PGjaqpqVFCQoIaGhqUnJysffv2qaioSPPmzVNkZKSnxwSAFo+IBNCm2O12eXl56fjx4youLlZtba2++OIL+fv7q66uTunp6Z4eEQBaBSISAPTd2dquE8gAAD+NiATQprmujwoAMENEAgAAwBhvvwEAAGCMiAQAAIAxIhIAAADGiEgAAAAYIyIBAABgjIgEAACAMSISAAAAxv4fqQqUqgdgC0UAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_websnark_vs_native_means,\n", " suptitle=\"compiler engines - optimizing (v8-turbofan) and single-pass (v8-liftoff) \\n vs. \\n interpreter engine (wabt) with bignum host funcs\",\n", @@ -1647,7 +2822,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1663,7 +2838,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -1672,9 +2847,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f = plt.figure(figsize=(14,8))\n", "\n", @@ -1697,9 +2883,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f = plt.figure(figsize=(14,8))\n", "\n", @@ -1750,7 +2947,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1771,9 +2968,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plotOneTest(df_scout_means_daiquiri_zkmixer,\n", " suptitle=\"daiquiri-zkmixer - all Scout engines\",\n", @@ -1786,9 +3003,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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elapsed_timeengine
blake2b-8415-bytes0.000026rust-native
blake2b-5610-bytes0.000012rust-native
blake2b-2805-bytes0.000008rust-native
bls12-381-aggreg-128-pubkeys-verify-sig0.027138rust-native
bls12-381-aggreg-64-pubkeys-verify-sig0.028107rust-native
bls12-381-aggreg-32-pubkeys-verify-sig0.024123rust-native
bn128_pairing-ten_point_match_10.021701rust-native
bn128_pairing-one_point0.006033rust-native
bn128_pairing-two_point_match_20.010407rust-native
sha1-10808-bits0.000007rust-native
sha1-21896-bits0.000009rust-native
sha1-42488-bits0.000015rust-native
bn128_add-cdetrio110.000016rust-native
bn128_add-cdetrio140.000005rust-native
bn128_add-cdetrio100.000002rust-native
ed25519-verify-ten-inputs0.001019rust-native
modexp-nagydani-1-qube0.000023rust-native
modexp-nagydani-1-square0.000020rust-native
modexp-eip_example10.000234rust-native
bn128_mul-cdetrio110.000396rust-native
bn128_mul-chfast20.000202rust-native
bn128_mul-chfast10.000256rust-native
bn128_mul-chfast30.000630rust-native
bn128_mul-cdetrio20.000402rust-native
bn128_mul-cdetrio60.000487rust-native
bn128_mul-cdetrio70.000319rust-native
bn128_mul-cdetrio120.000368rust-native
\n", + "
" + ], + "text/plain": [ + " elapsed_time engine\n", + "blake2b-8415-bytes 0.000026 rust-native\n", + "blake2b-5610-bytes 0.000012 rust-native\n", + "blake2b-2805-bytes 0.000008 rust-native\n", + "bls12-381-aggreg-128-pubkeys-verify-sig 0.027138 rust-native\n", + "bls12-381-aggreg-64-pubkeys-verify-sig 0.028107 rust-native\n", + "bls12-381-aggreg-32-pubkeys-verify-sig 0.024123 rust-native\n", + "bn128_pairing-ten_point_match_1 0.021701 rust-native\n", + "bn128_pairing-one_point 0.006033 rust-native\n", + "bn128_pairing-two_point_match_2 0.010407 rust-native\n", + "sha1-10808-bits 0.000007 rust-native\n", + "sha1-21896-bits 0.000009 rust-native\n", + "sha1-42488-bits 0.000015 rust-native\n", + "bn128_add-cdetrio11 0.000016 rust-native\n", + "bn128_add-cdetrio14 0.000005 rust-native\n", + "bn128_add-cdetrio10 0.000002 rust-native\n", + "ed25519-verify-ten-inputs 0.001019 rust-native\n", + "modexp-nagydani-1-qube 0.000023 rust-native\n", + "modexp-nagydani-1-square 0.000020 rust-native\n", + "modexp-eip_example1 0.000234 rust-native\n", + "bn128_mul-cdetrio11 0.000396 rust-native\n", + "bn128_mul-chfast2 0.000202 rust-native\n", + "bn128_mul-chfast1 0.000256 rust-native\n", + "bn128_mul-chfast3 0.000630 rust-native\n", + "bn128_mul-cdetrio2 0.000402 rust-native\n", + "bn128_mul-cdetrio6 0.000487 rust-native\n", + "bn128_mul-cdetrio7 0.000319 rust-native\n", + "bn128_mul-cdetrio12 0.000368 rust-native" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_native" ] @@ -2038,7 +3669,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -2050,7 +3681,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -2062,7 +3693,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -2083,7 +3714,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -2094,7 +3725,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -2106,7 +3737,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -2137,7 +3768,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -2166,9 +3797,51 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['guido-fuzzer-find-2',\n", + " 'modexp-nagydani-1-qube',\n", + " 'sha1-21896-bits',\n", + " 'bn128_pairing-ten_point_match_1',\n", + " 'blake2b-5610-bytes',\n", + " 'bn128_mul-cdetrio2',\n", + " 'modexp-eip_example1',\n", + " 'blake2b-2805-bytes',\n", + " 'sha1-10808-bits',\n", + " 'bn128_add-cdetrio10',\n", + " 'mul256-gcolvin-drag-race',\n", + " 'bn128_mul-chfast1',\n", + " 'guido-fuzzer-find-2-norotates',\n", + " 'bls12-381-aggreg-128-pubkeys-verify-sig',\n", + " 'bn128_mul-cdetrio6',\n", + " 'bn128_mul-chfast3',\n", + " 'modexp-nagydani-1-square',\n", + " 'bls12-381-aggreg-32-pubkeys-verify-sig',\n", + " 'blake2b-8415-bytes',\n", + " 'bn128_add-cdetrio11',\n", + " 'bn128_mul-cdetrio11',\n", + " 'bn128_pairing-one_point',\n", + " 'ed25519-verify-ten-inputs',\n", + " 'bn128_mul-chfast2',\n", + " 'bn128_add-cdetrio14',\n", + " 'bn128_pairing-two_point_match_2',\n", + " 'bls12-381-aggreg-64-pubkeys-verify-sig',\n", + " 'sha1-42488-bits',\n", + " 'ecpairing',\n", + " 'bn128_mul-cdetrio12',\n", + " 'guido-fuzzer-find-1',\n", + " 'bn128_mul-cdetrio7']" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_wasm['test_name'].unique().tolist()" ] @@ -2217,7 +3890,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -2268,9 +3941,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotInterpThreeTests(df_interp, blake2b_test_names, title=\"wasm interpreters compared - blake2b\")\n", "plt_fig.savefig('../images/wasm-interp-blake2b.png', bbox_inches='tight')" @@ -2313,7 +4006,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -2357,9 +4050,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotThreeTestsExecTime(df_interp, blake2b_test_names, title=\"wasm interpreters compared - blake2b\")\n", "plt_fig.savefig('../images/wasm-interp-blake2b-exec.png', bbox_inches='tight')" @@ -2395,9 +4108,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotInterpThreeTests(df_interp,\n", " blake2b_test_names,\n", @@ -2408,9 +4141,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotInterpThreeTests(df_interp,\n", " modexp_test_names,\n", @@ -2421,9 +4174,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotInterpThreeTests(df_interp,\n", " bn128_add_test_names,\n", @@ -2441,9 +4214,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 90, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotThreeTestsExecTime(df_interp,\n", " blake2b_test_names,\n", @@ -2454,9 +4247,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotThreeTestsExecTime(df_interp,\n", " bls12_test_names,\n", @@ -2509,7 +4322,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -2526,7 +4339,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -2562,7 +4375,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -2571,7 +4384,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -2612,7 +4425,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -2621,7 +4434,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -2632,7 +4445,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -2641,9 +4454,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotJitBomb(df_jitbomb_1, \"JIT bomb guido-fuzzer-find-1\")\n", "fig_plt.savefig('../images/standalone-jitbomb-guido-fuzzer-find-1.png', bbox_inches='tight')" @@ -2651,9 +4475,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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aruePP/5QmzZt9Oijj2r16tUpDn0zDEPPPfecdu/erU8//VQ1atRI8bzdu3eXzWbTiBEjUtx/7ty5+8ZeunTpJNdrtVqTzEPLDLly5VLLli0VGRmZZPlzwzD0zjvvJKv/IM8ktQoVKpTs+h8kYbr7PTJ58uQkPWkHDx7Ul19+qaCgIPtwtVatWklK/gLsjRs3pmo4niTFxsYmK6tQoYLy5MljH2Lo7e2tFi1aaNOmTck+m9L/9Qzd7RX8dw/gwYMHUzW/z8XFRV27dtXOnTu1YsWKFOukdbl4AI5FDxMAh6hataqee+459e7dW+XKldPWrVu1YsUKNWjQIMn8lbfeekvh4eFq06aNXn75ZZUtW1bbtm3TsmXLVL9+ffu7gBwVX0pcXV313nvvqWvXrqpZs6Z69uwpV1dXLVq0SD4+PoqKikoy/MhqteqJJ57QmDFjFBcXp8cff1zbt2/XTz/9JF9f3/vGWqhQIU2YMEGDBw9WnTp11L17d8XHx2v27NkqV66c9u7dm6R+Zt/TtFxPly5dFBcXp379+mnTpk3J2nruuec0e/ZsrV69Wg0aNNC1a9f06aefJqlTp04dlS5d2r6U+KxZs7Rnzx61bNlSvr6+iomJ0Y8//qhjx45l23fgTJw4UZs2bVLLli3Vv39/Pfroo1q3bp19YYS0tiXJnjzv37/fXla/fn3Vr18/4wI3ERwcrI4dO+p///ufLl68qJYtW9qXFffw8ND7779vrxsSEqJmzZpp3rx5io2NtS8rPnfuXD355JPav3//fc/Xu3dvxcTEqGnTpipZsqSuX7+uZcuW6cqVK+revbu93qxZs1SnTh21aNFCzz//vGrUqKHr16/r559/VqlSpfT222+rYsWKqly5st555x3Fx8friSee0O+//645c+aoatWq2r17933jmTRpkn744Qd17NhRHTt2VO3ateXm5qY///xTGzduVI0aNZK8PwxANueYxfkAZDfffPONIcmYNm2avUyZuKz4888/b4SHhxs1a9Y0PDw8jCJFihivvvqqcfny5WT1jx8/bjz33HNG4cKFjdy5cxuPP/64MWLEiCRLaBuG+XLWKS17fFeDBg2SXUNa4zPzxRdfGFWrVjXc3NyMEiVKGG+++aZ96et/LzX922+/Gc2aNTPy5MljFChQwOjQoYMRExOTqmXF75o9e7ZRvnx5w83NzShTpowxffp0Y8GCBSku/Z3ae3ovZsuKp+V67i69bfbPMP7vuZr9++cS7YZhGJ988okRFBRkeHl5Ge7u7kbJkiWNtm3bGv/73//sde71mbiXu5+Nf0vLc7q7hP+/496/f78RHBxs5M2b1yhUqJDRpUsX49y5c2leGvxe9yqt15saZvfy9u3bxpQpU4wKFSoYbm5uRqFChYzWrVsb+/fvT9bG1atXjddff90oUqSI4eHhYdSsWdP4+uuvjWeffdbIkyfPfWNYuXKl0apVK+ORRx4x3NzcDF9fX6N+/frGihUrktWNiYkx+vTpY5QoUcLInTu3UaRIESM4ONiIiIiw14mOjjbat29v+Pr6Gnny5DGeeuopY9WqVSn+H2P2/861a9eM8ePHG1WqVDE8PDwMT09Po0KFCkavXr2Mn3766b7XBCD7sBiGg2c7A8gW1q5dqzZt2mjBggXq0aOHo8NxWlOnTtXgwYP1448/mi6bDeCOqlWr6vbt2ynO7wKArMIcJgCSpJ9++knSnV9QkH63bt1KsvSzdGcO04cffigfHx8FBAQ4KDIg+/nnIhZ3bdiwQQcPHlRwcLADIgKA/8McJuAh9/nnnysyMlLvv/++qlevrsDAQEeH5BSOHz+uFi1a6D//+Y8ef/xxnTlzRosXL1ZUVJQ+/vjjB36vD+CMxo8fr71796pRo0YqUKCA9u3bpwULFsjHx4eluQE4HEPygIdcoUKFZLFYFBwcrGnTpumRRx5xdEhOIS4uTq+++qp++OEHnT9/Xq6urqpataoGDhyojh07Ojo8IFvZuHGjpkyZokOHDunSpUvy9vZW48aNNWHChPsuqw8AmY2ECQAAAABMMIcJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEwAAAAAYIKECQAAAABMkDABAAAAgAkSJgAAAAAwQcIEAAAAACZImAAAAADABAkTAAAAAJggYQIAAAAAEyRMAAAAAGCChAkAAAAATJAwAQAAAIAJEiYAAAAAMEHCBAAAAAAmSJgAAAAAwAQJEwAAAACYcHV0AFnh9OnTjg4BAAAAQDbl5+dnui9HJUw3btzQ/Pnz5erqqsqVK6tevXqODgkAAACAE3N4wvTRRx9pz549KlCggKZOnWov37dvnxYuXCibzaYmTZqoTZs22rlzp2rXrq3AwEBNnz6dhAkAAABApnL4HKaGDRtq5MiRScpsNpvCwsI0cuRITZ8+XT/88INiYmIUFxcnX19fSZKLi8NDBwAAAODkHN7DVKlSJZ0/fz5J2bFjx1SsWDEVLVpUklSnTh3t2rVLPj4+iouLU6lSpWQYhmmbERERioiIkCRNmTLFnmQBAJDT/P333+rbt69+/fVXWSwWzZ07V2vWrNGGDRvk5uam0qVLa968eSpYsKD9mBMnTqhatWoaPXq0Bg0a5MDogYeXYRi6cOGCEhISHB0K/sHV1VXe3t6yWCypPyYT43lgFy5ckI+Pj33bx8dHR48eVYsWLbRgwQLt2bNHNWrUMD3earXKarXat2NjYzM1XgAAMsvrr7+uOnXqaNasWbp165auX7+up556SgMGDJCrq6smTZqkcePGadSoUUmOadiwoeLj4/kZCDjI9evXlTt3brm6Zstftx9at2/fVkxMjPLkyZOk3GkWffDw8NDLL7/s6DAAAMgSly9f1s8//6wZM2ZIktzc3OTm5qYGDRrY6wQEBGjDhg327c2bN+uxxx5T3rx57WUnT55U165dFRAQoMjISFWrVk0dO3bU1KlTFRsbq1mzZql69er68ccfNWbMGEmSxWLRqlWr5OnpmUVXCzgXm81GspQNubq66ubNm2k6JltOBPL29lZcXJx9Oy4uTt7e3mlqIzIyUnPmzMno0AAAyDInTpyQj4+PBg4cqKZNm2rw4MGKj49PUud///ufGjVqJEm6du2aPvzwwxSH4UVHR6tPnz7atm2bjh07pjVr1mjNmjUaM2aMPvjgA0nS7Nmz9dZbbyk8PFyrV6+Wh4dH5l8k4KTSMuQLWSutzyZbJkxlypTRmTNndP78eSUkJGjHjh0KDAxMUxuBgYHq06dPJkUIAEDmS0xM1IEDB9S9e3dt2bJFefPm1axZs+z7Z86cKVdXV7Vr106SNHXqVPXu3Vv58uVL1laJEiVUsWJFubi4qHz58goKCpLFYlGFChV08uRJSdJTTz2lcePGKSwsTJcuXeKv4wCgbDAkb8aMGTp06JCuXLmivn37qmPHjmrcuLFefPFFTZo0STabTY0aNVKJEiUcHSoAAFmqePHiKl68uAICAiRJoaGh9oRp2bJlioiI0BdffGH/a+nevXu1YcMGTZo0SZcvX5aLi4vc3d1ltVrl7u5ub9fFxUVubm72rxMTEyVJr776qpo0aaJvvvlGbdq00WeffaayZctm5SUDgN0vv/yiFStWaMKECVq2bJn279+vSZMmZXkcDk+YBgwYkGJ5QECA/QcEAAAPoyJFisjPz0/Hjh1T2bJltX37dpUvX15bt27Vxx9/rJUrVyaZuLx69Wr711OnTlW+fPnUo0cPew/S/URHR6tixYqqWLGi9u3bZz8vgIdPYmKicuXK5dAY/P395e/v79AYpGw6JC8jMIcJAOAMJkyYoP79+8tqterXX39V//79NXr0aF29elX/+c9/FBwcrGHDhmXIuebPn6/GjRvLarUqd+7c9rlRADLfypUrFRoaquDgYA0dOlR79uyR1WrVjRs3FB8fr0aNGunIkSOKj4/XoEGDFBoaqqZNm+qrr76SdCfBGT9+vP17eMGCBabn+v7779W0aVM1adJEgwYNsi+CUKtWLU2aNEnNmjXT+vXrUzw2KipKnTp1ktVqVbNmzRQdHS3DMDRhwgQ1btxYTZo00dq1ayVJO3bs0LPPPqsePXro6aef1ltvvaVVq1YpNDRUTZo0UXR0tKQ7HSjDhg1TixYtFBQUpPDwcPvx3bt3TxZDXFycevfurZCQEIWEhGjXrl0PfN9Tw+E9TJklMDAwzfOeAADIbqpUqaJNmzYlKfvhhx/ue9wbb7xh/7pEiRL65ptv7Nt3V937976JEyemN1wAD+Do0aP68ssvtWbNGuXOnVsjRozQH3/8oeDgYL3zzju6ceOG2rVrpwoVKmjy5MmqW7eupk2bpkuXLik0NFT16tXT8uXLdfLkSW3ZskWurq66ePFiiue6ceOGBg4cqGXLlqlMmTJ67bXX9Mknn6h3796SpEKFCtmTsJT0799fr7zyilq0aKEbN27IMAxt3LhRv/76q8LDw3XhwgWFhISodu3akqRDhw7p22+/VcGCBVWnTh117txZGzZs0Pz587VgwQKNHz9ekhQTE6MNGzYoOjpaHTp0UL169UxjGDNmjHr37q2aNWvq1KlT6tKli7777rsHvf335bQJEwAAAJATbN++XQcOHFBISIikO0mNr6+vBg4cqJCQEHl4eGjChAmSpG3btik8PFyzZ8+WJN28eVOnTp3S9u3b1a1bN/tiLYUKFUrxXH/88Ycee+wxlSlTRpLUoUMHLV682J4wPfPMM6ZxXr16VWfOnFGLFi0kyb6S5s6dO9WmTRvlypVLhQsXVu3atfXLL7/I09NT/v7+Klq0qCSpZMmS9tciVKhQQTt27LC33apVK7m4uKh06dIqWbKkjh07ZhrH999/r99//z1JXNeuXUtxwZuMQMIEAAAAOJBhGOrQoYNGjBiRpPzcuXOKj49XQkKCbt68qbx588owDM2dOzfT5hf+8x1uGeHuAjNS8gVnEhIS7Pv+vdT3vZb+ttlsWrduXZa9+oA5TAAAAIADBQUFaf369YqNjZUkXbx4UTExMRo2bJiGDBmitm3b2leHa9CggRYuXCjDMCRJBw8elCTVq1dPS5YssSchZkPyypQpo5MnTyoqKkrSnblTd4fP3Y+np6eKFy+uzZs3S7rTu3X9+nXVqlVLX375pRITExUXF6eff/5Z1apVS9M9WL9+vWw2m6Kjo/Xnn3/ae8BScvce3HX3HmQWp+1hYg4TAAAAcoLy5ctr6NCh6ty5swzDkKurq5o1a6bcuXOrbdu2SkxMVOvWrbV9+3YNGDBAY8eOldVqlc1mU4kSJfTJJ5+oS5cuOn78uKxWq1xdXdW1a1f16NEj2bk8PDw0bdo09enTR4mJifL391e3bt1SHev777+vYcOG6b333pOrq6vmzJmjFi1aaPfu3QoODpbFYtGoUaNUpEiRew6r+zc/Pz+FhobqypUrmjJlyj17jyZMmKCRI0fKarUqISFBtWrV0ttvv53qc6WVxbibnjqx06dPOzoEAAAAPETi4+MzfHibsxowYICsVqtatmyZJedL6dn4+fmZ1nfaIXkAAAAAkF70MAEAkA5nhvRydAg5UvF35zs6BCBTZYcepp49e+rEiRNJykaNGqWGDRve99iRI0cme79Rr1691KlTp4wM0SHS2sPktHOYIiMjtXv3bvXp08fRoQAAAABZLiws7IGPfeuttzIwkpzNaRMmFn0AAAAAkF7MYQIAAAAAEyRMAAAAAGCChAkAAAAATDjtHCYWfQAAAEB2kdErama3lSbfffdd1apVS/Xr11f79u313//+V/7+/mlqY968eXruueeUJ08eSVK3bt00a9YsFShQIDNCTjWnTZhY9AEAAADIGkOGDEl3G/Pnz9ezzz5rT5iWLFmS7jYzAkPyAAAAACe1fPlyWa1WWa1W9e/fXydPnlSHDh1ktVrVsWNHnTp1SpI0YMAADR8+XC1bttTTTz+tHTt2aNCgQWrQoIEGDBhgb69cuXIaO3asGjVqpI4dOyouLs5+/Pr165Od/7vvvlOrVq3UrFkzvfTSS7p27VqKcYaFhencuXPq0KGD2rdvL0mqVauWLjrdO+cAACAASURBVFy4oJMnT6p+/foaMGCAgoKC9Oqrr2rbtm1q3bq16tatq71790q6836lQYMGKTQ0VE2bNtVXX32VIfeQhAkAAABwQr/99ptmzpypL774QhERERo/frxGjx6tDh06KCIiQu3atdN///tfe/1Lly5p3bp1evPNN9WjRw/17t1bW7du1ZEjR3Tw4EFJd5ISf39/bd26VU8//bSmTZtmev4LFy5o5syZWrZsmb766iv5+/tr7ty5Kdbt2bOnihYtquXLl2vFihXJ9kdHR6tPnz7atm2bjh07pjVr1mjNmjUaM2aMPvjgA0nSzJkzVbduXW3YsEHLly/XhAkTFB8fn55bKMmJh+QBAAAAD7MffvhBLVu2lLe3tySpUKFC2r17t+bPvzP/6dlnn9XEiRPt9YODg2WxWFShQgX5+vqqYsWKkqTy5csrJiZGVapUkYuLi5555hlJUrt27dSrl/ncrN27d+v3339X69atJUm3b99WjRo1HuhaSpQokSSeoKAge6wnT56UJG3btk3h4eGaPXu2JOnmzZs6deqUypUr90DnvIuECQAAAIDc3NwkSS4uLnJ3d7eXu7i4KCEhIcVjLBaLaXuGYah+/fr66KOP0h3bv+P5Z6yJiYn2882dO1dly5ZN9/n+iSF5AAAAgBOqW7eu1q9frwsXLkiSLl68qMDAQK1du1aStGrVKtWqVStNbdpsNm3YsEGStHr1atWsWdO0bo0aNbRr1y5FRUVJujOc748//jCt7+npqatXr6Ypnn9q0KCBFi5cKMMwJMk+jDC9nLaHiWXFAQAAkF04YhnwJ554Qq+99prat28vFxcXValSRRMnTtTAgQM1e/ZseXt7a/r06WlqM2/evNq7d69mzpwpHx8f+/C3lPj4+Gj69Ol65ZVXdOvWLUnS0KFDVaZMmRTrd+3aVV27dlXRokVTnMd0PwMGDNDYsWNltVpls9lUokQJffLJJ2lu598sxt0UzImdPn3a0SEAAJxURr9b5WGR3d4hA2S0+Ph45c2b19FhZLhy5crp6NGjjg4jXVJ6Nn5+fqb1GZIHAAAAACacdkgeAAAAgIyVEb1LPXv21IkTJ5KUjRo1Sg0bNkx325mBhAkAAABAlgkLC3N0CGnCkDwAAAAAMEHCBAAAAAAmSJgAAAAAwAQJEwAAAACYcNpFH3hxLQAAALKLFxb/mKHtLXr+6QxtLyPMmzdPzz33nPLkySNJ6tatm2bNmqUCBQo4OLL0cdoepsDAQJIlAAAAIIvMnz9f169ft28vWbIkxydLkhMnTAAAAMDDbuXKlQoNDVVwcLCGDh2qPXv2yGq16saNG4qPj1ejRo105MgRxcfHa9CgQQoNDVXTpk311VdfSZISExM1fvx4NW7cWFarVQsWLEjxPGFhYTp37pw6dOig9u3bS5Jq1aqlCxcu6OTJk6pfv74GDBigoKAgvfrqq9q2bZtat26tunXrau/evZJkGoOjOe2QPAAAAOBhdvToUX355Zdas2aNcufOrREjRuiPP/5QcHCw3nnnHd24cUPt2rVThQoVNHnyZNWtW1fTpk3TpUuXFBoaqnr16mn58uU6efKktmzZIldXV128eDHFc/Xs2VNz587V8uXL5e3tnWx/dHS05syZo2nTpikkJERr1qzRmjVrtGXLFn3wwQdasGCBZs6cmWIMefPmzexbdU8kTAAAAIAT2r59uw4cOKCQkBBJ0o0bN+Tr66uBAwcqJCREHh4emjBhgiRp27ZtCg8P1+zZsyVJN2/e1KlTp7R9+3Z169ZNrq530oZChQo9UCwlSpRQxYoVJUnly5dXUFCQLBaLKlSooJMnT94zhnLlyj34TcgAJEwAAACAEzIMQx06dNCIESOSlJ87d07x8fFKSEjQzZs3lTdvXhmGoblz56ps2bKZEou7u7v9axcXF7m5udm/TkxMtMebmTE8KOYwAQAAAE4oKChI69evV2xsrCTp4sWLiomJ0bBhwzRkyBC1bdtWkyZNkiQ1aNBACxculGEYkqSDBw9KkurVq6clS5YoISHB3oYZT09PXb169YHjNYvB0ehhAgAAADKZI5YBL1++vIYOHarOnTvLMAy5urqqWbNmyp07t9q2bavExES1bt1a27dv14ABAzR27FhZrVbZbDaVKFFCn3zyibp06aLjx4/LarXK1dVVXbt2VY8ePVI8X9euXdW1a1cVLVpUK1asSHO8ZjE4msW4m8I5sdOnTzs6BACAkzozpJejQ8iRir8739EhAJkqPj7e4YsVIGUpPRs/Pz/T+gzJAwAAAAATDMkDAAAAkGo9e/bUiRMnkpSNGjVKDRs2dExAmYyECQAAAECqhYWFOTqELMWQPAAAACCDPQTLBORYaX02TpswRUZGas6cOY4OAwAAAA8hFxcX+1LcyD4SEhLk4pK2FMhph+QFBgYqMDDQ0WEAAADgIeTh4aEbN27o5s2bslgsjg4HutOz5OLiIg8PjzQd57QJEwAAAOAoFotFefLkcXQYyABOOyQPAAAAANKLhAkAAAAATJAwAQAAAIAJEiYAAAAAMEHCBAAAAAAmSJgAAAAAwAQJEwAAAACYIGECAAAAABMkTAAAAABggoQJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMCEq6MDSItz585p1apVio+P1xtvvOHocAAAAAA4uSzrYfroo4/Uq1evZInOvn379Prrr6t///5as2bNPdsoWrSo+vXrl5lhAgAAAIBdlvUwNWzYUM2bN9eHH35oL7PZbAoLC9Po0aPl4+OjESNGKDAwUDabTZ999lmS4/v166cCBQpkVbgAAAAAkHUJU6VKlXT+/PkkZceOHVOxYsVUtGhRSVKdOnW0a9cutW3bVsOHD8+q0AAAAAAgRQ6dw3ThwgX5+PjYt318fHT06FHT+leuXNHnn3+u6OhorV69Wm3btk2xXkREhCIiIiRJU6ZMka+vb8YGDgDA/3fG0QHkUPxsBpBT5KhFH7y8vPTSSy/dt57VapXVarVvx8bGZmZYAAAgjfjZDCA78fPzM93n0GXFvb29FRcXZ9+Oi4uTt7e3AyMCAAAAgP/j0ISpTJkyOnPmjM6fP6+EhATt2LFDgYGBGdJ2ZGSk5syZkyFtAQAAAHg4WQzDMLLiRDNmzNChQ4d05coVFShQQB07dlTjxo21Z88eLV68WDabTY0aNVK7du0y/NynT5/O8DYBAJCkM0N6OTqEHKn4u/MdHQIA2N1rSF6WzWEaMGBAiuUBAQEKCAjIqjAAAAAAINUcOiQPAAAAALIzp02YmMMEAAAAIL1y1LLiaREYGJhhC0gAAAAAeDg5bQ8TAAAAAKQXCRMAAAAAmHDahIk5TAAAAADSizlMAAAAAGDCaXuYAAAAACC9SJgAAAAAwITTJkzMYQIAAACQXsxhAgAAAAATTtvDBAAAAADpRcIEAAAAACZImAAAAADABAkTAAAAAJhw2oSJVfIAAAAApBer5AEAAACACaftYcpJTp06pfbt26thw4Zq1KiR5s+fL0n69ddf1apVKzVp0kTPP/+8rly5kuLxW7duVb169VS3bl3NmjUrK0MHAAAAnBoJUzbg6uqqsWPH6ttvv9W6deu0aNEi/f777xoyZIhGjhypr7/+Wi1atNDHH3+c7NjExESNGjVKn376qbZu3ao1a9bo999/d8BVAAAAAM6HhCkbKFq0qKpWrSpJ8vT0VLly5XT27FkdP35ctWvXliTVq1dPGzduTHbs3r17VapUKZUsWVJubm5q3bq1vvrqK0lSrVq1NHnyZAUHB6tFixY6cOCAunTpojp16uiTTz6RJJ07d07t2rVTcHCwGjdurJ9//jmLrhoAAADI/kiYspmTJ0/q4MGDql69usqXL29PftavX6/Tp08nq3/27Fn5+fnZt4sXL66zZ8/at/38/BQeHq6aNWtq4MCBmjt3rtatW6epU6dKklavXq0GDRooPDxc4eHhqly5ciZfIQAAAJBzkDBlI9euXVPv3r01btw4eXl5adq0aVq8eLGaN2+ua9euKXfu3Glus2nTppKkihUrqnr16vL09JSPj4/c3Nx06dIlVatWTV988YWmTp2qw4cPy9PTM6MvCwAAAMixnDZhymnLit++fVu9e/dW27ZtFRISIkkqW7asPv/8c23evFmtW7dWqVKlkh1XrFixJD1PZ86cUbFixezb7u7ukiSLxSI3Nzd7uYuLixITE1W7dm2tXLlSxYoV08CBA7V8+fJMukIAAAAg53HahCkwMFB9+vRxdBipYhiG3njjDZUtWzZJzLGxsZIkm82mmTNnqlu3bsmOrVatmqKionTixAndunVLa9eutfcqpUZMTIwKFy6srl27qkuXLjpw4ED6LwgAAABwEk77HqacZNeuXVq5cqUqVqyo4OBgSdLw4cMVFRWlRYsWSZJCQkLUqVMnSXfmLQ0ZMkRLliyRq6urJk6cqC5dushms6lTp0564oknUn3uHTt2aPbs2XJ1dVW+fPk0c+bMDL8+AAAAIKeyGIZhODqIzJbSYgkAAGSEM0N6OTqEHKn4u/MdHQIA2P1zEbV/c9oheQAAAACQXiRMAAAAAGCChAkAAAAATJAwAQAAAIAJEiYAAAAAMOG0CVNOe3EtAAAAgOzHad/DFBgYqMDAwAxtk6VjHxzLxwIAACAnctoeJgAAAABILxImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEwAAAAAYIKECQAAAABMkDABAAAAgAkSJgAAAAAw4bQJU2RkpObMmePoMAAAAADkYK6ODiCzBAYGKjAw0NFhAAAAAMjBnLaHCQAAAADSi4QJAAAAAEyQMAEAAACACRImAAAAADBBwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATJEwAAAAAYIKECQAAAABMkDABAAAAgAkSJgAAAAAwQcIEAAAAACZImAAAAADABAkTAAAAAJggYQIAAAAAE66ODiCtdu7cqT179uj69etq3Lix/P39HR0SAAAAACeVpQnTRx99pD179qhAgQKaOnWqvXzfvn1auHChbDabmjRpojZt2pi2UbNmTdWsWVNXr17VkiVLSJgAAAAAZJosTZgaNmyo5s2b68MPP7SX2Ww2hYWFafTo0fLx8dGIESMUGBgom82mzz77LMnx/fr1U4ECBSRJq1atUrNmzbIyfAAAAAAPmSxNmCpVqqTz588nKTt27JiKFSumokWLSpLq1KmjXbt2qW3btho+fHiyNgzD0NKlS1WtWjWVLl06xfNEREQoIiJCkjRlyhT5+vpmSPxnMqSVh1NGPQMAyG742fBg+LkAIKdw+BymCxcuyMfHx77t4+Ojo0ePmtbftGmTDhw4oPj4eJ09e1ZNmzZNVsdqtcpqtdq3Y2NjMzZopBnPAADwT/xcAJCd+Pn5me5zeMKUViEhIQoJCXF0GAAAAAAeAg5fVtzb21txcXH27bi4OHl7ezswIgAAAAC4w+EJU5kyZXTmzBmdP39eCQkJ2rFjhwIDA9PdbmRkpObMmZMBEQIAAAB4WGXpkLwZM2bo0KFDunLlivr27auOHTuqcePGevHFFzVp0iTZbDY1atRIJUqUSPe5AgMDMyTxAgAAAPDwytKEacCAASmWBwQEKCAgICtDAQAAAID7cviQvMzCkDwAAAAA6ZXjVslLLYbkAQAAAEgvp+1hAgAAAID0ImECAAAAABNOmzAxhwkAAABAejGHCQAAAABMOG0PEwAAAACkFwkTAAAAAJggYQIAAAAAE06bMLHoAwAAAID0YtEHAAAAADDhtD1MAAAAAJBeJEwAAAAAYIKECQAAAABMkDABAAAAgAmnTZhYJQ8AAABAerFKHgAAAACYcNoeJgAAAABILxImAAAAADBBwgQAAAAAJkiYAAAAAMCE0yZMrJIHAAAAIL1YJQ8AAAAATDhtDxMAAAAApBcJE4Bs6dSpU2rfvr0aNmyoRo0aaf78+cnqfPXVV7JarQoODlaLFi20c+dOB0QKAACcmdMOyQOQs7m6umrs2LGqWrWqrl69qubNm6t+/foqX768vU5QUJCaNm0qi8WiQ4cOqW/fvtq2bZsDowYAAM6GhAlAtlS0aFEVLVpUkuTp6aly5crp7NmzSRKmfPny2b+Oj4+XxWKRJO3YsUNTp05V/vz5deTIEbVq1UoVKlRQWFiYbty4obCwMJUqVUrr1q3T9OnT5eLiovz582vVqlVZe5EAACDbI2ECkO2dPHlSBw8eVPXq1ZPt27RpkyZPnqy4uDgtXrzYXn7o0CF9++23KliwoOrUqaPOnTtrw4YNmj9/vhYsWKDx48drxowZWrp0qYoXL65Lly5l5SUBAIAcgjlMALK1a9euqXfv3ho3bpy8vLyS7W/RooW2bdumsLAwvfvuu/Zyf39/FS1aVO7u7ipZsqQaNGggSapQoYJiYmIk3VlNc+DAgVq6dKkSExOz5oIAAECOQsIEINu6ffu2evfurbZt2yokJOSedWvXrq0TJ07owoULkiQ3Nzf7PhcXF/u2i4uLEhISJElvv/22hg4dqtOnT6tFixb2YwEAAO5y2oSJF9cCOZthGHrjjTdUtmxZ9enTJ8U6UVFRMgxDknTgwAHdunVLhQoVSvU5oqOjFRAQoCFDhsjHx0enT5/OkNgBAIDzcNo5TLy4FsjZdu3apZUrV6pixYoKDg6WJA0fPlynTp2SJHXv3l0bN27UihUr5OrqKg8PD3388cf2hR9SY+LEifakKygoSJUrV86UawEAADmXxbj751knllF/NT4zpFeGtPMwKv5u8nfoAIAz4GfDg+HnAoDsxM/Pz3Sf0w7JAwAAAID0ImECAAAAABMkTAAAAABggoQJAAAAAEyQMAEAAACACRImAAAAADDhtO9hApC5WEr5wbCUMgAAOQs9TAAAAABggoQJAAAAAEyQMAEAAACACadNmCIjIzVnzhxHhwEAAAAgB3PaRR8CAwMVGBjo6DAAAAAA5GBO28MEAAAAAOlFwgQAAAAAJkiYAAAAAMAECRMAAAAAmCBhAgAAAAATaUqYEhISdPjwYe3YsUOSdOPGDd24cSNTAgMAAAAAR0v1suInTpzQ22+/rdy5cysuLk516tTRoUOH9N1332ngwIGZGSMAAAAAOESqe5jmzZunTp06acaMGXJ1vZNnVapUSUeOHMm04AAAAADAkVKdMMXExKhevXpJyjw8PHTr1q0MDwoAAAAAsoNUJ0yFCxfW8ePHk5QdO3ZMxYoVy/CgAAAAACA7SPUcpk6dOmnKlCkKDg5WQkKCVq9erfDwcPXp0ycz4wMAAAAAh0l1D1ONGjU0cuRIXb58WZUqVdJff/2lwYMHy9/fPzPjAwAAAACHSXUPkyQ9/vjj6tWrV2bFAgAAAADZSqoTpmXLlpnu69SpU4YEAwAAAADZSaoTpri4uCTbf//9tw4dOqSaNWtmeFAAAAAAkB2kOmF6+eWXk5Xt27dP27dvz9CA7iUmJkYbN27UlStXVLVqVTVt2jTLzg0AAADg4ZOmOUz/9uSTT2r69OmpqvvRRx9pz549KlCggKZOnWov37dvnxYuXCibzaYmTZqoTZs2pm08+uijeumll2Sz2TRr1iwSJgAAAACZKtUJ07lz55Js37x5U9u3b5evr2+qjm/YsKGaN2+uDz/80F5ms9kUFham0aNHy8fHRyNGjFBgYKBsNps+++yzJMf369dPBQoUUGRkpLZs2aL69eunNnQAAADkQJcuXdLgwYP122+/yWKxaOrUqZo/f77++OMPSdLly5eVP39+hYeH6+TJk2rYsKFKly4tSQoICNDbb7+drM133nlHW7ZskcVika+vr6ZPn857RXFPqU6YXnvttSTbbm5uevzxx/XKK6+k6vhKlSrp/PnzScruvvi2aNGikqQ6depo165datu2rYYPH55iO4GBgQoMDNTkyZMVFBSU2vABAACQw4wZM0aNGjXSvHnzdOvWLV2/fl2zZ8+27x83bpzy589v3y5ZsqTCw8Pv2Wa/fv00dOhQSVJYWJimT5+eYmIF3JUhq+Q9qAsXLsjHx8e+7ePjo6NHj5rW//XXX/Xzzz8rISFB1atXN60XERGhiIgISdKUKVNS3Qt2P2cypJWHU0Y9A2QffD88GL4XnA/fCw+G7wXcz6VLl7Rr1y59+umnslgsyfYbhqGNGzdq8+bN8vX11dWrV5UrV677frb+ud9isShPnjzy9fXVhAkTlC9fPg0aNEiSVL16da1evVqFCxdWly5ddOrUKSUmJmrkyJHq0KFDxl4ssrV0zWHKapUrV1blypXvW89qtcpqtdq3Y2NjMzMspALPALiD7wXgDr4XcD8HDx5UoUKF1K1bNx06dEhPPvmkxo8fr7x580qSfvrpJ3l7e6tQoUKKjY3VxYsXFRUVpYCAAHl5eWno0KGqVatWim1PmTJFK1asUP78+bV8+XLFxsYqPj5eFovF/tlMTEzUxYsX9d1338nb21thYWGS7gwD5PPrfPz8/Ez33TNh6tevX6pO8PHHH6ctov/P29s7yXLlcXFx8vb2fqC2AAAA4DwSExN14MABTZgwQQEBARozZoxmzZplH063Zs0atW7d2l6/SJEi2rlzp7y9vbV//369+OKL2rp1q7y8vJK1PXz4cA0fPlwffPCBFi5cqMGDB5vGUaFCBY0fP16TJk2S1Wo1TcLgvO6ZMPXv3z9TT16mTBmdOXNG58+fl7e3t3bs2JFsrtSDioyM1O7du9WnT58MaQ8AAABZp3jx4ipevLgCAgIkSaGhoZo1a5YkKSEhQZs2bdKmTZvs9d3d3eXu7i7pzkrOpUqV0vHjx+Xv7296jnbt2qlbt272hMkwDPu+27dvS7rz++rmzZv1zTff6J133lFQUJAGDhyYsReLbO2eCVOlSpUy7EQzZszQoUOHdOXKFfXt21cdO3ZU48aN9eKLL2rSpEmy2Wxq1KiRSpQokSHnu7s4BAAAAHKeIkWKyM/PT8eOHVPZsmW1fft2lS9fXpL0/fffq2zZskmGUcXFxalgwYLKlSuX/vzzT0VFRemxxx5L1u7x48ftK+l99dVXKlOmjH3fvn37JN1592dMTIwSExN19uxZFSxYUM8++6zy58+vzz//PDMvG9lQmuYwRUdH6/Dhw7py5UqSDLxTp073PXbAgAEplgcEBNj/cgAAAADcNWHCBPXv31+3b9/WY489pmnTpkmS1q5dm2Q4nnRnTtN7770nV1dXubi4aPLkySpUqJAkafDgwerWrZv8/f01efJk/fHHH3JxcdEjjzyiKVOm2Nu4dOmSQkJC5OXlpZCQEE2aNEldu3bVxIkTZbFYlDt3bk2ePDnrbgCyhVQnTBEREVq8eLGefPJJ7du3T9WqVdP+/fvpxQEAAECmqFKlSpJhd3fNmDEjWVloaKhCQ0NTbOe9996zfz1v3jzT8zVs2FB9+/ZNsRwPL5fUVly7dq1GjhypIUOGyM3NTUOGDNGgQYOUK1euzIzvgUVGRmrOnDmODgMAAABADpbqHqbLly+rYsWKku6sWW+z2VS9enW9//77mRZcejCHCQAAAKn1xhtvODoEZFOpTpi8vb11/vx5FSlSRMWLF1dkZKS8vLzk6pqjXuUEAAAAAKmW6myndevWOnXqlIoUKaL27dtr2rRpSkhIUI8ePTIzPgAAAABwmFQnTNHR0QoKCpIkVa9eXQsXLlRCQoI8PDwyLbj04D1MAAAAANIrTePp3n33Xbm7uysoKEhBQUFJ1r7PbpjDBAAAkHXODOnl6BBypOLvznd0CLiPVCdML7zwgrp3766DBw9q+/btGjVqlIoUKaJ69eqpZcuWmRkjAAAAADhEqpcVlyQXFxc9+eSTevnllzV16lR5eXlpyZIlmRUbAAAAADhUmobk3bhxQzt37tQPP/ygQ4cOqVKlSnrllVcyKzYAAAAAcKhUJ0zTpk3T3r17Vbp0adWtW1evvPKK8ufPn5mxpQuLPgAAAABIr1QnTGXKlFH37t3l6+ubmfFkGBZ9AAAAAJBeaXoPEwAAAAA8TNK06AMAAAAAPExImAAAAADAhNMmTJGRkZozZ46jwwAAAACQg6VpWfGchEUfAAAAAKSX0/YwAQAAAEB6kTABAAAAgAkSJgAAAAAwQcIEAAAAACZImAAAAADAhNMmTCwrDgAAACC9WFYcAAAAAEw4bQ8TAAAAAKQXCRMAAAAAmCBhAgAAAAATJEwAAAAAYIKECTnOqVOn1L59e/2/9u48Lqp6/+P4G5wQDUOBBE3TUgrcHoRzA8EKEVCx7k0ty652zR7m1qNcU9y6v1ve6/rQLAweN5drprl0szTLRLMeiSmImvu+oRACLuTKzPD7g0dzIz0uLDMwvJ5/MWfO+Z7PGc/Xmfd8v+dMVFSUOnTooI8++kiSdO7cOb344ouKjIzUiy++qPPnz0uSzp8/r1dffVUxMTHq2rWr9u/ff9N2T548qaefflqRkZEaOHCgrl+/7rBjAgAAQOVEYEKVYzKZ9Pbbb2vjxo1atWqVFixYoIMHDyoxMVHt27fXpk2b1L59eyUmJkqS3n//fbVs2VIpKSl67733NHHixJu2O2nSJPXv31+bNm2St7e3lixZ4sjDAgAAQCVEYEKV4+/vr9atW0uSvLy8FBgYqOzsbK1du1bPP/+8JOn555/XN998I0k6ePCgIiMjJUnNmzdXZmamzp49W6LNoqIibdq0SV27drVvv3btWknS0KFDtXr1avu6gYGBkqRffvlF3bt3V2xsrKKjo7Vly5YKPGoAAAA4g8sGJn64tno4deqUdu/erccee0y5ubny9/eXJNWvX1+5ubmSpBYtWmjNmjWSpO3btyszM1NZWVkl2jl37py8vb1lMhX/NFmDBg2UnZ19y31//vnneuqpp7Ru3Tqt7QjTqwAAIABJREFUW7dOLVu2LO/DAwAAgJPxw7Wosi5duqT+/fvr//7v/1SnTp0Sz7m5ucnNzU2S9Prrr2vixImKjY1VUFCQWrVqJXf3sn9XEBISohEjRshisahTp05q1apVmdsEAABA5eKyI0xwbYWFherfv7+6deum+Ph4SZKfn59++eUXScXT5Xx9fSVJderU0cyZM7Vu3TrNnj1beXl5atKkSYn26tWrpwsXLshisUiSsrKyFBAQYH++qKjI/rfVapUkhYeH67PPPlNAQICGDRum5cuXV9wBAwAAwCkITKhyioqKNGLECDVv3lwDBgywL4+Li7OHluXLl6tTp06SpAsXLtjveLd48WKFhYXddEQqIiJCX331lX37uLg4+/M7d+6UVDzV89q1a7JarcrMzNT999+vv/71r3rppZe0a9euijtoAAAAOIXLTsmD60pLS9Nnn32m4OBgxcbGSpLGjBmjIUOGaODAgVqyZIkaNWqkpKQkSdKhQ4c0dOhQubm56dFHH9X06dPtbfXp00fTpk1TQECAxo0bp8GDB2vq1Klq2bKlevXqZV/vwIEDio+PV8OGDfXkk0/q3XffVXBwsJKSkmQymXTvvffqvffec+wLAQAAgApHYEKV8/jjj+v06dM3fW7ZsmU3LDObzfrxxx9vuv7HH39s/7tJkyb2EaY/euGFF/T000/fsLxnz553UjIAAACqKKbkAQAAAIABRpiA25g1a5azSwAAAICTMMIEAAAAAAYITAAAAABggMAEAAAAAAa4hgkO0fc/m51dQpW04G/tnF0CAABAteayI0zp6elKTk52dhkAAAAAqjCXHWEym80ym83OLgMAAABAFeayI0wAAAAAUFYEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwUOUC09WrVzVmzBht27bN2aUAAAAAcHEmR+1ozpw5ysjIkLe3t2bMmGFfvmPHDs2fP182m00dO3bUs88+e8t2vvjiC7Vr166iywUAAAAAxwWmqKgode7cWYmJifZlNptNc+fO1fjx4+Xr66uEhASZzWbZbDYtXry4xPaDBg3SiRMn1KhRIxUWFjqqbAAAAADVmMMCU4sWLZSTk1Ni2eHDhxUQECB/f39JUkREhNLS0tStWzeNGTPmhjb27Nmja9euKTMzUx4eHnrsscfk7l7lZhUCAAAAqCIcFphuJj8/X76+vvbHvr6+OnTokOH6vXr1kiRt3LhRderUMQxLKSkpSklJkSRNnjxZfn5+5VJvVrm0Aty58jp3KwL9oXQq878pSoe+UDr0BddDXygd+kLl59TAVFpRUVG3fD4mJkYxMTH2x7m5uRVcEVAxOHddD/+mQDH6AlCMvlA5NGzY0PA5p85n8/HxUV5env1xXl6efHx8nFgRAAAAAPyPUwNTs2bNlJWVpZycHFksFqWmpspsNpdL2+np6UpOTi6XtgAAAABUTw6bkjdr1izt3btXBQUFGjhwoHr27Kno6Gj169dPkyZNks1mU4cOHdS4ceNy2Z/ZbC638AUAAACgenJYYBo6dOhNl4eGhio0NNRRZQAAAADAHXPZe3IzJQ8AAABAWVXJu+TdCabkAQAAACgrlx1hAgAAAICyIjABAAAAgAGXDUxcwwQAQPVmtVoVFxenl19+ucTyCRMmKDAw8KbbbN++XbGxsYqNjVVMTIy+/vprR5QKoBLjGiYAAOCSPvroIwUGBqqgoMC+bOfOnTp//rzhNkFBQfr6669lMpn0yy+/2MOTyeSyH5kA3IbLjjABAIDq68yZM1q/fr169eplX2a1WvXOO+9o/PjxhtvVqlXLHo6uXbsmNzc3SdKpU6cUHR1tXy8pKUkzZsyQJM2dO1dRUVGKiYnRoEGDKuJwADgRX5cAgAuxWq3q0qWLAgICtHDhQp08eVKDBw/WuXPn1Lp1a82ePVseHh43bLd3716NHj1av/76q9zd3fXVV1/J09PTCUcAlI+3335b48eP16+//mpfNn/+fMXFxcnf3/+W22ZkZGjEiBHKzMzU7Nmzbzu6lJiYqM2bN6tmzZq6cOFCudQPoPJghAkAXMhvU5B+M2nSJPXv31+bNm2St7e3lixZcsM2FotFb7zxhiZPnqzvvvtOy5cv1z333OPIsoFytW7dOvn5+alNmzb2ZdnZ2Vq9erX69et32+1DQ0P13Xffac2aNfrggw909erVW64fHBys119/XZ999hlT9wAX5LKBiZs+AKhu/jgFqaioSJs2bVLXrl0lSc8//7zWrl17w3bff/+9goOD1bJlS0mSj4+PatSoIUklwtfq1as1dOhQSdKqVasUHR2tmJgYde/evUKPC7hb6enp+vbbbxUWFqbBgwdr06ZNio6O1vHjxxUZGamwsDBduXJFkZGRt2wnMDBQtWvX1oEDByQV96nfFBYW2v9euHCh+vbtq127dik+Pl4Wi6ViDgyAU7js1yDc9AFAdfPHKUjnzp2Tt7e3/RvvBg0aKDs7+4btjh49Kkl66aWXlJeXp7/85S8aPHjwLfc1a9YsffLJJ2rQoAFTkFDpJCQkKCEhQZKUmpqqpKQkLVy4sMQ6gYGB2rRp0w3bnjx5Ug0bNpTJZFJmZqaOHDmixo0b69KlS8rMzFReXp7q1aunLVu2qE2bNrLZbDpz5owiIyP1+OOP68svv9SlS5fk7e3tkGMFUPFcNjABQHXy+ylIqampd7Wt1WpVWlqa1qxZo1q1aqlnz55q3bq1nnjiCcNtzGazhg0bpmeeeUZdunQpa/mAU3377bfauXOnRo0apa1btyoxMVEmk0nu7u765z//KR8fH126dEn16tXTm2++qbNnz6p9+/ZasWKFunfvrpEjR6qgoEBFRUXq168fYQlwMQQmAHABv01B2rBhg65du6aCggJNnDhRFy5ckMVikclkUlZWlgICAm7YtkGDBgoLC5OPj48kKTo6Wrt379YTTzxRYgrS76cZTZkyRRkZGVq/fr26dOmir7/+2r49UJlEREQoIiLihuWHDh2y/x0XF6e4uDhJ0nPPPafnnnvupm15eXlp0aJF9scTJkyQJK1cubI8SwZQybjsNUwAUJ0kJCRo27Zt2rJli+bMmaPIyEh98MEHioiI0FdffSVJWr58uf1D4e899dRT2r9/v65cuSKLxaKffvrJfu3SlStXdPDgQUnFU5usVqsk6fjx4woNDdWoUaPk6+urM2fOOOhIAQBwLEaYAMCFjRs3ToMHD9bUqVPVsmVL+w0hfj8FqW7dunrttdcUHx8vNzc3+80cJMnT01MzZ87UsWPH1L59e61fv15paWlKTk7WsWPHVFRUpPbt29tvGAG4qsaNG2vDhg3OLgOAE7hsYEpPT9e2bds0YMAAZ5cCAA71+ylITZo0sY8w/d7vpyBJUo8ePdSjR48b1nN3d9eHH35of/zbD37+6U9/Ku+yAQColFw2MHGXPAAAAABlxTVMAABDv78wHgCA6shlR5gAAEDl1fc/m51dQpW04G/tnF0CUO0wwgQAAAAABghMAAAAAGCAKXkA4EBMQyodpiEBAJzFZUeY0tPTlZyc7OwyAAAAAFRhLjvCxG3FAQAAAJSVy44wAQAAAEBZEZgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwIDLBiZ+hwkAAABAWfE7TAAAAABgwGVHmAAAAACgrAhMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABghMAAAAAGCAwAQAAAAABlw2MKWnpys5OdnZZQAAAACowkzOLqCimM1mmc1mZ5cBAAAAoApz2REmAAAAACgrAhMAAAAAGCAwAQAAAIABAhMAAAAAGCAwAQAAAIABAhMAAAAAGCAwAQAAAIABAhMAAAAAGCAwAQAAAIABAhMAAAAAGCAwAQAAAIABAhMAAAAAGCAwAQAAAIABAhMAAAAAGCAwAQAAAIABAhMAAAAAGDA5u4C7sWfPHi1dulSNGjVSZGSkWrZs6eySAAAAALgwhwWmOXPmKCMjQ97e3poxY4Z9+Y4dOzR//nzZbDZ17NhRzz77rGEbbm5u8vT0VGFhoXx9fR1RNgAAAIBqzGGBKSoqSp07d1ZiYqJ9mc1m09y5czV+/Hj5+voqISFBZrNZNptNixcvLrH9oEGDFBQUpLFjx+r8+fNauHCh3njjDUeVDwAAAKAaclhgatGihXJyckosO3z4sAICAuTv7y9JioiIUFpamrp166YxY8YYtuXl5aXCwkLD51NSUpSSkiJJmjx5svz8/MrhCKSscmkFuHPlde5WBPoDHIm+ABSjL7ieyvxvimJOvYYpPz+/xNQ6X19fHTp0yHD9LVu2aOfOnbp06ZI6d+5suF5MTIxiYmLsj3Nzc8unYMDBOHeBYvQFoBh9wfXwb1o5NGzY0PC5KnXTh7CwMIWFhTm7DAAAAADVhFNvK+7j46O8vDz747y8PPn4+JRL2+np6UpOTi6XtgAAAABUT04NTM2aNVNWVpZycnJksViUmpoqs9lcLm2bzWYNGDCgXNoCAAAAUD05bErerFmztHfvXhUUFGjgwIHq2bOnoqOj1a9fP02aNEk2m00dOnRQ48aNHVUSAAAAANySwwLT0KFDb7o8NDRUoaGhjioDAAAAAO6YU6fkVSSuYQIAAABQVlXqLnl3w2w2l9v1UAAAAACqJ5cdYQIAAACAsiIwAQAAAIABlw1MXMMEAAAAoKy4hgkAAAAADLjsCBMAAAAAlBWBCQAAAAAMEJgAAAAAwIDLBiZu+gAAAACgrLjpAwAAAAAYcNkRJgAAAAAoKwITAAAAABggMAEAAACAAZcNTNz0AQAAAEBZcdMHAAAAADDgsiNMAAAAAFBWBCYAAAAAMEBgAgAAAAADBCYAAAAAMEBgAgAAAAADLhuYuK04AAAAgLLituIAAAAAYMBlR5gAAAAAoKwITAAAAABggMAEAAAAAAYITAAAAABggMAEAAAAAAYITAAAAABggMAEAAAAAAZcNjDxw7UAAAAAyoofrgUAAAAAAy47wgQAAAAAZUVgAgAAAAADBCYAAAAAMEBgAgAAAAADBCYAAACgGhg+fLjatGmj6Ohow3VSU1MVGxurDh06qEePHg6srvJy2bvkAQAAAPifnj176pVXXtGbb7550+cvXLigsWPH6pNPPtEDDzyg3NxcB1dYOTHCBAAAAFQD4eHhqlu3ruHzn3/+ubp06aIHHnhAkuTn5ydJOnXqVIlRqaSkJM2YMUOSNHfuXEVFRSkmJkaDBg2qwOqdhxEmAAAAADp69KgsFouee+45/frrr3r11Vf1/PPP33KbxMREbd68WTVr1tSFCxccVKljEZgAAAAAyGq16ueff9ayZct09epVPfPMMwoNDZWHh4fhNsHBwXr99dfVuXNnde7c2YHVOg5T8gAAAACoQYMGioqKUu3ateXj46Pw8HDt3btXklRUVGRfr7Cw0P73woUL1bdvX+3atUvx8fGyWCwOr7uiuWxgSk9PV3JysrPLAAAAAKqETp06aevWrbJYLLpy5Yq2b9+uwMBASVJmZqby8vJks9m0ZcsWWa1W2Ww2nTlzRpGRkRo3bpwKCgp06dIlJx9F+XPZKXlms1lms9nZZQAAAACVwuDBg7V582bl5+erbdu2GjlypH206OWXX1ZgYKA6dOigmJgYubu7q1evXgoKCtKpU6dUr149vfnmmzp79qzat2+vFStWqHv37ho5cqQKCgpUVFSkfv36ydvb28lHWf5cNjABAAAA+J85c+bcdp1Bgwbd9G53Xl5eWrRokf3xhAkTJEkrV64svwIrKZedkgcAAAAAZUVgAgAAAGCocePG2rBhg7PLcBoCEwAAAAAYIDABAAAAgAECEwAAAAAY4C55AAAAgJP0/c9mZ5dQZS34WzuH7IcRJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwQGACAAAAAAMEJgAAAAAwYHJ2AXfDZrNp6dKlunLlih5++GFFRUU5uyQAAAAALsxhgWnOnDnKyMiQt7e3ZsyYYV++Y8cOzZ8/XzabTR07dtSzzz5r2EZ6erry8vJUp04d+fr6OqJsAAAAANWYwwJTVFSUOnfurMTERPsym82muXPnavz48fL19VVCQoLMZrNsNpsWL15cYvtBgwbpzJkzevTRRxUbG6sZM2aodevWjiofAAAAQDXksMDUokUL5eTklFh2+PBhBQQEyN/fX5IUERGhtLQ0devWTWPGjLmhDR8fH5lMxSW7u3P5FQAAAICK5dRrmPLz80tMrfP19dWhQ4cM1w8LC9O8efO0f/9+BQcHG66XkpKilJQUSdLkyZPl5+dXLvVmlUsrwJ0rr3O3ItAf4Ej0BaAYfQH4H0f1hyp104eaNWtq0KBBt10vJiZGMTEx9se5ubkVWRZQYTh3gWL0BaAYfQH4n/LsDw0bNjR8zqnz2nx8fJSXl2d/nJeXJx8fHydWBAAAAAD/49TA1KxZM2VlZSknJ0cWi0Wpqakym83l0nZ6erqSk5PLpS0AAAAA1ZPDpuTNmjVLe/fuVUFBgQYOHKiePXsqOjpa/fr106RJk2Sz2dShQwc1bty4XPZnNpvLLXwBAAAAqJ4cFpiGDh160+WhoaEKDQ11VBkAAAAAcMfcioqKipxdBAAAAABURvyYERziZr+rBVRH9AWgGH0BKEZfqPwITAAAAABggMAEAAAAAAYITHCI3/+QMFCd0ReAYvQFoBh9ofLjpg8AAAAAYIARJgAAAAAwQGACgLu0aNEiDR8+XMOGDdO8efN0s4H6PXv2aPLkyZKk9PR0rVy5UpJ08eJFjR07Vm+99Zb27duntWvX3tE+P/74Yw0fPlwff/zxDW0AFeVOzvXjx48rIyOjVO336dPnrtY/ffq0Ro0apbfeekvZ2dml2idQ1Y0fP16SlJ+frxkzZkgqWz/E7Tnsh2sBwBUcOHBABw4c0PTp0yVJEyZM0N69e9WyZUvDbcxms8xmsyRp165devDBBzVw4EDl5OToo48+UqdOnW6735SUFM2fP1/u7u7atGmTvQ2gotzpuX78+HEdOXLkrn6Evqio6Kbh63bS0tIUHh6uHj163PW2QFVktVpVo0aNEsveffddSZKPj49GjBghqXT9EHeOwIQ79uWXX8pkMik+Pl4LFizQiRMn9Pbbb2v37t3asGGDatWqpSNHjuj69esKDw9Xz549tWPHDm3YsEHDhw+XVPyt+6pVqzRmzBj16dNHcXFx2r59u+rVq6devXpp0aJFys3NVd++fe0fMAFn+eSTT+Tr66vOnTtLkpYtWyZ3d3ddv35dFotFRUVFslqt8vb2vmU7Gzdu1JEjR9SxY0ctWrRI169f15EjR9SwYUNlZ2dr1KhRatOmjXr37q1FixZpx44dkqQePXooIiJCU6ZM0dWrVzV69GhFRkZq7dq19jYmTZokDw+PCn8t4NpKe65bLBYtXbpU169f1/79+9WtWzdlZmbK09NTf/7znyVJI0aM0OjRoyVJkyZNUmBgoI4ePaqEhARJ0oIFC/Tzzz+rbt26Gjp0qO677z4dP35c//73v3Xt2jX5+/tr0KBBOnjwoL766iu5u7tr9+7devvttzV16lTl5eWpsLBQ8fHx9ovn+/Tpo/j4eGVkZMjDw0OjRo1S3bp1HfVyohoozWciSRoyZIgiIyO1fft21ahRQ6+99pqWLFmi7OxsPfPMM4qLi9OePXu0dOlS3XvvvTpz5ozee++9Evvu06ePPv74Y+Xk5GjKlCmaMmXKDf0wIiLCGS+LyyIw4Y4FBQVp9erVio+P19GjR1VYWCiLxaJ9+/YpODhY7dq1k5eXl2w2m/7xj3/oxIkTat26tZKTk3X16lV5enoqNTXV3omvXbumVq1aqU+fPpo2bZo+/fRTjR8/XpmZmUpMTCQwwekiIiK0YMEC+4fIzZs3a9y4cbp8+bJee+01FRUVqXPnzmrUqNEdtde0aVO98MILOnLkiF599VXl5OQoMzNT06ZNkyT99NNPOn78uKZNm6aLFy8qISFBwcHBGj16tL2fSFLdunXtbQDlobTnuslkKnFOS8Vhy0h2draGDBmiRx55RFLx+0CzZs3Ut29frVixQsuXL9err76qDz74QP369VOLFi20dOlSrVixQn379lVsbGyJMDZ48GB5eXnp+vXrSkhIUFhYmOrUqaNr164pMDDQ/kXc+vXrGZVCuSrNZ6ImTZpIkvz8/DRt2jQtWLBAc+bM0TvvvKPCwkKNGDFCcXFxkqRjx45pxowZql+//m1ruVk/RPkiMOGOPfzwwzp69KguX76se+65Rw899JCOHj2q/fv365VXXlFqaqrWr18vq9Wqc+fOKTMzU02aNFFISIi2bdum8PBwZWRkqHfv3pKKO3hISIgk6cEHH9Q999wjk8mkBx98UGfPnnXmoQKSpIceekgXL15Ufn6+Ll68KC8vL1ksFp0+fVpJSUmSpHfeecf+BllW+/fvV2RkpNzd3VW3bl21aNFCR44c4csDVDhHnet+fn72sCRJbm5u9i/RnnjiCU2fPl2XL1/WpUuX1KJFC0nSU089pZkzZ960vTVr1igtLU2SlJubq6ysLNWpU0cmk0lt27aVVPze9fPPP5e6ZuBmSvuZSJL9//QHH3xQV69eVa1atVSrVi2ZTCZdunRJktS8efM7CktwDAIT7pjJZFL9+vW1ceNGPfLII2rSpIl2796t7OxseXh4aNWqVfrXv/4lLy8vJSYmqrCwUJIUGRmpb775Rl5eXmrWrJlq1aolSapRo4bc3NwkFb9pmkzFp6O7u7usVqtzDhL4g/DwcP300086f/682rVrp61btyowMFCenp6SpMcee0wHDx5UQUGBli9fLklcW4QqqbzO9Ro1apS4Pun69ev2v39ry8hv7wl3Ys+ePdq1a5feffdd1axZU3//+9/t7zu/f3/hPQUVobSfiX7bVio+N++55x778t+fqzVr1pRU/EXAlClTJEmxsbH2ESg4FnfJw10JCgrSqlWrFBwcrKCgIK1bt05NmzbV5cuX5enpqdq1a+v8+fP2azAkqUWLFjp27JjWr1/PnFpUOREREUpNTdWWLVvUrl07+fn5ad++fbJarbJYLNq7d68eeOABPf7445o2bZqmTZumZs2a3VHbtWrV0pUrV+yPg4ODtXnzZtlsNl28eFH79u1T8+bNK+rQgBJKe657enqWOI/vv/9+HTt2TJJ09OhR5eTkGO6zqKhIP/30kyTpxx9/VFBQkGrXri0vLy/7HSB/+OGHm45qXb58Wffee69q1qyp06dP69ChQ+X5cgC3VZrPRHfrt+l706ZNu2VY+mM/RPlihAl3JTg4WJ9//rkeeeQReXp6ysPDQ8HBwWratKmaNm2qYcOGydfXV48++qh9G3d3d4WGhmrjxo0aMmSIE6sH7l7jxo115coV+fj4qF69egoPD9fu3bs1cuRISVJISEipp8zVqVNHjz76qEaMGKGQkBD17t1bBw8e1KhRoyRJvXv35kJ1OExpz/VWrVrpiy++0KhRo9StWzeFh4frhx9+0PDhw9W8eXM1bNjQcJ81a9bU4cOH9d///lf33Xefhg0bJqn4wvjfbvpQv359DR48+IZtQ0JCtG7dOg0bNkwNGjRQYGBgOb0SwJ0pzWei8nCzkdg/9kO+oC5fbkWlua8nAAAAAIcqKCjQ6NGjNWfOHGeXUq0wJQ8AAACo5PLz8zV+/Hg988wzzi6l2mGECQAAAAAMMMIEAAAAAAYITAAAAABggMAEAAAAAAYITACAamvfvn168803nV0GAKAS46YPAAAAAGCAESYAAAAAMGBydgEAANyJ/Px8zZs3T/v27ZOnp6e6du2q+Ph4LVu2TJmZmfLw8NDWrVvl5+enIUOGqFmzZpKko0ePKikpSdnZ2QoJCZGbm5saNGigF198UXv27NH777+vpKQkSdKQIUPUqVMn/fDDDzp79qxCQkI0ZMgQeXh4SJK2bdumTz/9VGfPnlWjRo3Uv39/NWnSxGmvCQCg4jHCBACo9Gw2m6ZMmaKmTZsqOTlZEydO1Jo1a7Rjxw5JxUEmIiJCCxYskNls1rx58yRJFotF06dPV1RUlObNm6fIyEht3br1lvvavHmzxo4dq8TERJ08eVIbN26UJB07dkwffvihXnvtNc2bN08xMTGaOnWqCgsLK/TYAQDORWACAFR6R44c0cWLF/Xcc8/JZDLJ399fHTt2VGpqqiQpKChIoaGhcnd315NPPqnjx49Lkg4ePCir1aouXbrIZDIpLCxMzZs3v+W+unTpIh8fH3l5ealt27b2tlJSUhQTE6PAwEC5u7srKipKJpNJhw4dqshDBwA4GVPyAACV3tmzZ3Xu3Dn17dvXvsxmsyk4OFh+fn7y9va2L/fw8FBhYaGsVqvOnTsnHx8fubm52Z/39fW95b7q1q1boq38/HxJUm5urr7//nt988039uctFov9eQCAayIwAQAqPT8/P9WvX1+zZ8++4blly5YZblevXj3l5+erqKjIHpry8vIUEBBw1zX4+vqqe/fu6t69+11vCwCoupiSBwCo9Jo3b65atWpp5cqVun79umw2m06ePKnDhw/fcrtHHnlE7u7u+uabb2S1WpWWlnbbbYx07NhR69at06FDh1RUVKSrV68qIyNDV65cKVV7AICqgREmAECl5+7urtGjR2vhwoUaMmSILBaLGjZsqBdeeOGW25lMJo0cOVJJSUlavHixHnvsMbVt21Ym092//TXbcR0MAAAAtElEQVRr1kwDBgzQvHnzlJWVJQ8PDwUFBSk4OLi0hwUAqAL44VoAQLUyduxYxcbGqkOHDs4uBQBQBTAlDwDg0vbu3avz58/LarVq48aNOnHihEJCQpxdFgCgimBKHgDApZ05c0YzZ87U1atX5e/vrxEjRqhevXrOLgsAUEUwJQ8AAAAADDAlDwAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwACBCQAAAAAMEJgAAAAAwMD/A3pmnZXysVYxAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotJitBomb(df_jitbomb_1, \"JIT bomb guido-fuzzer-find-1 - log scale\", log_scale=True)\n", "fig_plt.savefig('../images/standalone-jitbomb-guido-fuzzer-find-1-log-scale.png', bbox_inches='tight')" @@ -2689,7 +4524,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -2704,9 +4539,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotJitBomb(df_jitbomb_2, \"JIT bomb guido-fuzzer-find-2 (log scale)\", log_scale=True)\n", "\n", @@ -2774,7 +4620,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -2799,9 +4645,31 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 104, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotCompilerStackedOneTest(df_compiler, \"blake2b-8415-bytes\")\n", "fig_plt.savefig('../images/standalone-blake2b-8415-bytes-compilers.png', bbox_inches='tight')" @@ -2865,7 +4733,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ @@ -2893,9 +4761,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotCompilerStackedOneTest(df_native_and_compile, \"bls12-381-aggreg-128-pubkeys-verify-sig\")\n", "fig_plt.savefig('../images/standalone-bls12-381-aggreg-128-pubkeys-verify-sig-compilers-vs-native.png', bbox_inches='tight')" @@ -2945,7 +4833,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -2965,7 +4853,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 108, "metadata": {}, "outputs": [], "source": [ @@ -2989,7 +4877,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 109, "metadata": {}, "outputs": [], "source": [ @@ -3005,7 +4893,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ @@ -3043,9 +4931,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotCompilerSpeedup(df_wabt_v8liftoff, interp_name=\"wabt\", compiler_name=\"v8-liftoff\")\n", "plt_fig.savefig('../images/standalone-wabt-vs-v8-liftoff-speedup.png', bbox_inches='tight')" @@ -3074,7 +4973,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 112, "metadata": {}, "outputs": [], "source": [ @@ -3096,9 +4995,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotInterpOneEngine(df_interp, 'wasmi', all_tests, \"Wasmi - all Precompiles (existing and proposed) compared\")\n", "plt_fig.savefig('../images/standalone-wasmi-all-precompiles.png', bbox_inches='tight')" @@ -3113,9 +5032,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotInterpOneEngine(df_interp, 'wabt', all_tests, \"Wabt - all Precompiles (existing and proposed) compared\")\n", "plt_fig.savefig('../images/standalone-wabt-all-precompiles.png', bbox_inches='tight')" @@ -3151,9 +5090,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 115, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+hQoVNKaLcj6zi4uLg6ura4HLxMfH59oeADg7OyMhIUFjXn79Iq8+BOQ+v4Wdg8zMTHTq1Ak7d+7ElClTEBYWhoiICEyePDnP9nLGrW1/ySrQc8ZjYmICBweHXDHmlLPtnF8Y5CXntrKmc/a/V32vFCQuLg6tW7eGiGDv3r2wsbHReH3SpEkwNTXFzp070aFDBwQGBmLJkiXo2bMnRo4cqdUo6IWd26SkJOUy/fnz5+PIkSOIiIjARx99hJSUFK32I69+mp/CjmNMTAzs7Ow0vqDLaz88PDywd+9eZGZmon///nB2dkbjxo21OudERLrAe4SJ6K1Up04dODo6IiwsDGfPnlUK3latWmHjxo2oVKkSzMzM4Ofnp6yzfv16BAYGatxXeuPGjVxtV61aFWvWrIGIICoqCsuWLcOwYcPg7u6e61dgfVW2bFkYGRlh+PDh+PDDD/NcJvuvUAU9wzj74FDZ5+UsFPNqw8HBAeXKlcPixYvzbDv7PcZ5cXBwQJUqVXLdM5vF3d290Bhe5Xw6Ojrir7/+KjA2e3t73L9/P9f8+/fv5ypwX1dh5+D69es4ffo01q5di379+inL7NixI8/2ch4nbftLVkGVM5709PRCv9QAgIiICI3pws5/1rZq166tMQ2g0C8qXtfTp0+VKxeOHDmS5/bOnz8Pb2/vXEVhw4YN8Z///AexsbEav7znJb9z6+PjA+DlI5Fu3bqFI0eOaFxtUthgb9m96jPK81KhQgUkJCQgLS1NY7/z2o+WLVsqX1oeO3YM06ZNQ/v27XHz5s1XGjOBiKgoWAgT0VtJpVKhRYsW2LdvHy5duoRhw4YBeFkIT5w4EWXKlEHDhg1haWmprJOcnIwyZcpotLNq1aoCt+Hj44NvvvkGP/30E/766y+9LITNzc01RtEFXl6K6+/vj6ioKNSrV0/r0XLzcvLkSdy5c0e5PDoxMRG7du3KdQllXtq1a4elS5eicuXKKFeuXIH7ALy8RDf7r27t2rXDli1bYG1trVxO/KqKcj7btGmD9evXY8eOHejYsWOeywQEBGD37t1ITExUYk5MTMSOHTs0RuPVhd27d+PZs2fK5dE3b97EyZMnMWHCBAAv+zYAjcIkLS1N68tzte0vFStWRKVKlbBx40Z89NFHyvwtW7ZoVZjVr19fq3iy27hxo8aVHevXr4eRkREaNWpU5La0lZycjPbt2+PGjRs4dOgQPDw88lzO2dkZkZGRSE1N1Xj81B9//AELC4tcv67mZfPmzZgxY4ZyzI8dO4a7d++iSZMmSiyA5rlNSEjAtm3bXnn/Xkfjxo2RkZGB3377TeOy9U2bNuW7jrm5OVq1aoWkpCR07twZN27cYCFMRG8cC2Eiemu1bNkSw4cPh7GxMfz9/QG8HFHaxsYGBw8exLRp0zSWb9euHb766ivMnTsXDRs2RFhYGDZv3qyxzLlz5zBy5Ej06tULHh4eyMjIwOrVq2FiYqLxYVyf1KpVC0eOHMHOnTvh7OwMR0dHuLu745tvvkHz5s3Rtm1bDB48GBUqVMCjR49w5swZZGRk5BpJOD/ly5dHmzZtMGPGDGXU6GfPnmHq1KmFrjt69Ghs2LAB/v7+GD16NDw9PfHs2TNcvnwZR44cUT7MZz3TdMGCBXjvvfdgbGyM+vXro2/fvli1ahUCAwPxxRdfwNvbG6mpqbh+/Tq2b9+O0NBQjS87cnrV85n1yKg+ffpg4sSJaNSoERITE7F3716MGjUKXl5emDp1Knbu3InAwECMHz8eKpUKX331FZKTk3P1vdelVqvRpk0bjB07FikpKZg+fTrKlCmD0aNHAwBq1qwJNzc3TJ48GcbGxjA1NcXChQuLtA1t+ouRkRGmT5+OkJAQDBo0CL1798bff/+N+fPn5/qSSVd2796NsWPHok2bNjh16hS+/PJLfPjhh6hevXqR27p165byq3RcXByMjIyUHNCgQQO4ubkBeHnP87Fjx7B48WI8e/ZM4170atWqKSOzf/rpp+jRowc6duyIYcOGQa1WY/v27fj1118xevRorZ7NnJiYiC5dumDIkCF4+PAhJk6ciOrVqyu/zDdt2hRlypTB8OHD8eWXX+LZs2eYPXs2HB0d8eTJkyIfg9fVpk0b+Pn54ZNPPsGjR4/g4eGBzZs3IyoqCsD/rjT57rvvEB4ejuDgYFSqVAmPHj3CvHnz4OLignfeeafY4yYiA1SSI3UREb1JFy9eFAC5Robu1KmTxuilWZKTk2Xo0KHi6Ogo1tbW0r59e4mOjtYYafXBgwfy4YcfSvXq1UWtVoudnZ00b95c9uzZo7STNbrqvn37NNofMGCAuLq65ooTgEyePLnAfclv1Oic62WNNLtq1Spl3qVLl6RZs2aiVqtzjdx78eJF6dWrlzg5OYmZmZm4urpKx44dZdeuXYXGLfK/EalXrlwpVatWFTMzM/Hx8ZEDBw5ote8iIvHx8TJq1Chxd3cXU1NTcXJykmbNmsnChQuVZdLT02XYsGHi5OQkKpVK41g8f/5cpk+fLp6enmJmZiZ2dnZSv359mT59ujLKdH7nRJvzmZ/ExEQZM2aMVK5cWUxNTcXZ2Vm6deumjFQtInLy5EkJDAwUKysrsbS0lFatWskff/yh1bHJ6/xmjZR87do1jeUmTZokc+bMEVdXVzE3N5dmzZrJ2bNnNdY9e/as+Pn5iVqtFldXV5k6daqsXLlSAMiNGzeU5fIbZVxEu/4iIrJo0SKpXLmymJuby7vvvitHjhwRNze3NzJq9OHDh6VTp05iZWUldnZ2MmzYMElOTlaWy3pPrFy5UmP9rD6RPQ9ktZnXX/b3VH7L5FxORGT37t0SEBCg5BVvb29Zvny5xsjfecmKe/ny5TJ69GhxdHQUtVotwcHBEh0drbHsgQMHxMfHRywsLKRq1aqyePHifHNGXqNG5xyNXST/UaNzvoeyjln2PhQbGyu9evUSa2trsbW1lf79+8vq1asFgERGRoqIyPHjx6VTp05SsWJFMTMzE2dnZ+nevbtcvny5wONCRKQrKhEthmQkIiLKg7u7O5o1a4Z169aVdCgGS6VSYfLkyZg9e3ZJh0I6dPPmTVSpUgUrV65ESEhISYfz2j799FOsWrUK8fHxyq0OREQliZdGExEREZHOrF69Gk+ePEHt2rWRmpqKPXv24Ntvv8XYsWNZBBOR3mAhTEREREQ6Y2VlhUWLFuH69etISUlBlSpVMHfuXIwdO7akQyMiUvDSaCIiIiIiIjIor/68DCIiIiIiIqJSiIUwERERERERGRQWwkRERERERGRQWAgTERERERGRQWEhTERERERERAaFhTAREREREREZFBbCREREREREZFBYCBMREREREZFBYSFMREREREREBoWFMBERERERERkUFsJERERERERkUFgIExERERERkUFhIUxEREREREQGhYUwERERERERGRQWwkRERERERGRQWAgTERERERGRQWEhTERERERERAaFhTAREREREREZFBbCpUSLFi0QEhJS0mHolZs3b0KlUuHo0aM6WY7yNmPGDHh4eJR0GPSGMcfkxhzz5q1evRomJiYlHUaxO3ToEFQqFe7evVvSoRgk5rvcmO/eHHd3d8yePbukwyh2peF9xkLYgFy4cAE9evRA9erVYWRklGfn3LZtG4KDg+Hs7AxLS0vUrl0bixcvhohoLBcWFgZ/f3/Y2trC3t4erVu3xunTp4trVwAAlSpVQkxMDBo1aqST5ShvY8aMwcmTJ4u0zrp166BSqd5QRKSvmGOKJ8eEhISgRYsWxbKtN61Xr164d+9ekdY5evQoVCoVbt68+WaCKqKgoCAMHDiwWLeZnp6OSZMmwdfXFzY2NnB0dETbtm3xxx9/FGschoz5jvlOWxERERg9enSR1imJvJKfksq5L168wKBBg+Dr6wszM7M38qMMC2EDkpycjMqVK2PatGnw9vbOc5lDhw6hSZMm+O233/DXX39h7NixmDhxIv79738ry9y+fRsdOnSAj48PIiIiEB4eDltbW7Rt2xbPnj0rrt2BsbExnJ2dYWpqmu8yqampWi1H+bO2toajo2NJh0GlAHMMc0xRqdVqlC9fvqTDKHVSUlJw4sQJfPHFFzh58iQOHToEZ2dnBAUF4fr16yUdnkFgvmO+05aTkxOsrKxKOoxSJyMjA2ZmZvjkk0/Qu3fvN7MRoVIhICBABg0aJOPHjxcHBwexsbGRjz/+WJ4/f668PnjwYJk5c6aUL19e7OzspH///pKYmJhve4MHD9Zq2yNGjJB69eop07/99psAkKdPnyrzzp07JwAkMjJSqzYByKJFi+T9998XS0tLcXFxkUWLFmkss2jRIvH29hYrKyspX7689OrVS/755x/l9Rs3bggAOXLkiMb0unXr5L333hNLS0sZN25cvstt2LBB2rdvL2q1WqpUqSKrVq3S2H50dLS0bt1azM3NpWLFirJs2TKtj9uuXbukXr16YmZmJk5OTvKvf/1LkpKSlNcHDBgggYGB8v3330vlypXFxsZGOnbsKPfv39do5/fff5emTZuKhYWFuLi4yMCBA+XRo0daHeNVq1aJsbGx7Nu3T2rVqiXm5ubSsGFDOXv2bJFinT59ulSrVi3XdGhoqHh6eoqlpaUEBATI1atXRUTk4MGDAkDjb8CAAVrFTCWHOaZ05Jjp06fnen+tWrVKpkyZIk2bNlWWCwsLEwAyefJkZd6kSZOkcePGyvSJEyfE399fLCwspGzZstKnTx958OCBVsc3632+fft2adCggZibm0vt2rXlwIEDGssVto2sPJVz+ujRo+Lr6ytqtVrq1asnp06d0ji22f8CAgIKjTer3bCwMHnnnXfEwsJCAgIC5N69e3L48GHx8fERS0tLCQwMlLt37yrrRUdHS9euXaVChQqiVqvlnXfekTVr1iivDxgwIFc8Bw8eFBGRBw8eyMCBA6VcuXJibm4uNWrUkJ9++knj+P3+++/i7+8varVaatasKbt379bq+OclPT1dypYtK0uWLHnlNgwF813pznciIomJifLZZ5+Ji4uLqNVq8fHxkS1btuTan8LiKkhh/UREJDU1VcaPHy8uLi5iamoqNWvWlF9++UWjHTc3N5k1a5bG9NSpU+Wzzz4TOzs7KVeunIwaNUrS0tJEpOC8UhA3NzeZMmWKDB06VGxtbcXJyUmWLl0qL168kE8//VTKli0rLi4usnTpUo31CuobheXc9evXS7169cTc3Fzs7e2lXbt2Eh8frxy/oryPCpLzs6iusBAuJQICAsTGxkZCQkLk4sWLsn37dnFycpJRo0Ypr9va2sqoUaPk0qVLsnfvXrGzs5MpU6bk2562Sbt///7i7++vTN++fVvUarX83//9n6SmpkpycrKMHDlSqlWrJi9evNCqTQBiZ2cnS5YskStXrsiiRYvE2NhYQkNDlWUWLVok+/btk+joaDl+/Lg0adJEmjdvrryeXzJ2dXWVdevWSXR0tERHR+e7XJUqVWTDhg1y7do1mThxohgbG8uVK1dERCQzM1O8vb2lYcOG8scff8jZs2flvffekzJlyhR63KKiosTY2Fg5F7t375ZKlSpJv379lGUGDBggZcqUkd69e8v58+fl+PHj4u7urrHMgQMHRK1Wy5IlS+Tq1aty6tQpadGihTRv3lwyMzMLPcarVq0SlUolvr6+cujQIYmKipL27duLi4uLJCcnax1rXoWwpaWltG3bVk6fPi2RkZFSr149adasmYiIpKSkyLJlywSAxMTESExMjDx+/LjQeKlkMceUjhyTmJgoH3zwgTRp0kR5fyUnJ8uBAwfE1NRU+YAxZcoUcXJykiZNmijrNm7cWCZNmiQiIjExMWJjYyN9+vSRc+fOyZEjR6ROnToa56EgWYWch4eH7NixQy5evCgfffSRWFpaKh+gtNlGXoWwSqUSf39/CQ8Pl0uXLkm7du3E3d1d0tLSJD09XbZt2yYA5NSpUxITEyNxcXGFxpvVbkBAgJw8eVL+/PNP8fDwkGbNmklAQICcOHFCzp49K56entKzZ09lvXPnzsnSpUslMjJS/v77b1myZIlSUIuIPH78WPz9/aVnz57K+UhJSZHk5GTx8vISX76dEdUAACAASURBVF9f2bdvn1y/fl327t0rv/76q8bxq1u3rvz3v/+Vq1evysCBA8XGxkb5EFlUiYmJYmlpqRTblD/mu9Kd7zIzM6VFixYSEBAgR44ckevXr8v3338vpqamsn//fq3jKkxh/UREZMyYMWJvby8bN26UK1euyJw5c0SlUilxiORdCJctW1bmzZsnV69elQ0bNoiJiYn8+OOPIpJ/XimMm5ub2NrayoIFC+TatWsya9YsASDvvfeeMm/u3LmiUqnkwoULynoF9Y2Ccu7PP/8sJiYmMnPmTLlw4YJERUXJokWL5OHDh8rxK8r7qCAshA1cQECAuLm5SXp6ujLv+++/F3Nzc0lKSpKAgACpW7euxjpDhw7V+PY/Z3vaJO2DBw+KiYmJbN++XWP+yZMnpXLlymJsbCwqlUo8PT3l+vXrWu8PAI1iS0SkT58+SjGVlzNnzggA5dv6/JLxzJkzNdbLb7kFCxYoy6Snp4u1tbV89913IvLyl1gAcu3aNWWZuLg4UavVhR63fv36SYMGDTTmhYaGikqlkps3b4rIy0LYyclJ4x+5+fPni7OzszIdEBAg48eP12jn1q1bAiDXr7p5WbVqlQDQSMbx8fFiZWWlJFttYs2rEDY2NpbY2Fhl3vr160WlUinfkq5du1Z4wUnpwhxTenLM4MGDc/0K+vz5czE3N5ddu3aJiEjTpk3l66+/Vorjp0+fiomJiZIPpkyZIq6urhofriIjIwWAHD58uMDti/yvkMvKJSIiaWlpUrlyZeVDjjbbyKsQBiB//vmnMu/kyZMCQC5fviwiIkeOHBEAcuPGjULjzNlu9tz573//WwDI6dOnlXnffPONODg4FNhWp06dJCQkRJkODAzMddXLjz/+KObm5nLnzp0828g6ftl/wbp//74AkD179mi9X9kNHjxY3NzcXunXFkPDfFe6893BgwfF3Nw815fsgwYNks6dO2sdV2EK6yfPnj0TMzMzWb58ucZ6Xbp0kZYtWyrTeRXCHTt21FinXbt20rt3b2U6r7xSGDc3N2X/RUQyMjLExsZGOnTooDGvbNmyuX4Vzi5n38gv51aqVEmGDx+ebztFfR8V5E0VwrxHuBRp2LAhjI2NlWk/Pz+kpKQo9wPlvEfFxcUFDx48eOXtnTx5El26dMGMGTPQsWNHZX5sbCwGDRqEjh074o8//sCxY8dQs2ZNBAcHIzExUev2mzRpojHt5+eHCxcuKNOHDh1C27ZtUalSJdjY2KBZs2YAgFu3bhXYbsOGDbXavo+Pj/L/xsbGKFeunHK8Ll68CEdHR40b8+3t7eHp6alM//LLL7C2tlb+fvnlFwAvB9Bo3ry5xrYCAgIgIrh48aIyz8vLC+bm5sp0zvMVERGBRYsWaWyjVq1aAIBr165ptY+A5nG2s7NDzZo1leOsbaw5ubi4wMnJSWNaRBAbG6t1XKR/mGNKR47Ji4WFBZo0aYKwsDAkJSUhIiICH3zwAapXr47w8HCEh4fD2NgYfn5+AF6+9xs3bgwzMzOlDW9vb9ja2moco8JkP8YmJiZo2LChRn55lW2oVCqNvubi4gIAr9XXstqtU6eOMu3s7AwAqFu3rsa8uLg4ZGRkAHh5H+iECRNQu3Zt2Nvbw9raGrt37y60j/z555+oVasWKlasWOBy2ftI+fLlYWxs/Er7OWHCBISGhmL79u2wtrYu8vqGiPmu9Oa7iIgIpKamwtXVVWOddevW5fp8VFBc2iion/z9999ITU3N83NUYXk0e1zA6/evLNn7rZGREZycnDRynJGREcqVK6fxee1V+kZsbCzu3LmDNm3aaB0PoLv91BXDe2bBWyz7hw3g5T/6mZmZr9TWoUOH0LFjR0ycOBGTJk3SeG3ZsmUQESxbtkyZt379etjZ2WHDhg06GSr99u3bCA4ORv/+/TFt2jQ4Ojri7t27CAoKQmpqaoHrajsgQWHHq7BRjzt16qQxamJRB3zJa/uSbSTJzMxMjB8/Hv3798+1btYHuJKSV+wAXrm/UenAHPOSvuaYVq1aYevWrQgMDETVqlXh4uKCVq1aISwsDCKCJk2awMLCQqvYS5KRkZHGB09d5Zf82s0+6E/WvKxcPHbsWGzbtg3ffPMNPD09YWVlhS+++AJPnjx5rViy5OwjQNH2U0QwcuRI/Prrrzhw4IDGB156Pcx3L+ljvsvMzIStrS0iIiIKjUOX51GX3lRcOQcxU6lUec7L2tbr9A1t6Ovxz8JfhEuRiIgI5VtqADh+/DjMzc1RrVo1nW5n165dCA4OxowZM3IlbAB49uwZjIw0u46RkRGMjIxyPRKgIDkfyXP8+HHlF8+IiAg8f/4cixYtgp+fHzw9PYv1G6RatWrh4cOHGqNvJiQk4OrVq8q0jY0NPDw8lD8bGxsAQO3atREeHq7R3uHDh6FSqVC7dm2tY6hfvz4uXLigsY2sv6J845/9OD9+/BiXLl1SjrOuYs0pK/Fl76+k/5hjSkeOMTMzy/O91bJlS0RFRWHTpk0IDAwEAKUQDgsLQ6tWrZRla9eujZMnT2p80ImKisKTJ0/wzjvvaL0f2Y9xeno6Tp06pZFfdLGNnIozv4SHh6Nv377o2bMnvL29UbVqVY1zlBVPzljeffddXLx48Y0+JzgjIwMfffQRNm3ahEOHDuU7cjHljfmu9Oa7+vXr4/Hjx3jx4kWuz0eVK1fWaewF9RMPDw+Ym5vn+TnqdXIckH+e1zVt+kZeObdcuXKoWLEifv/99zce45vEQrgUiYuLw/Dhw3Hp0iXs2rULU6dOxZAhQ7T+ti41NRWRkZGIjIxEUlIS4uPjERkZqXEJ7KZNm9C1a1eMGTMGffv2xf3793H//n08fPhQWaZTp064dOkSJkyYgCtXruD8+fMYOHAgVCoVWrdurfX+7Ny5E8uWLcO1a9ewdOlSbNiwAV988QUAoHr16lCpVFiwYAFu3LiB0NBQzJw5U+u2X1dQUBC8vb3Rv39/REREICoqCv3794eJiUmh32qOHTsWZ86cwejRo3H58mXs2bMHI0aMQN++fYuUoGfOnIlt27bh888/R2RkJK5fv449e/Zg8ODBeP78uVZtqFQqjBs3DuHh4Th//jw+/PBD2NjY4IMPPtBprDlVqVIFALB9+3Y8fPgQSUlJr9wWFR/mmNKRY6pUqYLLly/jwoULePToEVJSUgAAjRo1gqWlJdauXasUvS1atMD58+cRFRWlUQh/+umnePr0KQYOHIi//voLR48eRf/+/eHv7w9/f3+t92P+/PnYvXs3Ll26hH/96194+PAhhg0bptNt5OTm5gYjIyPs3r0bsbGxOvt1Ni+enp7Ytm0bTp06hYsXL+KTTz7BP//8o7FMlSpV8Oeff+L69et49OgR0tLS0KdPH7i5uaFTp07Yv38/bty4gQMHDmDDhg06iSs9PR29e/fG9u3bsXHjRjg4OCjvJeZb7TDfld5816pVKwQFBeH9999HaGgooqOj8eeff2Lp0qVYuXKlTmMvqJ9YWlris88+w9SpU7Fp0yZcvXoVc+fOxbZt2/L80qMo8sorb4I2fSO/nDt9+nR8//33mDVrFi5duoQLFy5g2bJlePTokc7iu3jxIiIjI3H//n2N95wufq0GwNFsSousIdyzRqeztraWwYMHK6P/5jVQw6xZs8TNzU2ZzmsIdAAaywQEBBS6jIjI5s2bpUGDBmJjYyN2dnbSsmVLZeAEbQCQhQsXSufOnUWtVouzs7PGgAYiIsuWLZOKFSuKhYWF+Pn5yX//+1+NIeTzG7AhZxzaLletWjWZPn26Mh0dHS1BQUEaQ/03aNBAPv3000L3L/sjiRwdHWXo0KF5Pj4pu7wGmAoPD5fAwECxtrYWS0tL8fLykpEjRypD7BckaxCavXv3ipeXl5iZmUmDBg00BqHRJtb8Hp+UXV4DKYwcOVKcnJz4+KRSgjmm9OSYuLg4ZcRVZHuciIhImzZtRKVSaYykXK9ePbG2tpbU1FSNdrI/2sjW1vaVHp+0bds2JX/UrFlTfv/99yJtI7/HJ2V3586dXI8P+eqrr8TFxUWMjIyK9Pik7PLKub/++qsAUHLs7du3pU2bNmJpaSnOzs4ybdo0+eijjzS2ef36dfH39xcrKyuNOGNiYqR///7i4OAg5ubm4unpqZyrrOOXczAtY2NjrR7vkt97DYBGH6O8Md+V/nyXnJws48ePF3d3dzE1NZXy5ctL27ZtlUe4aRtXQQrrJyKv/vik7NMiuQcFyy+vFCSvdvPaX09PT41H6xXWN0Tyz7nr1q2TunXripmZmdjb20twcLAkJCQox6+w95E2+5TXe6gogyUWRCVShOsuiHREpVJh7dq16NevX0mHorXExERUrFgRs2fPxogRI0o6nEKtXr0aISEhSE9PL+lQiIodc8ybdejQIbRs2RJ37twpdEAoInqzmO/ejBYtWsDDwwM//vhjSYdCbwgHyyLKx/bt22FiYoKaNWsiNjYWX375JVQqFXr27FnSoRHRW4A5hogMBfMd6SPeI0w6N3ToUI3h7LP/vc4ATMUtOTkZY8aMQe3atdGhQwdkZmbi6NGjRR4d+k3J7xhbW1tj7ty5JR0e0RvDHPPm1a5dO99jPHTo0JIOL5e3LR/OnTu3wH0iw8F892bkfFxTzr/bt2+XSFz5eRtzgj7kbV4aTToXGxuLp0+f5vmaqakp3Nzcijmit9Pff/+d72v29vawt7cvxmiIig9zzJt369atfAdnKVOmDMqVK1fMERXsbcuH8fHxiI+Pz/f17M9jpbcb892bkZiYWODI2e7u7jAx0Z8LZ9/GnKAPeZuFMBERERERERkUXhpNREREREREBkV/fvMvITmfB/iqHB0ddfrcLF3Qx5gA/YxLH2MC9DMufYwJ0F1cLi4uOohG/zDXFT99jEsfYwL0My59jAnQbVxvY75jrit++hiXPsYE6Gdc+hgTUDy5jr8IExERERERkUFhIUxEREREREQGhYUwERERERERGRSDv0eYSBdEBC9evEBmZiZUKpXO2n3w4AFSUlJ01p4u6GNMQNHiEhEYGRnBwsJCp+eL6G3HXFfyihqXoee7V+2z+nj+9TEmQLdxGXp/peLFQphIB168eAFTU1OdP3POxMQExsbGOm3zdeljTEDR40pPT8eLFy+gVqvfYFREbxfmupL3KnEZcr571T6rj+dfH2MCdB+XIfdXKl68NJpIBzIzM/XqwetUOBMTE2RmZpZ0GESlCnNd6WTI+Y59tvQx5P5KxYuFMJEO8PKd0onnjaho+J4pvQz13Bnqfpd2PG9vh+joaHTv3h21a9dGjRo10Lt3b9y8eRMAsGfPHvj5+aFq1aro3r07bt++nWcb3bt3h6urq8Zf9+7ddRIfC2EiIiIiIiLSqfv370NEMGbMGPTq1QtHjhzBmDFjEBsbi2HDhsHa2hpTpkzBuXPnMGrUqDzbGDVqFFasWIEVK1ZgwIABAIB33nlHJ/HxWhGiN6DzL5d12t62vl46bU9Xjh8/DlNTUzRo0AAAsGbNGqjVavTo0eO12r1z5w5Onz6Nrl27AgCioqKwefNmzJo167VjJiLdYa5jritt2Gd132e3bNmCmTNnvnbM9PapX78+tmzZokxv3boVV69eRWhoKFJSUvDpp5+iY8eOiIyMxJYtW3Dz5k24u7trtNGsWTPl/7Pa6tevHwBg7dq1WLx4MeLi4uDo6IjBgwdj6NChWsfHQpiIXtmJEydgZWWl/EP74Ycf6qTdO3fu4LffflP+ofX29oa3t7dO2iYiKirmOiptirPPvvvuu0hPT9dJ+/R2MTMzU/4/KioKjx8/RnBwMO7cuQMAcHZ2BgBUqFABAHD79u1chXCWe/fu4eDBg/Dz84OHhwcAYM6cOahYsSLGjx+PBw8eFHk8AF4aTfSW2LJlC9q3b4/WrVtj3LhxyMjIQGRkJIKCgvDixQskJyejZcuWuHz5MpKTk/H555+jffv2aNOmDfbu3QsAyMjIwMyZM9GqVSsEBQXh559/BgA0atQI8fHxAIDIyEh0794dd+7cwdq1a7Fy5Uq0bt0af/zxBxYsWIDvvvsOAPDXX3+hQ4cOCAoKwuDBg/H48WMAL+/1mDNnDtq3b49mzZrhjz/+yLUvc+fOxalTp9C6dWv88MMPOH78uPKP+IIFCzBy5Eh07doVDRs2xO7duzF79mwEBASgb9++SEtLAwCcO3cO3bp1Q7t27fDBBx/gwYMHb/YEEFGxYK5jrittdNVnZ8yYUWCfjYqKKpE+27dvXwD599nAwED2WQP3999/Y9CgQahUqRJmz579Sm385z//QWZmJvr376/Mq1KlCmJiYnDs2DFYWlqiW7duRWqThTDRW+DatWvYvn07QkNDsW/fPhgbG2Pr1q3w8fFB69at8e9//xuzZ8/G+++/Dy8vLyxevBh+fn7YtWsXNm3ahFmzZiE5ORnr1q3DnTt38Pvvv2P//v3KN755qVSpEvr374+PP/4Y+/btQ6NGjTReHzVqFCZPnoz9+/fDy8sL33zzjfJaeno6du3ahS+//FJjfpZJkyahYcOG2LdvHz755JNcr9+6dQsbN27EqlWrMGLECDRt2hSHDx+GhYUFDhw4gLS0NEyZMgU//PAD9uzZg169euGrr756jSNMRPqAuY65rrRhn22KAwcOsM8asKtXr6J79+4wNTXFxo0bUb58eVSqVAkAEBMTo/HfypUrIzMzEy9evNC4yiA9PR3r169HuXLl0K5dO2X+xo0bMW3aNFhbW2PevHkYNGhQkWLjpdFEb4GjR4/i/PnzCA4OBvDyuYmOjo4AgNGjRyM4OBgWFhbKfWfh4eHYt2+f8u1wSkoK7t27h6NHj6J///7KpSV2dnavFM/Tp0/x5MkTNGnSBADQo0cPDBkyRHk9K866devi7t27RW6/ZcuWMDU1Rc2aNZGZmYmWLVsCALy8vHDnzh1cv34dV65cQe/evQG8fHxGuXLlXmlfiEh/MNcx15U2uuyzAwcOZJ+lUuXevXvo0aMHEhISMG7cOJw9exZnz55F586dMW/ePKxYsQKPHj3Cnj170LBhQ7i7u+P48ePo0aMHhg4diqlTpwIA9u3bh/v37+Ozzz6Dqamp0v706dNRt25d1KlTB//973+LfHUBC2Git4CIoEePHpg4cWKu1xISEpCcnIz09HSkpKTA0tISIoIffvhBuceiMNmf6ZeSkvLa8WbdM2JsbPxK9xWZm5sDAIyMjGBiYqI8ZsHIyAgZGRkQEdSoUQM7dux47ViJSH8w1zHXlTbss+yzhuzWrVt49OgRAGDevHnK/Hv37mH58uWYPXs2Zs2aBV9f3zyvQMiybt06GBkZKYNkZXn69Cn+7//+D8+ePUOlSpUwefLkIsXHS6OJ3gLNmjXDzp07lWSTkJCgfJM7fvx4jB07Fl27dsWcOXMAAAEBAVi1ahVEBMDL+4UAwN/fH2vXrlX+8UtISAAAVKxYEefOnQMA7Ny5U9mulZUVkpKScsVTpkwZ2NraKvcXbdmyBY0bN9Z6f6ytrfHs2TPtD0AO1apVQ3x8PE6fPg0ASEtLw5UrV165PSLSD8x1mpjr9J8u++yaNWsK7LO7du1Stss+S/qgadOmuHfvXq4/4OXVB8ePH8eNGzewdetWZZCsrHUWL16stPPLL7/gzp07cHV11Wj/xx9/xF9//YUbN24gPDwcbdu2LVJ8/EWY6A3Q1eMUTExMtPpGtkaNGhg3bhz69OkDEYGJiQnmzJmDEydOwNTUFF27dkVGRgY6d+6Mo0ePYtSoUZg+fTqCgoKQmZmJSpUqYc2aNfjggw8QHR2NoKAgmJiYoG/fvhg0aBA+//xzfPHFF/j666/h5+enbLd169YYMmQI9u7dm2vwg0WLFmHChAl48eIFKleuXOA3fTnVrFkTRkZGCAoKQs+ePYv8vDgzMzN8//33mDZtGp4+fYqMjAyEhITA09OzSO0QUcGY65jrShtt+6y2fbIwuuyzN2/eLLDPZl3uDLDPEmlDJVlfORmof/75RyftODo6Kt/26Qt9jAnQz7heN6bk5GRYWlrqMKKXdPUPsS7pY0zAq8WV13lzcXHRZVh6g7mu+OljXMx12tPHmIBXj8tQ8l3OXPeqfVYfz78+xgS8mbheN9foY/4F9DOu4o5Jl8/y1vaLrfxyHS+NJiIiIiIiIoPCQpiIiIiIiIgMCgthIh0w8DsMSi2eN6Ki4Xum9DLUc2eo+13a8bxRcWAhTKQDRkZGennfDuUvPT0dRkZMgURFwVxXOhlyvmOfLX0Mub9S8eKo0UQ6YGFhgRcvXiAlJUV5Zp4umJub6+S5gLqkjzEBRYtLRGBkZAQLC4s3HBXR24W5ruQVNS5Dz3ev2mf18fzrY0yAbuMy9P5KxYuFMJEOqFQqqNVqnbfL0QW1p69xEb1NmOtKnr7Gpa9etc/q43HWx5gA/Y2LqDC87oCIiIiIiIgMCgthIiIiIiIiMijFcmn0o0ePsHz5cjx+/BgqlQpBQUEIDg5GUlISFi5ciIcPH8LJyQmjR4+GtbU1RASrVq3C2bNnYW5ujmHDhqFq1aoAgEOHDmHr1q0AgPfffx8tWrQAAERHR2P58uVITU2Fr68vBg0apNP7l4iICsNcR0SGgLmOiN4GxfKLsLGxMfr374+FCxdizpw52Lt3L+7evYvQ0FDUqVMHS5YsQZ06dRAaGgoAOHv2LO7fv48lS5bgk08+wY8//ggASEpKwubNmzF37lzMnTsXmzdvRlJSEgBg5cqVGDJkCJYsWYL79+8jMjKyOHaNiEjBXEdEhoC5jojeBsVSCNvZ2Snf/KnVari6uiI+Ph4REREICAgAAAQEBCAiIgIAcPr0aTRv3hwqlQo1atTAs2fPkJCQgMjISNStWxfW1tawtrZG3bp1ERkZiYSEBDx//hw1atSASqVC8+bNlbaIiIoLcx0RGQLmOiJ6GxT7qNGxsbG4ceMGPDw88OTJE9jZ2QEAypYtiydPngAA4uPj4ejoqKzj4OCA+Ph4xMfHw8HBQZlvb2+f5/ys5fOyf/9+7N+/HwAwf/58je28DhMTE521pSv6GBOgn3HpY0yAfsaljzEB+hcXc13x0ceYAP2MSx9jAvQzLn2MCdC/uJjrio8+xgToZ1z6GBOgn3HpY0zaet24i7UQfvHiBRYsWICBAwfC0tJS4zWVSlUs934EBQUhKChImdbVcO/6OHS8PsYE6Gdc+hgToJ9x6WNMgO7icnFxee02mOuKlz7GBOhnXPoYE6CfceljTIBu43rdfMdcV7z0MSZAP+PSx5gA/YxLH2PSlrZx55frim3U6PT0dCxYsAD+/v5o1KgRAMDW1hYJCQkAgISEBJQpUwbAy28Es+9YXFwc7O3tYW9vj7i4OGV+fHx8nvOzliciKm7MdURkCJjriKi0K5ZCWETw3XffwdXVFR06dFDm169fH4cPHwYAHD58GA0aNFDmh4eHQ0Rw9epVWFpaws7ODj4+PoiKikJSUhKSkpIQFRUFHx8f2NnZQa1W4+rVqxARhIeHo379+sWxa0RECuY6IjIEzHVE9DYolkujr1y5gvDwcFSuXBljx44FAPTp0wddunTBwoULERYWpgyzDwC+vr44c+YMPvvsM5iZmWHYsGEAAGtra3Tr1g0TJ04EAHTv3h3W1tYAgJCQEKxYsQKpqanw8fGBr69vcewaEZGCuY6IDAFzHRG9DVQiIiUdREn6559/dNKOPl5fr48xAfoZlz7GBOhnXPoYE6Bf9wjrI+a64qePceljTIB+xqWPMQH6dY+wPmKuK376GJc+xgToZ1zFHVPnXy7rrK1tfb20Wq7E7xEmIiIiIiIi0gcshImIiIiIiMigsBAmIiIiIiIig8JCmIiIiIiIiAwKC2EiIiIiIiIyKCyEiYiIiIiIyKCwECYiIiIiIiKDwkKYiIiIiIiIDAoLYSIiIiIiIjIoLISJiIiIiIjIoLAQJiIiIiIiIoPCQpiIiIiIiIgMCgthIiIiIiIiMigshImIiIiIiMigsBAmIiIiIiIig8JCmIiIiIiIiAwKC2EiIiIiIiIyKCyEiYiIiIiIyKCwECYiIiIiIiKDwkKYiIiIiIiIDAoLYSIiIiIiIjIoLISJiIiIiIjIoLAQJiIiIiIiIoPCQpiIiIiIiIgMCgthIiIiIiIiMigshImIiIiIiMigsBAmIiIiIiIig8JCmIiIiIiIiAwKC2EiIiIiIiIyKCyEiYiIiIiIyKCwECYiIiIiIiKDwkKYiIiIiIiIDAoLYSIiIiIiIjIoLISJiIiIiIjIoLAQJiIiIiIiIoNiUhwbWbFiBc6cOQNbW1ssWLAAALBw4UL8888/AIDk5GRYWlri66+/RmxsLEaPHg0XFxcAQPXq1fHJJ58AAKKjo7F8+XKkpqbC19cXgwYNgkqlQlJSEhYuXIiHDx/CyckJo0ePhrW1dXHsGhGRgrmOiAwF8x0RlXbFUgi3aNEC7dq1w/Lly5V5o0ePVv5/zZo1sLS0VKadnZ3x9ddf52pn5cqVGDJkCKpXr4558+YhMjISvr6+CA0NRZ06ddClSxeEhoYiNDQU/fr1e7M7RUSUA3MdERkK5jsiKu2K5dLoWrVq5fstnojgxIkT8PPzK7CNhIQEPH/+HDVq1IBKpULz5s0REREBAIiIiEBAQAAAICAgQJlPRFScmOuIyFAw3xFRaVcsvwgX5NKlS7C1tUWFChWUebGxsRg3bhzUajV69+6NmjVrIj4+Hg4ODsoyDg4OiI+PBwA8efIEdnZ2AICyZcviyZMn+W5v//792L9/PwBg/vz5cHR01Ml+mJiY6KwtXdHHmAD9jEsfYwL0My59jAnQ37iyMNe9OfoYE6CfceljTIB+xqWPMQH6G1d2xZnvmOtKnj7GpY8xAfoZlz7GpK3XjbvEC+Fjx45pfGNoZ2eHFStWo/oTDQAAIABJREFUwMbGBtHR0fj666+Ve0+0oVKpoFKp8n09KCgIQUFByvSjR49eLfAcHB0dddaWruhjTIB+xqWPMQH6GZc+xgToLq6se9h0jbnuzdHHmAD9jEsfYwL0My59jAnQbVxvQ75jrit5+hiXPsYE6Gdc+hiTtrSNO79cV6KjRmdkZODUqVNo2rSpMs/U1BQ2NjYAgKpVq6J8+fKIiYmBvb094uLilOXi4uJgb28PALC1tUVCQgKAl5fZlClTphj3goioYMx1RGQomO+IqLQo0UL4/PnzcHFx0bgs5unTp8jMzAQAPHjwADExMShfvjzs7OygVqtx9epViAjCw8NRv359AED9+vVx+PBhAMDhw4fRoEGD4t8ZIqJ8MNcRkaFgviOi0qJYLo1etGgRLl68iMTERAwdOhQ9e/ZEq1atcl06AwAXL17Exo0bYWxsDCMjI3z88cfKYAwhISFYsWIFUlNT4ePjA19fXwBAly5dsHDhQoSFhSlD7BMRFTfmOiIyFMx3RFTaqURESjqIkpT1vLvXpY/X1+tjTIB+xqWPMQH6GZc+xgTo/z3CJY25rvjpY1z6GBOgn3HpY0xA6bhHuCQx1xU/fYxLH2MC9DOu4o6p8y+XddbWtr5eWi2nl/cIExERERERERU3FsJERERERERkUFgIExERERERkUFhIUxEREREREQGhYUwERERERERGRQWwkRERERERGRQWAgTERERERGRQWEhTERERERERAaFhTAREREREREZFBbCREREREREZFBYCBMREREREZFBYSFMREREREREBoWFMBERERERERkUFsJERERERERkUFgIExERERERkUFhIUxEREREREQGhYUwERERERERGRQWwkRERERERGRQWAgTERERERGRQWEhTERERERERAaFhTAREREREREZFBbCREREREREZFBYCBMREREREZFBYSFMREREREREBoWFMBERERERERkUFsJERERERERkUFgIExERERERkUFhIUxEREREREQGhYUwERERERERGRQWwkRERERERGRQWAgTERERERGRQWEhTERERERERAaFhTAREREREREZFBbCREREREREZFBYCBMREREREZFBMSmOjaxYsQJnzpyBra0tFixYAADYuHEjDhw4gDJlygAA+vTpg3r16gEAfvvtN4SFhcHIyAiDBg2Cj48PgP/P3p3HRVnv//9/MLK4kLIKiViAopLihqam5IKVZeEp0tIsl1yi8nMsPLnkUkrqcTcly6WOZYrHlPbjiUhNOZ3QhBYz8pArGMLgGqjI/P7w53wjl6acGS6c5/1249bMdV1zzfNNzStec13X+4Ls7Gxef/11Kioq6NmzJ3379gWgsLCQBQsWcPLkScLDw3n66adxd3fK0EREKlG9ExFXoFonItWdU44Id+vWjQkTJlyy/J577mH27NnMnj3bWigPHTpEZmYm8+bNY+LEiaxYsYKKigoqKipYsWIFEyZMYP78+Wzfvp1Dhw4B8NZbb3HPPffw8ssvU6dOHTIyMpwxLBGRS6jeiYgrUK0TkerOKY1wVFQU3t7eNm2blZVF586d8fDwoH79+gQHB7N371727t1LcHAwQUFBuLu707lzZ7KysrBYLHz33Xd07NgRuFCYs7KyHDkcEZErUr0TEVegWici1V2VnmOyadMmtm7dSnh4OI8++ije3t6YzWaaNGli3cbPzw+z2QyAv7+/dbm/vz8//vgjJ0+epHbt2tSoUeOS7S8nPT2d9PR0AGbOnElAQIBdxuLu7m63fdmLETOBMXMZMRMYM5cRM4Fxc13k7HqnWlf1jJjLiJnAmLmMmAmMm+si1TrHMWImMGYuI2YCY+YyYiZbXWvuKmuE77jjDhISEgBITU1l1apVJCYmOvx94+LiiIuLsz4vKiqyy34DAgLsti97MWImMGYuI2YCY+YyYiawX64GDRrYIU1lVVHvVOuqnhFzGTETGDOXETOBfXPZu96p1jmWETOBMXMZMRMYM5cRM9nK1txXqnVVNmu0j48PJpMJk8lEz549+d///gdc+NavuLjYup3ZbMbPz++S5cXFxfj5+XHDDTfwyy+/cP78+Urbi4gYheqdiLgC1ToRqU6qrBEuKSmxPv7yyy8JDQ0FICYmhszMTM6dO0dhYSEFBQU0btyYiIgICgoKKCwspLy8nMzMTGJiYnBzc+OWW27hiy++AGDz5s3ExMRUyZhERC5H9U5EXIFqnYhUJ045NXrBggXs3r2bkydPMmrUKPr168d3333Hvn37cHNzIzAwkBEjRgAQGhpKp06deOaZZzCZTAwbNgyT6UK/PnToUJKTk6moqKB79+7WAjtw4EAWLFjA2rVrCQsLo0ePHs4YlojIJVTvRMQVqNaJSHXnZrFYLFUdoirl5+fbZT9GPL/eiJnAmLmMmAmMmcuImcDY1wgbgWqd8xkxlxEzgTFzGTETGPsaYSNQrXM+I+YyYiYwZi5nZ4pfvcdu+3p3YDObtjPcNcIiIiIiIiIiVUGNsIiIiIiIiLgUNcIiIiIiIiLiUtQIi4iIiIiIiEtRIywiIiIiIiIuRY2wiIiIiIiIuBQ1wiIiIiIiIuJS1AiLiIiIiIiIS1EjLCIiIiIiIi5FjbCIiIiIiIi4FDXCIiIiIiIi4lLUCIuIiIiIiIhLUSMsIiIiIiIiLkWNsIiIiIiIiLgUNcIiIiIiIiLiUtQIi4iIiIiIiEtRIywiIiIiIiIuRY2wiIiIiIiIuBQ1wiIiIiIiIuJS1AiLiIiIiIiIS1EjLCIiIiIiIi5FjbCIiIiIiIi4FDXCIiIiIiIi4lLUCIuIiIiIiIhLUSMsIiIiIiIiLkWNsIiIiIiIiLgUNcIiIiIiIiLiUtQIi4iIiIiIiEtRIywiIiIiIiIuRY2wiIiIiIiIuBQ1wiIiIiIiIuJS1AiLiIiIiIiIS1EjLCIiIiIiIi7F3dYNv/32W+rXr0/9+vUpKSlh9erVmEwmBgwYgI+PjyMzioiIiIiIiNiNzY3wihUrmDhxIgCrVq0CoEaNGrz66qs899xzV31tSkoKX331FfXq1WPu3LkAvPnmm+zcuRN3d3eCgoJITEykTp06FBYWMmbMGBo0aABAkyZNGDFiBAB5eXksWbKEs2fP0qZNG4YMGYKbmxunTp1i/vz5HD16lMDAQMaMGYO3t/cf/22IiFwD1ToRcRWqdyJS3dl8arTZbCYgIIDz58+Tk5PDyJEjGT58OLm5ub/72m7dujFhwoRKy6Kjo5k7dy5z5szhxhtvZOPGjdZ1wcHBzJ49m9mzZ1sLJcCyZcsYOXIkixYt4siRI2RnZwOQlpZGy5YtWbRoES1btiQtLc3WYYmI2I1qnYi4CtU7EanubG6Ea9WqxbFjx9i9ezcNGzakZs2aAJSXl//ua6Oioi75Fq9Vq1bUqFEDgMjISMxm81X3UVJSQmlpKZGRkbi5uREbG0tWVhYAWVlZ3H777QDcfvvt1uUiIs6kWicirkL1TkSqO5tPjb7rrrsYP3485eXlDB48GIA9e/YQEhJyzSEyMjLo3Lmz9XlhYSF/+9vfqFWrFg899BDNmzfHbDbj7+9v3cbf399aYI8fP46vry8APj4+HD9+/IrvlZ6eTnp6OgAzZ84kICDgmvMDuLu7221f9mLETGDMXEbMBMbMZcRMYNxcv6Za5xhGzATGzGXETGDMXEbMBMbN9VvOqneqdVXPiLmMmAmMmcuImWx1rbltboT79u1Lhw4dMJlMBAcHA+Dn58eoUaOuKcCGDRuoUaMGXbt2BcDX15eUlBRuuOEG8vLymD17tvXaE1u4ubnh5uZ2xfVxcXHExcVZnxcVFf358L8SEBBgt33ZixEzgTFzGTETGDOXETOB/XJdvIbN3lTrHMeImcCYuYyYCYyZy4iZwL65rod6p1pX9YyYy4iZwJi5jJjJVrbmvlKt+0O3T2rQoIG1Cb74vFGjRn9kF5Vs3ryZnTt3Mnr0aGuB8/Dw4IYbbgAgPDycoKAgCgoK8PPzo7i42Pra4uJi/Pz8AKhXrx4lJSXAhdNs6tat+6cziYjYm2qdiLgK1TsRqS6uekT4iSeesGknr7zyyh9+4+zsbN59911eeOEFvLy8rMtPnDiBt7c3JpOJn3/+mYKCAoKCgvD29qZWrVrk5ubSpEkTtm7dyl133QVATEwMW7ZsoW/fvmzZsoX27dv/4TwiIo6gWicirkL1TkSqk6s2wk8//bT18d69e9myZQu9e/cmMDCQo0ePsmnTJmJjY3/3TRYsWMDu3bs5efIko0aNol+/fmzcuJHy8nKmTZsG/L+p9Hfv3s26deuoUaMGJpOJ4cOHWydjePzxx0lJSeHs2bO0bt2aNm3aABdO254/fz4ZGRnWKfZFRJxNtU5EXIXqnYhUd24Wi8Viy4bPPvssEydOtJ6yAhdOYXnppZf+0HUeRpOfn2+X/Rjx/HojZgJj5jJiJjBmLiNmAuNfI1zVVOucz4i5jJgJjJnLiJmgelwjXJVU65zPiLmMmAmMmcvZmeJX77Hbvt4d2Mym7a75GmGz2Wy9ZdJFNWvW/N2p8UVERERERESMxOZZo2NiYpg1axYPPPCAdXKDtLQ02rVr58h8IiIiIiIiInZlcyM8fPhw/vnPf7Js2TLMZjO+vr506tSJBx980JH5REREREREROzK5kbY09OTgQMHMnDgQEfmEREREREREXEomxthuDABwb59+ygrK6u0vEePHnYNJSIiIiIiIuIoNjfCGzZs4J133uGmm26qdG84UCMsIiIiIiIi1YfNjfBHH33ESy+9xE033eTIPCIiIiIiIiIOZfPtkzw9PQkJCXFkFhERERERERGHs7kR7t+/PytXrqSkpISKiopKPyIiIiIiIiLVhc2nRqekpADw6aefXrIuNTXVfolEREREREREHMjmRnjx4sWOzCEiIiIiIiLiFDY3woGBgQBUVFRw/Phx6tWrh8lk85nVIiIiIiIiIoZgcyP8yy+/sHLlSrZv305FRQU1atSgc+fODB06lNq1azsyo4iIiIiIiIjd2HxI9/XXX6esrIy5c+fy1ltvMWfOHM6ePcvKlSsdmU9ERERERETErmxuhLOzs3n66adp0KABHh4eNGjQgMTERHJychyZT0RERERERMSu/tB9hE+cOFFp2YkTJ3B3t/nsahEREREREZEqZ3MX26NHD6ZPn84999xDYGAgR48e5cMPPyQuLs6R+URERERERETsyuZG+P7778fX15ft27djNpvx8/MjPj6e7t27OzKfiIiIiIiIiF3Z3Ai7ubnRo0cPevTo4cg8IiIiIiIiIg5l8zXCK1eu5Icffqi07IcffuCNN96wdyYRERERERERh7G5Ed6+fTsRERGVloWHh7Nt2za7hxIRERERERFxFJsbYTc3NyoqKiotq6iowGKx2D2UiIiIiIiIiKPY3Ag3a9aMtWvXWpvhiooK/vnPf9KsWTOHhRMRERERERGxN5snyxoyZAgzZ85k5MiRBAQEUFRUhK+vL88995wj84mIiIiIiIjYlc2NsL+/P7NmzWLv3r0UFxfj7+9P48aNMZlsPqgsIiIiIiIiUuX+UBdbUVHB+fPnsVgsREZGcvbsWcrKyhyVTURERERERMTubD4ifODAAWbNmoWHhwfFxcV07tyZ3bt3s2XLFsaMGePIjCIiIiIiIiJ2Y/MR4WXLltG/f38WLFiAu/uF/jkqKoo9e/Y4LJyIiIiIiIiIvdncCB86dIiuXbtWWlazZk3Onj1r91AiIiIiIiIijmJzIxwYGEheXl6lZXv37iU4ONjuoUREREREREQcxeZrhPv378/MmTPp1asX5eXlbNy4kU8++YSRI0c6Mp+IiIiIiIiIXdl8RLhdu3ZMmDCBEydOEBUVxdGjR0lKSqJVq1aOzCciIiIiIiJiVzYfEQYICwvj8ccfd1QWEREREREREYez+YjwBx98wL59+wDIzc3liSee4MknnyQ3N9dR2URERERERETszuZG+MMPP6R+/foArFmzhj59+vDAAw/wxhtvOCqbiIiIiIiIiN3ZfGr0L7/8Qu3atSktLWXfvn1MmjQJk8nEqlWrbHp9SkoKX331FfXq1WPu3LkAnDp1ivnz53P06FECAwMZM2YM3t7eWCwWXn/9dXbt2oWXlxeJiYmEh4cDsHnzZjZs2ADA/fffT7du3QDIy8tjyZIlnD17ljZt2jBkyBDc3Nz+yO9CROSaqdaJiCtQrROR6s7mI8L+/v788MMPbN++nebNm2Mymfjll18wmWzbRbdu3ZgwYUKlZWlpabRs2ZJFixbRsmVL0tLSANi1axdHjhxh0aJFjBgxguXLlwMXCuz69et56aWXeOmll1i/fj2nTp0CYNmyZYwcOZJFixZx5MgRsrOzbR2aiIjdqNaJiCtQrROR6s7mRviRRx5h3rx5bNy4kYSEBAC++uorGjdubNPro6Ki8Pb2rrQsKyuL22+/HYDbb7+drKwsAHbs2EFsbCxubm5ERkZy+vRpSkpKyM7OJjo6Gm9vb7y9vYmOjiY7O5uSkhJKS0uJjIzEzc2N2NhY675ERJxJtU5EXIFqnYixrV27ls6dOxMREcGAAQMoKCi4ZJuDBw/i5eVFSEiI9Wfy5MlVkLZq2HxqdNu2bXn11VcrLevYsSMdO3b8029+/PhxfH19AfDx8eH48eMAmM1mAgICrNv5+/tjNpsxm834+/tbl/v5+V12+cXtLyc9PZ309HQAZs6cWel9roW7u7vd9mUvRswExsxlxExgzFxGzATGzQWqdY5mxExgzFxGzATGzGXETGDcXKBa52hGzATGzGXETOC8XDt37iQpKYnbbruN0aNHM378eCZPnszGjRsrbXfxDIzhw4cTGxsLQGRkpCF/d5dzrTmv2ggXFhZaJ8j6+eefr7hdUFDQNYUAcHNzc8q1H3FxccTFxVmfFxUV2WW/AQEBdtuXvRgxExgzlxEzgTFzGTET2C9XgwYN7JDmylTr7M+ImcCYuYyYCYyZy4iZwL65HFnvVOvsz4iZwJi5jJgJnJfrX//6FxaLhf79+3P//fezevVqPv74Y3Jzc/Hz87NuV1JSAkDTpk3p1KkTtWrVAi58jrKyshg/fjx5eXnUqVOHrl27kpKS4vDsf4Stv8sr1bqrNsJJSUnWybBGjx59xe1SU1NtCvFb9erVo6SkBF9fX0pKSqhbty5w4RvBXw+suLgYPz8//Pz82L17t3W52WwmKioKPz8/iouLL9leRMQIVOtExBWo1okYw8UzKr788kuio6P56aefsFgsHDp06LKfpbFjx5KUlERkZCRz5syhXbt2pKSksH//fpKTkyktLSUvL8/Zw3C4q14j/OsZoVNTU6/482fFxMSwZcsWALZs2UL79u2ty7du3YrFYiE3N5fatWvj6+tL69atycnJ4dSpU5w6dYqcnBxat26Nr68vtWrVIjc3F4vFwtatW4mJifnTuURE7Em1TkRcgWqdiDHce++9tG/fnjfffJPbb7+dc+fOAeDl5VVpu9q1azN58mRWrlzJpEmTyMvL4+mnnwYgLCyMsrIyMjIyOHnyJIMHD3b2MBzO5muEr9WCBQvYvXs3J0+eZNSoUfTr14++ffsyf/58MjIyrNPsA7Rp04avvvqK0aNH4+npSWJiIgDe3t488MADjB8/HoCEhATrRA2PP/44KSkpnD17ltatW9OmTRtnDU1ExEq1TkRcgWqdiHF5eXmxYcMGvv/+e9zd3ZkyZQpZWVk0atSIsrIyatSogYeHB/7+/kycONF6xkZaWhrffPMNZWVlTJw4kVtvvZWdO3eydu1aFi9ezI4dO6hXr14Vj85+3CwWi+VKKydPnmzT9R0vvPCCXUM5U35+vl32Y8RrEYyYCYyZy4iZwJi5jJgJqs81wlVFtc75jJjLiJnAmLmMmAmqzzXCVUW1zvmMmMuImcB5uc6fP88LL7zALbfcQk5ODv/4xz8YMWIEQ4cOpWPHjvTs2ZNVq1axevVq9uzZQ1RUFPv372fJkiU0a9aMTz75hAULFuDl5UVgYCBr1qzhiy++4MsvvyQkJOSassWv3mOnUcK7A5vZtN2fuka4R48efzyRiIiIiIiIVAk3Nzf+85//8NZbb1GrVi2GDBnCuHHjKCwsrLRdeHg469evJzU1FXd3d7p162Y9wGkymVi5ciVHjx7F19eXpKSka26CjeaqjXC3bt2cFENERERERESulclk4pNPPrlkeWhoKIcPH7Y+79SpE59//vllj1KPHj36qpMlXw+u2ghnZGTYtBMdORYREREREZHq4qqN8Oeff27TTtQIi4iIiIiIGEdVXI9bnVy1EZ4yZYqzcoiIiIiIiIg4xVUbYYvFYp01uqKi4orbmUxXvR2xiIiIiIiIiGFctREePHgw//jHPwB4+OGHr7hdamqqfVOJiIiIiIiIOMhVG+G5c+daHy9evNjhYUREREREREQc7aqNcEBAgPVxnTp1+Oijj9i3bx9lZWWVtnv++ecdk05ERERERETEzq7aCP/avHnzqKiooEOHDnh6ejoyk4iIiIiIiIjD2NwI//jjj6xYsQJ3d5tfIiIiIiIiImI4Nk/33KxZMw4fPuzILCIiIiIiIiIOZ/Ph3cTERGbMmEHjxo3x8fGptC4hIcHuwUREREREREQcweZGeM2aNRQXFxMYGEhpaal1+cX7DIuIiIiIiIhUBzY3wpmZmSxcuBBfX19H5hERERERERFxKJuvEQ4KCqJGjRqOzCIiIiIiIiLicDYfEe7atSt///vfueuuuy65RrhFixZ2DyYiIiIiIiLiCDY3wps2bQIuXCv8a25ubixevNi+qUREREREREQcxOZGeMmSJY7MISIiIiIiIuIUNl8jLCIiIiIiInI9UCMsIiIiIiIiLkWNsIiIiIiIiLgUNcIiIiIiIiLiUtQIi4iIiIiIiEtRIywiIiIiIiIuRY2wiIiIiIiIuBQ1wiIiIiIiIuJS1AiLiIiIiIiIS1EjLCIiIiIiIi5FjbCIiIiIiIi4FDXCIiIiIiIi4lLUCIuIiIiIiIhLUSMsIiIiIiIiLkWNsIiIiIiIiLgUNcIiIiIiIiLiUtyr8s3z8/OZP3++9XlhYSH9+vXj9OnTfPrpp9StWxeAhx9+mLZt2wKwceNGMjIyMJlMDBkyhNatWwOQnZ3N66+/TkVFBT179qRv377OH5CIyGWo1omIq1C9E5Hqokob4QYNGjB79mwAKioqGDlyJB06dOCzzz7jnnvu4b777qu0/aFDh8jMzGTevHmUlJQwbdo0Fi5cCMCKFSt4/vnn8ff3Z/z48cTExNCwYUOnj0lE5LdU60TEVajeiUh1UaWN8K998803BAcHExgYeMVtsrKy6Ny5Mx4eHtSvX5/g4GD27t0LQHBwMEFBQQB07tyZrKwsFUsRMRzVOhFxFap3ImJkhmmEt2/fzm233WZ9vmnTJrZu3Up4eDiPPvoo3t7emM1mmjRpYt3Gz88Ps9kMgL+/v3W5v78/P/7442XfJz09nfT0dABmzpxJQECAXfK7u7vbbV/2YsRMYMxcRswExsxlxExg3Fy/pVpnf0bMBMbMZcRMYMxcRswExs11Oc6od6p1Vc+IuYyYCYybyxZGzH2tmQzRCJeXl7Nz504GDBgAwB133EFCQgIAqamprFq1isTERLu8V1xcHHFxcdbnRUVFdtlvQECA3fZlL0bMBMbMZcRMYMxcRswE9svVoEEDO6S5PNU6xzBiJjBmLiNmAmPmMmImsG+u66HeqdZVPSPmMmImMG4uWxgxt62ZrlTrDDFr9K5duwgLC8PHxwcAHx8fTCYTJpOJnj178r///Q+48C1hcXGx9XVmsxk/P79LlhcXF+Pn5+fcQYiI/A7VOhFxFap3ImJ0hmiEf3vqTElJifXxl19+SWhoKAAxMTFkZmZy7tw5CgsLKSgooHHjxkRERFBQUEBhYSHl5eVkZmYSExPj9HGIiFyNap2IuArVOxExuio/NbqsrIyvv/6aESNGWJe99dZb7Nu3Dzc3NwIDA63rQkND6dSpE8888wwmk4lhw4ZhMl3o5YcOHUpycjIVFRV0797dWmBFRIxAtU5EXIXqnYhUB24Wi8VS1SGqUn5+vl32Y8Rz/o2YCYyZy4iZwJi5jJgJqsc1wlVJtc75jJjLiJnAmLmMmAmqzzXCVUW1zvmMmMuImcD5ueJX77Hbvt4d2Mwu+6mKTIa+RlhERERERETEWdQIi4iIiIiIiEtRIywiIiIiIiIuRY2wiIiIiIiIuBQ1wiIiIiIiIuJS1AiLiIiIiIiIS1EjLCIiIiIiIi5FjbCIiIiIiIi4FDXCIiIiIiIi4lLUCIuIiIiIiIhLUSMsIiIiIiIiLkWNsIiIiIiIiLgUNcIiIiIiIiLiUtQIi4iIiIiIiEtRIywiIiIiIiIuRY2wiIiIiIiIuBQ1wiIiIiIiIuJS1AiLiIiIiIiIS1EjLCIiIiIiIi5FjbCIiIiIiIi4FDXCIiIiIiIi4lLUCIuIiIiIiIhLUSMsIiIiIiIiLkWNsIiIiIiIiLgUNcIiIiIiIiLiUtQIi4iIiIiIiEtRIywiIiIiIiIuRY2wiIiIiJPdeuuthISEWH969ep12e3+9a9/cdtttxEeHk5CQgI//fQTAKWlpfTr148mTZoQEhLC0qVLnRlfxKVd6+f33//+N3feeSeRkZG0aNGCZ555htLSUmcOQVAjLCIiIlIlOnbsSEpKCikpKUycOPGS9YWFhSQmJuLt7c3zzz/P119/zeOPPw5ARUUFPj4+dOvWzcmpRQSu7fP73XffERkZyZQpU4iOjiY1NZVXXnnF2UNwee5VHUBERETEFYWGhtKzZ0+8vb0vuz4tLY0zZ87w1FNPce+995Kdnc0777zDvn37uPnmm3nttddITU3lo48+qvS6vXv38te//pXMyFFIAAAgAElEQVTvv/8eLy8vmjZtysaNG50xJBGXcS2f3yeffBJPT08A2rZty5YtW/jhhx+AC0eRp02bRn5+Pr6+vsTHxzNlyhSnjcuV6IiwiIiISBVYv349TZs2JTo6mjVr1lyy/uDBgwAEBwcDcOONNwJw4MCBq+531apVZGdnM3HiRMaNG0fDhg3tnFxEruXze7EJBtiyZQtw4QgzwJw5cygrK2PWrFmMHDmS2rVrO3QcrkyNsIiIiIiTDRgwgKVLl7Jo0SI8PDx47rnnfrfBtVVYWBgWi4WMjAx+/vlnhg0bZpf9isgF9vr8fvjhh8ycOZMePXrw6KOPAhc+v8eOHWPLli1YLBYGDhxo7/jy/9Op0SIiIiJO9n//93/Wx99++y2vvfYaeXl51K9fH5PJhKenJ6GhoQAUFBRU+mejRo2uuu8hQ4bQuHFjvvjiCzZt2sSiRYv47LPPaNy4sYNGI+Ja7PH5fe+993j66ae57bbbWLZsGTVq1ABg8eLFfPzxx+Tk5PDKK6+wbNkydu7c6czhuQwdERYRERFxot27d/PYY4/xxhtvsGLFCtavX0/NmjVp1qwZERER3HXXXQDEx8fj6elJSkoKK1eutM5Ae/PNNwPw9ttv89///heAXbt28fbbb3P69GlWrVrFzp07ufnmmwkLC6OiooKioqKqGq7IdcUen9/09HSeeuop6tatS3x8PJs2bWLbtm0AzJgxg6KiIqKioggICMBsNlNeXl6VQ75u6YiwiIiIiBP5+/tTUVHBnDlzKC0tJTIykueee856LeFFQUFBLFmyhOnTpzNt2jTatGnDsmXLrOvHjh1rffzBBx/wwQcf0LVrV7y8vFi3bh0FBQXUqVOHwYMH06FDB6eNT+R6Zo/Pb05ODufPn8dsNvPMM88A0KlTJ7p06UJ5eTlLliyhpKSEoKAgpk+fjru7WjZHcLNYLJaqDvHkk09Ss2ZNTCYTNWrUYObMmZw6dYr58+dz9OhRAgMDGTNmDN7e3lgsFl5//XV27dqFl5cXiYmJhIeHA7B582Y2bNgAwP3332/TLQXy8/PtMoaAgADDfdtqxExgzFxGzATGzGXETGC/XA0aNLBDmstTrXMMI2YCY+YyYiYwZi4jZgL75nJUvVOtcwwjZgJj5jJiJnB+rvjVe+y2r3cHNrPLfqoi05VqnWG+XpgyZQp169a1Pk9LS6Nly5b07duXtLQ00tLSeOSRR9i1axdHjhxh0aJF/PjjjyxfvpyXXnqJU6dOsX79embOnAnAuHHjiImJueKU5iIiVUG1TkRcgWqdiBidYRrh38rKymLq1KkA3H777UydOpVHHnmEHTt2EBsbi5ubG5GRkZw+fZqSkhK+++47oqOjrQUyOjqa7OxsunTpUoWjEBG5OtU6EXEFqnVyPTPikVf5fYZphJOTkwHo1asXcXFxHD9+HF9fXwB8fHw4fvw4AGazmYCAAOvr/P39MZvNmM1m/P39rcv9/Pwwm82XvE96ejrp6ekAzJw5s9K+roW7u7vd9mUvRswExsxlxExgzFxGzATGzfVbqnX2Z8RMYMxcRswExszl7Ey3Ldxmt31t/7+qbxZV6+zPiJnAmLmMmMlWRs1txFzXmskQjfC0adPw8/Pj+PHjTJ8+/ZLzuN3c3HBzc7PLe8XFxREXF2d9bq/z9I14LYIRM4ExcxkxExgzlzMylZWV0atXL/Ly8hg8eLD1D6pf69OnD7m5uZw/f57IyEjmzZtH8+bNAQgJCam07Z133snKlSttem9HXiOsWucYRswExsxlxExgzFxGzGQrW3M7qt6p1jmGETOBMXMZMZOtjJrbiLmutdYZohH28/MDoF69erRv3569e/dSr149SkpK8PX1paSkxHqdiZ+fX6VBFxcX4+fnh5+fH7t377YuN5vNREVFOXcgImIX8+fPt95v70ratWvHoEGDKCwsZPbs2YwaNYotW7ZY199999306dMHgBtvvNGheW2lWicirkC1TkSqgyq/j3BZWRmlpaXWx19//TWNGjUiJibG+kftli1baN++PQAxMTFs3boVi8VCbm4utWvXxtfXl9atW5OTk8OpU6c4deoUOTk5tG7dusrGJSJ/zu7du1m+fDlJSUlX3W7q1Kn06tWLLl264OnpiclUuZxFRkbSq1cv4uPjrbcN2bt3L3369CEiIoKoqCj+8pe/OGwcv6VaJyKuQLVORKqLKj8ifPz4cebMmQPA+fPn6dKlC61btyYiIoL58+eTkZFhnWYfoE2bNnz11VeMHj0aT09PEhMTAfD29uaBBx5g/PjxACQkJGhmQZFqpqKigrFjx/LYY48RHR191W1PnDhBy5YtgQtHHZYuXVpp/cKFC1mwYAEhISEkJyfTq1cvVq1aRXZ2Ni+++CLu7u5kZWU5bCy/pVonIq5AtU5Eqosqb4SDgoKYPXv2JctvuOEGJk+efMlyNzc3Hn/88cvuq0ePHvTo0cPuGUXEOVJTUzl48CCzZ89mz54LMzCeOHGC4uLiSpOmANSpU4c1a9awd+9ekpOTefHFF1m9ejVw4R6Wbdu2pbi4mBdffJEnn3ySnJwcwsLCsFgsZGRk0KpVK4YNG+a0sanWiYgrUK0TkeqiyhthEZGL8vPzKS4uplevXtZlGzZswMvLyzphlpeXF3BhRsjY2FhiY2P58MMP2bx5M2azGT8/PyZMmGB9/ebNm/noo484fPgwQ4YMoXHjxnzxxRds2rSJRYsW8dlnn9G4cWPnDlREREREqpQaYRExjHvvvZemTZsCkJuby9y5c+nevTuPPvoosbGxmM1mfvzxRzZv3sz7779PTEwM+fn57Nixg6CgIHx9ffn000/ZsGEDnTp14tixY2RkZODv70+jRo1YtWoVZrOZm2++mbCwML7//nuKiorUCIuIiIi4GDXCImIYkZGRREZGApCZmQnATTfddMn1wj4+PuzatYu0tDQ8PT1p3749c+bMwc3NjYYNG/Lzzz+TnJzM+fPnadWqFZMnT8bT0xMvLy/WrVtHQUEBderUYfDgwdaJtERERETEdagRFhFD6ty5M4cPH7Y+/+9//2t93Lp1azIyMiptf/GegU2bNmX9+vWX3Wf//v3p37+/YwKLiIiI3fXp04fc3FzOnz9PZGQkU6ZMoWPHjpW2OXfuHNOmTePdd9/lzJkzPPzww0yYMAEPDw8OHz5MYmIi33zzDWfOnOHVV1+13l5RXJsaYRERERERMaR27doxaNAgCgsLmT17NklJSWzbtq3SNitWrGDFihUMHDiQWrVq8dprrxEUFMSoUaM4c+YMjRo1olatWnz++edVNAoxIjXCImJo8av32G1f7w5sZrd9iYiIiONNnTqVkpIS9u/fz8KFCzGZTJds88UXXwAwZswY/Pz8WL58OevXr2fUqFGEh4fz8ssvM3fu3Esa4aysLMaPH09eXh516tSha9eupKSkOGVcUvXUCIuIiIiIiCGdOHGCli1bAlCvXj3rfap/7eItFrdt20a9evUAOHDgwO/uOyUlhf3795OcnExpaSl5eXl2TC5Gd+lXKiIiIiIiIgZQp04d1qxZw7Rp0zhz5sxl71OdmJhIcHAwf/3rXxk+fDi1atWy3m7xasLCwigrKyMjI4OTJ08yePBgB4xAjEqNsIiIiIiIi+vTpw+RkZFERETQu3dv6+nGv3bw4EFCQkIq/Tz77LPAhQmrJk+eTKtWrWjWrBnjx4/n3Llz15zL3d2d2NhYhg4dSuvWrcnMzKS4uJiysjLr/iMiIti2bRvvv/8+GRkZeHp6Wu9CcTUTJ05k+fLlhIWFsXbtWnr37s3x48evObNUDzo1WkRERETExdkyKdVFgwYNolOnTtbXwaUTVi1fvpybbrqJUaNG/elMmzdv5v333ycmJob8/Hx27NhBYGAgp0+fJjo6mp49e7Jq1Sq+/fZbPvnkExo0aEBaWhrHjx9n5MiRAJw+fZp3332Xb775Brhw+vSJEycYMGAAL7/8Ml5eXkRGRtKgQQMOHDjAqVOnrKdXy/VNjbCIiIiIiIuzZVKqi1q1asUdd9xBrVq1rLcvvNqEVf/617+YNm0a+fn5+Pr6Eh8fz5QpU343k4+PD7t27SItLQ1PT0/at2/P888/j5ub2yXbpqamcuTIEYKCgli0aBF33HEHAGazmbFjx1q3e/PNNwEYMGAAJpOJlStXcvToUXx9fUlKSiIkJOQP/d6k+lIjLCIiIiLi4myZlOqisWPHkpSURGRkJMuXLyciIuKqE1bNmTOHsrIyZs2aRUlJCSdOnLApU+vWrcnIyLjsusOHD1sft2jRotKp3Bebc4DQ0NBK2/7a6NGjGT16tE1Z5Pqja4RFRERERFycLZNS1a5dm6SkJFauXMmkSZPIy8vjscceAy6dsKpmzZrWCavCwsI4duwYW7ZswWKxMHDgQKeOTeRydERYRERERMTFXZyUKjY2lg8//NA6KVWdOnWoUaMGHh4e+Pv7M2bMGOtr0tLS+OabbygrK7NOWPX9999Tr1496+RbAIsXL+bjjz8mJyeHV155hWXLlrFz584/lTN+9R67jBfg3YHN7LYvqX7UCIuIiIiIuDBbJ6VavXo1OTk5tGnThv379/Pdd98RHR1NzZo1L5mw6sSJE9YJq2bMmEHDhg2Jiopi69at5OXlUV5ejru7WhGpOvqvT0RERETEhdk6KVV4eDhr1qwhLS0Nd3d3unXrxqJFi6zrfz1h1UsvvWSdsKq8vJwlS5ZQUlJCUFAQ06dPVxMsVU7/BYqIiIiIuDBbJ6Xq1KkTH3zwQaX1Fyem+u2EVb82ffp0pk+fbr/AInagybJERERERJzo4vWzERER9O7d+4oN5Jtvvkm7du2IiIjggQcewGw2A5CQkEBISEiln4SEBGcOQaTa0xFhEREREREnateuHYMGDaKwsJDZs2eTlJTEtm3bKm3z7bffMm7cOLp27UpsbCwzZ87Ey8uLRYsW8de//pVBgwYB8N///pd//OMftGjRwq4ZNSmVXO90RFhERERExImmTp1Kr1696NKlC56enphMl/5Jvm7dOgDGjRtHYmIinTp14t1336WsrIwuXboQHx9PfHw8hw4dAuCRRx4BLhxFjomJISwsjPbt27N06VLnDUykGtERYRERERERJzpx4gQtW7YEoF69esyZM+eSbQ4cOABAcHAwACEhIZSXl5Ofn094eDhw4frdzz77jNtuu43GjRsDkJycTMOGDXnuuef4+eefNSmVyBXoiLCIiIiIiBPVqVOHNWvWMG3aNM6cOcPs2bN/9zUWi+WSZW+//TYVFRXW06QBwsLCKCgoYPv27dSuXZsHHnjArtlFrhdqhEVEREREnMjd3Z3Y2FiGDh1K69atyczMpLi4mLKyMs6dOwdAo0aNACgoKAAgPz8fd3d3GjRoAFy4JdHatWupX78+d911l3Xf69atY/LkyXh7ezNjxgyGDBni5NGJVA9qhEVEREREnGTz5s08++yzrFmzhrlz57Jjxw4CAwM5ffo0ERERDBs2DMA6C/SsWbNISUnhP//5D/fddx81a9YE4JNPPuHIkSM89NBDeHh4WPc/ZcoUSktLadmyJXXr1uXnn392/iBFqgFdNCAiIiIi4iQ+Pj7s2rWLtLQ0PD09ad++Pc8//zxubm6VtouOjiY5OZmXX36ZL7/8kjvvvJMXXnjBuv6tt97CZDJZJ8m66MSJE8yZM4fTp08TGhrKxIkTnTIukepGjbCIiIiIiJO0bt2ajIyMy647fPhwpeeDBw9m8ODBAAQEBFBUVGRdt3r16svuY/ny5fYJKnKd06nRIiIiIiIi4lJ0RFhEREREpArFr95jt329O7CZ3fYlcj3TEWERERERERFxKWqERURERERExKWoERYRERERERGXokZYRERErlt5eXkkJCRwyy23EBkZyUMPPcS+ffsu2W7Pnj3cfvvthIeH07x5c+677z4KCgqACzP5xsfHEx4eTkhICB988IGTRyEiIvamRlhERESuW0eOHMFisZCUlET//v35/PPPSUpKumQ7k8lEfHw8s2bNonfv3mzatIn58+cDcObMGRo1akSHDh2cHV9ERBxEjbCIiIhct2JiYnjnnXcYMmQI06ZNw8fHh9zc3Eu2i4yM5KmnnqJ79+7ExMQA4ObmBkB4eDgvv/wy7du3v+R1WVlZxMXFER4eTsuWLUlMTHTsgERExC6q9PZJRUVFLFmyhGPHjuHm5kZcXBx3330369at49NPP6Vu3boAPPzww7Rt2xaAjRs3kpGRgclkYsiQIbRu3RqA7OxsXn/9dSoqKujZsyd9+/atsnGJiPyaap1I1fH09LQ+zsnJ4dixY9x9992X3TYjI4Nhw4YBEBUVddkjx7+VkpLC/v37SU5OprS0lLy8PPsEr6ZU70SkuqjSRrhGjRoMGjSI8PBwSktLGTduHNHR0QDcc8893HfffZW2P3ToEJmZmcybN4+SkhKmTZvGwoULAVixYgXPP/88/v7+jB8/npiYGBo2bOj0MYmI/JZqnUjV27t3L0OGDCE0NJTp06dfdpv27dvz1ltv8dlnn7FixQreeustxowZc9X9hoWFkZ6eTkZGBi1atGDw4MEOSF99qN6JSHVRpadG+/r6Eh4eDkCtWrUICQnBbDZfcfusrCw6d+6Mh4cH9evXJzg4mL1797J3716Cg4MJCgrC3d2dzp07k5WV5axhiFR7tk4mA7Bs2TLatWtHREQEQ4YMuepnVi5QrROpWrm5uSQkJODh4cG6desICgrCYrFQVlbGuXPnrNv5+/vTvXt3pkyZgslk4v333//dfU+cOJHly5cTFhbG2rVr6d27N8ePH3fkcAxN9U5EqosqPSL8a4WFhfz00080btyYPXv2sGnTJrZu3Up4eDiPPvoo3t7emM1mmjRpYn2Nn5+ftbj6+/tbl/v7+/Pjjz9e9n3S09NJT08HYObMmQQEBNglv7u7u932ZS9GzATGzGXETOC8XN999x3u7u5MmTKFH3/8kZSUFCZMmMC///3vSttlZ2fz1FNP0aNHD3r27MnkyZOZOXMmK1eudHhGezDCv2PVOvszYiYwZi4jZgLH5jp48CD9+/fHbDbzwgsvWJusDh060LRpU3r37k1aWhp///vfOX78OE2bNmXz5s1UVFTQokULAgICOHXqFOvWreOHH34AYMeOHVRUVDB06FBmzJiBp6cn7dq14+uvv+bAgQN4eHhU6e/ZKP+OnVHvXKnW2cqIuY2YCYyZy4iZwJi5rjWTIRrhsrIy5s6dy+DBg6lduzZ33HEHCQkJAKSmprJq1Sq7TT4RFxdHXFyc9XlRUZFd9hsQEGC3fdmLETOBMXMZMRM4L1eTJk1Yu3at9fnbb7/Nt99+e8l7v/baawA8++yztG7dmvfee4/U1FRefPFFNm/ezLRp08jPz8fX15f4+HimTJni8Ox/hC2/ywYNGjjs/VXrHMOImcCYuYyYCRyba9euXRQWFgLw/PPPW5d/8cUXAJw9e5aioiJq1qzJ0qVLOXr0KHXr1qV///5MmDCBoqIiDh48yBNPPGF97bJlywC47777KC0t5bXXXuPo0aP4+vqSlJRE7dq1q/T3bOt7Xw/1zpVqna2MmNuImcCYuYyYCYyZ61prXZU3wuXl5cydO5euXbty6623AuDj42Nd37NnT2bNmgVc+JawuLjYus5sNuPn5wdQaXlxcbF1uYj8Plsnkzlw4AAAwcHBANx4442Ul5eTn5/PnDlzKCsrY9asWZSUlHDixAnnhK8mVOtEqkbnzp05fPjwZdf9evmAAQMYMGCA9fmvG6HQ0NAr7mP06NGMHj3ajomrP9U7EakOqvQaYYvFwtKlSwkJCaFPnz7W5SUlJdbHX375JaGhocCFWyBkZmZy7tw5CgsLKSgooHHjxkRERFBQUEBhYSHl5eVkZmZab30gIrazZTKZX7NYLNbHYWFhHDt2jC1btmCxWBg4cKAjo1YrqnUi4ipU70SkuqjSI8I//PADW7dupVGjRowdOxa4MJ3+9u3b2bdvH25ubgQGBjJixAjgwjeynTp14plnnsFkMjFs2DBMpgu9/NChQ0lOTqaiooLu3btbC6yI2CY3N5d+/frh5eVVaTKZM2fOUKNGDTw8PGjUqBEABQUFBAcHc+TIEdzd3WnQoAGLFy/m448/Jicnh1deeYVly5axc+fOKh6VMajWiRhL/Oo9dtvXuwOb2W1f1wPVOxGpLqq0EW7WrBnr1q27ZPnF+8pdzv3338/9999/2ddc7XUicmWHDx/mwQcfpKSkhL/97W/s2rWLXbt20bZtWzp27EjPnj1ZtWoVCQkJrFixglmzZhEbG8uOHTuIj4+nZs2aTJ06lYYNGxIVFcXWrVvJy8ujvLwcd/cqvwKjyqnWiYirUL0TkepCf6GKCPv377deCzdjxgzr8ouTyVwUHR3NwoULmTFjBl9++SXdu3fnhRdeAC5cE7ZkyRJKSkoICgpi+vTpaoJFRERExJD0V6qI2DyZDMCoUaOsM3/+2vTp0226rlhEREREpKpV6WRZIiIiIiIiIs6mI8IiYqUJZERERETEFeiIsIiIiIiIiLgUNcIGdfz4cUaPHk3z5s1p0qRJpdkUy8rK6Nq1KyEhIUycOBG4cH++QYMG0apVKyIiIrj33nv56quvqiq+iIiIiIiIYenUaIN69tln2bRpE48//jhNmjRhx44d1nXz58+noKCg0vanTp3iyJEjPPnkk5w6dYp58+bx0EMPkZmZ6ezoIiIiIiIihqYjwga0f/9+Pv74Y/r27cv48ePp378/8+bNA2D37t0sX76cpKSkSq+58cYb2bRpEyNGjOCZZ56hRYsW7N+/n9LSUg4ePEhISAjx8fH079+fyMhIZs+ezdKlS2nWrBm9evXi4MGDALz55pvExMQQFhZG+/btWbp0qdPHLyIi1dOkSZNo1aoVISEhPProo5fdJi8vj4SEBG655RYiIyN56KGH+N///gfAjh07uO+++2jevDnNmzdn+PDhFBcXO3MIIiLiItQIG1Bubi4A2dnZNGnShCZNmpCcnExFRQVjx47lscceIzo6utJr3N3dMZku/Os8dOgQe/fupW3bttSqVcu6TXZ2Nj169MDX15cFCxbw2Wef0a9fP3bv3s2yZcsASE5OxsfHh7///e889thjug+siIj8IfHx8Vddf+TIESwWC0lJSfTv35/PP/+cJ554ArjQJPv5+TFhwgR69OjBRx99pNuyiYiIQ6gRNqCzZ88C8Msvv/DKK68QExNDSkoKq1ev5uDBgyQkJHDkyBEATpw4Uenb8sLCQgYNGoSXlxcrVqyotN82bdowcuRI2rdvD8BTTz3F0KFDAaxHhMPCwigoKGD79u3Url2bBx54wOHjFRGR68O0adMYPnz4VbeJiYnhnXfeYciQIUybNg0fHx92794NQN++fXnjjTcYNGgQs2bNAv7fl8NZWVnExcURHh5Oy5YtSUxMdOxgRETkuqZG2IAaNWoEwK233srdd9/NvffeC8C8efMoLi6mV69ePP300wBs2LCBGTNmABe+ZU9ISKCwsJC3336bqKioSvutW7cugPUob926dalRowYA58+fB2DdunVMnjwZb29vZsyYwZAhQxw82uufLacKwv/7Iy8sLIw777yTb775xrouJCSk0s/FLzBERKobT09P6+OcnByOHTtGly5dLlm3efNm4ML/CwFSUlLYv38/ycnJjBkzBj8/P+eFFhGR644aYQNq0aIFzZs3Z9u2baxevZrU1FRq1KjB6tWrefXVV3n11Vd59tlnAejevTuPPvoop0+fJiEhgf/97388/PDD7Nu3j3Xr1vHLL7/8ofeeMmUKpaWltGzZkrp16/Lzzz87Yogu5/dOFSwrK2P48OGcOnWKKVOmUFRUxIgRI6xfUADcfffdpKSkkJKSwqhRoxwdWUTEofbu3cuQIUMIDQ1l/vz5ldZlZWXx7LPPEh0dbf3/XVhYGGVlZWRkZHDy5EkGDx5cBamluvmzX0bv2rXLum748OFERUVVuluHiFR/aoQNyM3NjSVLlnDTTTcxadIkjh07xsKFC4mKiqJPnz706dOHjh07AnDTTTcRHR2N2Wzmp59+AuCVV14hMTGRQYMG/eFJRk6cOMGcOXMYN24cderUYerUqfYensux5VTBzz77jKNHj/LYY48xePBgHnroIQ4cOMCWLVus20RGRtKrVy/i4+Pp0KEDcOEPyT59+hAREUFUVBR/+ctfHDoWEVexbNkybr31VsLCwujYsSMrV64kNTX1krMzQkJCrJeW6I/lKztz5gxnzpyxPs/NzSUhIQEPDw/WrVvHjTfeaF33xRdfMHDgQG666SZWr15NnTp1AJg4cSLLly8nLCyMtWvX0rt3b44fP+70sUj182e+jH7ooYesX0Z7eXlx1113OSOqiDiRGmGDatq0Ke+//z55eXls27btkganc+fOHD58mOTkZABCQ0M5fPhwpZ8zZ84QGhpqXbdq1SoAFixYwOHDh2nVqtUl65YvX863337LTz/9xNatW7nzzjudO3AXdeDAAQCCg4MBrH8UXvxyA2DhwoU0adKEDh068MknnwCwatUqsrOzmThxIuPGjaNhw4ZOTi7VyeVm6923b591fXFxMS1atCAkJMQ6Y/xvX9O7d+9Kr7ke5eXlMXXqVEwmE1OmTOHcuXNMmjSJm2++2XpWxqJFi/D09CQwMND6udUfy5Cens57770HQH5+Pm+//TZ5eXnExsbSokULAA4fPsyDDz6I2Wxm0KBB7Nq1i3Xr1gHwzTff8Mgjj3D+/HkGDBjA559/zr///W8AXn75ZfLy8oiMjKRBgwb88ssvnDp1qmoGKtXGn/0yet++fdZbUC5evJiEhIRLXldUVES/fv1o0qQJTZs2pU+fPprlXKQa0ZTAUu0tW7aM5cuXU56Z6/wAACAASURBVFhYSFBQECNGjGDo0KFMmjSJ9957j6KiInr27Glt9jMzM3nwwQcv2c8///lPOnfu7Oz4l2WxWCo9f/LJJ2nbti3FxcW8+OKLPPnkk+Tk5BAWFobFYiEjI4NWrVoxbNiwKkos1cGvZ+vNy8tj5cqVJCUlsX79egAmT55MWVnZ776mtLTU+prrUUVFBXDhi6kuXbqQmppKSUkJjRs3tl6v+sEHH3D27Fn69++Ph4cHcOGP5czMTFJTUyvt7+DBg3Ts2JGYmBhq1qzJrl27GD58ODfccAMLFiwgNDSUlStXEhoayptvvsnChQspLi4mICCAYcOGVatLIZYuXcp//vMfAL7//nvGjh1rvf3fRfv376eoqAjAOscFXGiQd+/eTWlpKYD1qHrDhg254447MJlMrFy5kqNHj+Lr60tSUhIhISHOGJZc5670ZfTF5VeyYcMGtm/fzpgxY7jxxhvJycmpdEmTiBibGmGp1i4euWnUqBFTpkzh5ZdfZtKkSdYj2fHx8ZfMnh0ZGUlKSor1+eTJk/+/9u49Lqo68f/4a4Y7mHgFTUFERCBvKa6K5SW0TX+ubn5Tu1hq963ddjNS0UozTc1Lrpp9s9TNyDUr77dCt7YUNPKeWl5ABS+kKCqiIjC/P/gyideBgHNg3s/Ho0dyhpl5j4xv5nM+n3MO586do0mTJuWavXCZoIeHh/0EacePHwewnxW8YcOGAIwYMcJ+v2+//ZbVq1dz9OhRBg8eTEhICJs2beKrr75i+vTpfPPNN4SEhJTnS5EKovBsvYUWL15sPyPv+vXriY+P58UXX2Ty5Mk3vc/SpUvt9yncqXTfffeRkZFBSkoKsbGxpKSkEBcXR7NmzZg3bx6+vr5MmTKF+fPnc/78eerWrUtMTIxpl/KHhIQwYsQIxo8fT6dOnbBarUydOpWaNWvavycuLg6r1cqAAQMcftzt27czYsQIDh06xLRp07jnnnvo168fc+bM4cMPP2TMmDGMGzeO+vXrM2zYMNLT0yvcJexutoOkf//+9j8Xrmi6Wq1atTh16hT9+/cv8r1Xe+mll3jppZdKL6zITVy7M/pmCn9Hb9iwgT/84Q/06tULPz+/sowmIqVIS6OlQrt25sbPzw8PDw88PT1vuhyqVq1a9O7dm969exMUFMSpU6d48MEHqVmzJqmpqdSrV4/evXvTv39/QkNDmTRpEv/7v/9LWFgY3bp1sx8P+MknnxAZGUnDhg1p06aNfSnptRxZKtilSxdq1arF/Pnz+fjjj1m4cCEBAQF06tSJ9evX8+KLLxIXF8fMmTP5z3/+Q82aNQkMDGT+/Pls2bKFoKAgGjZsSH5+vn2mReRaNzpbb9u2bblw4QKxsbHExsZy55133vI+p0+fts+KFkpKSqJfv37YbDZGjhzJsWPHeOCBB9i8eTOLFi0iMzOTqVOnEhoaysSJE+nTp4/9364ZZWRkMHfuXO666y7mzp1LREQEr732GseOHQPg0KFDbNiwgc6dOxMQEODw4+oSdiLmcfVx6zfbGV24/Wa6devGihUr6Ny5Mz/88AP9+/fnu+++K8PUIlKaKtauZpFrODJzcytxcXEAPPvss0W2l+bMjSNLBT09Pfnggw8YOXIko0aNsg/AXVxcqF+/Punp6YwbN468vDxatGjBG2+8gbu7Ox4eHixatIjjx4/j4+PDoEGD7CfSErmZq8/WO3bsWN577z28vLzo2LEjX331FQBnzpwhMzOTatWqFblPgwYNGDt2bJHH69atG4MGDWLJkiX8+OOPxMbGkpqayuLFi0lNTcXHxwc/Pz+Sk5NJSkqiZcuW9OjRo9xft6MSEhI4ceIEjz/+OH/84x/Zu3cvkyZNYsuWLdx5553ExcVhs9lueQbaG3H0EnarV69m165djB8/nuXLl7N06dJSfHXlq/enP5faYy17LKzUHkucx7p16/jll1+A33ZGt2vXjkceeYTTp0+zf//+IjujfXx8WLhwIQ0aNLAfLrVs2TJ27twJFJzobcGCBURHR5OUlMSePXsICgoiNDSUpKQkXW1DpALRQFgqtKtnboYMGcLUqVN57bXX6NChw3UzW9c6f/48S5cupUmTJtxzzz1FZlILZ2527dpFWloaf/3rXwkICGDOnDlFZm6OHDnCxo0bad68+U2XeTqyVBCgXbt2rF+//rrva9KkyS0f42bLCEVuZN++ffTr18++E8Xf359jx45x4MABOnbsaP++mTNn4uXlxT/+8Y8i9/nqq6+44447ijxm4QCv8FjZawd4bm5uxMfHs2rVKnbv3s3w4cNJTExkxowZ5fSqi6dwFmjx4sX4+/uzZMkSAIKDg8nJyWHRokXUq1eP6OjoIve79sPy3Llzr5s9v51Ro0bRvHlzmjVrxpo1a/ShWuR3KunO6A8//NDeY2+//TZpaWlAwY6yhIQEPv/8c7y8vFi9ejWpqal4eHjQq1cvevbsWb4vUERKTANhqdBuN3NzK19++SXZ2dk8/vjj193mjDM3UvkVnq33zJkzDB06lG3btrFt2zYGDx5M165dAUhMTORf//oXDz30ED179rzuPklJSZw/f/62lyO5WlZWFm+99RaRkZE0b96cJUuW2JcemlHhqot58+YxcuRI/P39GTduHHfddRfLli0jIyODV199Fau16NFFN/uwXJzl04WXsLtw4QIBAQG6DJPI71TSndGFx60DbN68+aaPf+0OMRGpODQQlgrtVjM3N1sOFRwcDBQsi/49x+D9npkbLRcUI9zqbL0tWrQA4MKFCwCEh4cTEhJCQkLCDe9TnIGwi4sLR48eJT4+nkuXLhESEsLQoUN/9+spS8899xzPPffcddsLzy9wI9d+WL76g/TVJ4eaNm0a06ZNs3999W0fffTR78otIiIijtFAWCq0W83cjBo16obLoYKDg9myZQt79+7lkUcesc/+FpdmbqSiudHZeq917XL7a+9z9eDu2tuunnm51W1SNrSDTeT29O9ERAppICwV3s1mbm71wbt169Y3HBAEBARo5kZEREREpJLTQFhERKQYNKMkIiJS8WkgLJVeaX1o1QdWETHSwoULmT59Ounp6bRt25YpU6ZQt25djh49ymuvvcbWb77D4uKCb1g7gh8dAcCZnzaQtuoDcs6exCcwgob9XsWjRl2DX4mIiIjxNBAGkpOTGTp0KHv37uXKlSu0atWKCRMmEBQUxDPPPMPGjRs5e/YsgwYNYty4cQB89tlnDBky5LrH2rRpU7HOEFqZaJZEREqbeqXAjh07iImJ4Q9/+ANPPfUUY8eOZfjw4fzrX//i6aefZt++ffh36od71Rpc/PUIAFfOnyZ5wVi8/BpQ//89x9E1c0j5bCJhf5l2m2cTERGp/DQQBk6cOIHNZiMmJobk5GTmzp1LTEwMX3zxBR4eHjzwwAN89tlnRe7Tvn17Zs2aBUBubi4xMTH4+vpSp04dI16CiIhUYps2bcJmszFgwAD69OnD0qVLWb9+PatXr2bnzp289NJLbPDvjsXVDYvFAkDGtv9gy71CnfsepUbzTmSn/kLG1nguZRwjK2UnhxZNokaLLmQfP0juhXM06PN3zuzaQObujTy5vhOzZ8/GarUSGxvLypUruXTpEgEBAYwdO5Z77rnH4L8RERGR30cDYSAyMpIvv/zS/vXixYvZt28fADNnziQhIeG6gXBgYKD90j0rV64kJyeH/v374+bmRkJCAn379uW+++4jIyODlJQUYmNjSUlJIS4ujmbNmjFv3jx8fX2ZMmUK8+fP5/z589StW5eYmBgefPDB22Y2Yrnv7WbBr2RlsnvyYHKzz1H//z1HnU79ADiVtIbj6z8l51wGdwQ3J6hvDO6+tUslv4hUXLfrlIyMDLaPfvC6TgHIv5LD7nef4fKpNGpH9abBn18qz+jlrmbNmgD88MMPNG/enJSUFGw2m/0ScatXr+bAwRlY3Typ98CT+N/Th5wzBddqdq9aCwA334L/X844Zn/crMO78e/Uj9Tl73Ew7i1qt+tJlYZN+eqrr1i3bh3169cnLi6Onj17Eh0dzcGDB+3XUhcREanIrEYHMAN3d3f7n3fs2EFmZiZt27Z1+P5xcXFYrVYGDBhQZHtSUhL9+vXDZrMxcuRIjh07xgMPPMDmzZtZtGgRmZmZTJ06ldDQUCZOnEifPn3Iz88vtddV2gpnwWfNmsX06dNxd3endu3a9lnw1OXvkX8lp8h9LqT+wqEvpuDmW4v6PZ7h/MEdHF6sZXkicvtOeeONN67rlELH1s3nytlT5RnXUH/6059o06YNn3zyCZ06deLKlStAwTWaAdzc3Gj0xJt41KhD6opZXDqZ6tDj1mzVDf8OD+J2Rw0AAv70AtWbdwLgyJEj+Pv74+Xlxe7du9mxYwdhYWFERUWVwSsUEREpXxoIX+XAgQMMHjzYvvTLEYcOHWLDhg3cf//91x0b3K1bNwYNGkSTJk3Iz88nNjaWfv0KZjRSU1Px8fHBz8+P5ORkkpKSqFu3Lj169Cj111VaAgMD6d27N71798bDw6PILPj69evJ3JNInc79i9znfMpOsNmo3bYn/vf0wbteCGd/3kzuhbOcO7idH4dGs3/uCPZMf4Ftb/Ti18QVpK54n8aNG9OnTx/Onj0LwJQpU2jRogXBwcF06NCBJUuWGPFXICKl6HadEh8ff12nAGQfP0j6919y5/0Dr7vtx6HR7HrnCQ5+8iZbX+tJyqJJZGxbz/Y3+xAVFcWuXbsAWLt2LR06dKBhw4a0atWKN998s8xf7+/h4eHB4sWL+frrr/nPf/7D3Xffjaenp/33TnR0NNXv6oBveDuw2bh8+gTu1Qt2KOScPQlg33HgUfNO++O6eFUBwOLiitXNHaurGxZrwUeD/Px8ateuzTfffMPAgQM5c+YMf/3rX5k6dWq5vW4REZGyooHw/9m3bx8PPfQQbm5uLFq0CH9/f4fuFxcXh81m49lnn73utqpVqwIFe+oLvy7ce5+Xl4ebmxvx8fG89FLBkr7hw4czdOjQ0ng5Ze7qWfALFy4QGxtL/e5P417dr8j3uflUAyDr0E9c/PUIl08dLfiQdibd/j1Zh36iVuT9ABxZOp2csycr9My5iBTfjTolNjb2uk6x5edz6Isp+EX1xrt+6A0f6/Kpo3j6N8CzdgAZP64l/b+L8Iv6M4cPH+bdd98FYPLkyVy6dImJEyfy3HPP4e3tXeav8ffIy8tj9OjR/PTTT3z88cd8//33PPHEE3Tv3p1atWqxatUqTv6wmjO7vsPq7oV3vRBqtOyCxcWNE98uJH3jEs78tIEqQU3xvGogfDsHDx5k1qxZ+Pj4cPfddwOQnp5+m3uJiIiYnwbCwNGjR+nbty+nT5/m8ccfZ9u2bSxbtgyAZcuWsX79eqBgsLxgwQL7h4CcnBwWLVpEvXr16N69e7GfNysri7feegur1Urz5s3x8PDgxIkTpffCykjhLHjnzp0JCAjgvffew8vLi6qhrbmSlQlAbvY5crPPU71FJ6oENeXkphXsnjyY/LxcAKyuvy1H9w1vh1/Un/H0DwJbPvW6P12hZ85FpHhu1ikdO3a8rlNO/biWnNPp1GzdzT7DmXfpgv37oOBY2Hr3D6Jqk0gAakf1pm70Y0DBcl+Ahg0bkpmZyX//+19sNhuPPfZYeb7kYrNYLCQmJhIbG8uyZcsYPHgww4cPx8vLi9mzZ+Ph4cGRpdOxunnS6InRuFWpjnvVmgQ/OpK8i1mkrfwA73ohBPUfVqzn9fT0ZNeuXYwePZoJEyYQGRnJCy+8UEavUkREpPzoZFnA4cOHOXWq4APV+PHj7dt79+7N22+/TVpaGgAJCQkkJCTw+eef4+/vz5o1a8jIyODVV1/Fai3+PgUXFxeOHj1KfHw8ly5dIiQkpELMCBfOgj/xxBMAHDt2jAMHDsCkQfbvOfHNv7G6e3Jn9ACaPP8uF0+kYLG6cGTFe2Sl/IRHzbpcuVDwwfXqpXkALp4+uLgUnIzl6pnzVatWsXv3boYPH05iYiIzZswox1ctImXlZp3SsWNH+/cUdootL4/cC5nsefe3VTint67D6uJGUN8YAFw8/69TrL91isVasBqncDXJzJkzWbNmDTt27OD999/nww8/ZMuWLWX/YkvIarUSHx9/w9vatm3L+vXrb3gSxerN7qV6s3uv214r8gFqRT5g/7p57IIit2189x/2r1euXPl7oouIiJiSBsJAVFQUR48eveFtmzdvvun9Co9tu93jffHFFw7dVhFcPQseHR0NwODBg+natSsTvz/K+eQdnExYRs3W3ajerCO2/DxSV7yPd70QLqT+wvn9W/G/9yGsbh4OP2fhzHlkZCTNmzdnyZIlFWLmXERu71adAvDax6uLdAq2fLzqBAFwKf0wx+I/pmqTNtRu36tYzzt+/Hjq169PREQE3333HcnJyeTm5uLqql+LIiIizkC/8W+jtC5TBMW7VJFZ3WgWvEWLFrRo0YIPz/5Mfs5FTgJedYLx8gvElp/P+eSdnNy8Equ7J35Rf6Ze96eK9ZwVdeZcpCIxqutu1SkA49cfKNIpAF7+QQCcO7gdKDj5k89Njhe+mdzcXN577z3OnDmDv78/Y8eO1SBYRETEiVSq3/rbt29n3rx55OfnEx0dzZ///GejI1U6N5sFL3TtcjuL1cpdL8++4fdWbdSSyHfW278Oe/63M5FGRYVV6JlzkbJUmbquuJ1ytWs7BCjydb37B1LvqjNLX90pY8eOdfjqACJijMrUdSJiPpXmZFn5+fnMmTOHESNG8O6777Jx40b7sb0iIpWFuk5EnIG6TkTKWqUZCB84cIA6derg7++Pq6srUVFRJCUlGR1LRKRUqetExBmo60SkrFlsNpvN6BClYdOmTWzfvp3nn38egO+++479+/fz1FNFj0ddt24d69atA2DChAnlnlNE5PdQ14mIM1DXiUhZqzQzwo7q2rUrEyZMKPWyHD58eKk+XmkwYyYwZy4zZgJz5jJjJjBvLqOo64xnxlxmzATmzGXGTGDeXEZR1xnPjLnMmAnMmcuMmaB8clWagXCNGjXIyMiwf52RkUGNGjUMTCQiUvrUdSLiDNR1IlLWKs1AuFGjRhw/fpxff/2V3NxcEhISiIyMNDqWiEipUteJiDNQ14lIWXMZPXr0aKNDlAar1UqdOnWYMWMGa9eu5d5776Vdu3blmiE4OLhcn88RZswE5sxlxkxgzlxmzATmzVWa1HU3ZsZMYM5cZswE5sxlxkxg3lylSV13Y2bMBObMZcZMYM5cZswEZZ+r0pwsS0RERERERMQRlWZptIiIiIiIiIgjNBAWERERERERp6KBsIiIiIiIiDgVDYSlzP36668ObRMRqcjUdSLiDNR1Ulm4Gh2gorHZbCQmJmKxWGjXrh0//fQTSUlJ1KtXj27dumG1Grdv4ciRIwQGBhr2/DczZcoUJk6ceNttRsnOzsZiseDl5WV0FPLz89m6dSu//vor+fn59u09e/Y0MFWBrKwsMjIyyMvLs28z4iyD2dnZeHt7k5WVdcPbq1SpUs6JKid1XfGp6xynrrs9dV35MHPXgTn7Tl3nOHXd7RnZdRoIF9OcOXM4e/Ysubm5JCUlkZubS2RkJFu3buXYsWMMHjzYsGwfffQRV65coXPnztx77714e3sblgXg6NGjpKamkp2dzebNm+3bL168yJUrVwxMVuDAgQO8//77XLp0CZvNho+PD3/5y18MPYX8xIkTcXNzIzAwEIvFYliOay1cuJD//ve/+Pv7F8k1atSocs8yffp0hg8fzrBhw7BYLFx94nuLxcLMmTPLPVNlpK5znLqu+NR1t6euKx9m7jowV9+p64pPXXd7RnadLp9UTK+88gpTpkwhNzeXZ599ltmzZ+Pq6kpeXh7Dhg1j8uTJhuY7fvw433zzDYmJiYSEhNClSxeaN29uSJakpCSSkpL48ccfiYyMtG/39PSkQ4cONGnSxJBchWJiYnjqqacIDw8H4Oeff+ajjz4y9GcYExNj+HvoRv7+978zZcoUXF2178xZqOscp64rWSaj30M3oq5zPmbvOjBP36nrSpbJDO+ha6nrCjj3qy8BFxcXAFxdXWnUqJH9DeTi4mKKPT1169bl4YcfJjg4mHnz5nHo0CFsNhuPPPIIbdu2Ldcsbdq0oU2bNuzbt4/Q0NByfW5HWK1We1kChIWF2X++RmnZsiU7duygRYsWhua4VkBAABcuXMDX19foKEUcPnyYkydPFlnWU97v88pKXec4dV3xqeuKR11XdszedWCevlPXFZ+6rnjKu+s0EC6matWqcenSJTw9PRk5cqR9e2ZmpuF7VQ4fPsw333zDtm3baNasGcOGDSM4OJjTp0/z2muvGfZL09fXlwkTJrB//34sFguhoaEMHDgQf39/Q/IUioiIYPbs2XTo0AGLxUJCQgIREREkJycDxhwnERoayuTJk8nPz8fV1RWbzYbFYuHjjz8u9yxXe/DBBxk6dCiBgYFF3ufDhg0zLNOsWbM4cuQI9evXL3IMlz4clg51XfGp6xynrnOcuq5smbnrwJx9p65znLrOcUZ0nZZGl5LLly9z6dIlQ/esjBo1iujoaNq1a4e7u3uR27777js6duxoSK6RI0fyxz/+kQ4dOgCwceNG1q5dy9tvv21InkJvvvnmLW834jiJF1980V5MZtkTDTBkyBC6du1KYGBgkXKKiIgwLNPLL7/Mu+++a9jzOyt13c2p6xynrnOcus4YZug6MGffqescp65znBFdZ/yurgrMbEuV7rvvPtq0aVOkKLds2ULr1q0N+2AIBb9Mrn7+jh07smLFCsPyQMFZ/Lp160ZUVJShOa5Vq1YtAgICTFWWAB4eHvTo0cPoGEWEhoaSlpZG/fr1jY5S6anrHKOuc5y6znHquvJjtq4Dc/adus5x6jrHGdF1GgiXkBmXKs2bN4+VK1fy97//3f4mWrRoEa1btzYkT+Fp0Fu2bMnSpUuJioqyL1W5++67DclUyGq1snz5ctMVpp+fH2+++SYtW7bEzc3Nvt3o0+yHhYWxYMECIiMjiyyhMfJMjJ06dWLkyJFUq1YNNzc3+3IjM56UoiJT192euq741HWOU9eVDzN2HZir79R1xaeuc5wRXaeBcAnt37/fdEuV/Pz8eP7555k6dSp9+/alffv2GLny/drToMfHx9tvs1gsPProo0ZFA6BZs2b20vT09LRvN/LajH5+fvj5+ZGbm0tubq5hOa516NAhoOB9fzUjlhkVev/99/nb3/5muuVGlY267vbUdcWnrnOcuq58mLHrwFx9p64rPnWd44zoOg2ES8iMS5UsFgvBwcGMHj2af/7zn+zfv7/IxbvL23vvvWfYczsiISEBgK+++sq+zehrM7Zu3drQvXE38/rrrxfZQ24GVatWLXL5Bikb6rrbU9cVn7rOceq68mHGrgNz9Z26rvjUdY4zous0EC4hMy5VqlatGlDwRho5ciSffvopqamphuW52pEjR0hLSytywfVOnToZmMichf7JJ5+QmZlJ27ZtiYqKIjAw0OhIQMHJHlq2bElUVBRNmzY1xaxEw4YN+ec//0nr1q2LLDcyehlbZaOuKx51nWPUdY5T15UPM3YdmLfv1HWOUdc5zoiu01mjS+hvf/sbAwcOvG76vnbt2oZl2rt3L02aNCmyhyc5OdnwPVGff/45e/bsIS0tjbvvvptt27YRFhbGK6+8Ymiuy5cvs3LlSk6dOsVzzz3H8ePHOXbsmGHHGRbKzMwkISGBxMREsrOziYqK4n/+538MzXT58mW2bNlCQkICycnJtG7dmg4dOhAWFmZYplmzZt1w+wsvvFDOSSo3dZ3j1HXFo65zjLqufJix68CcfaeuKx51nWMM6TqblMiIESOMjnCdxx57zPbGG2/YMjMz7duGDh1qYKICQ4YMseXl5dliYmJsNpvNdubMGduYMWMMTmWzTZ061bZ06VLbkCFDbDabzXbp0iV7RjM4fPiwbfr06baHH37Y6ChFnD9/3jZjxgxbv379jI4i5UBd5zh1Xcmo68QMzNh1Nps5+05dVzLqOvPR0ugSMuNSpTvvvJNevXoxevRonn/+eZo0aWLoCWQKubu7Y7VasVqtZGdn4+vrS0ZGhtGxSE9P5+WXX2bjxo1AwankjZaWlkZCQgKbN2/mjjvuICoqiieeeMLoWADs2bOHhIQEtm/fTnBwMC+//LKheeLi4ujTpw/u7u68/fbbHD58mIEDBxp6+ZzKSF3nOHWd49R1jlPXlQ8zdh2Ys+/UdY5T1znOiK7TQLiEcnJycHNzY+fOnUW2G1mYFouF1q1bc+eddzJt2jS6dOliijX/jRo14sKFC0RHRzN8+HA8PT0JDQ01Ohaurq7k5OTY/45OnDhR5BTyRnj//ffp0KEDI0eOpEaNGoZmudqLL75IUFAQ7du3Z8CAAUXOxmiUHTt2MGDAAH744Qdq165NTEwMo0aN0ofDUqauc5y6znHqOsep68qHGbsOzNl36jrHqescZ0TXaSBcQmY8NqdwD2HdunV58803mTVrFocPHzY4FWRnZ5OYmMhdd91Fy5YtuXjxIg0aNDA6Fn379mXcuHGcOnWK6dOn88svv/CXv/zF0Ezjxo2z/3ndunV07drVwDS/mTRpEt7e3kbHKKLwrJlbt26lffv2pstXWajrHKeuc5y6znHquvJhxq4Dc/adus5x6jrHGdF1LqNHjx5d5s9SCcXFxRESEoLFYmHs2LHMnz+f6tWrG1oE3bp1s//Z1dWV9u3b07lzZ8Pf6D4+PqSlpREfH8/q1as5duwYmZmZNG7c2NBcderUITIykkaNGhEQEEC/fv0ICAgwNNPVPvjggyI/UyN99tlnpnu/nzp1irlz53Lu3DkeeeQRsrKySExMJDo62rBMlZG6znHqupJR192auq58mh9RGgAACztJREFUmLHrwJx9p64rGXXdrRnRdea6gFQFsmPHDry9vdm6dSu1a9dmxowZrFixwpAsy5YtA2Du3LnX/bd8+XJDMl2tadOm9OnTh/79+xMdHU1ycjJff/210bEYM2YMd9xxB61ataJ169ZUrVqVMWPGGB3LzuhjgK5mpvd7occee4yxY8cyYcIEXF1d8fDwYOjQoYZmqozM9LNX15WMus5xZnq/F1LXlQ+z/ezN3HfqupJR192aEV2npdElZKalSsuWLaN37974+/vj4+NjWI6bGTNmDJcvX6Zx48aEh4czfvx4fH19DcuTk5NDTk4O58+fJysry749Ozub06dPG5brWsOGDTM6gl1eXh5gjvf71U6fPs3OnTtNdR3DykZd5zh1Xcmo625PXVf2zNR1YO6+U9eVjLru9sq76zQQLqFWrVrxj3/8A3d3d55++mnOnTtX5CyD5cnX15fTp0/z7bffMmrUKEMy3EpgYCApKSmkpqbi7e2Nj48PXl5euLu7G5Jn3bp1rFq1ijNnzjB8+HD7Hjpvb28eeOABQzIVWr16NZ07d8bLy4tFixZx6NAhHn30UVq0aGForsjISNO83wvd7DqG+nBYutR1jlPXOU5d5zh1XfkwU9eBuftOXec4dZ3jjOg6i81M8/QVTFZWFt7e3litVi5fvszFixepVq1auedYs2YNX3/9Nenp6UXOSGez2bBYLMycObPcM93IxYsX+fbbb1mxYgWZmZksWLDA0Dxr1qyhe/fuhma41quvvsqkSZPYvn0769ato3///sycOZOJEycamisxMZHGjRtTo0YNlixZwt69e3nooYcMvfD6K6+8wqRJkxg2bBiTJk0iMzOTGTNm8PrrrxuWqbJS1xWPuu721HWOU9eVH7N0HVSMvlPX3Z66znFGdJ1mhH8HsyxV6t69O927d+fDDz/kmWeeKffnv521a9eyd+9ekpOT8fPzo0uXLoSHhxsdi+7du/PLL79w8uRJ+xIRMHa5WeF+qW3bttGxY0cCAgJMcUzJl19+yeTJk/n555/ZtWsXvXr1Yv78+bz99tuGZTLrdQwrI3WdY9R1jlPXOU5dV37M0nVg7r5T1zlOXec4I7pOA+ESMuNSJbMVZaGcnBx69uxJcHAwLi4uRsexmzFjBunp6QQFBWG1/nbeOCN/hsHBwYwdO5Zff/2VRx99lIsXLxp+vUDA/vezdetWunbtSqtWrVi4cKGhmcx6HcPKRl3nOHWd49R1jlPXlQ8zdh2Ys+/UdY5T1znOiK7TQLiENm3aZJ++f+GFF+zT93K9Xr16GR3hhpKTk5k6daopCqnQ888/z6FDh/D398fDw4Pz58+b4tqGNWrUYPbs2ezcuZPevXtz5coVw/domvU6hpWNus5x6jrHqescp64rH+o6x6nrHKeuc5wRXaeBcAlpqVLFFxAQQGZmJtWrVzc6ip3VauX06dNs2LABgIiICCIjIw1OBS+//DLbt2/nT3/6Ez4+Ppw5c4YBAwYYmum+++7j559/Zu7cufY9wBEREfTo0cPQXJWNuq7iU9c5Tl3nvNR1FZ+6znHqugIaCJeQlipVfOfPn2fIkCGEhITg6vrbPwUjT2//6aefcvDgQe655x6g4MQP+/bt49FHHzUsE4CHhwdt27a1f129enXDf9E0bdqUiIgIDhw4wO7du4mPjyctLU0fDkuZuq7iU9c5Tl3nvNR1FZ+6znHqugI6a3QJTZ8+nYiICMLDw3Fzc9NSpQpoz549N9weERFRzkl+ExMTwzvvvGM/diM/P5+hQ4cyefJkwzKZ1bXXMQwLCzP0OoaVlbqu4lPXVWzquvKhrqv41HUVmxFdpxnhEtJSpYrPyGK8lezsbKpUqWL/s9yY2a5jWFmp6yo+dV3Fpq4rH+q6ik9dV7EZ0XWaEf4d8vPzi0zfu7u7M23aNKNjyW28/vrrvPXWWzzxxBNFTqhQeG2+jz/+2LBsGzZs4N///jcRERHYbDb27t3LY489RlRUlGGZzM5s1zGsjNR1FZO6rnJR15U9dV3FpK6rXMqz6zQQLiEtVZKyYLPZ+P7771m1ahV9+/YlKCiIzMxMQkJCjI5mOtdexzAsLIzw8HCaNm1qdLRKRV0nZUFd5zh1XflQ10lZUNc5zoiu09LoEtJSpcpl3bp1dO3a1egYfPTRR1gsFnJycoiMjCQrK4s5c+Ywfvx4o6OZjlmvY1jZqOsqF3VdxaOuKx/quspFXVfxGNF1GgiX0KBBg4Dfpu9nzZqlpUoVWHx8vCkK88CBA0ycOJGhQ4cCUKVKFXJzcw1OZU5mvY5hZaOuq1zUdRWPuq58qOsqF3VdxWNE12kgXELXTt936dKF8PBwo2NJCZnlCAEXFxfy8/Ptx7icO3fOVBeGF+ejrqtc1HUiN6auq1zUdeIIHSNcQsuXLyc8PFxLlSqo/Px8hgwZYj8JRkZGBjVr1jQ4FXz//fckJCSQkpJCp06d2LRpEw8//DDt27c3Opo4KXVdxaauE3GMuq5iU9dJSWggLE7rnXfe4cknn6RWrVpGRyni6NGj7Nq1Cyi4uHj9+vUNTiQiFZm6TkScgbpOiksDYXFao0aNIiUlhZCQEDw8POzbhw0bZmAqEZHSpa4TEWegrpPi0kBYnNaePXtuuN2sF2QXESkJdZ2IOAN1nRSXBsLi9LKzs8nPz7d/XaVKFQPTiIiUDXWdiDgDdZ04SmeNFqe1bt06PvvsM9zd3bFYLNhsNiwWCzNnzjQ6mohIqVHXiYgzUNdJcWkgLE5r+fLlTJkyhapVqxodRUSkzKjrRMQZqOukuKxGBxAxir+/f5GTKYiIVEbqOhFxBuo6KS4dIyxOKyUlhVmzZtG4cWNcXX9bHPHkk08amEpEpHSp60TEGajrpLi0NFqc1uzZs2natCmBgYFYLBaj44iIlAl1nYg4A3WdFJcGwuK08vLyGDhwoNExRETKlLpORJyBuk6Ky2X06NGjjQ4hYoSTJ0+Snp5O9erVycvLIycnh5ycHNzd3Y2OJiJSatR1IuIM1HVSXDpGWJzWiy++eN02nWZfRCobdZ2IOAN1nRSXBsIiIiIiIiLiVHSMsDi1I0eOkJaWxpUrV+zbOnXqZGAiEZHSp64TEWegrpPi0EBYnNbnn3/Onj17SEtL4+6772bbtm2EhYWpMEWkUlHXiYgzUNdJcVmNDiBilE2bNvH6669TrVo1XnjhBSZNmkR2drbRsURESpW6TkScgbpOiksDYXFa7u7uWK1WrFYr2dnZ+Pr6kpGRYXQsEZFSpa4TEWegrpPi0tJocVqNGjXiwoULREdHM3z4cDw9PQkNDTU6lohIqVLXiYgzUNdJcWkgLE4rOzubxMRE7rrrLlq2bMnFixdp0KCB0bFEREqVuk5EnIG6TopLl08Sp/XTTz/x888/s3fvXtLT0wkKCiIiIoIePXoYHU1EpNSo60TEGajrpLg0EBanlp+fz4EDB9i9ezfx8fG4u7szbdo0o2OJiJQqdZ2IOAN1nRSHBsLitMaMGcPly5dp3Lgx4eHhhIWF4evra3QsEZFSpa4TEWegrpPi0jHC4rQCAwNJSUkhNTUVb29vfHx88PLywt3d3ehoIiKlRl0nIs5AXSfFpRlhcXoXL17k22+/ZcWKFWRmZrJgwQKjI4mIlDp1nYg4A3WdOEozwuK01q5dy969e0lOTsbPz48uXboQHh5udCwRkVKlrhMRZ6Cuk+LSQFicVk5ODj179iQ4OBgXFxej44iIlAl1nYg4A3WdFJeWRouIiIiIiIhTsRodQERERERERKQ8aSAsIiIiIiIiTkUDYREREREREXEqGgiLiIiIiIiIU/n/qRDJ+MxQ0mUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt_fig = plotThreeTestsExecTime(df_interp,\n", " bn128_pairing_test_names,\n", @@ -3180,9 +5139,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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//PAD6tevD6VSiePHj2PmzJlYu3Yt6tevj2+++QYTJkyAjY0N3Nzc8Mcff2Dnzp3Yv39/kdSxcuVKuLi4wN3dHRs2bMCxY8ewcOFCnd7r5OSEfv36YcCAAfjpp5/QtGlTpKamIjw8HA8ePMB333330v3m5ubCw8MD5cuXx4EDB5CSklJkoSowMBCLFi1C69at8eeff2Lz5s2vfX+shIQErcN2kZGROHv2LCwtLVGlShUAwNChQ7Fs2TJs3LgRzs7OiI2NBfD0FhrPZgc6deqEH3/8ER4eHvD29sbdu3cxdOhQ1KtX77V+0U+fPh22traoVq0a5syZgwcPHuDLL78EADg7O2PlypXYuXMn6tSpg8DAQGzbtu21+lsYX375JebOnYtBgwZh2LBhiI2N1czuvWrmrVq1avjnn38QGRkJY2NjWFpaQiaTwc/PDxMnToRcLtf8Ivfz80PXrl2hVqvRpEkTTRtjxozB+++/j+nTp6Nz5844e/YsJk2ahBEjRuSZ+SmIsbEx+vbtizlz5gAABg8ejPr162vCYlHso6D+x8bG4tixY6hRowaMjY3zzFgXBQsLC9jY2GDFihVwdHTU3Afy2WHl5+sJDg5G27ZtoVQqYW1tjVGjRsHT0xM9e/bEiBEjYGFhgdOnT6NSpUp5Dn2/iZiYGLRs2RJGRkZYu3Yt0tLSkJaWBuDpf3ALM74kcXo9g45IR3FxcWLEiBGiRo0aQqVSCRsbG+Ht7S3Wr1+vufpO19t6vHhid34nDqtUKrFixQohxH8XHaxbt074+PgIlUolHBwcXtn2i1eJZmdnixkzZghnZ2dhaGgorKyshLe3t/j9999fWt/WrVtF06ZNRfny5YWRkZGoXbu21kn1hQFAzJ07V3Ts2FEYGRkJW1tbMXv27Jf2SwghWrZsKT799FPNcn63XACgtU1+r7+4TXZ2tpg6daqoWbOmUKvV4p133hE9evQQd+7c0ak/zy462Llzp2jYsKFQKpWiVq1amiskhXj6Pfn888+FhYWFMDMzEx9//LFYuHCh1m0ZCrpdx4t02S4qKkoAEMHBwZp1+/fvF7Vr1xZKpVLUrVtX7N27VwDQup1Mfk6dOiUaNGgg1Gq15rYez/pkamoq6tWrp9k2MTFRyOVy8b///S9PO2vWrBEuLi7C0NBQ2NnZibFjx772bT3Wr18vqlatKlQqlfDz8xM3b958rX0UdFuP561fv17rc8nMzBQff/yxsLCweO3bejyvf//+wsfHR2vdF198IZo3b65ZPnTokKhXr55QqVSiZs2a4o8//shz0ce+ffs0fXy+zhMnToiWLVsKY2NjYWpqKjw9PTW3BHk2fs8LCQnR+jxfpqCftRe/Y1T6GAhRBCcIEJVit2/fRrVq1RASEgIvLy99l0MvcejQIfj6+iIqKkrrYgapO3LkCHx8fHD+/HnUrVtX3+W81KRJk7BhwwZcv35d36UQlSk8JEpEVMJ+/vlnuLm5wc7ODhERERg2bBg8PT0lH9aISH940QERvTVq166tdbuL5/8MHDhQ3+Xp7M6dO/joo4/g7OyMQYMGoUWLFtizZ4++y0JkZGSB46vLLWJKWkhIyEvrDQkJ0XeJr61t27YF9qdt27b6Lo/0iIdEieitcefOHWRlZeX7mrm5OSpUqFDCFZUu2dnZL71itmLFiq+86rgkPXny5KUPPbe3t89zoYDU3bt3D0+ePMn3NSMjI9jb25dwRSQVDGxEREREEsdDokREREQSx8BGREREJHFl4irR6OhofZdQIGtrazx8+FDfZbyVOHaFw/ErHI7fm+PYFQ7Hr3CkPn4FPYqOM2xEREREEsfARkRERCRxDGxEREREElcmzmF7kRAC6enpyM3NfeXDlovb/fv3kZGRodcapE4IAZlMBrVarffPi4iISB/KZGBLT0+HoaEhFAr9d1+hUEAul+u7DMnLzs5Genr6W3cTTCIioqJQJg+J5ubmSiKske4UCgVyc3P1XQYREZFelMnAxsNqbyd+bkREVFaVycBWVoWGhuLUqVOa5XXr1mHLli2FbjcqKgrbt2/XLJ87dw4TJkwodLtEJH2bNm1Cs2bN4OjoiB49eiAmJibPNhkZGRg5ciTq1q0LR0dHeHh44OjRo5rXL1++jG7dusHR0RG1a9fGlClTSrILRG8FHhcE0PHXy0Xa3s6eLkXaXlE5duwYTExM0LhxYwBA7969i6TdZ4Htgw8+AAC4ubnBzc2tSNomIuk6d+4cRo4cCQ8PD/Tv3x9TpkzB6NGjsXbtWq3t/vjjD2zcuBEtWrTAu+++iylTpmDUqFEIDQ3FkydP0LNnT6Snp2PkyJEwMjJCQkKCnnpEJF2cYdOTrVu34r333oOfnx9GjRqFnJwcnD17Fv7+/khPT0daWhp8fX1x+fJlpKWlYfjw4Xjvvffwv//9D3/99RcAICcnBz/88AP8/Pzg7++PVatWAQA8PT01/+CdO3cOXbt2RVRUFNavX48VK1agVatWOHHiBGbPno2lS5cCAC5cuID27dvD398f/fv3R1JSEgCga9eumDp1Kt577z14eXnhxIkTefoybdo0nDx5Eq1atcLy5csRGhqqCYOzZ8/GkCFD8MEHH8DDwwN79+7FlClT0LJlS/Ts2RNZWVkAgPPnz6NLly5o06YNevTogfv37xfvB0BEhXb8+HEIIfDJJ5+gf//+qFOnDg4cOJAncD07/9TZ2RleXl5QqVQwNzcHAOzcuROxsbEYN24c+vTpgz59+mD48OEAgFOnTsHf3x/Vq1dH3bp18eWXX5ZsB4kkhIFND65du4Zdu3Zhx44dOHjwIORyObZt24b69eujVatW+OmnnzBlyhR07twZLi4umD9/Ppo3b449e/Zgy5YtmDx5MtLS0rBhwwZERUXh77//RlBQkGaGKz+VK1dGr169MGDAAOzfvx+enp5arw8dOhTjxo1DUFAQXFxcMGfOHM1r2dnZ2LNnD77//nut9c+MHTsWHh4e2L9/Pz7//PM8r9+5cwe///47Vq9ejcGDB6NZs2Y4cOAA1Go1Dhw4gKysLIwfPx7Lly/Hn3/+iQ8//BAzZswoxAgTUUmwsrICAJw8eRLXr1/HrVu3IITA3bt3tbbr1q0b2rZti19++QWtW7eGsbEx5s6dCwC4evUqAGD58uVwcnJC3bp1sWvXLgDAkiVLcOfOHUydOhXDhg2DpaVlCfaOSFoY2PTg6NGj+Pfff9GuXTv4+fnh6NGjiIyMBAAMGzYMR44cwfnz5zX/mzxy5AgWL16MVq1aoWvXrsjIyMC9e/dw9OhR9OrVS3PFq4WFxRvVk5ycjEePHqFp06YAnv7j+vxMWrt27QAA9erVy/MPsS58fX1haGiIWrVqITc3F76+vgAAFxcXREVF4caNG7hy5Qo++ugjtGrVCgsWLMj3PBgikpb3338fjRs3xvr16+Hj46OZMVepVFrbnT59GgcOHEDnzp2xZMkS5OTkYNiwYRBCIDMzEwBQoUIFrFixAkqlEsOGDcPjx49RrVo1pKen4+DBg0hJSUGfPn1KuotEksFz2PRACIFu3bphzJgxUCgUyM7O1ryWmJiItLQ0ZGdnIyMjA8bGxhBCaP73qYvnb4FRFDflVSqVAAC5XK5Vq66e/eMtk8mgUCg0V3vKZDLk5ORACIGaNWti9+7dha6ViEqOSqXCtm3bcOnSJSgUCgQEBODUqVOoUqUK0tPTIZfLYWhoiMDAQGRmZqJXr17w8PDAli1bEBwcjISEBFSuXBnA0/DXrl07BAYGah0m9fT0RHh4ODZt2oRFixYhLCwM5cqV03PPiUreWzXDdv/+ffz888+YPXu2vkspFC8vLwQGBuLhw4cAnoa0ZzNX3333Hb799lt88MEHmDp1KgDAx8cHq1evhhACwNPzzQCgRYsWWL9+vSZEJSYmAgAqVaqE8+fPAwD27Nmj2a+JiQkeP36cpx5zc3OUK1dOM6u2detWNGnSROf+mJqaIjU1VfcBeIGjoyMSEhIQFhYGAMjKysKVK1feuD0iKhk5OTmYNGkSLly4gLVr1yIkJAS9e/fGw4cP4ejoiP79+wMAqlSpAuDpIc41a9bgxIkTsLCwgKWlJTp27AiVSoXNmzfj119/xdGjR2FrawsHBwcsXLgQN2/eRM2aNWFnZ4e0tLR8/w0jKgv0PsO2ZMkSnD59GuXKldMKYmfPnsXq1auRm5uLli1bolOnTqhYsSIGDRr01ge2mjVrYtSoUfj4448hhIBCocDUqVNx7NgxGBoa4oMPPkBOTg46duyIo0ePYujQoQgICIC/vz9yc3NRuXJlrFu3Dj169MDNmzfh7+8PhUKBnj17om/fvhg+fDhGjBiBmTNnag5zAkCrVq3wxRdf4K+//spz2fy8efMwevRopKeno0qVKvmeq1aQWrVqQSaTwd/fH927d0edOnVeazyUSiWWLVuGiRMnIjk5GTk5Ofjss8/g7Oz8Wu0QUckyMDDAsWPHsGHDBhgZGaFv374YPXo04uLitLbr06cPrl+/jv379yMkJAS1atXCmDFjYGBgAFtbWyxatAhTpkzBxIkTUbt2bUydOhUKhQIymQyrVq3CgwcPYGFhgZEjR8Le3l5PvSXSLwPxbNpGTyIiIqBWq7F48WJNEMvNzcWQIUMwfvx4WFlZYcyYMRgyZAgqVaoE4OmVhyNGjNB5H9HR0VrLaWlpMDY2LrpOFMKLh0SpYC9+btbW1ppZSnp9HL/C4fi9OY5d4XD8Ckfq42dnZ5fver0fEnV1dYWpqanWuuvXr8PW1hYVK1aEQqFAs2bNtG74SkRERFSW6P2QaH4SEhI0l4sDTy8dv3btGlJSUrBx40bcvn1b60atLwoKCkJQUBAAYPr06bC2ttZ6/f79+5J6lqiUapEylUql9VkqFIo8ny3pjuNXOGVp/O5/0Kxo2yvS1oCK20OLuEVpK0vfveLwto7fW5UUzMzM8r3P14v8/f3h7++vWX5x6jMjIwNyubzI63sTPCSqu4yMDK3PUurT2lLH8Sscjp90lLXPgd+9wpH6+En2kGh+LC0tER8fr1mOj4/nDROJiIiozJJkYHN0dERMTAzi4uKQnZ2N0NBQuLu767ssIiIiIr3Q+yHRefPmISIiAikpKRg4cCC6d+8OPz8/9OvXD1OnTtXcGf/ZzRWJiIiIyhq9B7ahQ4fmu75hw4Zo2LBhCVdTOs2cOROenp7w9vZG165dMWHCBLi5uen03s2bN8PHxwe2trYAgJEjR+Lzzz9HzZo1i7NkIiIieo7eA5sU5AzoUKTtyVfsKtL2Cuvbb7994/du2bIFLi4umsA2a9asoiqLiIiIdCTJc9iKQlhYGJYtW6bvMgq0ZcsW+Pv7w9fXF4MHDwYAREVFoVu3bponBty7dw/A01nI0aNHo3379mjatClCQ0MxfPhw+Pj4aM1Q1qhRAwEBAfD19UX37t01F24MHToUgYGBeWo4fPgw3n//fbRu3Rqff/55nsdLBQYG4ty5c/j666/RqlUrPHnyBF27dsW5c+c0+5s8eTJ8fX3x4Ycf4syZM+jatSuaNm2Kv//+G8DTR9dMnjwZ7dq1g7+/P9avX1/0g0lE9JbZvHkz7O3t8/yJiorKd/tr166hevXqsLe3x7Zt2wA8fS71jz/+iIYNG6J69erw9vbGzp07S7IbVIJKbWBzd3fHF198oe8y8nXlyhXMnz8fv//+O4KDg/HDDz8AAMaPH49u3bohKCgInTt3xoQJEzTvefToEXbv3o1Jkyahb9++GDBgAIKDg3H58mXNs0XT0tLg5uaG4OBgNG3a9KWPl0pISMD8+fOxefNm/PXXX3Bzc8Py5cu1tmnfvj3c3NywaNEi7N+/H0ZGRlqvp6WloXnz5ggODoapqSl++uknbNy4Eb/88gtmzpwJANi4cSPMzMywd+9e7NmzB7/99hsiIyOLZByJiN5WTZs2xZIlS7BkyRIsWLAASqUSNjY2mqMZzxNC4Ntvv4VMpv0rOyQkBIsWLUKFChUwfvx4xMbGYvjw4cjKyiqpblAJKrWBTcr++ecftG/fXnOrEgsLCwBAeHi45mbAXbp0wcmTJzXvadWqFQwMDODi4gJra2vN8ztr1qypeXC8TAyyPXkAACAASURBVCZDhw5PD+927txZ6/0vCg8Px9WrV9GxY0e0atUKW7Zs0bSjK6VSCV9fXwCAi4sLmjRpAkNDQ9SqVUvT1uHDh/HHH3+gVatWaN++PRITE3Hr1q3X2g8RUWlTpUoVdOzYER07doRKpUJmZiY+/PBDGBoa5tl27dq1uHv3Lj755BOt9bm5uQCAqlWrwtvbG2ZmZjAxMYFMJsP169fRvn17ODo6wtXVtcAbzdPbg+ewvSWUSiWAp6FMpVJp1stksgJvvGtgYFBge0IIeHt7Y8mSJW9ck0Kh0Ozj+bperGnKlCl4991333g/RESl2YYNGyCTyfIEMgCIiYnB9OnTsXDhQpw/f17rNR8fH/Tp0wdr1qxBYGAg1Go1Vq9eDblcjnXr1uHs2bP44YcfoFAo+HjHUoAzbHrQvHlzBAYGIiEhAQCQmJgI4Olh3GfnH2zbtg2enp6v1W5ubi727NkDANi+fTs8PDwK3LZRo0Y4deqUZrYrLS0NN27cyLOdiYkJHj9+/Fp1PM/Hxwfr1q3TTNHfuHEDaWlpb9weEVFpcvv2bRw9ehTvvvtuvrevmjZtGurVqwcnJyckJSUBAGJjY5GamoobN25g27Zt8PHxwS+//AJra2sMGzYMaWlpqFatGoQQOHjwIO7fv4/+/fuXdNeoiHGGTQ+cnZ3xzTffoGvXrpDL5ahduzbmzZuHKVOmYNiwYVi6dCksLS0xd+7c12rX2NgYZ86cwfz582FlZYWlS5cWuK2VlRXmzp2Lr776CpmZmQCAUaNGwdHRUWu77t27Y/To0VCr1di16/Wvfu3RoweioqLQpk0bCCFgaWmJVatWvXY7RESl0YYNGyCEQO/evQE8Pfrx7PGJhoaGiImJwbFjx+Dl5aV5z7BhwyCXyxEXF4fk5GR06dIFbdu2xYEDB7Bx40ZcvXoVffv2hZOTE44fP46//voLCxYsQHBwMJycnPTVVSokAyGE0HcRxS06OlprOS0tDcbGxnqqRltRPku0Ro0auHbtWpG0JUUvfm5Sfx6c1HH8CqcsjV9R3/qoqEntVkq6yszMhLu7O9RqNY4fPw6ZTIaoqCg0adIELVu2xLp163Ds2DHNFf+7d+9GYGAghg4dih49euDs2bP4/PPP4e7uju7du2PmzJl49OgRwsPDNUdx7O3t8ffff2Pv3r3YunUrmjRpoude65/Uf3YLepYoZ9iIiIj0YN++fYiPj8/3CtBnmjZtqvn7lStXAACenp6wt7eHnZ0dvvzyS2zbtg0TJkxAlSpVMHnyZFhaWkKlUuH3339HTEwMTExM0KdPn5eeJkPSxxk2PSvKGbbSjjNsRYvjVzhlafw4wyYtZem7VxykPn4FzbCV2osOpH7jXCIiIiJdldpDou7u7nB3d8/3tTIwqVgq8XMjordRUc9Q3i/S1sreDOXbqtTOsL3My+5dRtKUnZ1d4DkeREREpV2pnWF7GbVajfT0dGRkZLz05rIlQaVSISMjQ681SJ0QAjKZDGq1Wt+lEBER6UWZDGwGBgZ5noupL1I/+ZGIiIj0j8eYiIiIiCSOgY2IiIhI4hjYiIiIiCSOgY2IiIhI4hjYiIiIiCSu1AY2PumAiIiISotSe1uPlz3pgIiIiOhtUmpn2IiIiIhKCwY2IiIiIoljYCMiIiKSOAY2IiIiIoljYCMiIiKSOAY2IiIiIoljYCMiIiKSOAY2IiIiIoljYCMiIiKSuFIb2PhoKiIiIiot+GgqIiIiIokrtTNsRERERKUFAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxJXawBYWFoZly5bpuwwiIiKiQlPou4Di4u7uDnd3d32XQURERFRopXaGjYiIiKi0YGAjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikrhSG9jCwsKwbNkyfZdBREREVGgKfRdQXNzd3eHu7q7vMoiIiIgKrdTOsBERERGVFgxsRERERBLHwEZEREQkcQxsJAnt27dHzZo14ejoiLZt2+L48eN5tvn777/RunVr1KxZE3Xq1MHnn3+OJ0+eAABCQ0Nhb2+v9WfFihUl3Q0iIqJiUWovOqC3S6NGjdCrVy/ExcVh5syZGDlyJI4ePaq1zcWLF1GzZk307t0be/bswdq1a2FtbY3hw4drthk6dChq1qwJAKhTp06J9oGIiKi4MLCRJEyaNAmJiYm4c+cO5s+fD5ks7+TvV199BaVSCQBo2LAhDh8+jCtXrmht4+npCQ8PD6jVas26P//8E5MnT0Z0dDQsLCzQsWNHBAQEFG+HiIiIihADG0lCcnIy6tatCwAoV64cZs2alWebZ2ENAA4fPgwAaNKkidY2PXr0AADUr18f8+fPh6OjI2bNmoX09HTMmDEDiYmJSE5OLq5uEBERFQuew0aSYGJigo0bN2Ly5MnIyMjAzJkzC9x2z549mD59Otq0aYPevXsDAGxsbDB+/HisXr0aX3/9Nc6cOYMxY8YAAKpVq4akpCQcPnwYQgj07NmzRPpERERUVAyEEELfRRS36OhofZdQIGtrazx8+FDfZUhKly5dcPz4cZw/fx4mJiaQy+UwNDQEAOzatQuDBw9G8+bNsWvXLjx+/DjfNmrXrg2lUokzZ84gIyMD+/btw7lz57Bt2zYoFAqEh4eXZJckid+9wilL45czoIO+S3gp+Ypd+i7hpTh+0iL1n107O7t81/OQKOndoUOHsHv3bri7uyM6OhphYWGwsbFBamoq6tWrh5YtW2LdunUICgrC119/jXLlyqFjx47YtWsXlEolvLy8MHfuXCQmJqJ27do4e/YskpKS0Lp1awDAjz/+iEqVKsHV1RVHjhzBzZs3kZ2dDYWCX38iIno78DcW6V358uVx5swZ7NixA0qlEo0bN8b48eNhYGCgtd25c+eQk5ODhIQEzZWhTZs2hZeXF2rUqIH58+fjt99+g1qtRseOHfH9998DALKzs7F48WIkJiaiYsWKmDJlCsMaERG9VXhIVM+kPjUrZRy7wuH4FU5ZGj8e0iscjp+0SP1nt6BDorzogIiIiEjieFyISkxR/y/zfpG2Vvb+l0lERG8PzrARERERSRwDGxEREZHEMbARERERSRwDGxEREZHEMbARERERSRwDGxEREZHEldrAFhYWhmXLlum7DCIiIqJCK7X3YXN3d4e7u7u+yyAiIiIqtFI7w0ZERERUWjCwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUkcAxsRERGRxDGwEREREUlcqQ1sYWFhWLZsmb7LICIiIio0hb4LKC7u7u5wd3fXdxlEREREhVZqZ9iIiIiISgsGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIiKJY2AjIiIikjgGNiIiIpKkFStWwNPTE9WqVUOTJk2watUqAMCECRPg5uYGe3t79O7dW+s9AwYMQK1atVC9enX4+vpiz549BbY/YMAAuLq6wt7eHuPGjSvWvhQWAxsRERFJzs2bNzFp0iTIZDIEBAQgKysLEyZMwL179wAAHTt2zPd9zs7OmDBhAsaNG4fo6GgMGTIE2dnZ+W6rUqnQpk2bYutDUWJgIyIiIsnJzc0FANja2sLLywsVKlSASqWCWq3G5MmTMWDAgHzfN3LkSLRt2xZeXl4wNzeHgYFBgftYtGgRunbtmmd9VFSU1uzd0qVLYW9vj82bNwMAZs+eDTc3N1SvXh3NmzfH9u3bC9vdV1IU+x6IiIiIXpOTkxPGjh2LH3/8ET4+PpDJZJgzZw6srKxe+d5mzZohOTkZKpUKCxcuhEJRdHEnKSkJc+bMQbNmzdC9e3dERkZqwmVxeqtm2NLT07Fo0SIsXboUISEh+i6HiIiIikl8fDxWrVqF2rVrY9WqVXB1dcX48eMRHR39yveuXLkSs2fPhomJCX766SdkZGQUWV0mJiaoUKECbt68iVOnTuGdd95Bu3btiqz9gug9sC1ZsgSfffYZRowYobX+7NmzGDJkCAYPHowdO3YAAE6ePIkmTZpg4MCBCAsL00e5REREVAJCQ0MRGxuLtm3bonXr1mjbti0eP36M8PDwV763WbNm+Oijj+Dn54fr16/j8uXLAJ5O/GRmZupcQ05ODgBonQNnaGiI/fv345tvvgEAjB49GqNGjXqdrr0RvQe2d999F2PHjtVal5ubi5UrV2Ls2LGYO3cu/vnnH9y9exfx8fGwtrYGAMhkei+diIiIikmVKlUAANu2bcPGjRs154lVr14dQUFB2LVrFwAgOjoav/32G27evInLly9j4MCBWL9+PZYuXYo///wTarVa05ajoyM8PT01+9i5cycOHDgAALh69Sp+++033L9/X/N6eHg41q9fr5k4Onr0KJKTkzF58mTIZDLUq1cPKpUKsbGxxT4eej+HzdXVFXFxcVrrrl+/DltbW1SsWBHA06R86tQpWFlZIT4+Hg4ODhBC6KNcIiIiKgFubm6YOHEiVq9ejXHjxqFixYqYOnUqateujYCAABw7dgwAcOnSJXz77beYM2cOmjdvjtu3byMoKAgymQw1a9bEyJEjYWFhke8+pk2bhrt37wJ4OqMXGhqKLVu2oHLlygAAIyMjTJs2DW3btoWZmRkOHDiAH3/8Effu3cP+/fuRnp4OJyenEplh03tgy09CQoLWSYVWVla4du0a2rZti1WrVuH06dNo1KhRge8PCgpCUFAQAGD69OmaWTkpUigUkq6vKN1/9SZ6VVY+h2fK0nevOJSl8ePPbuFw/N7cuHHj8r0/2qFDhwp8z8tOmcrIyIBCodAc4rxx40a+292+fRsA0KhRI83smq77Ly6SDGwFUavV+PLLL1+5nb+/P/z9/TXLDx8+LM6yCsXa2lrS9ZUlZe1z4HevcDh+0sHPoXDK2vjp8rObmJgIAMjMzCzx8bGzs8t3vSQDm6WlJeLj4zXL8fHxsLS01GNFREREVFZUrlxZc4NeqZBkYHN0dERMTAzi4uJgaWmJ0NBQzdUYREREVHZ0/PWyvkt4qZ09XUpkP3oPbPPmzUNERARSUlIwcOBAdO/eHX5+fujXrx+mTp2K3Nxc+Pr6ak4AJCIiorLp4al9iDnwKzKT42FWvR4cuo2EspwNMpPiELljIZKvnYaBXI5yLk1Qvcd/d6DIepyEi7P6IjstGZXe+wK2Pt312Is3o/fANnTo0HzXN2zYEA0bNizhaoiIiEiKUqOu4PYfs2HqUAcVvDrj7p7luLNtHpz6TMH1tQFIj7uDij4fQmluiSdxkVrvjdq1GLlZut9/TYr0HtiIiIiIXiXl1nlACNh4todVQ38knD2IR5dPIOlCCNLuXcU7fj3xju/HMFAYaj0/NOnSCSRFHIPtux8iev9azfqMhFj8O70nTKrWhsxQhdTIS6jYogvkahPEHNgApYUtnD79ASpLWzw4vhvRB35F9uMkGJpZoELzD0p8lo53nyUiIiLJMzQpDwB4fPsCnsRFIuPhPUAIPIm9DQBIvBCC0+Pb4cyE93H/6DYAQE7GE0Run4dKbT+D0qJCvu2mRV1GORcPKEzMEXNgAx5dOQWrRv/Dk5gbuH90KwDg7t4VUBiZomrX4bBp2gEGcnnxd/gFpTawhYWFYdmyZfoug4iIiIqAhZsPTB3q4MHx3bg4qy9yc/7/cVGyp+HJQCaHY+/vobK0RdTuJUh/EIXYQ5sgU6phXrMRsh4nAQCy05KRnZaiadekSi3YeneDadU6AIB3fD9GBa/OAIDMhKdPMFBZ2SPz0UOkXD8DmVINq4atSqrbGqX2kKi7uzvc3d31XQYREREVAZlCCeeBc/Ek9hYMZHJE7l6Mx7cuQGXx9KlI5Wo1gUXt5kiNvIQnsbeQkRCLzKQ4pMdF4sLMPpp2YoM3Pg1dDZ7er1WuNgEAzayZXG0CA4On81ki9+mzRJ2/mIXEf0OQdu8a7u37BYnnDsHly/kl1XUApTiwERERUekhcnMQtftnGNs7ITXqClKunUbFFl1hUbcFogJ/RuK/R6CyskPiv0cgUxrB2N4JCmNzlKvVBACQcvMcHoTuhFWjVrCo6/1a+47ctQQmlWrA2L4G5BdCkJkc/+o3FTEGNiIiInoLGCDl5nk8OBEImVKNCs06wb5tf8gUSjj2CkDk9gWI3LEAapsqcOw9CYamFjA0tYBJZWcAQG7mEzwAYGRbHUYVqiAjQfcHtuekP0b032uRk/EEKktb2LcbUEx9LJiBKANPUY+OjtZ3CQUqS4+3yRnQQd8lvJR8xS59l1CiytJ3rziUpfHjz27hcPwKp6zdOLegR1OV2osOiIiIiEoLBjYiIiIiiWNgIyIiIpK4UhvYeB82IiIiKi1K7VWivA8bERERlRaldoaNiIiIqLRgYCMiIiKSOAY2IiIiIoljYCMiIiKSOAY2IiIiIoljYCMiIiKSOAY2IiIiIoljYCMiIiKSuFIb2PikAyIiIiotXvmkg+zsbFy7dg137txBamoqTExMULVqVdSoUQMKhXQflMAnHRAREVFpUWDiSklJwfbt23H48GGYmprC3t4earUa6enp2LdvHx4/fgwfHx906tQJ5ubmJVkzERERUZlSYGCbOHEifH19MXPmTFhaWuZ5PSEhAUePHkVAQADmzp1brEUSERERlWUFBraZM2e+9JCnpaUlOnTogHbt2hVLYURERET0VIEXHeQX1h4+fIirV6++cjsiIiIiKjo6pa2HDx9i/vz5uH37NgBg/fr1OH78OM6ePYuBAwcWZ31EREREZZ5Ot/VYvnw5GjRogLVr12pm1OrVq4fz588Xa3FEREREpGNgu379Ojp16gSZ7L/NjY2NkZaWVmyFEREREdFTOgW2cuXKITY2Vmvd3bt3YW1tXSxFEREREdF/dDqH7f3338eMGTPQqVMn5Obm4ujRo9i+fTs6depU3PURERERlXk6BTY/Pz+YmZkhKCgIVlZWOHz4MD788EN4eHgUd31EREREZZ7O9+Ro3LgxGjduXJy1FKmwsDCEh4fjiy++0HcpRERERIVSYGA7ePCgTg34+fkVWTFFic8SJSIiotKiwMAWEhKiUwNSDWxEREREpUWBgS0gIKAk6yAiIiKiArz2c6WEEBBCaJafvzcbERERERU9nQJbQkICVq5ciUuXLiE1NVXrtc2bNxdLYURERET0lM6PplIoFJg4cSLUajVmzJgBd3d3DBgwoLjrIyIiIirzdApsV69exaBBg+Dg4AADAwM4ODhg0KBBCAwMLO76iIiIiMo8nQKbTCaDXC4HAJiYmCA5ORkqlQoJCQnFWhwRERER6XgOm5OTE86cOQMPDw+4ublh7ty5UCqVcHR0LO76iIiIiMo8nQLb4MGDNVeG9unTB7t378aTJ0/w3nvvFWtxRERERKRjYDMxMdH8XalUokuXLsVWEBERERFp0+kctlmzZuHSpUta6y5duoTZs2cXS1FERERE9B+dAltERAScnZ211tWoUQMXL14slqKKQlhYGJYtW6bvMoiIiIgKTadDooaGhkhPT4exsbFmXUZGhubKUSniw9+JiIiotNBphs3NzQ3Lly9HWloaACAtLQ0rV65E/fr1i7U4IiIiItJxhq13795YuHAh+vXrB1NTUzx+/Bj169fH4MGDi7s+IiIiojJPp8BmamqKMWPGICkpCQ8fPoS1tTXKly9f3LUREREREXQMbMnJyVAqlShfvjzMzc1x+PBhyGQytGjRAjKZTkdViYiIiOgN6ZS2pk+fjpiYGADAxo0bsXv3bgQGBmLdunXFWhwRERER6RjYYmJi4ODgAAAICQnB2LFjERAQgNDQ0OKsjYiIiIig4yFRmUyG7OxsxMTEwNjYGNbW1sjNzUV6enpx10dERERU5ukU2OrXr4+5c+ciJSUFzZo1AwDcvXsXlpaWxVocERFRadLhn0u49jgdOUKghqkRJrpWgoeFKWZcicYf9+LxKCsblYyUGFbDDh3s/vsdG5+RBb8jF5GYlYNxLvb4orqtHntB+qDTIdGBAweiYcOG8PPzQ+fOnQEAKSkp6NatW7EWR0REVJo0sjDF966V8Y3TO4hIScOo83cQ8jAFS27GooLKEGNdKiE2PQsjzt9GVq7QvG9SRBTSn1umskfnJx34+/trratdu3axFERERFRaTaxVCYlZOYhMy8DCG7GQGQACT4NYVWMVWlib4+ebscjKFZAZPH3PwbhHCIp7hEHVK2LOtRhNW1FpGWh+6AIaWZhALZPhbFIqPqtWEWYKOeZfj0ZlIxVWNHJEZWMVNkQ+wMLrMYjPzIa1UoF+DhXxefWK+hgCekO8JwcREVEJSc7OQf2gc+gQehmGBgaYUdcB3tbm+LSqDfbEJj497JmZjQX1q0FuYIDU7ByMuxCJ75ztYW+kzLfNc0mp8LMpBwulAvOvxyD4wSN0rWSNiJQnWHk7DgDw4+W7KGeowPQ6VdGragXIDUqy11QUGNiIiIhKiIlcjg2Na+B718rIyM3FnGvRuJGage33EuBtbY7lDavDRmWIEedvIy07Bz/fjIWRXAZva3M8zMgGACRm5iApK1vTZv3yJhhQvSLcLUwBAF852qJv1QoAns7CAYCDsRox6ZkIjU+BsVyGLvZWJdxzKiydDokSERFR4SlkBvC2MYe3jTn2xiYiND4FQXFJSM7OQWd7S7SxtcDBuEfYdDce1x6nI/pJFq6npuPdIxc1bSy5GQtjhQwf/P9FCeaKp7/KFQZPp83MFHLNDFrO/5/2tsmzJvbFJuJCchpmXLmH3TEJ2NbUpeQ6ToXGwEZERFQCDj94hMCYRDSyMEX0k0yEJz6GjVKBKkYqAMD6yAdIz8nFgbhHUMoMUNlYhU+r2qBlhXIAgOMJKVh75wG62Fuina3Fa+37+0tRqGtujDrmxtinSML99Kwi7x8VL50C28SJE2FgkPeAt0KhgJWVFTw8PODu7l7kxREREZUW5Q0VOJOUih3RCVDJZGhsYYqxLpVQr5wxBlaviO33EhAQEYXKxip8X7sKLJUKWCoVcCtvAgBIy8kBALiYGcHJVK053KmL5KwczLkWjdScXFQ2UmKMS6Vi6SMVH50Cm6urKw4fPgwfHx9YW1vj4cOHOHLkCLy8vCCEwM8//4wOHTqgY8eOxV2vzsLCwhAeHo4vvvhC36UQERHBrbwJgrzzv8PCWJdKGPuKENWtkjW6VbLWLFc2ViGyXSPN8hw3B8xxc9AsP//a8kaOb1g1SYVOge38+fMYN24cKlX678vUokULLF68GNOmTYOnpyfmz58vqcDm7u7OWT8iIiIqFXS6SvTevXuoWFH7fi02NjaIjo4GADg5OSEpKanoqyMiIiIi3WbYatWqhSVLluDDDz+EpaUlEhIS8Pvvv8PF5ekVJpGRkbCweL0TIImIiMqCzu/+pO8SXmqnvgsgnegU2L7++mv88ssvGDZsGHJzcyGTyeDp6Ykvv/zyaSMKBYYMGVKshRIRERGVVToFNlNTUwwdOhS5ublITk6Gubk5ZLL/jqba2dkVW4FEREREZZ3O92GLiYnBP//8g4SEBFhaWqJ58+Z45513irM2IiIiIoKOFx2EhYVh9OjRuHfvHkxNTREdHY3Ro0cjLCysuOsjIiIiKvN0mmHbuHEjvv32W9SpU0ez7uLFi1i1ahVvnUFERERUzHSaYUtISECtWrW01rm4uCA+Pr5YiiIiIiKi/+gU2BwcHLB7926tdYGBgXBwcCiOmoiIiIjoOTodEv3ss88wY8YM7Nu3D1ZWVoiPj4dSqcR3331X3PURERERlXk6BTZ7e3vMnTsXV69eRWJiIiwtLeHk5ASFQueLTImIiIjoDemcuORyeZ7z2IiIiIio+BUY2AYNGqRTAz///HORFUNEREREeRUY2AYPHlySdRARERFRAQoMbK6uriVZBxEREREVoMDbeuzduxdZWVkvfXNWVhb27t1b5EURERER0X8KnGFLSkrCN998gwYNGsDV1RV2dnZQq9VIT09HdHQ0IiIicObMGfj4+JRkvURERERlToGBrUePHmjfvj0OHTqEgwcPIjIyEqmpqTA1NUWVKlXQoEEDfPzxxzAzMyvJeomIiIjKnJfe1sPc3BwdOnRAhw4dSqoeIiIiInqBTo+mehuFhYVh2bJl+i6DiIiIqNBK7aMK3N3d4e7uru8yiIiIiAqt1M6wEREREZUWDGxEREREEqdTYEtOTkZ6ejoAIDc3F8HBwTh06BByc3OLtTgiIiIi0jGwit/DAQAAIABJREFUTZ8+HTExMQCAjRs3Yvfu3dizZw/WrVtXrMURERERkY6BLSYmBg4ODgCAkJAQjB07FgEBAQgNDS3O2oiIiIgIOl4lKpPJkJ2djZiYGBgbG8Pa2hq5ubmaw6REREREVHx0Cmz169fH3LlzkZKSgmbNmgEA7t69C0tLy2ItjoiIiIh0DGwDBw7E4cOHIZfL4e3tDQBISUlBt27dirU4IiIiItIxsBkaGsLf3///2rvzsCrLxI3jX/ZFkX0RFEEREU1Q0Uyb3Cez0snM+plbzZSlNWNpqWXZojlWWlNqMjPZomOZZWWrpdNkKeZuGi7gjggKSLIv55zfH9YpEu24cN5z4P5cV1fwnIX7fRW8eZfnqTHWrl27OgkkIiIiIjWds7C9/PLLuLi4/O4b3HfffZc1kIiIiIjUdM67RCMiIggPDyc8PBxfX182bdqE2WwmKCgIs9nMpk2b8PX1tWdWERERkQbpnEfYfn192syZM5kyZQpt27a1ju3Zs4f33nuvbtOJiIiIiG3zsO3bt4/WrVvXGIuLi2Pfvn11EkpEREREfmFTYYuNjeWtt96isrISgMrKSt5++23rZLoiIiIiUndsukt03LhxvPTSS4wePZrGjRtTXFxMq1at+Otf/1rX+UREREQaPJsKW1hYGDNmzCAvL49Tp04RGBhISEhIXWcTEREREWw8JfozDw8PmjRpgslkIjc3l9zc3LrKJSIiIiI/sekI2/bt23nllVcoLCw867Fly5Zd9lAiIiIi8gubCturr77KzTffTK9evfD09KzrTCIiIiLyKzYVtuLiYvr372/TygciIiIicnnZdA1bnz59+Oqrr+o6i4iIiIjUwqYjbBkZGXz22Wd8+OGHBAQE1HjsySefrJNgIiIiInKGTYWtT58+9OnTp66ziIiIiEgtbCpsvXr1quMYIiIiInIuNhU2gK+++oq1a9dSUFBAUFAQ11xzDb17967LbCIiIiKCjYVtxYoVfP3119x4442EhISQl5fHypUrOXXqFEOGDKnrjCIiIiINmk2Fbc2aNTzxxBOEhoZax5KSkpg+fboKm4iIiEgds2laj4qKCpo0aVJjzM/Pj8rKyjoJJSIiIiK/sKmwJScn89JLL5GdnU1lZSXHjh1j3rx5JCUl1XW+i7Z582ZSU1ONjiEiIiJyyWw6JXrnnXeyaNEiJk2ahMlkwt3dnauuuoo77rijrvNdtJSUFFJSUoyOISIiInLJbCpsvr6+3HfffYwbN46ioiL8/PxwdbXp4JyIiIiIXCKbWtfXX3/N4cOHcXV1xd/fH1dXVw4dOsTatWvrOp+IiIhIg2dTYVu2bBnBwcE1xkJCQnj77bfrJJSIiIiI/MKmwlZWVoavr2+NMV9fX0pKSuoklIiIiIj8wqbC1qxZMzZs2FBjbOPGjTRr1qxOQomIiIjIL2y66eD2229n1qxZrF+/noiICHJycti5cydTp06t63wiIiIiDZ5NhS0hIYHnn3+edevWkZeXR1xcHGPGjCEkJKSu84mIiIg0eDYv/h4aGsqgQYP48ccfCQwMrMtMIiIiIvIrNhW2kpIS/v3vf7Nhwwbc3d1ZvHgxmzdvJjMzk9tuu62uM4qIiIg0aDbddPCvf/0LX19fFixYgLv7mY4XHx/P+vXr6zSciIiIiNh4hG3nzp2kpqZayxpAkyZN+PHHH+ssmIiIiIicYdMRNl9fX4qKimqM5eXl6Vo2ERERETuwqbD17duXOXPmsGvXLiwWC/v27WP+/Pn079+/rvOJiIiINHg2nRIdPHgwnp6evPrqq5hMJl555RX69evHwIED6zqfiIiISINnU2FzcXFh4MCBKmgiIiIiBrCpsO3atYuwsDDCwsIoLCxkyZIluLq6Mnz4cAICAuo6o4iIiEiDZtM1bK+++iqurmee+sYbb2AymXBxcSE1NbVOw4mIiIiIjUfYCgoKCAkJwWQysWPHDut8bGPHjq3rfCIiIiINnk2FzcfHh8LCQo4ePUqzZs3w9vamurqa6urqus4nIiIi0uDZVNgGDBjA1KlTqa6uZsyYMQDs2bOHqKiouswmIiIiIthY2P70pz/RtWtXXF1diYiIACAoKIh77rmnTsOJiIiIiI2FDSAyMvK8n4uIiIhI3bDpLlERERERMY4Km4iIiIiDU2ETERERcXAqbCJO5O2336Z79+60atWK4cOHc/z4cfLz8+nfvz9xcXHEx8dz8803s2fPnlpfv3btWrp3705sbCxNmzZl3LhxFBcX23krRETkQqmwiTiJHTt2MGnSJCIiInjkkUdIS0tjypQpAPTp04dnnnmGUaNGsWHDBp588sla38PT05Phw4fz7LPP0r17dz788EMWLVpkz80QEZGLoMIm4iQ2bNiAxWJhxIgR/PnPf6Z9+/asWbMGFxcXHn74Yfr27UuPHj0ArEvJ/Va3bt34y1/+Qs+ePUlOTq7x3AkTJhAVFcXUqVNJTk6mV69erFu3juuvv542bdrwwgsvAJCXl8ewYcNo3bo1bdq04YYbbiA/P98Oe0BEpOFSYRNxEsHBwQBs3LiRzMxMDh48iMViISsri927d9OhQwdGjBhBRETEOY+wASxevJiOHTsyY8YMrrrqKu64444aj2dmZjJ48GAyMjIYMWIEgwYNIiAggBdeeIGCggJWrFjBunXrGDt2LI8//jiJiYmYTKY63XYRkYZOhU3ESdx444106dKFxYsX07NnT6qqqgDw8vIiNjaWpUuX8tBDD5Gbm8uCBQvO+T4DBw7kzTff5NZbbyUtLY1PPvmkxuP3338/o0ePBiA5OZmxY8fStWtXTCYT2dnZxMbGAvDtt99y+PBhBg0aRFhYWB1ttYiIgAqbiNPw8vJixYoVfPHFF/z3v/+lY8eOeHt7Ex0dTaNGjejZsycTJkwgMjKSjz76CACz2Ux5eXmNdX+joqLo27ev9Sjcxx9/XOPr+Pv74+HhAYCfnx8Abm5uAJhMJvr3789HH31Er1692LhxI7feeitr166t8+0XEWnIbF7pQESMZTKZePLJJ2nXrh07duzgm2++4e6772blypX88MMPtGvXjvT0dI4dO2a9Pm3Dhg3ccsstjBkzhpkzZzJ9+nT8/f2Jioriiy++ACA+Pv6Ccnz88cekp6cTExNDfHw8mzZtIjc397Jvr4iI/EKFTcRJuLi4kJaWxpIlS/Dx8eGOO+5gypQprF27ljVr1rB48WJ8fX3p168f06dPr/U9AgICWLx4MQUFBYSGhjJy5EgmTpx4QTl8fHz49NNPOXr0KF5eXgwaNIgbbrjhcmyiiIicg4vFYrEYHaKuZWdnGx3hnEJCQsjLyzM6hl2Y7hpkdITzcvvXSqMj2FVD+rtXFxrS/tP37qUZ/J/a50V0FB/enmB0hPNqaPvvXGu16xo2EREREQenU6IiTuJyH+W43FedOfpRDhERZ6YjbCIiIiIOToVNRERExMGpsImIiIg4OBU2EREREQenwiYiIiLi4FTYRERERBycCpuIiIiIg1NhExEREXFwKmwiIiIiDk6FTURERMTBOdXSVLm5uaxYsYLS0lImTpxodBwRERERu7DbEbYFCxbwl7/85ayitX37dv72t79x//3388EHH5z3PcLDw7n33nvrMqaIiIiIw7HbEbZevXoxYMAA5s+fbx0zm828+uqrTJs2jeDgYKZOnUpKSgpms5mlS5fWeP29996Lv7+/veKKiIiIOAy7FbbExEROnDhRYywzM5OIiAjCw8MB6N69O5s2beKmm25iypQpF/21Vq9ezerVqwH4+9//TkhIyMUHr2Pu7u4One9yyjU6wO9w9D8H7T/Hou9dx9FQ/hzqivbfpbHX/jP0GraCggKCg4OtnwcHB5ORkXHO5xcVFfHWW29x6NAh3n//fW666aZan9evXz/69etn/TwvL+/yhb7MQkJCHDpfQ6I/h0vT0Pafvncdh/4cLo3236W53PsvMjKy1nGnuunAz8+Pu+++2+gYIiIiInZl6LQeQUFB5OfnWz/Pz88nKCjIwEQiIiIijsfQwtaqVSuOHz/OiRMnqK6uZv369aSkpBgZSURERMTh2O2U6Isvvkh6ejpFRUXcc889DBs2jD59+nDnnXcyc+ZMzGYzvXv3pnnz5vaKJCIiIuIU7FbYJkyYUOt4p06d6NSpk71iiIiIiDgdLU0lIiIi4uDqbWHbvHkzqampRscQERERuWRONa3HhUhJSdENDCIiIlIv1NsjbCIiIiL1hQqbiIiIiINTYRMRERFxcCpsIiIiIg5OhU1ERETEwamwiYiIiDg4FTYRERERB1dvC5smzhUREZH6QhPnioiIiDi4enuETURERKS+UGETERERcXAqbCIiIiIOToVNRERExMGpsIlIg/Svf/2LK6+8ktjYWLp168aiRYvOes6cOXOIioo66z8REXtTYRORBufAgQM88cQTuLq6Mn36dKqqqnjsscc4duxYjeddf/31LFiwgAULFjBz5kwA2rdvb0RkEWngVNhEpMExm80AREREcPXVVxMWFoaXlxfe3t41npeQkMDgwYMZPHgw5eXlAIwcORKAN998k6ioKMaNG0evXr3o0KEDn3zyCffddx9xcXHceeedVFdXYzabmTx5Mu3ataNVq1b06tWLb7/91r4bLCJOT4VNRBqcuLg4HnnkETZt2kTPnj3ZtWsXs2fPJjg4uNbnWywWlixZgp+fH0OGDKnx2KZNmxg1ahQFBQXcc889NGnShK5du7Jq1SpWr15Neno6S5Ys4eqrr2bWrFlce+21mEwme2ymiNQj9bawaaUDETmX/Px8Fi1aRLt27Vi0aBGJiYlMmzaN7OzsWp+/bt06Dh48yJAhQ/D19a3x2NChQ7nzzjsJDw8H4IknnuDGG28E4MiRI4SHh+Pj48MPP/zAjh07SEhIoHv37nW7gSJS79TbwpaSksLYsWONjiEiDmj9+vXk5ORw3XXXce2113LddddRXFzMli1bKC8vp7KyssbzFy9eDMCoUaPOei9/f38A3N3d8fb2xtPTE1fXMz9azWYzoaGhfPXVV4wePZpTp05x3333MXfu3DreQhGpb+ptYRMROZfo6GgAVqxYwVtvvcX7778PQMuWLWnVqhUDBgywPvfkyZOsWrWKLl26kJCQcMFfa//+/SxYsIBGjRrRsWNHAHJzcy/DVohIQ1Jv1xIVETmXpKQkHn/8cV577TUeffRRwsPDmTlzJu3atTvrucuWLaOqqsp6s8GF8vb2ZufOnbz33nuYTCZSUlIYN27cpW6CiDQwLhaLxWJ0iLp2rutSHEFISAh5eXlGx7AL012DjI5wXm7/Wml0hPPS/nMs+t51HI7+d2/wf/YYHeG8Prz9wo8c21ND23+RkZG1jusIm4iI2KT7VzvJKvvl+r5EPx8+/0MiP1ZVMz39KKtzf6TaYqF9E1/evarNWa/fcqqYGbuzyCg+M0VKj2A/nmkfTbCXh922QcRZqbCJSINwuY8SXe6r0Bz9KNHPrgxqzMjoUAD8PdwAeOj7w3yRW8ifY8OIa+zDllPFtb72QEkFgZ7uTEmI4rv8Ij48forG7m7MSYqxV3wRp6XCJiIiNmvu40WfMH8au58pa4dLK/g8t5CbIoOY3CYKNxcX/q95SK2vHRwZyC3Nzsx196fIID48fop9xWUALM/KY+L3hxnUNJD0ojJOVVYzs100n+cWsiq3kD+E+LGwYytcXeDRXUf4OOcU5SYzzX29mPntt1x99dX22QEiBtFdoiIiYrP3juWT+MV2Oq7ewdtH88goOlO4dvxYQsKqbSSs2sYze7Jqfa2n6y//5Hx98jQAVwb51XjO5lPFjIwOpaCymnHbDtDE3Y0ugY35IvdH1pz4kfTTZfznaB5XBzfhmfYt+GNYgCYilgZBhU1ERGzyf81DWNCxJS8mxeDh6sLUXYc5UFIBQKnJzPyOLekc2JiFB3L5Ju/0Od9nU0ExD+08xBVNfHmgddMaj90cFcwdMWGE/XRd2+OJzbihaSAAR8sqCPf2wMfNlfTTpXz/YwkJfj6aiFgaBBU2ERGxyf1xTbm+aSBDooK5sWkgJgtU/zTRQNfAxlwXEWgtV4dLzxS5cpOZyp/WbgX4rqCIUZsyaOHrxZKurWn006nVnzX56bo4D1cXvN1c8XR1xc3lzGMmi4VQLw9W/yGRkS1COVVZzV93HNRExNIg1NvCpqWpREQun92nS7ljcyZvHDrBokMneO9YAd6uLgyJCiLBz4d1+UUsPXKS5Vn5uLlAl8DGAMSv2sbAb3cDsPPHUkZtysRksfB/zUP4Ju80X+YWXlCOA8XlLDyQSyN3N5IDGgGaiFgahnp700FKSgopKSlGxxARqReCPD0wWyzMzcimzGSmdWMfHm4TSYS3Jy8nxzJ552Gmpx8l0tuTFzrE0sbP56z32FNUSpnpzNG2aT8cBaCZjyf9wwNszuHl5squ06WsOJaPyWKhc2AjTUQsDUK9LWwiInL5hHt78EaX1rU+1sbPhw+61z556JGBna0f39IshFua1X4H6W8fW9/7inM+9uFvvpZbXNzvb4CIk6u3p0RFRERE6gsVNhEREREHp1OiIiJyXkN6PWt0hPP60OgAInagwiYiDYJKh4g4M50SFREREXFwOsImIg3G97OGU3nqlzm7fJq2ot0D/zzn+G8VH/6Box8vpDz3MAB+cZ1oMWQCHo1tn5ZCRORiqLCJSIPSOLYDYVfdCICbj9/vjv9a+cks3H39aTbwLooOfE/B9v/i5u1L7LCH6z64iDRoKmwi0qB4BUXgn9ANN29fm8Z/LSi5DyEp1/70cV8Ktv+XstxDAORt/pxD7zxHUFJvSo/vp7rkNC2G/I1TO7+l8Id1NInvRKsRT4CLC0fe/wcF33+NuaoCr6AIov/0V6D2ecxERECFTUQamPytX5K/5QvcGwUQdd2fCe068Lzjv+bq7mH9+Md9mwDwi+1Q4znFh38gvOcwjq6cz/4lTxPa7QYax7an8If1FO5OwyswnJPffUxgh574J1xJ+cmjWMymOtxiEakPdNOBiDQYIV2vp+XtjxF72xRc3N05vOIFKgqOn3P8XIoO7eLQ8ufxjYonsv/oGo8Fd+pPeI+b8PALAqD5jeMI7NATgIqCHDyaBOPq4U1pdiYlWXvxiYjFr1Vy3W20iNQLOsImIg1GZN/brR+XHssk95t3KT+Zdc5xr6CmmKsqwcXFenSt6MD3ZCx6BK+QKOL/8nfcvGqumenmc2bRcxc3d1w9PHF198DF9affjS1mPPyCaDfxVQp/WEfJkd0cfOuZMzcxjHLsaUdExFj1trBt3ryZLVu2MHbsWKOjiIgDKD2+n2OfL8K/TRcsZjP5W7/E1cMLVw8vMl579Kxxn4hYALY+eh3e4TG0n/gqJVn7yHh1KmAhtOtATmdswdXTm4DE7jbnKD95lNxvV+AbGUej6LYU7PiKytP5dbTVIlJf1NvClpKSQkpKitExRMRBuDcKwGI2k/3FG5irKvAOa0HUgDvxComqddzT/+xFystyDmCuKgfgyAcvAeAZGH5Bhc3F3ZPSYxnkb/kSLGYatWhH0163XZ6NFJF6q94WNhGRX/NsEkz8n2fV+ti5xgFSnl1j/TgkZQAhKQNqfd5vH+swdek5H2t73zybc4uIgG46EBEREXF4KmwiIiIiDk6FTURERMTBqbCJiIiIODgVNhEREREHp8ImIiIi4uBU2EREREQcnAqbiIiIiINTYRMRERFxcCpsIiIiIg5OhU1ERETEwamwiYiIiDg4FTYRERERB1dvC9vmzZtJTU01OoaIiIjIJXM3OkBdSUlJISUlxegYIiIiIpes3h5hExEREakvVNhEREREHJwKm4iIiIiDU2ETERERcXAqbCIiIiIOToVNRERExMGpsImIiIg4OBU2EREREQenwiYiIiLi4FTYRERERBycCpuIiIiIg1NhExEREXFwKmwiIiIiDk6FTURERMTBuRsdQERsc7CknCk7D7O7qIwqs4WOAY14pn0LVhzL58XM42c9/8jAzmeNFVWZeDz9CKtP/Iibiwsjo0OZGB9pj/giInIJVNhEnEROeRVm4MHWkRwoKef1wyeZvPMQT7WLJq6xNwCnKqt5LP0o7Zv41Poez+07xnvHChjfKoLsskr+kXmctn4+DGwaaMctERGRC6XCJuIkOgc2Ynm3NtbPP8guYF9xOW38fGjjd6agpR7IAeD26NBa32NDQTEeLi5MbhPF/uJy3s8u4N1j+QxsGsiDOw7x7rF8RkaH8nnOKfw93ZnRLppZe7LYX1LO2NgI/ta6KXkVVdy3/SDbC0twdYG4Rt68lhJHWN3vAhGRBkvXsIk4CU/XX75ddxSWUFhlomtQY+uYxWJh6ZE8/NxduSkyqNb3CPJ0p8piYX1+Ed/mnQbgaGlFjefsLylnUGQQmcXljNqUwaCmQQR4uPNiZjanKqv5ILuA9flF3BUbzrSEZiQ28cVUB9srIiK/UGETcTKZxeX8ect+mvt48lRitHV8fX4RB0sruCkyGF93t1pf+2DrSJq4u3Hbd/uYuScLNxfwcqv5Y2B8qwhGtThzhC7JvxF3tQynS2BjTBY4VlZJjK8XAOvyT3O4tIIbmwYS5uVRR1srIiJQjwvb5s2bSU1NNTqGyGW1r6iMWzfsxdPVhbeujCfc+5eitORIHgAjW/xyOtRssVBuMlNttgDQNagx63tfwftXtWHFVQmYLND6p+vfftbE3Q13FxcA/H4qfm4/fW6yWOgXHsCH3RPoFerPplPF/N/GDL756WidiIjUjXpb2FJSUhg7dqzRMUQum+yySm77bh8FVdXcHh3K9sISVmYXAHCyooovcgtJCWxkvZ4N4LuCYuJXbePJ3UcB+CbvNEuPnmRfcTmTdx7GFbgrNvyCcnxy/BRrThTS1NuT+MZnvlZuedXl2UgREamVbjoQcRKHSyvIq6wGYPbeY9bxQZFBvJOVT5XFwohz3GzwM5PFwqsHT1BQWU0LXy8WdGxJYhPfC8rh4+bKpzmFHC2twMvVlRubBnK97jIVEalTKmwiTuKqYL9a51aDM9edjW8V8buv6RXqz6a+HWp9j7lJMcxNirF+/uvX/faxPmH+F5heREQuRb09JSoiIiJSX6iwiYiIiDg4nRIVcRJDej1rdITz+tDoACIi9ZiOsImIiIg4OBU2EREREQenwiYiIiLi4FTYRERERBycCpuIiIiIg1NhExEREXFwKmwiIiIiDk6FTURERMTBqbCJiIiIODgVNhEREREHp8ImIiIi4uBU2EREREQcnAqbiIiIiINzNzqANCwHS8qZsvMwu4vKqDJb6BjQiGfatyCmkRercgqZsSeLnPJKOgY04vkOMUT7etX6Pi9kZPPG4ZOUm8wMjAjkmfbReLvp9w8REamf9C+c2FVOeRVm4MHWkdzSLJhv84uYvPMQJyqquG/7AfzcXXkkoRk7fyzlwR2Han2Pz3NO8ULGcXoE+3FHTBjvHstn/v4cu26HiIiIPekIm9hV58BGLO/Wxvr5B9kF7CsuZ2V2ARVmC+NaNeWGpoHs+LGEFccKOFRSQUyjmkfZlmflA/BUYnOCvTx4/1g+72TlMTE+kgd3HOLdY/mMjA7l85xT+Hu6M6NdNLP2ZLG/pJyxsRH8rXVT8iqquG/7QbYXluDqAnGNvHkzP5/g4GC77g8RERFb6Aib2JWn6y9/5XYUllBYZaJrUGOOlFYAEOHtAUBTb08A6/ivHS2rxMPFhWCvX56bU15Fpdlsfc7+knIGRQaRWVzOqE0ZDGoaRICHOy9mZnOqspoPsgtYn1/EXbHhTEtoRmITX0wmU51tt4iIyKVQYRNDZBaX8+ct+2nu48lTidFnPW6x2P5etT11fKsIRrUIBSDJvxF3tQynS2BjTBY4VlZJzE/Xxq3LP83h0gpubBpIWFjYxWyKiIhInVNhE7vbV1TGrRv24unqwltXxhPu7WG9ueB4eSUAORVn/h/t64XZYqHcZKbafKaaNffxpMpiIa+i6sxzyyuJ8PaocfSuibsb7i4uAPi5uwHg9tPnJouFfuEBfNg9gV6h/mw6Vcz/bcxg7dq1dth6ERGRC6fCJnaVXVbJbd/to6CqmtujQ9leWMLK7AJubBqEp6sLr+zP5bVDJ1iVU0iXwMbENPLiu4Ji4ldt48ndRwEY2uzMdWZPpB9l9t5jZJdXcUuzC7v27JPjp1hzopCm3p7EN/YBIDc39/JurIiIyGWimw7Erg6XVpBXWQ3A7L3HrONHBnbm5eRYZu7JYuaeLJL9z0zrUZvrIgL5W1xT3jx8ggqzhSFRQdzXqukF5fBxc+XTnEKOllbg5erKjU0DueGGGy56u0REROqSCpvY1VXBfhwZ2LnWx66LCOS6iECbXjMxPpKJ8ZFnPXduUgxzk2Ksn//6db99rE+Yf43Xuvn42LIJIiIidqdToiIiIiIOrt4Wts2bN5Oammp0DBEREZFLVm9PiaakpJCSkmJ0DPmVIb2eNTrCeX1odAAREZFzqLdH2ERERETqCxU2EREREQenwiYiIiLi4FTYRERERBycCpuIiIiIg1NhExEREXFwKmwiIiIiDk6FTURERMTBqbCJiIiIODgVNhEREREHp8ImIiIi4uBU2EREREQcnAqbiIiIiINTYRMRERFxcCpsIiIiIg5OhU1ERETEwamwiYiIiDg4FTYRERERB6fCJiIiIuLgVNhEREREHJwKm4iIiIiDU2ETERERcXAqbCIiIiIOToVNRERExMGpsImIiIg4OBU2EREREQenwiYiIiLi4FTYRERERBycCpuIiIiIg1NhExEREXFwKmwiIiIiDk6FTURERMTBqbCJiIiIODgVNhEREREHp8ImIiIi4uBU2EREREQcnArbBXrsscdISkoiKiqKUaNGWcczMjIYNGgQsbGx/OEPf+BGFHb3AAAePUlEQVTrr78+7/vk5+fTvn17vLy8WLhwYV3HFhERESemwnYRBg8efNbYuHHj2L9/P9OnT8fDw4OxY8dy+vTpc77H448/Tnl5eV3GFBERkXpChe0CPf3009x11101xnbt2kV6ejqDBw9mzJgx3H333RQVFfHJJ5/U+h5r1qzhyy+/ZPz48TXGjx49SlRUFIMHD+bWW28lPj6e5557joULF5KQkED//v05evQoAIsXLyYlJYXY2Fi6dOmio3QiIiL1mArbZXDkyBEAIiIiAGjatCkAhw8fPuu5JSUlTJ06lalTpxIZGVnr+23fvp0+ffoQGBjIiy++yFdffcWwYcNIT0/nX//6FwAzZ84kICCAZ599ltGjR+Pu7l4XmyYiIiIOQIWtDlgslnM+Nn/+fHx8fLjmmmvIz88H4NSpUxQWFlqf07FjR8aOHUuXLl0AuO+++7jzzjsBrEfYYmNjOX78OOvWrcPX15ebb765rjZHREREDKbDMpdBdHQ0AMePHwcgJycHgBYtWgBQXl6Oq6srnp6eZGdnk5mZyTXXXGN9/bx58/Dx8bGWriZNmgBYj5o1adIENzc3AEwmEwDvvPMOn376KTt37mTWrFmsXLmSDz74oK43VURERAygwnaBVq9ezd69ewHIzs5m6dKldOvWjbZt27Jy5UratGnDm2++SePGjRk4cCAArVq1ok2bNvz3v//ljjvuoF+/fgCkpaXx+uuvM3ToUG644YYLyjF9+nQ6dOjAFVdcwWeffUZubu7l3VARERFxGCpsF2jhwoWkpaUBsHv3bh566CHmzp3L/PnzmTRpEk8++SRRUVEsXLgQf3//s16flJREUlIScOZ6NoC2bdsSFxdnPd1pi9OnT/P8889TUlJC8+bNefTRRy/D1omIiIgjUmG7QO++++45H/voo49qHT927Fit47feeivjx48nLy8PgObNm9d47osvvsiLL75Y6/v8+9//vqDcIiIi4rx004GIiIiIg3OqI2wbN25k69atlJWV0adPH+upRREREZH6zG6FbcGCBWzduhV/f3/mzJljHd++fTuvvfYaZrOZvn378qc//emc79G1a1e6du1KcXExixcvNqSwDf7PHrt/TVt9eHuC0RFERESkDtitsPXq1YsBAwYwf/5865jZbObVV19l2rRpBAcHM3XqVFJSUjCbzSxdurTG6++9917rRfwrVqzg2muvtVd0EREREUPZrbAlJiZy4sSJGmOZmZlEREQQHh4OQPfu3dm0aRM33XQTU6ZMOes9LBYL//nPf0hOTqZly5Z2yS0iIiJiNEOvYSsoKCA4ONj6eXBwMBkZGed8/meffcbOnTspLS0lJyeHP/7xj7U+b/Xq1axevRqAv//974SEhFze4A6qoWxnXdH+uzTaf5dG++/iad9dGu2/S2Ov/edUNx0MHDjQOhnt+fTr1886OS1gnTajvmso21lXtP8ujfbfpdH+u3jad5dG++/SXO79d651xg2d1iMoKMi6niZAfn4+QUFBBiYSERERcTyGFrZWrVpx/PhxTpw4QXV1NevXryclJcXISCIiIiIOx26nRF988UXS09MpKirinnvuYdiwYfTp04c777yTmTNnYjab6d27N82bN7dXJBERERGnYLfCNmHChFrHO3XqRKdOnewVQ0RERMTpaGkqEREREQenwiYiIiLi4OptYdu8eTOpqalGxxARERG5ZE41D9uFSElJ0R2nIiIiUi/U2yNsIiIiIvWFCpuIiIiIg1NhExEREXFwLhaLxWJ0CBERERE5Nx1hM9iUKVOMjuC0tO8ujfbfpdH+u3jad5dG++/SOOv+U2ETERERcXAqbCIiIiIOzu2JJ554wugQDV3Lli2NjuC0tO8ujfbfpdH+u3jad5dG++/SOOP+000HIiIiIg5Op0RFREREHJwKm4iIiIiDU2ETERERcXAqbCIi57Fnzx4AqqqqDE5SP1RUVBgdQRqYtLQ0m8YcnQqbnWVnZ/PUU08xceJEAA4fPsx7771ncCppCE6fPs2KFStITU1lwYIF1v/k/F577TUApk2bZnAS57Z3714eeOABJkyYAMChQ4f497//bXAq51FRUcG7777LwoULATh+/DhbtmwxOJVz+OCDD2wac3TuRgdoaFJTUxk5ciT//Oc/AWjRogUvvfQSN998s8HJnMOWLVtYtmwZJ0+exGw2Y7FYcHFx4Y033jA6msN79tlnSUhI4IorrsDVVb+r2crd3Z3U1FTy8/NZtGjRWY/feeedBqRyPm+88QaPPvoozz77LAAxMTHs3r3b4FTOY8GCBbRs2ZKMjAwAgoKCmDt3Lp07dzY4mePatm0b27Zto6CgoMb3bllZmVP+DFRhs7PKykri4uJqjDnjXxyjvP7660yaNIno6GhcXFyMjuNUKioqGDFihNExnM7kyZPZuXMnO3bscMq5mxxJSEhIjc/1s892ubm5PPDAA6xbtw4ALy8vgxM5vsDAQFq2bMnmzZtrfO/6+PgwevRoA5NdHBU2O/Pz8yMnJ8daNjZs2EBgYKDBqZxHSEgIzZs3V1m7CJ07d2br1q106tTJ6ChOZeXKlYwYMYK8vDx69epldBynFRwczN69e3FxcaG6uppPP/2UqKgoo2M5DXd3dyorK60/+3JycnB31z/h5xMTE0NMTAx/+MMfcHNzMzrOJdPEuXaWm5vLP//5T/bu3UujRo0ICwvjr3/9K6GhoUZHcwqZmZksW7aMxMREPDw8rOM33HCDgamcw6hRo6ioqMDd3R13d3edTrbRxIkTef7555kyZQqzZ882Oo7TOn36NK+//jo7d+7EYrHQoUMH7rjjDvz8/IyO5hS+//573nvvPbKyskhKSmLv3r2MGzeOdu3aGR3NYc2dO5cHH3yQiRMn1vpL/vPPP29AqounwmZnZrMZV1dXysvLsVgs+Pj4GB3JqcyYMQNvb++zTonecsstBqaS+mzx4sWsWbOG8vJyvLy8rEVXhVfsraioiIyMDCwWC61bt6ZJkyZGR3Jop06dIjAwkJMnT9b6uLMdKFFhs7N7772X5ORkunfvTvv27XVq7wJNnDiROXPmGB3DaRUXF5OTk0NlZaV1LDEx0cBEzuPZZ5/l4YcfNjqG0zpx4gSfffYZJ0+exGQyWccnT55sYCrHd+DAgfM+rusqGw4VNjurqKhgy5YtrF+/noMHD9KpUyd69OhBQkKC0dGcwpIlS7jiiitISkoyOorTWbNmDZ9++ikFBQXExMSwb98+4uPjmT59utHRnEZhYSH79+8H0BGOC/TQQw/Ru3dvoqOja9xsoF8Yzu/JJ5887+P6/j23xx57jKeffppRo0ZZD478fGQcoHHjxgwaNIhrr73WyJg2U2EzUHFxMa+//jrffPMNy5YtMzqOU9B1WBdv4sSJzJo1i0cffZTnnnuOY8eO8dZbbzFp0iSjozmFtLQ0Fi9ebC0Yu3fvZuTIkXTr1s3gZM7hkUce4ZlnnjE6hohVUVER06ZN4x//+IfRUWyiW0wMkJ6ezvr169m+fTstW7bkgQceMDqS03jzzTeNjuC0PD098fT0BM7M2h8VFUV2drbBqZzHihUrmDVrFv7+/sCZi+iffvppFTYbDRw4kOXLl5OUlFTj7kad0rNNZWUlX3zxhXXljbZt29K/f3/r97TYZvXq1fTr1w84M2vDE088YWygC6DCZmfjx48nJiaGq666ihEjRuDt7W10JKcye/ZsevToQZcuXTQP0QUKCgqipKSELl26MGPGDBo1auR0F90ayWw2W8sanDmdYjabDUzkXI4cOcLatWvZtWtXjVOiOqVnm3nz5uHj48OAAQMA+Pbbb5k3bx4PPvigwcmcy5dffmktbIBTTaulwmZnzz33HL6+vkbHcFo33ngj69evZ+nSpbRq1YoePXrQqVMn/ZZ5HidOnCAsLIyHHnoIgGHDhpGenk5paSnJyckGp3MeycnJzJw5kx49egCwfv16OnbsaHAq55GWlsa8efM0d9hFOnr0KC+88IL18/bt2+vszEVw5qvA9J1jJx9++CGDBw/m7bffrvVxLW9jm8TERBITEzGbzezatYvVq1fzyiuv6Bq285gzZw6zZ8/mqaee4vHHHwd0offFGDlyJN999531lFS/fv3o2rWrwamcR/PmzSkpKalxlFJsFxsba71RCCAjI4NWrVoZnMrxmc1mHnzwQV588UXAue9KVmGzk59n9Nb1GpeusrKSzZs3W++07dmzp9GRHJrFYmHFihUcP36cjz/++KzHNemwbZYsWcKIESO48sorzxqT31daWsqECROIi4urcZTNmf8BtYefJ301mUw89thj1uW98vLyiIyMNDid43N1dSUyMpK8vDxCQkIIDg42OtJFU2Gzk5SUFODM+m9XXXVVjcfS0tKMiOSU5s6dy/79+0lKSmLAgAEkJiZqPcLfMWHCBDZu3IjJZKKsrMzoOE5r586dZ41t375dhc1Gw4YNMzqCU5oyZYrREZxeSUkJDz74IHFxcTWufXa2XxY0rYedTZ48+azlbWobk9pt376dDh06qKRdhG3btumaq4vwxRdfsGrVKnJzc4mIiLCOl5WV0aZNG/76178amE4akuLiYvLz82tMPKyzNr8vPT291nFnuzREhc1Otm3bxrZt20hLS6txhK2srIysrCxmzZplYDrncuTIEbKysqiqqrKO6bTo7ystLWX58uXs3r0bOPPDaujQoboJ5nfs2bOHoKAgli5dyu23324d9/HxoXHjxgYmcw61TV4KaA7FC/T222/z9ddfEx4eXmM/6i5b25WWlta4s9vZvn91StROAgMDadmyJZs3b67xG5GPjw+jR482MJlzWb58Oenp6WRlZdGxY0e2bdtGQkKCCpsNFixYQHR0tPXOsrVr17JgwQJNnPs7XnvtNWbPns3x48c1DcpFePrppwHNoXip0tLSePnll3WX7UVYvXo1y5Ytw9PTs8Y6wPPmzTM62gXRn7ydxMTEEBMTw9VXX61vuEuwYcMGnnvuOSZPnsy4ceMoLCzk5ZdfNjqWU8jNza1Rzm655RbrVB9ybu7u7qSmplJQUMCiRYvOelx3eNvm5Zdf5v777//dMamd7rK9eCtXrmTOnDlOv5ScmoOdnTx5kqVLl551Ss/Zmr5RPD09cXV1xdXVldLSUvz9/cnPzzc6llPw9PRkz5491nVr9+zZo/nrbDB58mR27tzJjh07dL3QJcjKyqrxuclk+t2FzeUXN910Ew8//DDR0dG6y/YChYeH14uJ1lXY7GzBggUMGzaMN954g0ceeYSvvvrKqSfys7dWrVpRUlJC3759mTJlCt7e3tZ5ieT87rrrLubPn09paSkWi4XGjRszfvx4o2M5vCZNmtCjRw+ioqKIiYkxOo7Tef/993n//feprKxk9OjR1p937u7uNWacl/ObP38+gwcPJjo6WjddXaDhw4czbdo0WrduXaPsOtvRcRU2O6usrOSKK67AYrEQGhrKsGHDmDx5MrfeeqvR0ZxCaWkpaWlptGvXjuTkZMrKymjRooXRsZxCTEwMzz33HKWlpQC62cBGP096/d///rfWx53th7693XTTTdx0000sXbqU4cOHGx3HaXl5eTFw4ECjYzilf/7zn7Rv357o6OgaN2w4GxU2O/Pw8MBsNtO0aVM+//xzgoKCKC8vNzqW0+jTpw979uxh0aJF5ObmEhMTQ2Jion6Q2aCoqIjly5ezd+9eABISEhg6dCh+fn4GJ3NsmvT68hg+fDiHDx/m5MmTNaal+PVExHJuCQkJLF26lJSUlBpHifT38veZTKZ6cXOfpvWws8zMTJo1a0ZJSQnLli2jtLSUQYMG6bTeBTCbzWRmZvLDDz/w5Zdf4unpaV12RM7t6aefpm3btlxzzTUAfPPNN6Snp/PYY48ZnEwaggULFnDkyBGaNWtW45TeuHHjDEzlPJ588slaxzWtx+9bunQpYWFhdO7cGQ8PD+u4s03rocImTuWpp56ioqKC1q1b07ZtWxISEnTXlI0mTpzInDlzfndMavr73/9+3tMouujbNg888ECNxctF7KW2a3U1rYf8ruzsbFauXEleXl6N0wL6Lck20dHRHDx4kKNHj+Lr60ujRo3w8fHR3Y426NChA+vWrbNO3LxhwwaSkpIMTuX4Bg0aZHSEeiE+Pp6srCyaNWtmdBSn9Omnn9KrVy98fHxITU3l4MGDDB8+XN/DNpg/f77RES4LHWGzs4ceeoj+/fvTsmXLGqcFdB3ChSkrK+N///sfH330EYWFhSxdutToSA7r5xnmLRYLFRUV1r93ZrMZb29vzTR/EQ4cOKDv2QuUnp7O7NmzCQgIwMPDwzp56fPPP290NKfw0EMP8dxzz7F9+3a+/PJLbrvtNubNm6dlDW1UH1bI0RE2O3N1deWPf/yj0TGc1ueff87u3bs5cOAAYWFh9O7dm7Zt2xody6G9+eabWCwW8vPzCQkJMTpOvZCamqp/KC/QK6+8wv333+/0d+oZ5edjK9u2baNnz540b95cU0LZqL6skKPCZmedO3dm1apVdO3a1akvfjRKZWUlN9xwAy1btsTNzc3oOE7DxcWFWbNm6Xq1y0T/UF64Jk2akJKSYnQMp9WyZUtmzJjBiRMnGD58OGVlZSq+NqovK+SosNnZ119/DZxZKuNnznjxo1F0PdHFi42NJTMzk7i4OKOjOL2hQ4caHcHpxMbG8o9//OOsO/U0rYdt7rnnHg4dOoTJZGL//v0UFRXRq1cvo2M5hfqyQo4Km53Vl4sfxflkZmYybdo0QkND8fLy0jVEFyA9PZ2AgAAiIyPZs2cPOTk5bN26lU6dOhkdzWlUVlbi4eHB999/X2Nchc02X331FZ9++ikFBQXExMSwb98+4uPjue6664yO5vDqywo5uunAQKmpqYwdO9boGNJAnDx5stbx0NBQOydxLq+//jqZmZmYTCaSkpLYtWsXycnJ7N69m5iYGEaOHGl0RGkAJk6cyKxZs3j00Ud57rnnOHbsGG+99RaTJk0yOprDe+mll0hMTKRt27Z4eHg47Qo5OsJmIC18LPak610uzvfff8+cOXOorKzknnvuYeHChXh5eVFdXc3kyZNV2Gy0ZMkShgwZgqenJ8888wyHDx9m9OjR1omc5fw8PT2t0xdVVVURFRVFdna2wamcQ31ZIUeFzUBNmjQxOoI0ILNmzbJO71FVVcWJEyeIjIxk7ty5RkdzaC4uLtb/fv4cztzxbTabjYzmVHbs2MGIESPYuHEjoaGhTJo0ienTp6uw2SgoKIiSkhK6dOnCjBkzaNSokY6O26h9+/YkJibWWCEnKytLhU3OLy0tzTpx6aOPPnrWmEhd+e0dogcOHOCLL74wKI3z6NixI48//jhVVVX06dOHuXPnEh8fT3p6uqaUuQA/l9utW7dy1VVX4evra3Ai5/LQQw8BMGzYMNLT0yktLSU5OdngVM7htyvkzJo1yylXyFFhs7MPPvjgrHJW25hIXWvZsiUZGRlGx3B4I0aMYN++fezcuZPevXtTWVnJxo0b6dOnD926dTM6ntPo1KkTEyZMwNPTk7/85S+cPn26xt2iYrvExESjIziV+rJCjm46sJNt27axbdu2s46mlZWVkZWVxaxZswxMJw3Bxx9/bP3YbDZz8OBBiouLrUd65fyWL19OWloajRs3pnv37nTr1o2AgACjYzmV4uJifH19cXV1paKigrKyMu1DsRtnXyFHhc1ODh06xKFDh3jnnXcYNmyYddzHx4d27dpp4lypc8uXL7d+7ObmRmhoKFdeeaXT/ZZptMOHD7N+/Xq+++47goODeeyxx4yO5DTqw/JA4nx+u0JOQkICbdu2pX379kZHuyA6JWonMTExxMTEcPXVV+Pufma3FxcXk5+fr7ImdtGsWbOzTr3r+skL5+/vT0BAAH5+fvz4449Gx3Ea9WV5IHE+9WWFHBU2O5sxYwYPP/wwZrOZyZMn4+/vT3x8PGPGjDE6mtRzun7y0qxatYq0tDROnz5Nt27dGDt2LM2aNTM6ltOoL8sDifOpLyvkqLDZWWlpKb6+vqxZs4aePXsybNgwTXwodern6ycLCgpYtGiRdbysrAxXV1cDkzmX/Px8xowZQ0xMjNFRnFJ9WR5IxCgqbHZmMpk4deoUaWlp3HbbbUbHkQYgMDCQli1bsnnzZlq2bGkd9/HxYfTo0QYmcy7Dhw83OoJTqy/LA4kYRYXNzoYOHcrMmTNJSEggLi6O3NxcIiIijI4l9Vht108eOHCgRnkTqWulpaWkpaXRrl07kpOTnXZ5IBGj6C5RkQZo8uTJzJ492+gY0oDs2rWLPXv2sHv3bqdeHkjEKDrCZmcLFiyodXzcuHF2TiINmX5PE3urL8sDiRhFhc3OOnXqZP24qqqKjRs3EhgYaGAiaYiGDh1qdARpYOrL8kAiRlFhs7PfLmXTo0cPHn/8cYPSSEORnp5OQEAAkZGR7Nmzh5ycHLZu3VrjFwiRulRflgcSMYoKm8FycnI0+abUqddff53MzExMJhNJSUns2rWL5ORkPvnkE3744QdGjhxpdERpAH6ea/Ln5YEWLFjglMsDiRhFhc2OLBYLt912G97e3taxgIAAbr/9dgNTSX33/fffM2fOHCorK7nnnntYuHAhXl5eVFdXM3nyZBU2sYvfLg/Uu3dv2rZta3QsEaehwmZHLi4uNGvWjDlz5hgdRRoQFxcX638/fw7g6uqK2Ww2Mpo0IPVleSARo2haDzubN28eAwYMIC4uzugo0kAsWbKEffv2UVVVRWJiIseOHSM+Pp709HTCwsK4++67jY4oIiK/Q4XNziZMmEBOTg6hoaF4eXlhsVhwcXHh+eefNzqa1GP79u1j586d9O7dm8rKSjZu3EhISAjdunXT8lQiIk5Ahc3OTp48Wet4aGionZNIQ7N8+XLS0tJo3Lgx3bt3p1u3bgQEBBgdS0REbKDCJtLAHD58mPXr1/Pdd98RHBzMY489ZnQkERH5HToXItLA+Pv7ExAQgJ+fn6aUERFxEjrCJtJArFq1irS0NE6fPk23bt3o3r07zZo1MzqWiIjYQNN6iDQQ+fn5jBkzhpiYGKOjiIjIBdIRNhEREREHp2vYRERERBycCpuIiIiIg1NhExG5BLt37+Zvf/ub0TFEpJ7TNWwiIiIiDk5H2EREREQcnKb1EJEGo6CggEWLFrF79268vb25/vrrGThwIO+88w5ZWVl4enpa11kdP348rVq1AuDAgQMsXLiQnJwckpOTcXFxoWnTptx222388MMPvPzyyyxcuBCA8ePHc+2117J27VpOnjxJcnIy48ePx9PTE4AtW7bw9ttvc/LkSZo1a8Zdd91FixYtDNsnIuIcdIRNRBoEs9nM7NmziYmJITU1lccff5xPP/2U7du3A2eKVPfu3Xn99ddJSUlh0aJFAFRXV/P888/Tq1cvFi1aRI8ePdi4ceN5v1ZaWhqPPPII8+fP58iRI/zvf/8D4ODBg7zyyivcfffdLFq0iH79+vHss89SVVVVp9suIs5PhU1EGoT9+/dz+vRphg4diru7O+Hh4fTt25f169cDkJCQQKdOnXB1deWaa67h0KFDAOzbtw+TycR1112Hu7s7V155JXFxcef9Wtdddx1BQUE0btyYzp07W99r9erV9OvXj9atW+Pq6kqvXr1wd3cnIyOjLjddROoBnRIVkQbh5MmTnDp1ijFjxljHzGYzbdu2JSQkBH9/f+u4p6cnVVVVmEwmTp06RVBQEC4uLtbHg4ODz/u1AgICarxXQUEBAHl5eXz99dd8/vnn1serq6utj4uInIsKm4g0CCEhIYSFhfHSSy+d9dg777xzztcFBgZSUFCAxWKxlrb8/HwiIiIuOENwcDBDhgxhyJAhF/xaEWnYdEpURBqEuLg4fHx8+OCDD6isrMRsNnPkyBEyMzPP+7r4+HhcXV35/PPPMZlMbNq06Xdfcy59+/blyy+/JCMjA4vFQnl5OVu3bqWsrOyi3k9EGg4dYRORBsHV1ZXJkyfz5ptvMn78eKqrq4mMjOTWW2897+vc3d2ZNGkSCxcuZOnSpXTs2JHOnTvj7n7hPz5btWrF2LFjWbRoEcePH8fT05OEhATatm17sZslIg2EJs4VEblAjzzyCP3796d3795GRxGRBkKnREVEfkd6ejqFhYWYTCb+97//cfjwYZKTk42OJSINiE6Jioj8juzsbF544QXKy8sJDw9n4sSJBAYGGh1LRBoQnRIVERERcXA6JSoiIiLi4FTYRERERBycCpuIiIiIg1NhExEREXFwKmwiIiIiDk6FTURERMTB/T+1DrgaVMPclAAAAABJRU5ErkJggg==\n", 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" + ], + "text/plain": [ + " engine bench_name parse_time \\\n", + "57 go-native ecpairing-zkrollup-go-native-bn128-two-pairings 0.0 \n", + "\n", + " exec_time \n", + "57 0.003993 " + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_geth_native_bn128pairing" ] @@ -3307,9 +5387,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['rust-native',\n", + " 'wabt-no-bignums',\n", + " 'wabt-bignums-slowhost-slowmont',\n", + " 'wabt-bignums-slowhost-slowmont-superops',\n", + " 'wabt-bignums-fasthost-slowmont-superops',\n", + " 'wabt-bignums-fasthost-fastmont-superops',\n", + " 'wabt-bignums-fasthost-fastmont',\n", + " 'v8-turbofan',\n", + " 'v8-liftoff',\n", + " 'v8-liftoff-and-turbofan',\n", + " 'v8-interpreter',\n", + " 'v8-turbofan-with-bignums',\n", + " 'v8-liftoff-with-bignums',\n", + " 'v8-interpreter-with-bignums',\n", + " 'go-native']" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\n", "\n", @@ -3343,7 +5448,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ @@ -3386,7 +5491,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -3405,9 +5510,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_rolluprs_bignums_vs_nobignums,\n", " suptitle=\"rollup.rs-bn128-pairings - fast Scout engines (v8-liftoff and wabt-with-bignums)\",\n", @@ -3474,7 +5599,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -3495,9 +5620,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_rolluprs_bignums,\n", " suptitle=\"rollup.rs-bn128-pairings - fast Scout engines (v8-liftoff and wabt-with-bignums)\",\n", @@ -3539,7 +5684,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -3571,9 +5716,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 129, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_rollup_rustwasm_superops,\n", " suptitle=\"rollup.rs-bn128-pairings - fast Scout engines (v8-liftoff and wabt-with-bignums)\",\n", @@ -3615,7 +5780,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -3642,9 +5807,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_rolluprs_all_combos,\n", " suptitle=\"rollup.rs-bn128-pairings - fast Scout engines (v8-liftoff and wabt-with-bignums)\",\n", @@ -3686,7 +5871,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -3710,9 +5895,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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MderUgYaGBtTV1TF16lQ8fvwYDx8+VMrP2dm51Cvcx48fh5ubG7y8vLBv3z5JzysMHDgQp06dUoz+lJeXhx07dqBXr16KuzktWrTAwYMHMWXKFJw4caLE0ZlKU7duXTRr1kxy+n9r1qwZ1NXV0bt3b+zdu7fYtiiv/Px8pX0vhChzGSEEAgIC8Ndff+HAgQPF7uYlJibC1dUVGRkZiI6OhoWFRYn5dOvWTenz8ePHYWZmVmxkrP79++PRo0e4cuVK+SpXDj179lS6M9GqVSvUqlWr2F23kpibmys9q6Oqqor//Oc/+OOPP4p143lxQARbW9tSu5OWx/bt2zFv3jxMmzYNrVu3Vpq3atUqBAcHY+rUqYiKisKePXugp6eH9u3bIzExUVL+ZbV9oLDrkZOTk6J7YZUqVfD8+XNcv369zPxf1oZfpKOjo3Qc09TUhJWVldJ2PHXqFHx8fJTau4mJSbEr0K/ajhMTE0vs5sXj8Ksdh0+fPo2kpCT4+fkVW7ak+hYUFOCPP/5Qmu7j46P0uaT6vIqkpCT4+vrCwsKi2OA8N2/eRI8ePdC4cWOEh4cjIiICX3zxBb744gts27btpfm2atUKFhYWSneqdu7ciYKCAsVgFQ0aNED16tUxbNgwbN26FQkJCeUqe0nHWADFRkot+nzs2LFy5V8ezs7OMDc3V3zW09NTDCojxYt1Kc+5sGbNmpKPdfR+YQBFr83d3R3Z2dmIjo5GVFQU7OzsYGRkBFdXV0RFReHy5ct4+PAhPDw8FMs8fPgQmzdvhrq6utLfhAkTAKDYc0BFfahf/FzUJ3z58uUYNmwY1q9fjxYtWsDQ0BCBgYHIyMhQWu7FLmtFQUlRF4OCggJ07doV+/fvx9SpUxEZGYnY2FhMmTJFKV2Rl43odfDgQTx//hzDhg0r9sxIabp3744qVaooTmxHjhzBw4cPMXDgQEWayZMnY9asWdi3bx9at24NAwMDDB48GMnJyWXmL2UEstJYWlri8OHDKCgowIABA2BsbAxnZ+dXPvFZWFgo7XspoxVNnz4dYWFh+OGHH5S6sxS5cOECrly5An9//2LfmX97cTukpqaWuG2KfpRJ6R75qkoqp5GRUbHnicqzbE5ODh49eqQ0vaTv/ovf5/IKDw/HoEGD8Omnn2LWrFlK81JTUxEYGIjx48dj1qxZaNu2LXr27IkjR47g0aNHWLhwoaR1lNX2w8PD4e/vDxsbG2zfvh2nT59GbGwsatasKal+5WkTNWrUKDbtxe2YlJQEQ0PDMuvxqu04KyurxK6xPA6XrKzjcFhYGD755JMSR8Yrq75S6/MqUlJS0K5dOwghcPjwYejp6SnNnzx5MtTV1bF//3507twZnp6eWLZsGXr16oXRo0eX+Yxh//79ERYWhvT0dACF3fc8PDxgZmYGoPBZqqioKJiammL48OGoXbs2bG1t8cMPP0gqf0nH2JKmv+vHWKB4mctzLtTW1lZ6bo4+HAyg6LU1adIEcrkckZGRiIyMVJygPTw8FNM0NDTQqlUrxTIGBgbo2bMnYmNjS/wzNTVVWseDBw9K/Fx0sNfV1cXcuXMRHx+PO3fuYPLkyfjuu++K/agry19//YUzZ85g/vz5GDp0KFq3bg0HBwelfuL/VtJgAUWCgoLQpUsXeHt74+TJk5LWX6VKFXTr1k1xBXHr1q2oX7++0rZTV1fHxIkTcfHiRSQlJWHx4sX44YcfMGLEiDLzL6m8RcP2vngFvKTBLNzd3XHo0CE8fvwYERERUFNTQ6dOnSQFby8KDw9X2uddunR5afrt27cjODgY33//fanvUOnYsSMWLFiASZMmYenSpaXm9eJ20NfXxz///FMsXdG08jwrVp7tCRT/bhdNK/puv0xpy2poaJQ54tzrOnr0KP7zn/+gW7duWL16dbH5N27cQHZ2tuIB+CL6+vqwsLDA1atXJa2nrLa/c+dOWFpaYuPGjfDx8YGjoyPs7Owk/yB7WRt+FSYmJiVekX6xHq/ajg0MDJCWllZsOo/DJSvrOBwWFlbi3ad/1+/Fz1La5ut4+vQpOnTogJSUFERERJS4vosXL8LOzq7Yc5KOjo5ISUkps4fAgAEDkJ6ejh9//BE3btxAbGwsBgwYoJSmWbNm+OGHH5CamoqYmBhYWFigV69eSnd/S1PSMRZAsePsu36MBUr+fkk9F6ampkIul0taD71fGEDRa5PJZGjbti1+/fVX/P7770on7nPnzuGnn36Co6OjUteJjh074sKFC2jcuDEcHByK/b14hfXFkcV27twJXV1dRVeJf6tTpw7GjRuHJk2aSDrQ/1vRldJ/n5Ryc3PL7BJREnV1dezevRvt27dHx44dFd1oyjJw4ED89ddfOHz4MMLCwl76clhjY2N89tln8PLyKnddixgZGUFTU7PY8qWNZAUUXmH18PDAV199hfT0dNy+fVsxXerVtiZNmijt89IG1wAKB5EYMmQIvv766zJfWjthwgSEhIRgzJgxWLx4saSyuLm54d69e8V+YG3fvh2GhoZo1KiRpHyAwu8fAKXt+fjx41Ifvt67d6/S1eKTJ0/i3r17aNmyZZnrSkhIwKlTpxSf8/PzsWfPHjg6Okoe9etVxMTEwNfXF56enti6dWuJ6yq6svxid6fU1FTEx8dL/vFSVtvPyMgodmdhy5YtpXYfe9ucnZ1x8OBBpbsuSUlJL72IUp523LBhw2IPqwM8DpfmZcfha9eu4fr166UGUCXVV0VFBU5OTuUuh1QZGRno1KkTbt++jSNHjsDS0rLEdMbGxoiLiysWRJw+fRpaWlplBiQWFhZwcXHBli1bsGXLFlSpUgXdu3cvMa2amhqcnZ0RFBSEgoICyRc//q1o4JKdO3cqTS/ap6VdFCtJScdYoPRz1qlTp5S6ID579gwHDhyQdIwtS2nnwiK3b9+WNFAFvX84Ch+9Ee7u7hgxYgRUVVUVz0HY29tDT08PUVFRmD59ulL62bNnw9HREW3atMHIkSNRt25dpKWl4dKlS7h161axt6mvWbMGBQUFaNGiBQ4fPoy1a9di5syZqFatGgCgZcuW6Nq1K5o0aQJdXV0cO3YM58+fR0BAQLnqYWNjgzp16mDKlClQVVWFurq65B/hJVFXV8fOnTvRr18/eHt74+DBg4oTSWk8PT1hamqKTz/9FJmZmcWuCvr6+sLOzg7NmzdHjRo1cO7cORw6dOiV36kjk8ng7++PdevWwcrKCtbW1jhw4ECxEaRCQ0Nx/Phx+Pj4wNzcHMnJyZg7dy5MTU1ha2sLoHC49dTUVKxatQoODg7Q0tIq8cdVeTx9+hR+fn5o2LAhunTpohQwaGpqwt7evtgyY8eOhaqqKgIDA1FQUIBx48a9dB2DBg3C0qVL0b17dwQHB6NWrVrYtm0bfv31V6xevbrUK98l8fb2RrVq1TB06FDMmjUL2dnZWLBggeJdLS969uwZ/Pz8FC9enDRpEho0aKDUbbM0RkZG8Pf3x6xZs1CzZk2sWrUKN27ceOUXaR47dgyPHj1SXBU+c+aMotw9e/YEUPijs1OnTpDL5ZgwYQLOnj2rlEfRM1l169ZF586dsXDhQqioqMDNzQ0pKSlYsGABsrOzJb+npqy237FjR4SFhSEwMBCdO3fGmTNnsHz58mIjqlWUqVOnYu/evejQoQPGjx+P7OxsBAUFwcjISCnQfNV23KZNG2zYsAEpKSnFLjrwOFyy0o7DYWFhsLS0VBy/XnTw4EFMmDAB7du3xx9//IFZs2Zh4MCBaNCgQbnL8PfffyM2NhZA4Z0SFRUV7N27F0Dhs2NFQUGPHj1w8uRJLF26FOnp6UrHOwsLC8Wd5ZEjR+I///kPunTpguHDh0NbWxv79u3Djh07EBgYCA0NjTLLNGDAAIwYMQIXL15Et27dlI5R+/fvx/fffw8/Pz/Uq1cP6enpWLZsGfT09F4p8LC1tUWfPn0wc+ZM5OXlwcXFBTExMQgKCkKfPn3KdZ4wMTGBm5sb5s6dC7lcDkNDQ2zdurXECwtA4XGyffv2mDlzpmIUvvT0dEybNk2RZvPmzRgyZAiOHj0KNze3l65fyrkQKLxwduPGDYwfP15y3eg9UsmDWNAH4sqVKwKA0ghPQhSODIUSRssRQoiEhATx6aefClNTU6Guri6MjY2Fl5eX2LJliyJN0Sg4Fy9eFG3bthVaWlrCyMhITJ06VWkkpq+++ko0a9ZMVK1aVejo6AhbW1uxdOlSpfUBEFOmTFGaVtKIP+fOnROtWrUS2trawszMTEybNk2sWbOmxNF9+vXrV6xe/x79qUheXp7o06eP0NHRURrFqzTjx48XAETLli2LzQsJCRFOTk5CX19faGlpCSsrKzFjxgylUa1K4ubmJlq1alXivLS0NNG/f39hYGAgatSoIYYNGyb279+vtO+io6NF165dRa1atYSGhoYwNjYWPXv2FNeuXVPk8/z5c9G7d29RvXp1AUBp5KRXVbQ9S/r7d/4l7Y/vvvtOyGQyxchSRd+n3NzcYutJTExUbAMNDQ3RpEkTpe+iENJG4RNCiN9//104ODgIbW1t0aBBA7Fly5ZSR+FbsWKFCAwMFHK5XGhrawsfHx9x69atMrdL0f78+eefRePGjYWGhoawsrISO3fuVEpXWp1fLE9RnqVt6xe3QVnphBAiPT1dzJ49W9jY2AgdHR1hbGwsfHx8xOnTp8usn9S2n5+fL6ZMmSJMTEyEtra2aNOmjfjzzz+L7ZfS9t3L2vCLI4GVNMKkm5tbsRHVjhw5Iuzs7ISGhoaoV6+eCA0NFX5+fqJZs2aKNK/ajlNTU4WWlpbYuHFjsXk8DhfP82XHYScnJzFu3LhiyxZ9V44dOya6du0qqlSpImrUqCGGDx8uMjIyXroOIUoeJe5l7ebf9X5Z23pxVMyDBw8KNzc3IZfLha6urrCzsxMrVqxQjBpaltTUVKGhoSEAiMOHDyvNu3btmujVq5eoW7eu0NTUFHK5XHh7e4tTp069NM+iuv/666/F5mVnZ4spU6aI2rVrCzU1NVG7dm0xZcoUpe+8lFH4hCj83nbu3FlUq1ZNGBkZiUmTJr30+7FmzRpRv359oaGhIZo1ayaOHj2qlF/R/vn3Pivt2CnlXCiEEFu3bhWamprFRrmkD4NMCAlDXxER0Rt1584d1KtXD2vWrMFnn31W2cV558ycOROzZs1Cbm6u5EFY3lXPnz+HpaUlOnXqhHXr1r12foMGDcK9e/cUL4im8ktKSoKZmRmOHz+ueHcWfXjq1q0LV1fXV3op+uvy9vaGXC5/6Xu56P31fp+ViIiI3jFffvklXFxcYGpqisTERCxduhRpaWkYPXr0G8l/xowZsLGxwZkzZ+Dg4PBG8vzYmJiYlDlSHdGriouLQ2RkJC5fvlzZRaG3hAEUERHRG5SVlYWJEycqRkR0dHREREQEmjZt+kbyr1evHjZu3Pja72Ijorfjn3/+wcaNG0sdBITef+zCR0REREREJBGHMSciIiIiIpKIARQREREREZFEDKCIiIiIiIgkYgBFREREREQkEQMoIiIiIiIiiRhAERERERERScQAioiIiIiISCIGUERERERERBIxgCIiIiIiIpKIARQREREREZFEDKCIiIiIiIgkYgBFREREREQkEQMoIiIiIiIiiRhAERERERERScQAioiIiIiISCIGUERERERERBIxgCIiIiIiIpKIARQREREREZFEDKCIiIiIiIgkYgBFREREREQkEQMoIiIiIiIiiRhAERERERERScQAioiIiIiISCIGUERERERERBIxgCIiIiIiIpKIARQREREREZFEDKCIiIiIiIgkYgBFREREREQkEQMoIiIiIiIiiRhAERERERERScQAioiIiIiISCIGUERERERERBIxgCIiIiIiIpKIARQREREREZFEDKCIiIiIiIgkYgBFREREREQkEQMoIiIiIiIiiRhAERERERERScQAioiIiIiISCIGUERERERERBIxgCIiIiIiIpKIARQREREREZFEDKCIiIiIiIgkUqvsAlSGxMTEyi7CR00ulyM5Obmyi0H0TmB7ICrEtkBUiG3h3WBqalrqPN6BIiIiIiIikogBFBERERERkUQMoJFyfp4AACAASURBVIiIiIiIiCT6KJ+BepEQAllZWSgoKIBMJqvs4nzwHjx4gOzs7LeStxACKioq0NLS4r4kIiIiojeOARSArKwsqKurQ02Nm6MiqKmpQVVV9a3ln5eXh6ysLGhra7+1dRARERHRx4ld+AAUFBQwePqAqKmpoaCgoLKLQUREREQfIAZQALt6fYC4T4mIiIjobWAARUREREREJBEDqAqWkJAADw+Pt5a/k5MTUlNT31r+RERERFQ5pk2bBjs7O5iZmWHgwIEAgOjoaJiZmRX7i46OBgCsWbMGTk5OqFevHpydnbF+/frKrMIHgQEUEREREdF7wtfXV+mzlZUVVq5cqfiTy+XQ0NCAtbU1bt26hZkzZ0JFRQUzZsxAbm4upk2bhvv371dS6T8MDKAqQV5eHkaOHAk3NzcMHToUmZmZuHDhAnr06IGOHTuib9++ePDgAQCgZ8+eCA4ORqdOneDq6orTp08DAPLz8zF79mx4eHjAy8tL6WrC+vXr0aFDB3h6eiI+Pr7Ucnz77bcYO3YsevbsiZYtW2LdunWKeUOGDEHHjh3h7u6OrVu3KqY3aNAAQUFBcHd3h7+/P86dO6dY/siRI4qyBQUFwcfHB15eXtiyZcsb3X5EREREH6OgoCAMHTpUaZpcLoevry98fX1Rt25dJCcnw8fHBwYGBopBtYyNjeHq6gpDQ0NoampCS0sLCQkJMDMzg6+vL/z9/WFlZYWFCxciNDQUDRs2RLt27ZCQkAAA2LJlCxwcHFCvXj20aNECoaGhFV73dwkDqErw119/ISAgAMeOHYOenh42btyIqVOn4vvvv8ehQ4fg7++P+fPnK9Ln5eXhwIEDmDVrFhYtWgQA2Lp1KxISEnDkyBFERESgW7duivT6+vo4fPgwBgwYUOYXPD4+Htu2bcOBAwewaNEi5ObmAigMrg4dOoSDBw9i/fr1im6BGRkZaNWqFaKioqCrq4sFCxZgx44dWLt2LRYuXAgA2LFjB/T09HDw4EEcOHAA27dvx927d9/oNiQiIiIiZUUXvYu691laWmLy5MmIjY2Fm5sbLl26hPnz58PAwECxTFxcHDw8PFCjRg0sWbIEUVFR6NWrF65cuYI1a9YAAIKDg1G9enUsWLAAAQEBH/3o1R937SuJqakpWrRoAQDo3r07li9fjuvXr6N3794ACodVNzQ0VKT38fEBADRt2hT37t0DAJw4cQIDBgxQfIFr1KihSO/t7a1I/8svv7y0LJ6entDU1ISmpibkcjkePXoEU1NTrF+/XrFsYmIibt++DX19fWhoaMDd3R0A0LBhQ2hoaEBdXR02NjaKsh07dgxXr17FgQMHAADPnj3D7du3Ubt27dfYakRERERUmmfPniEsLAzW1tZwcnICAKSkpGD9+vVo3Lgxxo4di0WLFmHq1Klo1aqVYjl7e3sMGzYMFy9exL179zBy5EiYm5tj3bp1ijtQ9erVw927d3Hy5Ek0bdpU6cL9x4gBVCV4cYhtXV1dWFlZITw8vMT0GhoaAABVVVXk5eWVmb+mpqYifX5+vqS0/04fHR2N33//HeHh4dDW1kbPnj2RnZ0NoPAdS0XlV1FRUSyvoqKiVLY5c+agbdu2ZZaViIiIiF7fDz/8gIyMDAwYMEAxLTo6Gv/88w8GDBiADh064OrVq1i4cCHOnj2LZs2aAQCqVq0KAIqL8lWrVoWqqioAKH5H7t69GwcPHsTFixcxd+5c7Nu3D2FhYRVZvXcKu/BVgvv37+PMmTMAgLCwMDRv3hypqamKabm5ubh+/fpL82jdujW2bNmiCFrS0tLeWPmePXuGatWqQVtbG/Hx8fjzzz/Ltbybmxs2b96s6A74119/ISMj442Vj4iIiOhjFBERgX379gEo7CG0fft23Lp1C0Bh9z0dHR306NFDkb6o98+PP/6IHTt24KeffgIA1K9fv1zrnTFjBjIzM9GkSRNUrVpV8az+x4p3oCqBhYUFNm3ahHHjxsHKygpDhgyBm5sbpk+fjqdPnyI/Px+fffYZrK2tS82jb9++uHXrFry8vKCmpoZ+/fph8ODBb6R8bdu2xZYtW+Dm5gYLCws0b968XMv37dsXCQkJ6NixI4QQ0NfX55CZRERERK8pNDQUMTExAICrV69iwoQJWLRoEdLS0nD16lX06dNHcUcJAOzs7DB9+nRs2LABU6ZMgZGREYKDg9G4cWNF9zwpnj59ipCQEKSnp8Pc3BxTpkx543V7n8iEEKKyC1HREhMTlT5nZGRAR0enkkrz8VFTU5PUFfF1cJ/S+0IulyM5Obmyi0FU6dgWiAqxLbwbTE1NS53HLnxEREREREQSsQvfR2DXrl1Yu3at0rQWLVrgm2++qaQSERERERG9nxhAfQT8/f3h7+9f2cUgIiIiojJYTf+1sovw2qJH2Vd2Ed4qduEjIiIiIiKSqMLuQMXFxWHDhg0oKCiAp6cn/Pz8lOZfuXIFmzZtwt9//40xY8bA2dkZAHDp0iVs2rRJkS4xMRGjR4+Go6MjVqxYgStXrigGCxgxYgTq1q1bUVUiIiIiIqKPTIUEUAUFBVi3bh2mTp0KAwMDTJo0CQ4ODqhVq5YijVwux/Dhw4u9TNbW1hYLFy4EADx//hxffvkl7OzsFPMHDBigCLaIiIiIiIjepgrpwhcfHw9jY2MYGRlBTU0NLi4uiI2NVUpjaGiIOnXqQCaTlZrPqVOnYG9vD01Nzbdd5PeCk5MTUlNTK2x9PXv2xPnz5ytsfURERERE75oKuQOVmpoKAwMDxWcDAwPcvHmz3PmcPHkSnTt3Vpq2Y8cO7N27F7a2tujXrx/U1dVfu7ym39u8dh7/lvj51TeaX2XIz8+v7CIQEREREVW692YUvrS0NNy9e1ep+17fvn1RvXp15OXlYfXq1fj555/Rs2fPYstGREQgIiICADBv3jzI5XKl+Q8ePICa2tvbFGXlvWLFCmhoaGDo0KGYNm0aLl++jB9//BG///47tm/fDn9/fyxYsAA5OTmoW7culi5diipVqkAmkyE0NBRHjx6FlpYWQkNDUa9ePezbtw8hISFQVVVF1apV8fPPP2Pnzp04fPgwMjMzcefOHfj4+GD69OkAgK+++gpxcXHIyspC586d8dVXXwEAHBwc4Ovri2PHjmHEiBGQyWRQVVWFiooKxowZAxMTE0yaNEmpLv369cPkyZPRuHFjeHp6wsfHB+PGjcP8+fNhamqK7t27w9/fH0+ePEFubi6+/vpreHt7Iz09HZ9//jkSExORn5+PsWPHws/PDw4ODvDz80NkZCTU1NQQEhKC4OBg3L59GyNGjEBAQECJ21RTU7PYfiZ6F6mpqfG7SgS2BaIPyYfeliskgNLX10dKSoric0pKCvT19cuVR0xMDBwdHZWCkRo1agAA1NXV4e7uXuz5qSJeXl7w8vJSfH7x7c7Z2dlQVVUtV3nKIy8v76XzHRwcsHr1agwePBhxcXHIyclBZmYmYmJi0LBhQyxatAg7d+6Ejo4OVqxYgZUrVyIwMBBCCFSpUgVHjx7Fnj17MGXKFGzevBnffvsttm3bBhMTEzx58gR5eXnIz8/HpUuXcPjwYWhoaKBNmzYICAiAmZkZJkyYgBo1aiA/Px/+/v64cOECGjVqBCEEqlWrhkOHDgEANm3ahOzsbHzxxRewtrbG6NGji9WtRYsWiImJgYmJCVRVVXH69Gnk5eUhJiYG8+bNg6qqKjZu3AhtbW2kpqaiS5cu8PLyQkREBAwNDRUDhjx9+hR5eXkQQsDExARHjhzBjBkzMGrUKISFhSE7OxseHh7o169fids0Ozubb/Gm9wLfOE9UiG2B6MPxIbRlU1PTUudVyDNQFhYWSEpKwsOHD5GXl4fo6Gg4ODiUK4+TJ0+iVatWStPS0tIAAEIIxMbGwtzc/I2VuSI1bdoUFy9exLNnz6ChoYFPPvkE58+fx+nTp6GlpYUbN27A19cX7dq1w549e3Dv3j3FskWjGfr5+eHs2bMACgOywMBAbNu2TanrnaurK6pWrQotLS1YWVnh/v37AIDw8HB06NABHTp0wPXr15W6V3bt2lWprBMnTlQETyVxcnLCqVOnEBsbC09PT6SnpyMzMxMJCQmwtLSEEALffPMNvLy84O/vj3/++QePHj1Cw4YNcfz4cQQHB+P06dOoWrWqIs/27dsDAGxsbGBvbw9dXV0YGBhAQ0MDT548eZ1NT0RERERULhVyB0pVVRVDhgxBcHAwCgoK4O7uDnNzc+zatQsWFhZwcHBAfHw8QkJCkJ6ejrNnz2L37t1YtGgRAODhw4dITk5Go0aNlPJdtmwZnj59CgCoU6cOPv/884qozhunrq4Oc3Nz7N69Gw4ODrCxsUF0dDTu3LkDc3NztGnTBitXrixx2X8PulH0//z58/Hnn3/i6NGj8Pb2xi+//AIA0NDQUKRVUVFBXl4e7t69i9WrV+PAgQOoXr06xowZg6ysLEW6oiHiizg4OCA6OhrDhg2DlpYWfvnlF8V+CgkJgZ2dHS5cuIA6deqgdevWSE1NxbZt29C0aVMAwI8//ojk5GT88ssvUFdXh5OTE7Kzs2FhYYFDhw4hMjISCxYsgKurKwIDAwFAMWiITCYrVgc+m0VEREREFanCnoFq3rw5mjdvrjTN399f8b+lpSVCQ0NLXNbQ0BCrV68uNn3GjBlvtpCVyMnJCaGhofj2229hY2ODWbNmoWnTpvjkk08wZcoU3L59G/Xq1UNGRgaSkpJgYWEBANi3bx9GjhyJffv24ZNPPgEA3LlzR7G9o6KikJiYWOp6nz17Bm1tbVStWhWPHj1CVFQUWrZsWWr6Pn364NSpU/jiiy+wdu1aeHt7w9vbWymNqakp9u/fjzFjxiAlJQVBQUH44osvFOuTy+VQV1fHyZMnFXfT/vnnH1SvXh09evRA1apVsWPHjtfankREREREb8N7M4jEh87R0RHLli2Dg4MDdHR0oKmpCUdHRxgYGGDx4sUYMWIEcnJyABQO+lAUQD158gReXl7Q0NDAihUrAABz5szB7du3IYSAq6srGjdujMuXL5e43saNG8PW1hZt2rSBqakpWrRoUWZZhw0bhmfPnmHUqFH47rvvoKKi3BPU0dERJ06cgLa2NpycnJCUlAQnJycAQPfu3TFo0CB4enqiadOmsLS0BABcu3YNc+bMgUwmg7q6OubOnftqG5KIiIiI6C2SCSFEZReior14RyYjI6NYVzV6e9TU1MocWON1cZ/S+4IPzhMVYlsgKuSy7FxlF+G1RY+yr+wivLZKH0SCiIiIiIjoQ8AAioiIiIiISCIGUERERERERBIxgCIiIiIiIpKIARQREREREZFEDKCIiIiIiIgkYgD1Abh06RKOHj1a2cUgIiJ6K6ZNmwY7OzuYmZlh4MCBiunZ2dmYPn06mjZtCgsLC7Rv3x5PnjwBAPTs2RNmZmaKPxsbm8oqPhF9YPgi3RK86fH3yzsWvhACQohiL6gtzeXLl3HhwgV4enq+SvGIiIjeeb6+vli3bp3StLlz52LdunXw9/eHo6Mj/vzzT+Tn5yvmN2jQAIGBgQAAdXX1Ci0vEX24eAfqHZGQkIDWrVtj1KhR8PDwgLm5uWLe/v37MWbMGABAeHg4PDw84OXlhe7duyMnJwchISHYt28f2rVrh59//lkp37i4OHz22WcAgMOHD8PCwgI5OTnIyspCy5YtAQDbtm2Dj48PvLy8MHToUGRmZpa4LgDYtWsXhgwZgt69e8PJyQkbNmzA6tWr0b59e3Tu3BlpaWlvfVsREdHHJSgoCEOHDlWalpmZic2bN6NFixZYuHAhevTogQULFkBfX1+RRi6Xw9PTE76+vvDx8VFMNzMzg6urKz7//HNYWVlh7Nix+Omnn9CkSRO4uLjg4sWLAIBDhw6hVatWqFevHpo3b45Zs2ZVTIWJ6J3GAOodcvv2bQQEBCAqKgo6OjolplmyZAm2bduGiIgIbNiwARoaGhg/fjy6du2KX3/9Fb6+vkrpbW1tcfnyZQDA6dOnYW1tjfPnz+PcuXOwty+8M+bt7Y2DBw8iIiIClpaW2LFjR4nrKnL9+nWsXbsWBw8exPz586GtrY0jR47gk08+wd69e9/GpiEiIlLy999/Izs7Gw8ePICVlRUsLS0xatQo5OXlKdKcOnUK1tbWsLa2xtKlS5WWv337NqysrGBhYYFdu3YhNDQUQ4YMwd9//43FixcDAEJCQpCVlYX58+dj2LBhpZ6biejjwgDqHVKrVi188sknL03j4OCAwMBAbNu2TambQmnU1NRQp04d3Lx5E3Fxcfj8889x6tQpnD59Go6OjgAKA6Ju3brB09MTP/30E65fv/7Sdbm4uEBXVxcGBgbQ09NDu3btAAA2NjZISEh41eoTERFJlpOTAwBISUnBokWL0KlTJ/zwww/YvXs3AMDHxwffffcdVq9eDVNTUyxYsACnT59WLG9sbIzx48fDzc0NADBo0CCMGjUKAHD37l0AQL169fD48WMcO3YMQgj069evIqtIRO8oBlDvkH9f2ZLJZIr/s7OzFf/Pnz8fX331FRITE+Ht7Y3U1NRi+fTt2xft2rXD+PHjAQBOTk6IjIyEmpoaWrdujT/++AOxsbFwcnICAAQGBmLOnDk4evQoAgMDFesrbV0aGhqKdamoqEBTU1NRZilBHRER0euqVasWZDIZrK2t4evri169egEovDMFAEOGDIGfnx86d+6MAQMGAABu3LihWL5atWoA/vdslJ6eHlRVVQEABQUFAIDvvvsO3377LQwNDbFq1Sp06dKlYipHRO80DiLxjqpZsyZu3rwJCwsLHDp0CFWqVAEA3LlzB82bN0fz5s0RFRWFxMRE6Orq4vnz54plt2/frpSXk5MTRo8ejZ49e8LAwABpaWlITk5Gw4YNAQDPnz+HkZERcnNz8dNPP8HY2LjUdREREVW0iIgIRe+IxMREbN++Hc7OzvD09MSJEyewYcMGREZGAig85z19+hSDBw9Gx44doaWlhbVr10JFRQXNmjUr13rnzp2LWrVqoVGjRjh+/Dhu3bqFvLw8qKnx5xPRx4xHgHfUpEmTEBAQAH19fdjZ2SE9PR0AMGfOHNy+fRtCCLi6uqJx48YwMzPDihUr0K5dO4wcObLYc1D29vZITk6Gs7MzAKBRo0Z4+PCh4i7XhAkT0LlzZxgYGMDe3l4RjJW0rqLnqYiIiCpKaGgoYmJiAABXr17FhAkTsGjRIsybNw/jxo1DUFAQ5HI5ZsyYAQ8PD2RlZUFfXx8rVqzAs2fPULt2bSxduhRNmjQp13rz8vKwYsUKpKWlwcjICHPmzGHwRESQCSFEZReior14JyUjI4MPhlYgNTU1pYd83wbuU3pfyOVyJCcnV3YxiCod2wJRoTf9Op3KUN5X+LyLTE1NS53HZ6CIiIiIiIgkYgBFREREREQkETvyEhERUaWzmv5rZRfhtX0I3ZaIqGy8AwXgI3wM7IPHfUpEREREbwMDKBS+y+htD2pAFScvLw8qKvxqExEREdGbxy58ALS0tJCVlYXs7GylF9jS26Gpqan0cuA3SQgBFRUVaGlpvZX8iYiIiOjjxgAKgEwmg7a2dmUX46PBoWqJiIiI6H3Ffk5EREREREQSMYAiIiIiIiKSiAEUERERERGRRAygiIiIiIiIJGIARUREREREJBEDKCIiIiIiIokYQBEREREREUnEAIqIiIiIiEgiBlBEREREREQSMYAiIiIiIiKSiAEUERERERGRRAygiIiIiIiIJGIARUREREREJBEDKCIiIiIiIokYQBEREREREUnEAIqIiIiIiEgiBlBEREREREQSMYAiIiIiIiKSiAEUERERERGRRAygiIiIiIiIJGIARUREREREJBEDKCIiIiIiIokYQBEREREREUnEAIqIiIiIiEgiBlBEREREREQSMYAiIiIiIiKSSK2iVhQXF4cNGzagoKAAnp6e8PPzU5p/5coVbNq0CX///TfGjBkDZ2dnxTx/f3/Url0bACCXyzFx4kQAwMOHD7FkyRI8e/YM9evXx5dffgk1tQqrEhERERERfWQqJNooKCjAunXrMHXqVBgYGGDSpElwcHBArVq1FGnkcjmGDx+O8PDwYstraGhg4cKFxaZv3boVnTp1QqtWrfD9998jMjIS7du3f6t1ISIiIiKij1eFdOGLj4+HsbExjIyMoKamBhcXF8TGxiqlMTQ0RJ06dSCTySTlKYTA5cuXFXeq2rZtWyxPIiIiIiKiN6lC7kClpqbCwMBA8dnAwAA3b96UvHxubi6+/vprqKqqwtfXF46Ojnj27Bl0dHSgqqoKANDX10dqauobLzsREREREVGR9+KBoZUrV0JfXx8PHjzA7NmzUbt2bejo6EhePiIiAhEREQCAefPmQS6Xv62ikgRqamrcB0T/j+2B6MPBtkxU6ENvCxUSQOnr6yMlJUXxOSUlBfr6+uVaHgCMjIzQqFEj3LlzB05OTsjIyEB+fj5UVVWRmppaap5eXl7w8vJSfE5OTn7FmtCbIJfLuQ+I/h/bA9GHg22ZqNCH0BZMTU1LnVchz0BZWFggKSkJDx8+RF5eHqKjo+Hg4CBp2efPnyM3NxcA8PTpU1y/fh21atWCTCZD48aNcerUKQDAb7/9JjlPIiIiIiKiV1Ehd6BUVVUxZMgQBAcHo6CgAO7u7jA3N8euXbtgYWEBBwcHxMfHIyQkBOnp6Th79ix2796NRYsW4f79+/j++++hoqKCgoIC+Pn5KUbv69evH5YsWYKdO3eiXr168PDwqIjqEBERERHRR0omhBCVXYiKlpiYWNlF+KixyxLR/7A9EBVyWXausovw2qJH2Vd2EegDwLbwbqj0LnxEREREREQfAgZQREREREREEjGAIiIiIiIikogBFBERERERkUQMoIiIiIiIiCRiAEVERERERCQRAygiIiIiIiKJGEARERERERFJxACKiIiIiIhIIgZQREREREREEjGAIiIiIiIikogBFBERERERkUQMoIiIiIiIiCRiAEVERERERCQRAygiIiIiIiKJGEARERERERFJxACKiIiIiIhIIgZQREREREREEjGAIiIiIiIikogBFBHRO2ratGmws7ODmZkZBg4cqJg+dOhQ2NjYoH79+nB3d8eBAwcU85ycnGBmZqb4a9euXWUUnYiI6IOlVtkFICKi0vn6+mLdunVK06ytreHu7o7MzEwsWLAAo0ePRocOHaCmVnhId3Z2VgRc1apVq/AyExERfcgYQBERvaOCgoKQkJBQLIAaP3480tLS8PDhQ4SGhuLx48dK883NzeHp6QldXV3FtISEBDg7O8PBwQFaWlo4d+4chg4dCj09PSxZsgTm5uZYv349zM3NsWXLFixduhQpKSmQy+X49NNP8cUXX1RInYmIiN517MJHRPQecnFxgYeHB1JSUrBkyRLF3ScA2Lt3L6ytrdG0aVPs2LFDabm4uDh4eHigRo0aWLJkCaKiotCrVy9cuXIFa9asAQAEBwejevXqWLBgAQICApTyJiIi+tgxgCIieg+tW7cO3377LapUqYIFCxYgOzsbANC3b1+EhoZi2bJlUFdXx8SJE3H37l3Fcvb29hg2bBhatGgBABg5ciSGDBkCoPAuFQDUq1cPSUlJOHnyJHR0dNCjR48Krh0REdG7iwEUEdF7yMXFBb1794aHhwfi4+Nx7do1AMDo0aPRuXNn9OjRA127dkV+fj5u3bqlWK5q1aoAoLirVLVqVaiqqgIA8vPzAQC7d+/G9OnToauri7lz52Lw4MEVWTUiIqJ3GvtlEBG9oyIiInD9+nUAQGJiIrZv3w57e3ssXboUrVq1Qnp6Og4dOgQtLS3Url0bV65cwfz58+Hu7o78/Hzs3bsXWlpaaNiwIXJzcyWvd8aMGWjatCmaNGmCX375BQ8ePHhbVSQiInrvMIAiInpHhYaGIiYmBgBw9epVTJgwAePGjcOdO3cQEREBFRUVWFlZYfz48ahRowZycnJQUFCAkJAQZGZmwsrKChMnToSxsbGie54UT58+RUhICNLT02Fubo4pU6a8rSoSERG9d2RCCFHZhahoiYmJlV2Ej5pcLkdycnJlF4PoncD2QFTIZdm5yi7Ca4seZV/ZRaAPANvCu8HU1LTUeXwGioiIiIiISCIGUERERERERBLxGSgiokpkNf3Xyi7Ca/sQumoQERFJxTtQREREREREEjGAIiIiIiIikogBFBERERERkUQMoIiIiIiIiCRiAEVERERERCQRAygiIiIiIiKJGEARERERERFJxACKiIiIiIhIIgZQREREREREEjGAIiIiIiIikogBFBERERERkUQMoIiIiIiIiCRiAEVERERERCQRAygiIiIiIiKJGEARERERERFJxACKiIiIiIhIIgZQREREREREEjGAIiIiIiIikkitolYUFxeHDRs2oKCgAJ6envDz81Oaf+XKFWzatAl///03xowZA2dnZwDAnTt3sGbNGmRmZkJFRQXdu3eHi4sLAGDFihW4cuUKdHR0AAAjRoxA3bp1K6pKRERERET0kamQAKqgoADr1q3D1KlTYWBggEmTJsHBwQG1atVSpJHL5Rg+fDjCw8OVltXQ0MDIkSNhYmKC1NRUfP3117Czs0OVKlUAAAMGDFAEW0RERERERG9ThQRQ8fHxMDY2hpGREQDAxcUFsbGxSgGUoaEhAEAmkykta2pqqvhfX18f1apVw9OnTxUBFBERERERUUWpkGegUlNTYWBgoPhsYGCA1NTUcucTHx+PvLw8RSAGADt27MD48eOxceNG5ObmvpHyEhERERERlaTCnoF6XWlpaVi+fDlGjBgBFZXCuK9v376oXr068vLysHr1avz888/o2bNnsWUjIiIQEREBAJg3bx7kcnmFlp2UqampcR8QfUDYnokKsS0QFfrQ20KF7ObG1QAAIABJREFUBFD6+vpISUlRfE5JSYG+vr7k5TMyMjBv3jz06dMHVlZWiuk1avwfe3ceV2Wd93/8fVhlUwMEbgVFQUekciNFNEW0ZbobNbdmClu8W8zMn6alpqWWDjSlzZ1EWi6Z27ikzWSaqbmkqKmpuRERaaYoAe6ALOf8/uD2JAF1VXIuhNfz8eDxOOfa+FzKBed9fZfrJkmSq6urunfvXm781FU9e/ZUz5497e+zs7N/6yngOvL39+f/AKhBuJ6BUlwLQKmacC1cO4zo5xzShS8sLEyZmZnKyspScXGxUlJSFBUVZWjf4uJivf766+ratWu5ySLOnj0rSbLZbNq9e7dCQkKue+0AAAAAcJVDWqCcnZ01ePBgTZ06VVarVd27d1dISIiWLl2qsLAwRUVFKT09Xa+//rouX76svXv3atmyZZo+fbpSUlJ09OhRXbx4UZs3b5b003Tlb775pi5cuCBJatKkiZ544glHnA4AAACAWspis9lsZhfhaKdOnTK7hFqNLnzAT2Le3Gd2CX9YyvC2ZpeAGoBrASjFtVA9mN6FDwAAAABqAgIUAAAAABhEgAIAAAAAgwhQAAAAAGAQAQoAAAAADCJAAQAAAIBBBCgAAAAAMIgABQAAAAAGEaAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAAAAYBABCgAAAAAMIkABAAAAgEEEKAAAAAAwiAAFAAAAAAYRoAAAAADAIAIUAAAAABhEgAIAAAAAgwhQAAAAAGAQAQoAAAAADCJAAQAAAIBBBCgAAAAAMIgABQAAAAAGEaAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAAAAYBABCgAAAAAMIkABAAAAgEGGA9SFCxdUUFAgSbJardq0aZM2b94sq9VaZcUBAAAAQHViOEAlJiYqMzNTkrRkyRJ99NFH+vjjj/X+++9XWXEAAAAAUJ0YDlCZmZkKDQ2VJH3++ed64YUXNHHiRKWkpFRVbQAAAABQrbgY3dDJyUnFxcXKzMyUp6en/P39ZbVa7d36fs3+/fs1b948Wa1W9ejRQ3369Cmz/siRI5o/f76OHz+uESNGKDo62r5u8+bNWrlypSSpb9++io2NlSRlZGTorbfeUmFhodq2batHH31UFovF6CkBAAAAwG9iOEC1adNGb7zxhi5evKiYmBhJ0g8//CBfX99f3ddqtWrOnDmaMGGC/Pz8NG7cOEVFRSk4ONi+jb+/v4YOHaqPPvqozL6XLl3SihUrlJiYKEkaO3asoqKi5O3trXfffVdPPvmkmjdvroSEBO3fv19t27Y1ekoAAAAA8JsYDlBDhgzRli1b5OzsrK5du0qSLl68qAEDBvzqvunp6QoKClJgYKAkKSYmRrt37y4ToAICAiSpXAvS/v37deutt8rb21uSdOutt2r//v2KjIxUfn6+WrRoIUnq2rWrdu/eTYACAAAAUGUMByhXV1f17NmzzLLIyEhD++bm5srPz8/+3s/PT998883v2tfX11e5ubkVHjM3N9fQMQEAAADg9/jFADVjxgxDY4qGDRt23QqqChs2bNCGDRsklc4m6O/vb3JFtZuLiwv/B0ANwvUMlOJaAErV9GvhFwNUUFCQ/fXFixe1ZcsWtW/fXv7+/srOztbevXvVrVu3X/0mvr6+ysnJsb/PyckxNHbq6r5Hjhyxv8/NzVWrVq1+0zF79uxZpvUsOzvb0PdG1bj68wOgZuB6BkpxLQClasK10LBhw0rX/WKAunZ809SpUzV27FhFRETYl6WmpuqDDz741QLCwsKUmZmprKws+fr6KiUlRcOHDzdSu9q0aaMlS5bo0qVLkqQDBw7ogQcekLe3tzw8PJSWlqbmzZtr69atuvvuuw0dEwAAAAB+D8NjoK4GlWuFh4crLS3tV/d1dnbW4MGDNXXqVFmtVnXv3l0hISFaunSpwsLCFBUVpfT0dL3++uu6fPmy9u7dq2XLlmn69Ony9vZWv379NG7cOElS//797RNKPPbYY0pOTlZhYaHatGnDBBIAAAAAqpThANW0aVMtWbJE999/v9zc3FRYWKhly5bZH677a9q1a6d27dqVWXb//ffbX4eHh2vmzJkV7hsXF6e4uLhyy8PCwjRt2jSjpwAAAAAAf4jhADV06FC9+eabevjhh+Xt7a1Lly4pLCzMcFc8AAAAALjRGQ5QAQEBmjJlirKzs3X27FnddNNNNX6GDQAAAAC4ltNv3cHV1VV169ZVSUmJzpw5ozNnzlRFXQAAAABQ7Rhugdq/f7/efvttnTt3rty6pUuXXteiAAAAAKA6Mhyg5syZo379+ik2NlZubm5VWRMAAAAAVEuGA9SlS5d0xx13yGKxVGU9AAAAAFBtGR4DFRcXp02bNlVlLQAAAABQrRlugfrmm2+0du1a/fvf/1b9+vXLrJs8efJ1LwwAAAAAqhvDAaqyh9kCAAAAQG1hOEDFxsZWYRkAAAAAUP0ZDlCStGnTJm3dulW5ubny9fVV165d1b1796qqDQAAAACqFcMBauXKldqyZYv+8pe/yN/fX9nZ2frPf/6js2fPqm/fvlVZIwAAAABUC4YD1MaNGzVp0iQ1aNDAvqx169aaOHEiAQoAAABArWB4GvMrV66obt26ZZb5+PiosLDwuhcFAAAAANWR4QDVpk0bvfnmmzp16pQKCwt18uRJJSUlqXXr1lVZHwAAAABUG4a78A0ePFhz587V6NGjVVJSIhcXF3Xq1EmPPvpoVdYHAAAAANWG4QDl6empYcOGaejQobp48aJ8fHzk5GS4AQsAAAAAbniGE9CWLVt0/PhxOTk5qV69enJyctKxY8e0devWqqwPAAAAAKoNwwFq6dKl8vPzK7PM399f//rXv657UQAAAABQHRkOUPn5+fL09CyzzNPTU5cvX77uRQEAAABAdWQ4QAUHB2vnzp1lln3xxRcKDg6+7kUBAAAAQHVkeBKJBx98UAkJCUpJSVFQUJBOnz6tgwcPaty4cVVZHwAAAABUG4YDVMuWLfX6669r+/btys7OVnh4uB555BH5+/tXZX0AAAAAUG0YDlCS1KBBA/Xq1Uvnz5/XTTfdVFU1AQAAAEC1ZDhAXb58WbNnz9bOnTvl4uKiBQsWaM+ePUpPT9df//rXqqwRAAAAAKoFw5NIvPvuu/L09FRycrJcXEpzV4sWLZSSklJlxQEAAABAdWK4BergwYOaNWuWPTxJUt26dXX+/PkqKQwAAAAAqhvDLVCenp66ePFimWXZ2dmMhQIAAABQaxgOUD169NC0adN06NAh2Ww2paWl6a233tIdd9xRlfUBAAAAQLVhuAtf79695ebmpjlz5qikpERvv/227rjjDv35z3+uyvoAAAAAoNowHKAOHz6sqKgo3XPPPTp79qwWLVqkY8eO6fz586pfv35V1ggAAAAA1YLhLnxz5syRk1Pp5u+//75KSkpksVg0a9asKisOAAAAAKoTwy1Qubm58vf3V0lJifbv36+3335bLi4uevLJJ6uyPgAAAACoNgwHKA8PD507d04nTpxQSEiI6tSpo+LiYhUXF1dlfQAAAABQbRgOUHfffbfGjRun4uJiPfLII5Kk1NRUNWrUqKpqAwAAAIBqxXCA6tOnjzp06CAnJycFBQVJknx9fTVkyJAqKw4AAAAAqhPDAUqSGjZs+IvvAQAAAKAmMzwLHwAAAADUdgQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAAAAYBABCgAAAAAMIkABAAAAgEEEKAAAAAAwiAAFAAAAAAYRoFAtLF26VI0aNSr3tWfPHvXq1UsRERGKiIjQ448/rpycnAqP0b9//3L79+/f38FnAgAAgJrMxVHfaP/+/Zo3b56sVqt69OihPn36lFlfVFSkpKQkZWRkyMfHRyNGjFBAQIA+//xz/ec//7Fv9/333+vVV19VaGioJk2apLNnz8rNzU2SNGHCBNWrV89Rp4TrqFOnTkpOTpYkFRcXa/To0apXr54yMjLk6+urF154QTt37tSHH34ob29vvfHGG+WOMWLECA0aNEiStGvXLs2fP18333yzQ88DAAAANZtDApTVatWcOXM0YcIE+fn5ady4cYqKilJwcLB9m88++0xeXl6aMWOGtm/frkWLFmnkyJG6/fbbdfvtt0sqDU+vvfaaQkND7fsNHz5cYWFhjjgNVKHGjRurcePGkqTVq1ersLBQ999/v/r06aOBAwdKku677z59+OGHSktLq/AYXbp0sb/+4IMPJEnx8fGSSsPV8uXL9dBDD2nt2rWqX7++pk6dqr///e9KT0/XkCFDNHLkSGVnZ2vo0KHat2+fnJyc1Lx5c82fP19+fn5VefoAAAC4QTikC196erqCgoIUGBgoFxcXxcTEaPfu3WW22bNnj2JjYyVJ0dHROnTokGw2W5lttm3bppiYGEeUDBMtXLhQTk5Oio+Pt7cuStLmzZslSR07dvzF/U+ePKlNmzapc+fOCg8PL7MuPT1dvXv31jfffKP4+Hj16tVL9evX1xtvvKHc3FytXLlS27dv15NPPqmXXnpJrVq1UklJyXU/RwAAANyYHBKgcnNzy9zB9/PzU25ubqXbODs7y9PTUxcvXiyzzY4dO9S5c+cyy5KTk/Xcc89pxYoV5QIXbjzHjh3Ttm3bFBsbq5CQEPvy3bt3a9SoUbr11ls1atSoXzzG4sWLZbVa7d35rvXMM8/o4YcfliS1adNGTz75pDp06KCSkhKdOnVKTZs2lVQa1o8fP65evXopICDgOp4hAAAAbmQOGwP1R33zzTdyc3Ozd/OSSrvv+fr6Kj8/X9OmTdPWrVvVrVu3cvtu2LBBGzZskCQlJibK39/fYXWjPBcXl0r/D6ZNmyabzaZhw4bZt/n8888VHx+vsLAwrV271h60rVarCgsL5eLiIheX0h/l4uJiLVu2TEFBQYqPj5erq6skqU6dOpKkJk2a2Pf38/OTv7+/vLy8JEk+Pj6KjY1VWFiYNm7cqE8//VRvvfWW1qxZox49elTdPwhwg+N3KlCKawEoVdOvBYcEKF9f3zIzp+Xk5MjX17fCbfz8/FRSUqK8vDz5+PjY12/fvr1c69PVY3h4eKhLly5KT0+vMED17NlTPXv2tL/Pzs6+LueF38ff37/C/4PCwkLNnz9fjRo10m233abs7GwdPHhQ9913n2w2mwYOHKgPP/xQHh4euvPOO5WSkqIBAwbokUce0dSpUyVJa9eu1alTpzR8+HCdP3/efuyCggJJ0rlz5+Tk5GT/ftnZ2WXWvffeezpy5IhCQ0PVtGlTpaSkKC0tTa1bt67qfxbghsXvVKAU1wJQqiZcCw0bNqx0nUMCVFhYmDIzM5WVlSVfX1+lpKRo+PDhZbZp3769Nm/erBYtWmjnzp2KjIyUxWKRVNrSsGPHDr388sv27UtKSnT58mXVrVtXxcXF2rt3r2655RZHnA6qyNq1a5WTk6PnnnvOHnKOHDmi/Px8SdL48eMlScHBwbrzzjsrPMa146d+Dw8PD61Zs0YnTpyQu7u7evXqpXvvvfd3HQsAAAA1j8XmoIFDX375pebPny+r1aru3burb9++Wrp0qcLCwhQVFaXCwkIlJSXpu+++k7e3t0aMGKHAwEBJ0uHDh7V48WJ7K4NU2qIwceJElZSUyGq16pZbbtHDDz9s/+D9S06dOlVl54lfV1kLFFAbxby5z+wS/rCU4W3NLgE1ANcCUIproXr4pRYohwWo6oQAZS4CFPAT/lACpbgWgFJcC9WD6V34gGu1eGm92SX8YTXhFwMAAAB+O4dMYw4AAAAANQEBCgAAAAAMIkABAAAAgEEEKAAAAAAwiAAFAAAAAAYRoAAAAADAIAIUAAAAABhEgAIAAAAAgwhQAAAAAGAQAQoAAAAADCJAAQAAAIBBBCgAAAAAMIgABQAAAAAGEaAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAAAAYBABCgAAAAAMIkABAAAAgEEEKAAAAAAwiAAFAAAAAAYRoAAAAADAIAIUAAAAABhEgAIAAAAAgwhQAAAAAGAQAQoAAAAADCJAAQAAAIBBBCgAAAAAMIgABQAAAAAGEaAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDXBz1jfbv36958+bJarWqR48e6tOnT5n1RUVFSkpKUkZGhnx8fDRixAgFBAQoKytLI0eOVMOGDSVJzZs31xNPPCFJysjI0FtvvaXCwkK1bdtWjz76qCwWi6NOCQAAAEAt45AAZbVaNWfOHE2YMEF+fn4aN26coqKiFBwcbN/ms88+k5eXl2bMmKHt27dr0aJFGjlypCQpKChIr732Wrnjvvvuu3ryySfVvHlzJSQkaP/+/Wrbtq0jTgkAAABALeSQLnzp6ekKCgpSYGCgXFxcFBMTo927d5fZZs+ePYqNjZUkRUdH69ChQ7LZbJUe8+zZs8rPz1eLFi1ksVjUtWvXcscEAAAAgOvJIS1Qubm58vPzs7/38/PTN998U+k2zs7O8vT01MWLFyVJWVlZev755+Xh4aG//vWvioiIqPCYubm5DjgbAAAAALWVw8ZA/V433XSTkpOT5ePjo4yMDL322muaNm3abzrGhg0btGHDBklSYmKi/P39q6JU1CL8DAE/4XoASnEtAKVq+rXgkADl6+urnJwc+/ucnBz5+vpWuI2fn59KSkqUl5cnHx8fWSwWubq6SpKaNWumwMBAZWZmGjrmVT179lTPnj3t77Ozs6/n6aEW4mcI+AnXA1CKawEoVROuhasT2FXEIWOgwsLClJmZqaysLBUXFyslJUVRUVFltmnfvr02b94sSdq5c6ciIyNlsVh04cIFWa1WSdKZM2eUmZmpwMBA3XTTTfLw8FBaWppsNpu2bt1a7pgAAAAAcD05pAXK2dlZgwcP1tSpU2W1WtW9e3eFhIRo6dKlCgsLU1RUlOLi4pSUlKRnnnlG3t7eGjFihCTpyJEjWrZsmZydneXk5KTHH39c3t7ekqTHHntMycnJKiwsVJs2bZiBDwAAAECVctgYqHbt2qldu3Zllt1///32125ubnr22WfL7RcdHa3o6OgKjxkWFvabx0MBAAAAwO/lkC58AAAAAFATEKAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAAAAYBABCgAAAAAMIkABAAAAgEEEKAAAAAAwiAAFAAAAAAYRoAAAAADAIAIUAAAAABhEgAIAAAAAgwhQAAAAAGAQAQoAAAAADCJAAQAAAIBBBCgAAAAAMIgABQAAAAAGEaAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAACosTIyMtS/f39FRkaqRYsW+utf/6pjx45p2rRpatSoUbmvipw7d06PP/64IiMjFR4ert69e+vw4cMOPhNUFy5mFwAAAABUldOnT8tms2n06NHKyMjQ3LlzNXr0aE2ZMkXh4eGSpLNnz2r8+PG6+eabKzzGzJkztWbNGvXu3VshISFKSkrS5MmTtWzZMkeeCqoJWqAAAABQY0VFRemDDz7Qo48+qldeeUX169dXWlqaWrZsqd69e6t3794qKCiQJA0aNKjCY9hsNknSrbfeqs6dO0uS6tWrJ0n2lqxRo0apQ4cO6tChg7Zs2aIHHnhAzZs31/PPPy9Jys/P1+OPP66WLVsqPDxcd9xxh77++uuqPn1UAQIUgBqlsq4aknTy5Ek9+uijCg8PV8uWLTVs2LAKj3HixIlyXTpeeuklB54FAOB6cXNzs78+cOCAzp07p44dO9qX2Ww2LVy4UD4+Purbt2+Fx3jqqad022236ZVXXtHf/vY3BQcH6+WXXy6zzYEDB/S3v/1NJ0+eVHx8vNq1a6ewsDAtWrRIhw4d0ubNm7VmzRrdd999mjJlijp16qSioqKqOWlUKQIUgBrl2q4a999/vz7//HONHj1aNptNjz32mLZu3aqnnnpK48ePl6+v7y8ea9CgQUpOTlZycrIGDhzooDMAro/rcTMhPz9fAwcOVPPmzdWoUSPNnDnTgWcAXF/p6el69NFHFRISoilTptiXb9++Xd9995369u0rT0/PCvf97LPPtGfPHj3xxBOaNm2aTp8+rQkTJpTZZvDgwfZrKTAwUKNHj1ZcXJyk0htzjRs3lpOTk/bu3avU1FR16dJFkZGRVXS2qEqMgQJQo1ztqnHVypUrlZaWpu3bt+urr77S8OHD9fTTT8vd3V0Wi+UXj9W6dWvdeeed8vDwsC9bunSpnn32WfXu3VtHjhxRbm6uEhIStHbtWn3yySfq2rWr3nnnHTk5OWncuHFavXq1CgoK7H+wu3TpUmXnDlyrsnEfy5cv12OPPaa0tDQNHTpUAQEB+uabbyo8htVqVf369RUbG6s1a9Y4+AyA6yctLU0DBw6Uu7u7li1bpsDAQPu6BQsWSJIeeugh+zKr1arCwkK5uLjIxcVFq1atks1m0+OPP66GDRtqxowZ2rJlS5nvUbduXbm6utpfS5Kzs7MkqaSkRJGRkdqwYYM2btyoHTt26N1339Vrr72mBx54oErPHdcfLVAAapTKumpc/YC4Zs0ahYeH609/+pPmzJnzi8d67rnnFB4eru7du2vv3r1l1u3evVsPPfSQcnNzNWTIENWtW1cdOnTQunXrtGHDBh05ckQLFy5Uly5dlJCQoLvuukslJSXX/4SBSlQ27uPqzYQnnnhCTz/9tOLj48t1RbrKy8tL77zzjnr27FluXUpKiho1aqRBgwbpnnvuUUREhN5//31NnjxZzZs3V9++fXX+/HlJpWNEWrdurWbNmqlz585atWpVlZ47cK2TJ09qwIABys3N1aBBg7Rv3z79+9//liT9+OOPWrdunW677Ta1bNnSvs/OnTsVFhamiRMnSpKaNGkiSXr99deVnJys48ePKyws7DfVsWvXLi1dulR+fn72ySrOnDlzPU4RDkaAAlAj/byrxpUrVyRJrq6umjNnjho3bqyJEyfq22+/Lbevp6enRo8erblz5+rFF19URkaGnnnmmTLb9O/fX4MHD7bfxZw0aZL+8pe/SJK+//57BQYGysPDQ4cPH9aBAwfUsmVLxcTEVPFZAz+5njcTfsnu3bs1cOBA2Ww2jR8/XqdOndLdd9+tXbt2admyZTp37pymT5+uFi1a6NVXX1Xfvn1ltVr/8PkBRh0/flzZ2dkqKSlRQkKChg4dqqFDh0oq7VVQVFRU6eQRVz377LO65557tG7dOr3xxhvq0KGDpk+f/pvq8PDw0LZt2zR+/HjNmTNHsbGxv/p9UT3RhQ9AjVNRV43GjRtLknr06KG77rpLX375pY4ePaoTJ06oWbNmunLlipydneXq6io/Pz+NHDnSfrwPP/xQBw8etM/SJP00+5KLi4vq1KkjNzc3OTmV3pOyWq1q0KCBNm3apE8++UT79u3TsGHDlJaWpjFjxjjwXwIofzPhauvP1ZsJr732miZOnKjY2NjffEddku644w498sgjWrVqlfbs2aNx48bpxIkTWrlypU6cOCEvLy8FBAQoIyNDu3fvVps2bXTPPfdc79MEKhUTE6OTJ09WuG7YsGEVjgH8+T6+vr569913KzzGqFGjNGrUKPv7a/f7+bpPP/30N9eP6ocWqBqgsoHCOTk5uuOOOxQeHq4WLVqoX79+Sk1NrfAY/fv3LzfrWP/+/R18JsAfV1lXje7du8vf318ff/yxlixZoo8//lheXl66+eab9cMPPygsLEz/8z//I0latGiRnn/+eS1ZskSJiYk6fPiwWrVqpTp16hiu49tvv1VycrK8vLzUtm1bSXTVgOOlpaWpf//+cnV1rfRmQo8ePWSz2XTixAnZbDYVFBT8ppnBro71uHbsx7XjPlxdXbV+/XoNHz5ckjR27Fj7tM4AcCOiBaoGqGyg8KxZsxQXF6ewsDClpaXp7bff1uTJk7VkyZJyxxgxYoS9GXnXrl2aP39+pQ+TA6qzq101JCkhIcG+/OTJk3rnnXf0wgsvaPz48QoLC9Ps2bPl7++vEydOlDlGs2bNtGTJEn344YdycXFRbGysJk+e/JvqqFOnjg4ePKgPPvhAJSUlioqKsncZARzh6s2Es2fP6vnnn9e+ffu0b98+3XnnnfabCaGhoeVuJkRHR6tHjx56//33JUmLFy/Wnj17JEn79u3T4sWL1bt3b8N1XLp0Sa+88oqioqJ06623atWqVTp9+nSVnDMAOAIBqgaobNYxPz8/Pf/88zp37pwaNGigt99+297F6OeunRns6rHi4+MllYar5cuX66GHHtLatWtVv359TZ06VX//+9+Vnp6uIUOGaOTIkcrOztbQoUO1b98+OTk5qXnz5po/f778/Pyq8OyBsn6pq0bHjh21cePGcstDQkLK7NOpUyetXr26wmPcf//9uv/+++3vd+3aVem6yo4BOML1uJkglU6mctXq1au1evVNndhBAAAgAElEQVRq3X777YbrcHZ21smTJ7V+/XoVFBQoPDycFihUqYbvRJhdwh+02OwC8CsIUDVARQOFr/YvP3r0qO666y5JUlBQ0K/eRT958qQ2bdqkzp07Kzw8vMy69PR09e7dW7Nnz1Z8fLzGjh2ruXPn6o033tDDDz+slStXavv27Ro5cqT+67/+SwcOHGDWMQAwyfW4mSCp0mP8fNsVK1ZU+r2vXQcANzqHBaj9+/dr3rx5slqt6tGjh/r06VNmfVFRkZKSkpSRkSEfHx+NGDFCAQEB+uqrr7Ro0SIVFxfLxcVFgwYNsnctmzRpks6ePWsPEBMmTLAP7K6NKnpAXNOmTbV48WLt27fPPvXmL80as3jxYlmt1gpnhXnmmWcUHBys2bNnq02bNnryySd16NAhrVy5UqdOnVLTpk0lSdu2bVOHDh3Uq1cvBQQEVM3JAgAAACZwSICyWq2aM2eOJkyYID8/P40bN05RUVEKDg62b/PZZ5/Jy8tLM2bM0Pbt27Vo0SKNHDlSPj4+GjNmjHx9ffX9999r6tSpmjVrln2/4cOH/65Zg2qayh4Q5+XlpW7duqlbt25avHixPvroI02fPr3cA+Ikqbi4WP/6178UEBCgu+++u9z3qFevnn2QsI+Pj6SyD4i744479NFHH2nr1q3avHmz3nrrLS1ZskRdu3Z1xD8BaqEbv5uGRFcNAABuLA4JUOnp6QoKCrJ/qI+JidHu3bvLBKg9e/ZowIABkqTo6GjNnTtXNpvN3qohlXYXKCwsVFFRkf2DPCofKFxQUKDDhw8rMjJSR44c0cmTJ9WmTRtJpQ+IGzBggB555BFNnTpVkrR+/XqdPn1aw4cP/13/vqtXr9aRI0cUGhqqFi1aaPfu3cw6BgAOwM0EAHAchwSo3NzcMhMJ+Pn52R/kV9E2zs7O8vT01MWLF+3To0qlg7WbNWtW5sN9cnKynJyc1LFjR/Xr108Wi6WKz6b6qWyg8HvvvaeNGzdqwYIF8vT0VM+ePe1P1K7IwoUL5eTkZJ884rfy8PDQmjVrdOLECbm7u6tXr1669957f9exAAAAgOrohplE4sSJE1q0aJHGjx9vXzZ8+HD5+voqPz9f06ZN09atW9WtW7dy+27YsEEbNmyQJCUmJsrf399hdTtCr169dOXKlQrX/e1vfzO8z7p16yrcduHChVq4cKH9/bX7/XzdtTOQ1WQ17WcI+CO4HoBSXAtAqZp+LTgkQPn6+ionJ8f+PicnR76+vhVu4+fnp5KSEuXl5dnH2eTk5Oj111/X008/raCgoDL7SKUtH126dFF6enqFAapnz57q2bOn/f3V1hrg9+JnqHpoaHYBkMT1UB1wLVQPXAvVA9eD+WrCtdCwYeU/SRU/FOg6CwsLU2ZmprKyslRcXKyUlBRFRUWV2aZ9+/bavHmzpNLxOZGRkbJYLLp8+bISExP1wAMPqGXLlvbtS0pKdOHCBUmlkx/s3btXISEhjjgdAAAAALWUQ1qgnJ2dNXjwYE2dOlVWq1Xdu3dXSEiIli5dqrCwMEVFRSkuLk5JSUl65pln5O3trREjRkiSPvnkE50+fVorVqywP0diwoQJcnd319SpU1VSUiKr1apbbrmlTCtTTXbjDxZmoDAAAABuTA4bA9WuXTu1a9euzLJrx8u4ubnp2WefLbdfv3791K9fvwqP+eqrr17fIgEAAADgFzikCx8AAAAA1AQEKAAAAAAwiAAFAAAAAAYRoAAAAADAIAIUAAAAABhEgAIAAAAAgwhQAAAAAGAQAQoAAAAADCJAAQAAAIBBBCgAAAAAMIgABQAAAAAGEaAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAAAAYBABCgAAAAAMIkABAAAAgEEEKAAAAAAwiAAFAAAAAAYRoAAAAADAIAIUAAAAABhEgAIAAAAAgwhQAAAAAGAQAQoAAAAADCJAAQAAAIBBBCgAAAAAMIgABQAAAAAGEaAAAAAAwCACFAAAAAAYRIACAAAAAIMIUAAAAABgEAEKAAAAAAwiQAEAAACAQQQoAAAAADCIAAUAAAAABhGgAAAAAMAgAhQAAAAAGESAAgAAAACDCFAAAAAAYBABCgAAAAAMIkABAAAAgEEEKAAAAAAwyMVR32j//v2aN2+erFarevTooT59+pRZX1RUpKSkJGVkZMjHx0cjRoxQQECAJGnVqlX67LPP5OTkpEcffVRt2rQxdEwAAAAAuJ4c0gJltVo1Z84cvfDCC3rjjTe0fft2/fDDD2W2+eyzz+Tl5aUZM2bov//7v7Vo0SJJ0g8//KCUlBRNnz5d48eP15w5c2S1Wg0dEwAAAACuJ4cEqPT0dAUFBSkwMFAuLi6KiYnR7t27y2yzZ88excbGSpKio6N16NAh2Ww27d69WzExMXJ1dVVAQICCgoKUnp5u6JgAAAAAcD05JEDl5ubKz8/P/t7Pz0+5ubmVbuPs7CxPT09dvHix3L6+vr7Kzc01dEwAAAAAuJ4cNgbKTBs2bNCGDRskSYmJiWrYsKHJFf1Bk86bXcEfcszsAlBz3ODXgsT1gOuEawH4yQ1+PRwzuwD8Koe0QPn6+ionJ8f+PicnR76+vpVuU1JSory8PPn4+JTbNzc3V76+voaOeVXPnj2VmJioxMTE63la+J3Gjh1rdglAtcH1AJTiWgBKcS1Ufw4JUGFhYcrMzFRWVpaKi4uVkpKiqKioMtu0b99emzdvliTt3LlTkZGRslgsioqKUkpKioqKipSVlaXMzEyFh4cbOiYAAAAAXE8O6cLn7OyswYMHa+rUqbJarerevbtCQkK0dOlShYWFKSoqSnFxcUpKStIzzzwjb29vjRgxQpIUEhKiTp066dlnn5WTk5P+53/+R05OpbmvomMCAAAAQFWx2Gw2m9lFoHbZsGGDevbsaXYZQLXA9QCU4loASnEtVH8EKAAAAAAwyCFjoAAAAACgJiBAAQAAAIBBBChUqdTUVElSUVGRyZUAAAAAfxwBClVq3rx5kqQJEyaYXAlQPVy4cEErV67UrFmzlJycbP8CapvU1FQVFBRIkrZu3ar58+frxx9/NLkqwBynT5+232w+fPiw1qxZo8uXL5tcFSpDgEKVcnFx0axZs5STk6O5c+eW+wJqm3/84x/Ky8vTLbfconbt2tm/gNpm9uzZcnd317Fjx7R69WoFBgYqKSnJ7LIAU0ybNk1OTk46ffq03nnnHeXk5OjNN980uyxUwiHPgULtNWbMGB08eFAHDhxQs2bNzC4HMN2VK1cUHx9vdhmA6ZydnWWxWLRnzx7dfffdiouL06ZNm8wuCzCFk5OTnJ2d9cUXX+juu+/Wn//8Zz3//PNml4VKEKBQpf7zn/8oPj5e2dnZio2NNbscwHTt27fXl19+SasTar06depo1apV2rp1q15++WVZrVYVFxebXRZgCmdnZ23btk1btmzRmDFjJEklJSUmV4XKEKBQpfbt26cHH3xQKSkp6t27t9nlAKZbs2aNVq1aJRcXF7m4uMhms8lisWj+/PlmlwY41MiRI7Vt2zY99dRTql+/vrKzs9WrVy+zywJMMXToUH366ae67777FBAQoKysLN1+++1ml4VK8CBdVKkFCxZo48aNKigokLu7u/3DIh8aAQDnzp1Tenq6JCk8PFz169c3uSIA+HUEKDjEP/7xD/ryAv/n0qVLOn36tAoLC+3LWrVqZWJFgONt3LhRK1as0M033yybzaajR4+qX79+iouLM7s0wOH27t2rpUuX6scff5TVauVGczVHgILDnDt3Tt9++60kqXnz5qpbt67JFQGOt3HjRq1Zs0a5ubkKDQ1VWlqaWrRooYkTJ5pdGuBQ/+///T9NmTJFPj4+kqSLFy9qwoQJ+t///V+TKwMc75lnntHo0aPVuHFjWSwWs8vBr2AaczjEjh079MILL2jHjh3asWOHxo0bp507d5pdFuBwa9asUUJCgvz9/TVx4kT94x//kJeXl9llAQ7n4+MjDw8P+3sPDw97mAJqG39/f4WEhBCebhBMIgGHWLlypRISElSvXj1JpQ8TfeWVVxQdHW1yZYBjubm5yc3NTZJUVFSkRo0a6dSpUyZXBTheUFCQXnjhBUVFRdmnM2/cuLFWr14tSbr33ntNrhBwnAcffFAJCQlq1aqVXF1d7cu5DqonAhQcwmq12sOTJHl7e8tqtZpYEWAOX19fXb58WbfddpumTJkiLy8vNWjQwOyyAIcLDAxUYGCg/X1UVJQkKT8/36ySANP861//Up06dVRUVMR0/jcAxkDBIRYsWKDvv/9enTt3liSlpKSocePGPFAUtUZWVpYCAgLKLDty5Ijy8vLUpk0bubhwPwu1U0FBgaTS50IBtdWoUaM0bdo0s8uAQQQoOMyuXbuUmpoqSYqIiFCHDh1MrghwnDFjxujVV1/Vyy+/rJdeesnscgDTff/990pKStKlS5cklY6JGjZsmEJCQkyuDHC8hQsX6pZbblHr1q3NLgUGcMsTDrFw4ULFx8erY8eO5ZYBtYHNZtPKlSuVmZlpH+NxLfq5o7Z555139NBDD+nmm2+WJB0+fFizZs3SlClTTK4McLxPP/1UH330EQ9Zv0EQoOAQBw8eLLds//79BCjUGiNGjNAXX3yhkpISxngAkq5cuWIPT5IUGRmpK1eumFgRYJ7333/f7BLwGxCgUKU+/fRTrVu3TmfOnNHo0aPty/Pz8/WnP/3JxMoAx2rYsKH69OmjJk2aqG3btmaXA5guICBAK1asUNeuXSVJn3/+eblxgkBtceTIkQqX85D16okxUKhSqamp8vX11eLFi/Xggw/al3t4eMjb29vEygBz5OXlafny5Tp69Kik0j+O/fv3l6enp8mVAY516dIlLVu2TF9//bWk0rGx/fv3528DaqXExET766KiIqWnp6tZs2Y8ZL2aogUKVWrevHl69dVXlZmZyVTNgKTk5GQ1btxYI0eOlCRt3bpVycnJZVpogZrOarVq2rRpfDgE/s/YsWPLvM/OztZ7771nTjH4VQQoVCkXFxfNmjVLubm5mjt3brn1gwcPNqEqwDw/7846YMAAPffccyZWBDiek5OTLBaL8vLyaH0FKuDn56eTJ0+aXQYqQYBClRozZowOHjyoAwcOqFmzZmaXA5jOzc1NqampatmypaTSbq5ubm4mVwU4Xp06dTRq1Cjdeuutcnd3ty/nxhpqo2tvMttsNh07dkxNmzY1sSL8EsZAwSGOHTum0NBQs8sATHfs2DG99dZbysvLk81mk7e3t55++mk1adLE7NIAh9q8eXOFy2NjYx1aB1AdXHs9ODs7q0GDBvYbbah+CFCoUv/+97/Vu3fvCrvvSdxpRO2Vl5cnSXRfQq1WWFio7OxsNWzY0OxSAMAwuvChSjVq1EiS6L4H/J+LFy9q+fLl9pnHWrZsqf79+8vHx8fkygDH2rNnjxYsWKDi4mK99dZbOnbsmJYuXaoxY8aYXRrgcKmpqVq+fLmys7NVUlJif5BuUlKS2aWhAgQoVKmoqChJdMkArvrnP/+piIgIjRo1SlLps2/++c9/6sUXXzS5MsCxli9froSEBE2aNEmSFBoaqqysLHOLAkwyc+ZMPfzww2rWrJmcnJzMLge/ggCFKpWYmCiLxVLpeu40orY5d+6c+vfvb3/fr18/paSkmFgRYA4XF5dyXVh/6e8FUJN5enrykPUbCAEKVapXr15mlwBUK7feequ2b9+uTp06SZJ27typ1q1bm1wV4HjBwcHatm2brFarMjMztXbtWrVo0cLssgBTREZGasGCBerYsaNcXH76eM4QiOqJSSTgcBkZGfxCQK3z0EMPyWKxyGaz6cqVK/YuGlarVXXq1NH8+fNNrhBwrCtXrmjlypX66quvZLPZ1Lp1a/Xr149p/VErTZ48ucLlPGy6eiJAweHGjBmjV1991ewyAIez2WzKycmRv7+/2aUA1UZeXp4sFos8PDzMLgUADKELHxyOzI7aymKxKCEhQdOmTTO7FMB06enpevvtt1VQUCCpdAzIU089RQ8F1EqrV68ut8zT01PNmjXjOZrVEAEKDnftAHqgtmnatKnS09MVHh5udimAqWbOnKnHHntMERERkkqncU5OTtbrr79ucmWA43377bfKyMhQ+/btJUl79+5VkyZNtH79ekVHR6t3794mV4hrEaBQ5Y4cOaL69eurYcOGSk1N1enTp/Xll1+qXbt2ZpcGOFx6eromTJigBg0ayN3d3f6sDz40orZxcnKyhyep9Jlozs7OJlYEmCc3N1evvvqq6tSpI0kaOHCgEhISNHnyZI0ZM4YAVc0QoFCl3nvvPaWnp6ukpEStW7fWoUOH1KZNG3388cc6fPiwBg0aZHaJgEONHz/e7BKAaqFVq1Z655131LlzZ1ksFqWkpKhVq1bKyMiQxOxjqF3Onz9fZvY9Z2dnnT9/Xm5ubnJ1dTWxMlSEAIUq9dVXX2natGkqLCzUkCFDNHPmTLm7u6u4uFhjxowhQKHW4Tk3QKnjx49LklasWFFm+bFjxyQx+xhqly5dumj8+PGKioqSVNqFr0uXLiooKFBwcLDJ1eHnCFCoUhaLxf519b1U2nXDarWaWRpgioSEBPt05kVFRcrKylLDhg01ffp0s0sDHIqABPykf//+atu2rb7++mtJ0uOPP66wsDBJ0vDhw80sDRVgGnNUqYULFyotLU1FRUVq1aqVTp48qRYtWujIkSMKCAjQE088YXaJgKkyMjL06aefasiQIWaXAjjUz1uermKiIdQmeXl58vT01KVLlypc7+3t7eCKYAQtUKhS8fHxSktL08GDB9W9e3cVFhbqiy++UFxcnKKjo80uDzBds2bN9M0335hdBuBw7u7u9tdFRUXau3evGjVqZGJFgOO9+eabGjt2rMaMGWPvnXCVxWJRUlKSidWhMrRAwSGWL1+uHTt2yNvbWzExMYqOjlb9+vXNLgtwuGuf9WG1WvXdd9/p0qVLTC6BWq+oqEhTp07VpEmTzC4FAH4RLVBwiAEDBmjAgAE6fvy4UlJSNGnSJPn5+enFF180uzTAofLz8+2vnZ2d1a5dO3Xs2NHEioDq4cqVK8rJyTG7DMA0u3btUmpqqiwWi1q2bKkOHTqYXRIqQYCCQ9WrV0/169eXj4+Pzp8/b3Y5gMMFBwerU6dOZZbt2LGj3DKgphs1apR9YiGr1aoLFy4w/gm11uzZs3X69Gl17txZkrR+/Xp99dVXeuyxx0yuDBUhQMEh1q1bpx07dujChQuKjo7Wk08+ybScqJU+/PDDcmGpomVATTd27Fj7a2dnZ9WrV48H6aLWOnTokN544w37TYVu3bpp1KhRJleFyhCg4BA5OTl65JFHFBoaanYpgCn27dunffv2KTc3V3PnzrUvz8/Pl5OTk4mVAeYoKSmRn5+fXF1ddfjwYe3cuVPdunWTl5eX2aUBDhcUFKTs7Gw1aNBAUunnpsDAQJOrQmWYRAIAHODYsWM6duyYli1bpoEDB9qXe3h4KDIykqlqUes899xzSkxM1I8//qiEhARFRUXphx9+0Lhx48wuDXCYxMREWSwW5eXl6dtvv1V4eLgkKT09XeHh4UyqUk3RAgUADhAaGqrQ0FB16dJFLi6lv3ozMjLUrFkzkysDzOHk5CRnZ2ft2rVLd999t/785z/r+eefN7sswKF69epldgn4Heg3AgAOdDU8SdKsWbNMrAQwl7Ozs7Zt26atW7eqffv2kkq79QG1SatWrcp95efn21+jeiJAAYBJ6EGN2mzo0KFKS0vTfffdp4CAAGVlZen22283uyzAdMuWLTO7BPwKuvABgEmYshm1WXBwsAYPHizpp+6sffr0MbkqwHzcXKv+aIECAAc5cuSITp06JUlKTU3V6dOn9eWXX5pcFWA+urMCP3niiSfMLgG/ghYoAHCA9957T+np6SopKVHr1q116NAhtWnTRh9//LEOHz6sQYMGmV0iYBruuAPS119/rR9//FElJSU6efKkpNLnQaH6IUABgAN89dVXmjZtmgoLCzVkyBDNnDlT7u7uKi4u1pgxYwhQqNXozorabsaMGTpz5oxCQ0PLPBuQAFU9EaAAwAEsFov96+p7qXQqZ6vVamZpgClSU1MVGhqqOnXqqKCgQPPnz9c999xjf5AoUJtkZGRo+vTp9r8NqN4YAwUADtC2bVu99NJLmjhxouLi4jR9+nStXLlSf//73xUREWF2eYDDzZ49W+7u7jp27Jg+/vhjBQYGKikpyeyyAFOEhITo3LlzZpcBg2iBAgAHiI+PV1pamg4ePKju3bursLBQX3zxheLi4hQdHW12eYDDOTs7y2KxaM+ePbrrrrsUFxenTZs2mV0W4FCJiYmyWCwqKCjQs88+q/Dw8DLPCxwzZoyJ1aEyBCgAcJAWLVrowIEDmjJliry9vRUTE6NWrVqV6e8O1BZ16tTRqlWr9Pnnn2vy5MmyWq0qLi42uyzAoXr16mV2CfgdLDamvgEAhzt+/LhSUlK0a9cu+fn56cUXXzS7JMChzp07p23btiksLEwRERHKzs7W4cOHGTSPWmnhwoWKj4//1WWoHrjtCQAmqFevnurXry8fHx+dP3/e7HIAh6tfv77uvfdeNWnSRJcuXVKdOnXUvn17s8sCTHHw4MFyy/bv329CJTCCFigAcKB169Zpx44dunDhgqKjoxUTE6Pg4GCzywIcbv369Vq2bJnc3NzsyywWCxNJoFb59NNPtW7dOmVlZSkwMNC+PD8/X3/60580fPhwE6tDZQhQAOBAixcvVkxMjEJDQ80uBTDV8OHDNWXKFNWtW9fsUgDT5OXl6dKlS1q8eLEefPBB+3IPDw95e3ubWBl+CZNIAIADPfDAA2aXAFQLgYGBcnd3N7sMwHQBAQF67LHHyi2/dOkSIaqaogUKAAA43Hfffafk5GQ1b968zLTNgwcPNrEqwLESExM1duxYPf3007JYLLr2YzldWqsvAhQAAHC4cePGqWXLlmrcuLEsFot9eWxsrHlFAYABdOEDAAAOV1JSoocfftjsMoBqYcaMGYqIiFBERIQaNWpkdjn4FbRAAQAAh1u8eLECAgLUvn17ubq62pcz5gO10aFDh5SamqqjR4/qzJkzCg0NVatWrXTPPfeYXRoqQIACAAAO9/TTT5dbxpgP1GZWq1Xp6ek6fPiw1q9fLzc3N/3zn/80uyxUgAAFAAAAmOjll1/WlStX1Lx5c0VERKhly5aqV6+e2WWhEoyBAgAADrdly5YKl3fr1s3BlQDma9y4sb777judOHFCnp6e8vLykoeHR5kHTaP6oAUKAAA43Ny5c+2vCwsLdejQITVt2lSjRo0ysSrAXPn5+dq8ebM++ugjnTt3TosXLza7JFSAFigAAOBwP3/e0+XLlxnvgVrrk08+0dGjR5WRkaGAgAB1795dERERZpeFShCgAACA6dzd3ZWVlWV2GYApCv9/e/cSEnX3x3H885vBQW1hNE9KF7rM0OBMBs5CIiOjO4gUbdu4HLBVRShIBQpRSBe6LbXosmkT1EKaCBdlulA3eUFFyRkFJWsCZ8ZRymcRfykeb///4px5/r1fq/HM5r38feec33FuTlVVVfL5fHK73bZzsAoGKAAAYNy1a9cW/4HuwsKC4vG49u3bZ7kKsOPkyZOLn9+8eaOjR49arMFqGKAAAIBxvz4wulwubdy4UV6v12IRkB2i0SgDVJZjgAIAAMaFQiHbCUBW4n637MctfAAAwLjOzk49ffpU3759k/TzodFxHD169MhyGWDe1NSUCgsLJUnT09Pyer2/rSG7sAMFAACMe/LkiWpra7V161bbKYB1N27c0PXr1yVp8Sjrr2vILgxQAADAuPXr1zM84Y83Pj6uWCymVCqlzs7OxfV0Oq35+XmLZVgJAxQAADDO5/Pp1q1bKisrU05OzuL63r17LVYBZk1MTKi7u1vJZFJdXV2L67m5uYpEIhbLsBLegQIAAMY9ePBgyfWamhrDJYB9g4ODCgQCtjOwRgxQAAAAgEWTk5NqaWnR0NCQHMdRIBBQdXW1ioqKbKdhCQxQAADAuObm5n+s5efny+/3q6yszEIRYE99fb1OnDih/fv3S5Lev3+v1tZWXb161XIZluKyHQAAAP488/Pz+vTpkzZt2qRNmzZpbGxMX7580du3b/Xw4UPbeYBRmUxGFRUVcrvdcrvdqqio4BKJLMYlEgAAwLixsTE1NjbK5fr5W+7x48d1+fJlNTY26sKFC5brADNmZmYkSaWlpXrx4oXKy8vlOI7a29sVDoct12E5DFAAAMC4mZkZzc7OKj8/X9LPX+BnZmbkcrl+u5UP+H9WW1srx3H0nzdqotHo4neO4+jMmTO20rACBigAAGDcqVOndPHiRe3evVsLCwvq7+/X6dOnNTs7qz179tjOA4y4f/++7QT8D7hEAgAAWPH161cNDw9Lkvx+vzZs2GC5CLBnbGxM8Xj8t3efDh48aLEIy2EHCgAAGDM+Pq4tW7ZoZGREkuT1eiVJiURCiURCPp/PZh5gxfPnz9XX16d4PK5wOKyenh4VFxczQGUpBigAAGDMq1evFIlE9Pjx4yW/v3LliuEiwL6Ojg41NTWptrZWNTU1SiQSunv3ru0sLIMBCgAAGBOJRCQxKAG/8ng8crlccrlcSqVSKigo0PT0tO0sLIMBCgAAGDc3N6fXr19rYGBAkhQMBnXs2DF5PB7LZYB5fr9fyWRSR44cUV1dnXJzcxUIBGxnYRlcIgEAAIy7efOm8vLydODAAUnSu3fvlEqldP78ectlgHl37txRKBRSMBhUTk6O0um0tm/fbjsLy2AHCgAAGBeLxXTr1q3Fv0tKSnTu3Ag79y4AAAP8SURBVDmLRYA9hw8f1sDAgJqbmzU5OakdO3YoFAqpsrLSdhqWwAAFAACM27lzpwYHBxePKQ0NDcnv91uuAuwoKSlRKBTS8PCwent7FY1GFY/HGaCyFEf4AACAMRcuXJDjOPr+/bsmJib0119/SZI+f/6szZs3/7YrBfwpGhoalMlktGvXLgWDQRUXF6ugoMB2FpbBDhQAADCmrq7OdgKQdbZt26bR0VHFYjHl5+dr3bp1ysvL41KVLMUOFAAAsOrNmzc6evSo7QzAunQ6rba2Nr18+VKJRELPnj2znYQlsAMFAACsikajDFD4o7W2tqq/v18jIyMqLCzUoUOHFAwGbWdhGQxQAADAKg7D4E83Nzenqqoq+Xw+ud1u2zlYBUf4AACAcVNTUyosLJQkTU9Py+v1/rYGANnKZTsAAAD8eW7cuLH42ev1/mMNALIVR/gAAIAx4+PjisViSqVS6uzsXFxPp9Oan5+3WAYAa8MABQAAjJmYmFB3d7eSyaS6uroW13NzcxWJRCyWAcDa8A4UAAAwbnBwUIFAwHYGAPzXGKAAAIBxk5OTamlp0dDQkBzHUSAQUHV1tYqKimynAcCKGKAAAIBx9fX1OnHihPbv3y9Jev/+vVpbW3X16lXLZQCwMm7hAwAAxmUyGVVUVMjtdsvtdquiooJLJAD8K3CJBAAAMGZmZkaSVFpaqhcvXqi8vFyO46i9vV3hcNhyHQCsjiN8AADAmLNnz8pxHC31+OE4ju7du2ehCgDWjgEKAAAAANaII3wAAMCKsbExxePx3959OnjwoMUiAFgdAxQAADDu+fPn6uvrUzweVzgcVk9Pj4qLixmgAGQ9buEDAADGdXR06NKlS1q/fr1qamrU1NSkVCplOwsAVsUABQAAjPN4PHK5XHK5XEqlUiooKND09LTtLABYFUf4AACAcX6/X8lkUkeOHFFdXZ1yc3MVCARsZwHAqhigAACAcalUSh8+fNDu3btVWlqqdDqt7du3284CgFVxjTkAADDu48ePGhgYUH9/vyYnJ7Vjxw6FQiFVVlbaTgOAFTFAAQAAK378+KHh4WH19vYqGo3K4/Ho9u3btrMAYEUMUAAAwLiGhgZlMhnt2rVLwWBQxcXFKigosJ0FAKviHSgAAGDctm3bNDo6qlgspvz8fK1bt055eXnyeDy20wBgRexAAQAAa9LptNra2vTy5UslEgk9e/bMdhIArIgdKAAAYFxra6v6+/s1MjKiwsJCHTp0SMFg0HYWAKyKAQoAABg3Nzenqqoq+Xw+ud1u2zkAsGYc4QMAAACANXLZDgAAAACAfwsGKAAAAABYIwYoAAAAAFgjBigAAAAAWCMGKAAAAABYo78BrNIGfUOAOmoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestGrouped(df_scout_rust_vs_websnark,\n", " title=\"websnark vs rust - zkrollup bn128 pairings (websnark/bn128 vs rollup.rs)\",\n", @@ -3748,7 +5953,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ @@ -3773,9 +5978,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 135, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_means_websnark,\n", " suptitle=\"websnark-bn128-pairings - engines compared (v8-liftoff and wabt-with-bignums)\",\n", @@ -3824,7 +6049,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -3851,9 +6076,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_websnark_fasthost,\n", " suptitle=\"websnark-bn128-pairings - engines compared (v8-liftoff and wabt-with-bignums)\",\n", @@ -3888,7 +6133,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 138, "metadata": {}, "outputs": [], "source": [ @@ -3916,9 +6161,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_websnark_fastmont,\n", " suptitle=\"websnark-bn128-pairings - engines compared (v8-liftoff and wabt-with-bignums)\",\n", @@ -3946,9 +6211,31 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 140, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_scout_websnark_fastmont,\n", " suptitle=\"wasm compilers - optimizing (v8-turbofan) and single-pass (v8-liftoff) \\n vs. \\n wasm interpreter (wabt) with bignum host funcs\",\n", @@ -3989,7 +6276,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 141, "metadata": {}, "outputs": [], "source": [ @@ -4017,7 +6304,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 142, "metadata": {}, "outputs": [], "source": [ @@ -4026,9 +6313,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_v8_with_hostfuncs,\n", " suptitle=\"websnark-bn128-pairings - engines compared (v8 without host funcs, v8 with host funcs)\",\n", @@ -4065,7 +6372,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ @@ -4123,16 +6430,913 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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enginetest_nametotal_timegas_used
0enginetest_nametotal_timegas_used
1evmonesha1-10808-bits0.002056286790156
2evmonesha1-21896-bits0.003937361543605
3evmonesha1-42488-bits0.0076562683014404
4evmonesha1-10808-bits-shiftopt0.001038472759785
5evmonesha1-21896-bits-shiftopt0.0020315671484254
6evmonesha1-42488-bits-shiftopt0.0040009712898473
7evmonebn256g2mul-0xAshish0.001509638455757
8evmoneblake2b-8415-bytes-shiftopt0.01841406212043105
9evmoneblake2b-5610-bytes-shiftopt0.012189967434820
10evmoneblake2b-2805-bytes-shiftopt0.0060199183423526
11evmonemul256-gcolvin-drag-race0.0096800825610277
12evmonebn128_mul_weierstrudel-cdetrio20.00039723147165
13evmonebn128_mul_weierstrudel-chfast10.00021012423449
14evmonebn128_mul_weierstrudel-chfast20.00033974139337
15evmonebn128_mul_weierstrudel-chfast30.00039941647291
16evmonebn128_mul_weierstrudel-cdetrio60.0003959547561
17evmonebn128_mul_weierstrudel-cdetrio70.00039845447165
18evmonebn128_mul_weierstrudel-cdetrio110.00040412947561
19evmonebn128_mul_weierstrudel-cdetrio120.00039608947165
20evmoneblake2b-8415-bytes0.02252779912351815
21evmoneblake2b-5610-bytes0.0152754917640669
22evmoneblake2b-2805-bytes0.0074592613526514
23evmoneblake2b_huff-8415-bytes0.001514828879920
24evmoneblake2b_huff-5610-bytes0.001142694586839
25evmoneblake2b_huff-2805-bytes0.000524197293755
26enginetest_nametotal_timegas_used
27parity-evmsha1-10808-bits0.069457059790156
28parity-evmsha1-21896-bits0.1285679391543605
29parity-evmsha1-42488-bits0.2508378963014404
30parity-evmsha1-10808-bits-shiftopt0.026990627759785
31parity-evmsha1-21896-bits-shiftopt0.0474563381484254
32parity-evmsha1-42488-bits-shiftopt0.0929307342898473
33parity-evmbn256g2mul-0xAshish0.024067669455757
34parity-evmblake2b-8415-bytes-shiftopt0.30234563212043105
35parity-evmblake2b-5610-bytes-shiftopt0.2164113677434820
36parity-evmblake2b-2805-bytes-shiftopt0.1163675263423526
37parity-evmmul256-gcolvin-drag-race0.1431343115610277
38parity-evmbn128_mul_weierstrudel-cdetrio20.00468131347165
39parity-evmbn128_mul_weierstrudel-chfast10.00231209423449
40parity-evmbn128_mul_weierstrudel-chfast20.00391048739337
41parity-evmbn128_mul_weierstrudel-chfast30.00472052747291
42parity-evmbn128_mul_weierstrudel-cdetrio60.00486754147561
43parity-evmbn128_mul_weierstrudel-cdetrio70.00467979147165
44parity-evmbn128_mul_weierstrudel-cdetrio110.00464678847561
45parity-evmbn128_mul_weierstrudel-cdetrio120.00463061247165
46parity-evmblake2b-8415-bytes0.34001158612351815
47parity-evmblake2b-5610-bytes0.2057170387640669
48parity-evmblake2b-2805-bytes0.0966359013526514
49parity-evmblake2b_huff-8415-bytes0.026595507879920
50parity-evmblake2b_huff-5610-bytes0.01661306586839
51parity-evmblake2b_huff-2805-bytes0.009291144293755
52enginetest_nametotal_timegas_used
53geth-evmsha1-10808-bits0.015162857790156
54geth-evmsha1-21896-bits0.0290136491543605
55geth-evmsha1-42488-bits0.0564053933014404
56geth-evmsha1-10808-bits-shiftopt0.012383896759785
57geth-evmsha1-21896-bits-shiftopt0.0235120951484254
58geth-evmsha1-42488-bits-shiftopt0.0460084292898473
59geth-evmbn256g2mul-0xAshish0.00882746455757
60geth-evmblake2b-8415-bytes-shiftopt0.14334678912043105
61geth-evmblake2b-5610-bytes-shiftopt0.0974267347434820
62geth-evmblake2b-2805-bytes-shiftopt0.0489991893423526
63geth-evmmul256-gcolvin-drag-race0.144767895610277
64geth-evmbn128_mul_weierstrudel-cdetrio20.00180868147165
65geth-evmbn128_mul_weierstrudel-chfast10.00083814223449
66geth-evmbn128_mul_weierstrudel-chfast20.00149094939337
67geth-evmbn128_mul_weierstrudel-chfast30.00179183947291
68geth-evmbn128_mul_weierstrudel-cdetrio60.00190757847561
69geth-evmbn128_mul_weierstrudel-cdetrio70.00179656447165
70geth-evmbn128_mul_weierstrudel-cdetrio110.00180700747561
71geth-evmbn128_mul_weierstrudel-cdetrio120.00177367847165
72geth-evmblake2b-8415-bytes0.15017067912351815
73geth-evmblake2b-5610-bytes0.1071446987640669
74geth-evmblake2b-2805-bytes0.0517481473526514
75geth-evmblake2b_huff-8415-bytes0.018262182879920
76geth-evmblake2b_huff-5610-bytes0.012279144586839
77geth-evmblake2b_huff-2805-bytes0.00614165293755
78enginetest_nametotal_timegas_used
79cita-evmsha1-10808-bits0.050446102903488
80cita-evmsha1-21896-bits0.0977875821750413
81cita-evmsha1-42488-bits0.1908691163396188
82cita-evmsha1-10808-bits-shiftopt0.011862067873117
83cita-evmsha1-21896-bits-shiftopt0.0223920311691062
84cita-evmsha1-42488-bits-shiftopt0.0457258513280257
85cita-evmbn256g2mul-0xAshish0.041878381486053
86cita-evmblake2b-8415-bytes-shiftopt0.21583364612635513
87cita-evmblake2b-5610-bytes-shiftopt0.1470891377837276
88cita-evmblake2b-2805-bytes-shiftopt0.0705002573635902
89cita-evmmul256-gcolvin-drag-race0.0424552155635901
90cita-evmbn128_mul_weierstrudel-cdetrio20.01659867374437
91cita-evmbn128_mul_weierstrudel-chfast10.00734897849441
92cita-evmbn128_mul_weierstrudel-chfast20.01385402466865
93cita-evmbn128_mul_weierstrudel-chfast30.0171168874819
94cita-evmbn128_mul_weierstrudel-cdetrio60.01769248775089
95cita-evmbn128_mul_weierstrudel-cdetrio70.01704706374501
96cita-evmbn128_mul_weierstrudel-cdetrio110.02204500275089
97cita-evmbn128_mul_weierstrudel-cdetrio120.01659780474501
98cita-evmblake2b-8415-bytes0.27161244212944223
99cita-evmblake2b-5610-bytes0.1787629178043125
100cita-evmblake2b-2805-bytes0.091121523738890
101cita-evmblake2b_huff-8415-bytes0.014335031471220
102cita-evmblake2b_huff-5610-bytes0.009230364988103
103cita-evmblake2b_huff-2805-bytes0.004808496504983
104enginetest_nametotal_timegas_used
105evmone384evm384-synth-loop-v10.02353437512569235
106evmone384evm384-synth-loop-v20.0153394575851179
\n", + "
" + ], + "text/plain": [ + " engine test_name total_time gas_used\n", + "0 engine test_name total_time gas_used\n", + "1 evmone sha1-10808-bits 0.002056286 790156\n", + "2 evmone sha1-21896-bits 0.00393736 1543605\n", + "3 evmone sha1-42488-bits 0.007656268 3014404\n", + "4 evmone sha1-10808-bits-shiftopt 0.001038472 759785\n", + "5 evmone sha1-21896-bits-shiftopt 0.002031567 1484254\n", + "6 evmone sha1-42488-bits-shiftopt 0.004000971 2898473\n", + "7 evmone bn256g2mul-0xAshish 0.001509638 455757\n", + "8 evmone blake2b-8415-bytes-shiftopt 0.018414062 12043105\n", + "9 evmone blake2b-5610-bytes-shiftopt 0.01218996 7434820\n", + "10 evmone blake2b-2805-bytes-shiftopt 0.006019918 3423526\n", + "11 evmone mul256-gcolvin-drag-race 0.009680082 5610277\n", + "12 evmone bn128_mul_weierstrudel-cdetrio2 0.000397231 47165\n", + "13 evmone bn128_mul_weierstrudel-chfast1 0.000210124 23449\n", + "14 evmone bn128_mul_weierstrudel-chfast2 0.000339741 39337\n", + "15 evmone bn128_mul_weierstrudel-chfast3 0.000399416 47291\n", + "16 evmone bn128_mul_weierstrudel-cdetrio6 0.00039595 47561\n", + "17 evmone bn128_mul_weierstrudel-cdetrio7 0.000398454 47165\n", + "18 evmone bn128_mul_weierstrudel-cdetrio11 0.000404129 47561\n", + "19 evmone bn128_mul_weierstrudel-cdetrio12 0.000396089 47165\n", + "20 evmone blake2b-8415-bytes 0.022527799 12351815\n", + "21 evmone blake2b-5610-bytes 0.015275491 7640669\n", + "22 evmone blake2b-2805-bytes 0.007459261 3526514\n", + "23 evmone blake2b_huff-8415-bytes 0.001514828 879920\n", + "24 evmone blake2b_huff-5610-bytes 0.001142694 586839\n", + "25 evmone blake2b_huff-2805-bytes 0.000524197 293755\n", + "26 engine test_name total_time gas_used\n", + "27 parity-evm sha1-10808-bits 0.069457059 790156\n", + "28 parity-evm sha1-21896-bits 0.128567939 1543605\n", + "29 parity-evm sha1-42488-bits 0.250837896 3014404\n", + "30 parity-evm sha1-10808-bits-shiftopt 0.026990627 759785\n", + "31 parity-evm sha1-21896-bits-shiftopt 0.047456338 1484254\n", + "32 parity-evm sha1-42488-bits-shiftopt 0.092930734 2898473\n", + "33 parity-evm bn256g2mul-0xAshish 0.024067669 455757\n", + "34 parity-evm blake2b-8415-bytes-shiftopt 0.302345632 12043105\n", + "35 parity-evm blake2b-5610-bytes-shiftopt 0.216411367 7434820\n", + "36 parity-evm blake2b-2805-bytes-shiftopt 0.116367526 3423526\n", + "37 parity-evm mul256-gcolvin-drag-race 0.143134311 5610277\n", + "38 parity-evm bn128_mul_weierstrudel-cdetrio2 0.004681313 47165\n", + "39 parity-evm bn128_mul_weierstrudel-chfast1 0.002312094 23449\n", + "40 parity-evm bn128_mul_weierstrudel-chfast2 0.003910487 39337\n", + "41 parity-evm bn128_mul_weierstrudel-chfast3 0.004720527 47291\n", + "42 parity-evm bn128_mul_weierstrudel-cdetrio6 0.004867541 47561\n", + "43 parity-evm bn128_mul_weierstrudel-cdetrio7 0.004679791 47165\n", + "44 parity-evm bn128_mul_weierstrudel-cdetrio11 0.004646788 47561\n", + "45 parity-evm bn128_mul_weierstrudel-cdetrio12 0.004630612 47165\n", + "46 parity-evm blake2b-8415-bytes 0.340011586 12351815\n", + "47 parity-evm blake2b-5610-bytes 0.205717038 7640669\n", + "48 parity-evm blake2b-2805-bytes 0.096635901 3526514\n", + "49 parity-evm blake2b_huff-8415-bytes 0.026595507 879920\n", + "50 parity-evm blake2b_huff-5610-bytes 0.01661306 586839\n", + "51 parity-evm blake2b_huff-2805-bytes 0.009291144 293755\n", + "52 engine test_name total_time gas_used\n", + "53 geth-evm sha1-10808-bits 0.015162857 790156\n", + "54 geth-evm sha1-21896-bits 0.029013649 1543605\n", + "55 geth-evm sha1-42488-bits 0.056405393 3014404\n", + "56 geth-evm sha1-10808-bits-shiftopt 0.012383896 759785\n", + "57 geth-evm sha1-21896-bits-shiftopt 0.023512095 1484254\n", + "58 geth-evm sha1-42488-bits-shiftopt 0.046008429 2898473\n", + "59 geth-evm bn256g2mul-0xAshish 0.00882746 455757\n", + "60 geth-evm blake2b-8415-bytes-shiftopt 0.143346789 12043105\n", + "61 geth-evm blake2b-5610-bytes-shiftopt 0.097426734 7434820\n", + "62 geth-evm blake2b-2805-bytes-shiftopt 0.048999189 3423526\n", + "63 geth-evm mul256-gcolvin-drag-race 0.14476789 5610277\n", + "64 geth-evm bn128_mul_weierstrudel-cdetrio2 0.001808681 47165\n", + "65 geth-evm bn128_mul_weierstrudel-chfast1 0.000838142 23449\n", + "66 geth-evm bn128_mul_weierstrudel-chfast2 0.001490949 39337\n", + "67 geth-evm bn128_mul_weierstrudel-chfast3 0.001791839 47291\n", + "68 geth-evm bn128_mul_weierstrudel-cdetrio6 0.001907578 47561\n", + "69 geth-evm bn128_mul_weierstrudel-cdetrio7 0.001796564 47165\n", + "70 geth-evm bn128_mul_weierstrudel-cdetrio11 0.001807007 47561\n", + "71 geth-evm bn128_mul_weierstrudel-cdetrio12 0.001773678 47165\n", + "72 geth-evm blake2b-8415-bytes 0.150170679 12351815\n", + "73 geth-evm blake2b-5610-bytes 0.107144698 7640669\n", + "74 geth-evm blake2b-2805-bytes 0.051748147 3526514\n", + "75 geth-evm blake2b_huff-8415-bytes 0.018262182 879920\n", + "76 geth-evm blake2b_huff-5610-bytes 0.012279144 586839\n", + "77 geth-evm blake2b_huff-2805-bytes 0.00614165 293755\n", + "78 engine test_name total_time gas_used\n", + "79 cita-evm sha1-10808-bits 0.050446102 903488\n", + "80 cita-evm sha1-21896-bits 0.097787582 1750413\n", + "81 cita-evm sha1-42488-bits 0.190869116 3396188\n", + "82 cita-evm sha1-10808-bits-shiftopt 0.011862067 873117\n", + "83 cita-evm sha1-21896-bits-shiftopt 0.022392031 1691062\n", + "84 cita-evm sha1-42488-bits-shiftopt 0.045725851 3280257\n", + "85 cita-evm bn256g2mul-0xAshish 0.041878381 486053\n", + "86 cita-evm blake2b-8415-bytes-shiftopt 0.215833646 12635513\n", + "87 cita-evm blake2b-5610-bytes-shiftopt 0.147089137 7837276\n", + "88 cita-evm blake2b-2805-bytes-shiftopt 0.070500257 3635902\n", + "89 cita-evm mul256-gcolvin-drag-race 0.042455215 5635901\n", + "90 cita-evm bn128_mul_weierstrudel-cdetrio2 0.016598673 74437\n", + "91 cita-evm bn128_mul_weierstrudel-chfast1 0.007348978 49441\n", + "92 cita-evm bn128_mul_weierstrudel-chfast2 0.013854024 66865\n", + "93 cita-evm bn128_mul_weierstrudel-chfast3 0.01711688 74819\n", + "94 cita-evm bn128_mul_weierstrudel-cdetrio6 0.017692487 75089\n", + "95 cita-evm bn128_mul_weierstrudel-cdetrio7 0.017047063 74501\n", + "96 cita-evm bn128_mul_weierstrudel-cdetrio11 0.022045002 75089\n", + "97 cita-evm bn128_mul_weierstrudel-cdetrio12 0.016597804 74501\n", + "98 cita-evm blake2b-8415-bytes 0.271612442 12944223\n", + "99 cita-evm blake2b-5610-bytes 0.178762917 8043125\n", + "100 cita-evm blake2b-2805-bytes 0.09112152 3738890\n", + "101 cita-evm blake2b_huff-8415-bytes 0.01433503 1471220\n", + "102 cita-evm blake2b_huff-5610-bytes 0.009230364 988103\n", + "103 cita-evm blake2b_huff-2805-bytes 0.004808496 504983\n", + "104 engine test_name total_time gas_used\n", + "105 evmone384 evm384-synth-loop-v1 0.023534375 12569235\n", + "106 evmone384 evm384-synth-loop-v2 0.015339457 5851179" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_evm_raw" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 146, "metadata": {}, "outputs": [], "source": [ @@ -4141,18 +7345,102 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 147, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['engine', 'test_name', 'total_time', 'gas_used'], dtype='object')" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_evm_raw.keys()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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enginetest_nametotal_timegas_used
14evmonebn128_mul_weierstrudel-chfast20.00033974139337
40parity-evmbn128_mul_weierstrudel-chfast20.00391048739337
66geth-evmbn128_mul_weierstrudel-chfast20.00149094939337
92cita-evmbn128_mul_weierstrudel-chfast20.01385402466865
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" + ], + "text/plain": [ + " engine test_name total_time gas_used\n", + "14 evmone bn128_mul_weierstrudel-chfast2 0.000339741 39337\n", + "40 parity-evm bn128_mul_weierstrudel-chfast2 0.003910487 39337\n", + "66 geth-evm bn128_mul_weierstrudel-chfast2 0.001490949 39337\n", + "92 cita-evm bn128_mul_weierstrudel-chfast2 0.013854024 66865" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_evm_raw[df_evm_raw['test_name'] == \"bn128_mul_weierstrudel-chfast2\"]" ] @@ -4166,7 +7454,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 149, "metadata": {}, "outputs": [], "source": [ @@ -4182,7 +7470,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 150, "metadata": {}, "outputs": [], "source": [ @@ -4198,7 +7486,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 151, "metadata": {}, "outputs": [], "source": [ @@ -4209,7 +7497,7 @@ "\n", "df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul[df_evm_vs_wasm_bn128mul['engine'].isin(\n", " ['parity-evm', 'geth-evm', 'evmone', 'cita-evm',\n", - " 'ssvm', 'wasmi', 'wabt', 'fizzy', 'wasm3']\n", + " 'ssvm', 'wasmi', 'wabt', 'fizzy', 'eos-vm', 'wasm3']\n", ")].copy()\n", "\n", "df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul.sort_values('time')" @@ -4217,7 +7505,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 152, "metadata": {}, "outputs": [], "source": [ @@ -4235,9 +7523,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 153, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f = plotEVMvsWasm(df_evm_vs_wasm_bn128mul)\n", "\n", @@ -4283,7 +7582,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 154, "metadata": {}, "outputs": [], "source": [ @@ -4302,7 +7601,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 155, "metadata": {}, "outputs": [], "source": [ @@ -4318,7 +7617,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 156, "metadata": {}, "outputs": [], "source": [ @@ -4335,7 +7634,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 157, "metadata": {}, "outputs": [], "source": [ @@ -4345,9 +7644,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 158, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f = plotEVMvsWasm(df_evm_vs_wasm_mul256)\n", "\n", @@ -4378,7 +7688,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 159, "metadata": {}, "outputs": [], "source": [ @@ -4395,7 +7705,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 160, "metadata": {}, "outputs": [], "source": [ @@ -4411,7 +7721,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 161, "metadata": {}, "outputs": [], "source": [ @@ -4427,7 +7737,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 162, "metadata": {}, "outputs": [], "source": [ @@ -4443,7 +7753,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 163, "metadata": {}, "outputs": [], "source": [ @@ -4454,7 +7764,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 164, "metadata": {}, "outputs": [], "source": [ @@ -4463,7 +7773,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ @@ -4473,9 +7783,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 166, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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enginebench_nameparse_timeexec_timetime
23evmoneblake2b-8kb.huff.evm0.00.0015148280.001515
101cita-evmblake2b-8kb.huff.evm0.00.014335030.014335
75geth-evmblake2b-8kb.huff.evm0.00.0182621820.018262
20evmoneblake2b-8kb.sol.evm0.00.0225277990.022528
49parity-evmblake2b-8kb.huff.evm0.00.0265955070.026596
72geth-evmblake2b-8kb.sol.evm0.00.1501706790.150171
98cita-evmblake2b-8kb.sol.evm0.00.2716124420.271612
46parity-evmblake2b-8kb.sol.evm0.00.3400115860.340012
\n", + "
" + ], + "text/plain": [ + " engine bench_name parse_time exec_time time\n", + "23 evmone blake2b-8kb.huff.evm 0.0 0.001514828 0.001515\n", + "101 cita-evm blake2b-8kb.huff.evm 0.0 0.01433503 0.014335\n", + "75 geth-evm blake2b-8kb.huff.evm 0.0 0.018262182 0.018262\n", + "20 evmone blake2b-8kb.sol.evm 0.0 0.022527799 0.022528\n", + "49 parity-evm blake2b-8kb.huff.evm 0.0 0.026595507 0.026596\n", + "72 geth-evm blake2b-8kb.sol.evm 0.0 0.150170679 0.150171\n", + "98 cita-evm blake2b-8kb.sol.evm 0.0 0.271612442 0.271612\n", + "46 parity-evm blake2b-8kb.sol.evm 0.0 0.340011586 0.340012" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_blake2b_sol_vs_huff" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ @@ -4531,9 +7966,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 170, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f = plotEVMvsWasm(df_blake2b_sol_vs_huff, colors=['tab:blue', 'tab:olive'], dodge=True)\n", "\n", @@ -4571,7 +8017,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 171, "metadata": {}, "outputs": [], "source": [ @@ -4591,7 +8037,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 172, "metadata": {}, "outputs": [], "source": [ @@ -4601,9 +8047,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 173, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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0bJS1atUqfrz9/PPPzNramq+XVCrl0zVp0oTl5eXx6dLT05mXlxdfB2tra+bl5SX6xcfHi5b1008/ibaVra2taP0cHR3Znj17jOYxLi6O7ytnZ2dmbW3NIiIieFphXitXrmTe3t4MALO3t2cKhUK0z3fv3q2znNTUVJ7m559/5tM4ODgwuVzO/Pz8eNr79++zzp076xwL2n/37duXFRcX82m+/PJL5uXlxberk5OTzjbT9vjxYzZo0CDRPJ2cnETHavv27dmDBw901kU45qZNm8Y6duzIADArKyvm6urKJBIJS0pKYoxZfv5GRERUqKwUptfepmUdOXKEL+PXX3/VGS8cF+aWedqOHz/Ot6tQRqxcuZIBYM2aNTNrHe7fv8/atm3Lz+8tW7YYnV77eFu1apVF+S+Pm5sbA8DGjx+vM0641gQHB7OpU6fy8t3V1VV07vfs2ZMVFRVZtPzY2Nhy99Ebb7zBALCQkBCj85o9ezYDwCIjIxlj4nJNOJ5NIey34ODgctMaKzsri3Cuzpgxg3Xq1Imfq6ach8K0b731lsH5P3jwgNnZ2fFyjTHG+vfvzzw8PPi8PTw8ROVQ//79RfO4efMma9KkCU8vkUh0yrt3331XZ9m5ubmsRYsWoulcXFyYlZUVH2asDDDkt99+YwCYXC5nJSUletP07t2bAWA+Pj5Mo9GYvQzGGPvrr7+Yj4+P6Nrh6OgouoYZOs+Feoa+c9vYuPv37/M6QNljQSKRsCVLlhidXt85Yer+Fo53qVRqtK4xbdo0BoA1bNjQ6PbTR61Ws4kTJ4qOHYVCweuhAFijRo3YzZs3RdONHz+eAWBt2rQxOv+QkBAGgI0aNUo0XNhmcXFxrFmzZnrrWDVr1mSpqansxo0bLCAggF//bWxseJoGDRqwnJwcs9b5yy+/ZACYt7e3weOVMcZGjRqltyyMjIzU2V4ODg6iYeZeA025fm7cuJGn2bx5s2ic9vXDEGPl5+rVq0V1GVtbW+bk5CRaJ+3j28vLi4+XSqU6dacvv/zS5HXfunUrA8Dc3d11ygbtegcA9ueff4rGK5VKvu0PHDggGieUx0IdwN3dXXQtdXZ2ZocPH9abJ0v2sXAti4iI4P+3srISlVFWVlbs999/Z0VFRaxHjx48b9r3Hw4ODuzMmTNGt5lwL7pkyRITtzIxBwWNnkEVDRotWbKEX9jLXvAE2gGRxMREg3kQKlIxMTG8UNCWn5/PFAoFk0qlLD093eKgEWOMhYaGMgAsPDzcYJq33nqLAWCdO3cWDRcKkh49erCLFy/y4YWFheyvv/5is2fPNvuGKD8/nwcvYmNjReMuX74sqqzcunWLAWB16tTRmU+3bt30XtRGjhzJVq9eLaoUFRcXs/379/ObvhdffFFnfuvWreMVjRUrVvAgikajYZmZmeyXX35hgwYN0plOuJC4uLgwd3d3tnnzZqZUKplGo2GnTp1idevWZQBYx44dWf/+/Zm/vz/bs2cPU6vVTK1Ws/3797MaNWowAGz48OFmbUvGTAsaOTg4MFtbWzZ69GiWnp7OGGOsoKCAfffdd3xffPrppzrTm1JxYKw0OCGVSpmVlRWbOnUqS01NZRqNhmk0Gnb16lU2ePBgBpTevJetrAp5tLOzYzKZjI0aNYrnsaSkhKWkpPC02hfnOnXqsL179/JKwcmTJ3ll0cnJid26dUu0HO2beIVCwdq1a8dOnz7Nx1+7do0vU9inLVu2ZL///jsrKChgjJUeu2vWrGGenp4MAJs8ebLOtjBW4dcm3EzXrVuX/fzzz7yiWlhYyH799Vd+3ISFhelMK+RPoVAwhULBVq1axR4/fswYYyw7O5vdv3+fMWb5+VuVQSOlUsn27NnD6tevzwCwxo0bM5VKpZOuMoJGo0ePZoD4pjs3N5dX1vQFrfWtw507d/hNtVwuZ/v27St32VUdNLpw4QKf/7Jly3TGC+eucPM/YcIEdu/ePcYYYzk5OSwmJoZX6qdMmWJRHu7evcsrp82bN2eHDx/mN01ZWVnsk08+4eWPsW39119/MRsbG+bp6cmP3ScdNOrQoQNzcnJitra2zMfHhw0YMIBt377d4oCEQDhXhQcQy5Yt4wHM9PR0UeC4bPA0Pj6eH3O5ubl6579o0SJ+g6Qd/NM+/oydP/n5+SwwMJDfzCYnJ/P5PHr0iC1cuJAH2OPi4kTTCvUXNzc3tnXrVj6dWq1md+7cYWvXrmVvv/222dvsgw8+YABYp06dDKaJjo7m6xcVFcXy8/PNWkZubi4PHNSuXZvt3LmTqdVqxhhj58+fZ+3bt+c3u+fPn9eZ3tKgUf/+/fl8tY+Fmzdvsv79+zNra2tePpkaNGLM9P39wgsvMABs5syZescrlUr+4O6rr74yOB9DhHPe09OTLV68mJ/PSqWSJSUl8YDZiy++yLc3Y6XXbyH/V65c0TvvtLQ0XmaVvaEXtrmLiwvz9/dne/fuZWq1mpWUlLC9e/fyOtaQIUNY27ZtWcuWLdnx48d53jZu3Mi3+8cff2zWOt+9e5cHxfQ9sGKs9CGRcLO/cuVKPvzw4cM8UBIbG8u3F2Ol1/I9e/awiIgIdufOHbPyZMr1UzuQcfbsWdG4igSNCgoK+Lq+8cYbojpcfn4+O3PmDPvwww/Zzp079ebZkkCztvv37/Pj5Ny5c6JxQpklBKi+/vpr0Xhhf5R9GM0YY5MmTWKLFy9mf//9Nz92VSoVO3nyJOvVqxcDwGrVqsXrYmXnae4+Fq5lLi4uzN7eni1fvpzP++rVq7whg7+/P5swYQJzc3NjmzZt4vcfZ86c4XXAl19+2eg2GzZsWLn3icRyFDR6BmkHjcpGscv+Jk6cqDP9o0eP+FMLQ61rhgwZwgCwgIAAvZXNskGj9PR0JpVKmVwuF7X0EJ6Gd+/enTHGKhQ02rBhA78p1/cEpbCwkN9YrFixgg/PzMzky7x7965ZyyyP0DoiNDRUNFwIzGlXNIWb5xs3bvBhxcXF/AIfHR1t8nLz8vJ4hajsE4GxY8cyAOydd94xa120nz7oe8qQmJjIx9vb27Pr16/rpPnxxx/5eKVSadbyTQkaAbqBSUFUVBQDwOrXr68zzpSKg1qtZg0aNGAA2PLlyw2m69u3LwPAJk2aZDCPAwYMMDg9Y/+vMNvY2LDLly/rjM/MzOStL8aNGycap12p9vPzE51v2tauXcsAsMDAQPbo0SO9ac6cOcMkEgmzsbFhmZmZonGmBI0OHTrEK9ZCgKysW7du8RvyshUf7WPut99+0zt9Rc7fygoalX1i6OHhwStzNWrUYGPGjBFVoLRVNGiUn5/PK66HDh0SjRs+fDgD9LeeKLsOrq6u/ObSzc2NnThxwqTlax9v+lqdGWuFZgrhYYCLi4vebah9vRsxYoTeeQg3eFZWVmbflAiSkpJ4EFWYl1Aht7a2ZmFhYezChQsGpy8pKeHB/PXr14vm+ySDRsK2FFrtCL/Q0FCDZYUptM/VH3/8UWe8Wq3mrRqbNGkiGqdUKvm21RcYZIzxQHlUVJRouKlBhDlz5vDtZeja88svvzCgtAWLdoBXOAbnzZtncP6WEFpkTZgwwWCarKwsVqtWLb6Ocrmc9erVi3366ads+/btOuVyWZ9//jk/RrUD6oLc3Fzm7+/PALBXX31VZ7wlQSPtwIi+Y6GkpIQFBQXxNFURNIqLi2NAaQstfa1itmzZwm+as7KyDM5Hn9TUVCaTyZi9vb3eQBtjpdtVaN21bds20bhGjRoxoLRVnj7z5s1jQOlDxLL1a2Gbl1fHEur/2dnZOmk+/fRTBoDVq1fP1FXmevbsyQCwoUOH6h2/fv16nj/tALDQWrNHjx5mL9MYY9fPe/fu8bIfAGvRooXO9BUJGgnHuVwu1/tAqLw8VzRoxBhjLVu2ZADYggULRMO7dOnCgNKgKQDWp08f0XihxWt5LWPLKikpYc2bN2cA2Lp160TjLN3H2vWwn376SWd8SkqK6FpV3v1H2Qep2oTWcvoe0JOKoz6NnnGZmZlGfzk5OTrTODs7Y+DAgQCANWvW6LwL+/DhQ/z6668A/t+fSXl8fX3RrVs3FBQUiDoKFTrAFjqqq4h+/frByckJRUVF2Lx5s8743377DTk5ObCzsxO9A+zo6Mg7XxX6rqgs2v0aafe1JHSOrf0etdCvkXbH2adOneLvs5vTCbZCoeDzO3LkiGic0Imm9pfzzBEUFISgoCCd4cHBwbC1tQUADBo0SO/nsYUv/hQWFuL69esWLb88hr5e1K9fPwCl/Rho9xFgqkOHDuH69evw8PDA6NGjDaYbOXIkAGDPnj0G08yYMcOkZQ4ePBgvvPCCznBPT0+8++67AErfHzdkwoQJUCgUescJfeCMHTvW4CeTW7dujSZNmkCpVBrs0N0YYRnDhw+Hr6+v3jQ+Pj782Da0zZo0aYI+ffroHVeR83f16tVgpQ9HzJquLI1GIypXs7Oz+Tzz8vKQk5ODrKysCi3DkE2bNiEvLw8BAQE652VERAQAYMOGDSgsLDQ6n4cPH/K+MGbMmIF27dqZnRfhizXGfub44osveD8zsbGx/OuehsycOVPv8A8//BD29vYoKSmxqO8ZoLSsPnjwIP/AQUlJCXJzcwGUfmUuPz/faD9yCxcuxKlTpxAaGoqhQ4dalAdLubi44IMPPsDJkydRUFCAhw8f4vHjxzh//jz/mt3u3bsrJV++vr68zw5tUqmUl82XLl3CxYsX+Thra2ven+L333+vM+2JEyd4+nfeeceifAllUVRUFKytrfWmCQsLg5OTE7Kzs3H27Fk+XLhmVnb94O7duwCAGjVqGEzj4eGBI0eOoHv37gCAgoICJCQkICYmBmFhYfDy8kKbNm2wevVqaDQanemF68OgQYPQtGlTnfGOjo68v7Ldu3frrROaKz4+HoDhY0Emk5ncAbylIiIi4ODggNu3b2PXrl0643/44QcAwIABA+Dh4WHWvFevXg21Wo1evXrp/WowULpdw8LCAOhe10aMGAEA+Pnnn/Vee9atWweg9LppqH49cOBAo3UsoPRccXd3N5jmxo0bvL9MUwl53759O/Ly8gzmPSwsjPdFB/z/HMrKyqpQ/3LGvPTSS/D29oa3tzecnJx4R9gA4O3tjZ9//rlSlyesk1KptPiDExUl1J0OHDjAhxUXF+P48eOQy+WIioqCjY0NDh06JNruQn3O3I/ryGQy3keUoXsLS/dxnTp19PbtVq9ePX6sd+rUqdz7jwsXLhhchnCuV3ZZTkpR0OgZJ9wQGfoZ6sBQCOLcvHlTVBgBpRe64uJiSKVSs752JlQeVq5cCaD05v3w4cNwdXXlF9eKsLe358Eg4cKlTRjWr18/0U2yvb09unbtCqC0w7yZM2fi5MmTBjvnNYcQFMrLyxNVQg8ePAjg/4Ei7f9rd8go/N/e3h7t27fXmf+OHTsQHh6OunXrQi6XizrUE4Jz2p3wAUDv3r0hkUjw22+/ITQ0FBs2bOCVV1MY+gSuTCbjBfJLL72kN42Xlxf/f9lOqSuDm5ub3ooUANSqVatCyxa+YJeTk4NatWrxyknZ39tvvw0AvKPosuzt7fHiiy+atMxXXnml3HH379/X+9U9AHj55Zf1Dler1Thx4gSA0o4gDa2Lt7c3rl27ZnR9jBG22Y8//mh0Gfv37ze6DEPrAVTt+WsqPz8/nbI1Pz8fx44dQ8+ePREfH4/27dvj+PHjlb5soTwVOgnW1rVrV9SuXRs5OTnlfnnM3d0dDRs2BAB89NFH+OWXX8zOi/BxBGM/U23atIkHV0eOHFlusMDX19fgua/9NcszZ86YnAdtX3zxBZo0aYK7d+9i9erVSE9PR15eHs6cOYMhQ4Zg//796N69u95rz/Xr1zFr1izI5XIsXbrUouVXRMuWLfHll1+ibdu2cHBwAFDaIWuLFi0QHx+P9957D0Dp9aTs9d5cQuf1+nTq1Il3el52P7zzzjuQSqX4448/dDo0FW7wg4OD0ahRI7PzdOfOHV62vPXWWwbLoZo1a/LOi7XLotdeew0A8N1332Ho0KHYvn270QChqYRAcnnB0ICAAOzduxeXL1/G559/jn79+ok6xT579iwiIyMRGhoq6mRWqVTyGxwfNUsAACAASURBVKhu3boZnL8QkNJoNOV2JmsKYd8aOxY6d+5stAP8inJxceEBUeH4EaSlpWHfvn0ALAtCCte1vXv3Gr2uCQ9Fy17XhLI6PT2d1wUFZ8+exZUrVwD8/wGUPobqYdp1LFPqYY8ePTK4DH369+8PR0dHFBYW6gTgMzMzsXfvXgC6ee/atSvs7Oxw7tw5dOrUCT/++KPBeoulsrOz+cMJ7YBW9+7dce3aNTRp0qRSl1evXj0EBgZCpVKhXbt2iI2Nxfnz56ssKKaPUA88fPgwX+6xY8dQVFSEoKAgODs7o127dsjJyeH3IEVFRbwuYihodPjwYYwaNQqBgYFQKBSie4svvvgCgO69RUX3cZs2bQyWF8Ixa+iY1r7/MFa/F8palUpl9rFPykdBo/+okJAQ1K1bF8D/b0oEwt89evQw2HpAn/79+8PV1RVHjx7F9evX+QV16NChJn9BpjzCherQoUOiC3VWVhYSEhJEabStWLECLVq0QFZWFmJiYtC+fXs4OjoiKCgIX375JR48eGBRfl5++WXY2NgA+H8A6PLly7h37x7q16+P2rVr87TGgkba8wFKK3fDhg1Dnz59sGnTJqSmpkKpVMLV1RVeXl7w8vLi27Tsk6SgoCDExsbCxsYGCQkJGDZsGGrXrs2fCpbXokT76VFZQiXQUBrtSqLwCevKZEreLF22EFhTqVRGW1IIFyxDLTvc3d15y5jyaB8fxsbdu3dPbxpPT0+9wx88eIDi4mIApRdYY+sjbCtLWmcJ26y8FijCjY6hZRhaD0FVnb8VIZfL0aFDB2zduhUvvfQSHj16hJEjR+ptDWCpa9eu8ad9+so1qVTKnwyXLcfLUigUSE5ORqNGjaBSqRAeHl5tn7jftm0bhg8fDo1Gg4EDB+r9mmNZxs4V7fHa58qkSZMM3vBp27x5M6ZNmwZra2skJiYiIiICvr6+UCgUaN26NTZs2IARI0ZArVZj4sSJoqfOjDG89dZb/EtSfn5+5myKJ2LevHn8erF9+3bROO2n99q/AQMG6J2Xsf1gZ2fHWz6ULbP8/f15Cwjt1ka5ubm8tcyYMWPMXLNS2g9FtG8s9f2E81O7LBo2bBgmTZoEiUSC+Ph49O/fHzVq1ECDBg0wfvx40QMhcwjlnvCEvDwvvPACpk2bhu3btyMtLQ3//vsvli1bxo+pvXv3ilraPnjwgN9IGtsvPj4+/P+GriXmEOZh6rFQVYTWuLt27cKdO3f48BUrVkCj0aBRo0ai1t63bt0yWB589dVXPJ1wPBUUFBg9loS6V9nrWp06dXh9r2yQWfj7pZdeQmBgoMF1M6WOVRX1MAcHB/4mQtm8b9iwAWq1Gt7e3jwQKahXrx5WrFgBhUKB48ePY/To0ahbty48PT0RHh6OX3/9tcItflNTU/nDiczMTKxfvx4+Pj7Yt28fPvroowrNWx+ZTIb4+HgEBAQgLS0N06dPR6tWreDk5ITu3btj6dKlFtWbANOvTZ07d4ZMJkNubi7/uqhQhxcCSsK/wgOBY8eOobi4GPb29npbFE+bNg2dO3fGmjVrcO3aNRQVFYnuLeRyOQDde4uK7uOK3FtopzF2TGt/YbIqvtT3X0dBo/8oiUTCWxtt27aNN1n+888/ce7cOQDmv1Jma2vLm7+vWLECa9euBQC9zZct1blzZ/7UX/tT0/Hx8SgpKYGXlxd69OihM12dOnXwxx9/ICEhARMnTkTr1q2h0Whw9OhRTJ06FfXr17foCax2oSwU5EIgSLuVEVBaaa5Tpw5u376NlJQUKJVKHDt2DIDu04Aff/wRGzZsgEwmw8yZM3H9+nUUFxfjwYMHyMjIQEZGBm91pa+Q/vDDD5Gamoqvv/4aYWFh8PT0xO3bt7F69Wq88sorGDx4cJUEdZ5lQuW7Xbt25bamMNaq4kl+OtvQsrSfhO3evdukdTHnU7Bll7N06VKTlmGo5WN526yqzt/KIJPJeBmXkpJS7mfFzaEdCKpfv77O53slEgk+//xzAKWtG2/cuGF0fjVr1kRycjJeeOEFlJSUYOjQoaLXiZ+E7du3Izw8HCUlJejfvz/i4+OrrEVCTk6OSa/RCTeMr776qt7XRYHSMhUofXKv/UnxtWvX4vDhw2jRogXefPNN5Ofni37aweXCwkKdYU+CQqHgry6V/RRxVlaW3u1TFYHYsWPHAgDWr1/Pb0iE/7u7uxsMVJVHu7y7cuWKSWVR2VbUcXFxuHbtGubNm4fQ0FC4uLggJSUFS5YsQZs2bTB58mSz8yUETSxtdevt7Y0xY8bg5MmTPLC+cuXKSg1MP8vatm2LF198EWq1mgee1Wo1f2AptAoWqNVqg+WB0AJNSAeU3lybcixpPwgUCEH+LVu28PO9pKQEGzZsAPD/18CeRkLek5OTcevWLT5cCCINGzZM7zV7+PDhSEtLw7JlyxAeHg5fX19kZWVh06ZNCAsLQ3BwMH/lt6I8PT0xdOhQ7Nu3D/b29li8eLHB+kVFtGjRAlevXsXWrVvxzjvvoGnTpigsLMT+/fsxbtw4BAYGil7FNZWp1ybtVrRCHUf411DQSPi37MNoANi3bx9vSTRu3DhcvHhR595iypQpAPTfWzzJfWwJ7etWVQet/4soaPQfNmrUKMhkMhQWFvILmXCT4u7uzvuIMYdw8xQXF4fbt2+jadOmaNOmTaXlWSKR4I033gAgfgoi/H/o0KEGb0CkUil69uyJb775BmfOnMGDBw/w888/o06dOnj48CGGDRtm0SsvQsDn6NGjKCkp4RUI7SdcAu3WRidPnuSVibJBI6HPgNGjR2P27NmoX7++TuuV8vosqlWrFiZPnoxt27YhMzMTFy5c4H31bNmypVpeo3iaCU94LHlNy1LaT0eNjSuvJU5Z7u7u/DyoyvV5ktusqs7fyqDduqSymuSXlJTwwLspGGPltjYCSvdZUlISGjdujJKSEgwbNsxov1mVadu2bRgyZAhUKhXCwsKwceNGkwNGxs4V7fHa54p2n1bGAr6XL18GUPok1ZAGDRrw/2vvY+H/f/75J5ydneHo6Cj69e7dm6ft3bs3HB0d0aFDh/JW94m5efOmyTfCgPH9UFxczFth6SuzevfuDV9fX+Tl5fFrnPBq0ahRo0xukVOW9tP5ipRF9evXx4wZM7Br1y7cv38fx48f56/Wf/PNN/jtt9/Mmp/Ql1FFA3BeXl68Pvbw4UPRa2/CzXvZV0m0aY8z91qijzAPU4+FqiS0NhKCaUKrI1tbW97nm8Df39+khyaVcV0bNGgQ7O3tkZuby/sI3bt3L+7duwdra+sn3u+ZOUJCQuDr6wuNRsP7Cbp8+TJ/tdHYa3Vubm4YM2YM4uPjkZ6ejpSUFEyfPh0SiQSHDx+26OGUMYGBgTygP3XqVJ2AhXB9MdbqpLx+vmxsbDBgwAAsX74cFy9eRFZWFpYtWwY3NzfcunVL5zgzhanXJkDcr1FBQQFOnToFFxcX3g1C+/btYW9vj6NHj0KpVOoElbQJ5W7Pnj2xePFiNG3aVCcAWN69xZPex+YQylpnZ2eDfdsRy1HQ6D+sdu3avLn4ypUroVQq+QVixIgROhFqU7Rp0wbNmjXjN2+V0QF2WcIF69q1azh9+jT/V3ucKRwdHTFs2DD+hCozM9OiJwZCgZ6fn4/Tp0/r7c9IoN0ZttAySaFQ6LzHKzzdadWqld5l5ufn4+TJk2bls1mzZvjhhx94/zHCO///BULAzVjTWWG7ZGRkWNwvirmMvSoojHNzc0NAQIBZ87W2tuZ9Ivz+++8W5c2cbbZjxw6LllERlXX+VgbtmzKhaXdF7dy5ExkZGbC2tsbt27eRl5dn8LdgwQIApR82MKW/BS8vLyQlJaFJkyZQq9UYPnw4f3BQVX755ReEh4fzgNGmTZvMqtTdunXLYEsq7T7lLHlIIRzrxm4StZ8AG2tC/zTKz8/HX3/9BQBmlyVlHTx40GCZcPjwYf5BCH37QSaT8T5mvv/+e1H/Rob6ntF+WGJouf7+/vxVKUvLO33Lbd++PbZs2cL7FzL3mtm4cWMAuq27LKH9wQMhuGZjY4PmzZsDgKj1W1lCn3JSqdTk/vaMEfatsWPh0KFDoo+DmMqU/a1t2LBhcHJyQlpaGvbs2VOhDrAFwnVt//79Fr/iot1RtvBQU/g3NDTU4rw9Cfoezgr/Nm/e3GDn4PrUq1cP8+fP5x0gV0W9MyoqCs7OzsjKyhK9ZggArq6uACBqMVWWuXVpd3d3jBkzBrGxsQCAc+fOiQKkptSdzCHcYxw7dgyJiYlQqVQIDg7my7GxscHLL7+Mx48fY//+/fx+SF9/RuXdWzDGzG61/ST2samEhziGWgyTiqGg0X+c8EWT06dPY/78+bzgq0iwJzY2Fu+//z7ef/99fuGpTA0bNuSvhK1du5ZfzJo2baq3ICyv9YH2O7Cm9kWjrUOHDry/iCVLluDevXuoW7eu3v6ghKDRwYMH+ZPcoKAgnaftQkfef/75p95lxsTE6P2yBQDel40hwvpasq7PKicnJwDGO4Xs0qUL72h3ypQp5R43lfH6xubNm3lH1Nqys7OxfPlyAOCdfZpLuAnbtWuX3q/LaNO3LqZsM2EZf/31V7kt1woKCixqCVTV529FMcZEARehKXlFCcEwobNrhUJh8Pf6669DKpXizp07Rr/qp83T0xNJSUlo1qwZ1Go1RowYUelfnxFs27YNr7/+OlQqFfr37292wEgQExOjd/iCBQtQWFgIKysr3h+HOYQb6d27dxsMHGkf39othaKjo42+uqIdGE5KSgJjDOfPnzc7j8aUd3PyySef8JtfS1oQa0tPT8eaNWt0hms0GsybNw9AabCkWbNmeqd/6623YGVlhVOnTvHXIIKDg3kn7WUJ5RBgvCwSXkX68ccf+Sv2hpQt74xdM2UyGX+AZm750rlzZwAw+srq4cOHy+0XJT8/n3dcHxAQwL9iBACvv/46gNLWw0JgsOy0wusovXv3NvglTXMI1yRjx4LwVStzmbq/BXK5nL/qNXfuXH6ts/QrfEBp/dfKygrZ2dmYNWuW0bRKpVL0aps24SHm3r17cf36dd7iyJyHm9VFyOPly5dx5swZfm0wlPfqrHc6Oztj/PjxAErfctAO4AgBrrt37+oNDt27d0+nI3WBqesEiNfLlLqTOYKCgmBtbY3CwkJexpZtRSQEiObMmYOSkhIoFAq9gfvy7i2WLVtmMMj9LNxbCPtY30N7UgkYeebMmjWLAWCVsfuUSiWrUaMGA8CkUikDwF566SWT8+Dn52fW8pKSknjeU1NTLcs0Y+y7775jAJiHhwfz8/NjAFhsbKzBZTZr1owtXLiQXb58manVasYYYxqNhh09epQ1a9aMAWA+Pj6spKTEovx06dKFAWAymYwBYJGRkQbT1qpVS5RWX74/+eQTBoBZWVmx5cuXs+LiYsYYY//++y+bPHkyA8Dc3d0ZABYRESGatlevXiwyMpLt2rWLPXz4kA+/f/8+i4mJYRKJhAFgy5cvF00XHBzMALBZs2YZzLuwrVetWmUwjbB/k5KSDKbRR/vYKGvVqlXlHm+pqakGj619+/bxbX706FGD89i/fz+zsrJiAFi7du3Y/v37mVKp5ONv3LjBli5dytq0acNiYmLMzqNAyKezszPz9/dn+/btYxqNhjHG2KlTp1iLFi0YAObo6MjS0tJMXk9tJSUlrFu3bgwAs7GxYTExMezOnTt8fH5+Pjtw4AAbN24cc3Z21pl++PDhDADr2LEje/DggcHlREZGMgBMIpGwyZMnsxs3bvBxRUVF7Pjx4+zDDz9k7u7u7NatW6JpTTnmKnL+RkREVKisFKY3tE//+ecfNnr0aL6M8PBwnTTCcQGA/fHHHywrK8vg7/79+4wxxu7evcvLh5UrV5qU106dOjEAbMCAAWatQ1ZWFmvevDm/Bqxbt040Xvt4M3beG7J9+3ZmbW3NALCBAwcylUpl1vTCtcbZ2ZkBYBMnTmRZWVmMMcZyc3PZZ599xsu0SZMmmZ0/xhjbunUrX8dGjRqxhIQEVlRUxBhj7Pbt22zSpEl8GV26dDFr3trlmrEyMS8vT3QsvP766/z80x6u71wMDAzUe35cuHCBn8cAWGhoqFl51yacq87OzszOzo59//33rLCwkDHGWHp6OhsyZAhfzi+//GJ0XgMHDuRpAbD169cbTV+7dm0GgL333nsGj5+8vDxeFjg7O7Nvv/2WZWdn8/EPHz5ku3btYiNGjGCNGzcWTduiRQv23nvvsaSkJJafn8+H37lzh02YMIHnMyEhwWg+y7p8+TKfNiMjQ2+agQMHMnd3dzZhwgS2b98+lpOTw8fl5OSwjRs38vUCwL777jvR9Lm5uSwgIICXgbt27eLHwIULF1jHjh0ZAGZra8vOnz+vs3xj13Rj4/r27csA8GNBOF/S0tLYoEGDmLW1NXNwcDA4vbFzwpT9re3ixYui46lRo0blTlOe2bNn8/mNGDGCXbx4kY9TqVTs3LlzbPbs2czX15cdPnxY7zxKSkqYt7c3A8DatGnDADBXV1e+rfSpjDqWqXWE8gh5Fv6VyWTs7t27etOOHj2aDR48mG3ZsoVlZmby4Xl5eWzp0qXMxsaGAWAzZswwKw/a109j63Lv3j1+vE2bNo0PV6vVfJs2atSInT59mmk0GqZWq1lSUhJ74YUXmJubm956wurVq1nHjh3ZsmXLRPWakpISlpCQwHx8fBgA1qFDB9F0169f5/PbuHGjWetryMsvvyw6xrWPR8YYO378uGi8obJ+xYoVPM2cOXN4effw4UP22WefMZlMxu8tgoODRdNauo+FOkjZexVtlXH/UVJSwuRyOQPAdu3aZXA+xHIUNHoGaQeNvLy8yv0Zu0lmjLH3339fVNgsW7bM5DxUV9AoOzubF1DCzY72DbGhZQJg1tbWzN3dnQcHADAnJyd26NAhi/MzZ84c0TLWrFljMO3QoUNFaU+dOqWT5uHDhywwMFC0fi4uLvzGZcyYMQYLYqHw1V43Jycn0bBBgwbximXZ6Z7HoJFKpWKNGjXi411dXZmfnx/z8/NjmzdvFqXdtm0bc3R01DlebG1tRdtw7ty5ZudRIMxj5cqVvFLp4ODAFAoFH2dra8t27Nhh1nqWlZOTw1577TWd40H7WAJKg5NlHTx4kKeRyWSsZs2afJtpKy4uFgVOADCFQsFcXV15IFr43b59WzStqUEjS8/fygoaSaVSnXJV+xgBwEJCQlhubq7OPLQrveX9hODd/Pnz+boaC9hpW7RoEZ/m3r17Outg7LjMzs7mgUqpVCoqv7SPNycnp3KvNxMnThTNW7ihBUqD/Mam7d+/v07ehGtNcHAwmzp1KgNKA5Surq48sAaAdevWjQcxLPHpp5+KzgmpVCo6HwGwZs2aGbz5N8TUoJH2sWrsp28/6js/7O3tRcN79+6t9/g0lXCuzpgxgwUFBfFlubq6ipbzySeflDuv/fv38/Tu7u5Gb6IZYywmJkZULvr6+jI/Pz+dIO2dO3dY+/bteVqJRMJcXFx0rn/169cXTSdc17SnEW4+hN+UKVPM32iM8fPq+++/1zteCA5q/xwdHXWOPalUKroZ1nbx4kUeaAFKAzna62xra6tznSu77uYGjbTLDOFYcHFx4dtw8eLFRqc3dk6Yur+1CcckAPbVV18ZTGcqjUajUybY29szd3d3UbkDgB05csTgfKKiokRpx4wZY3S5T1PQSLimCL+ePXsaTFu2/FIoFPx4EH5BQUGioKwpTA0aMcbYpEmTGAAml8tFQY2EhAT+4AIorWvZ2dkxAKxBgwZsw4YNeusJZa/dtra2zN3dXVSvqVWrFrty5YpOXrp27So6n4W609dff23W+gs+/fRTPj9PT0+d8SqVSlQn+eKLL/TOR6lU8gdM2tdSYZ1effVV/tC6bNDI0n38pIJGe/bs4dtH+2EvqTz/nfdTnlPGPgcq/Mp7vUN4RQ0obV74NHfQJ3B3dxd1MNq1a1fUqlVLb9qXXnoJmzZtwtixY9G6dWt4eHggNzcXdnZ2aNmyJaZOnYorV66gU6dOFuen7LvDxppGao9zcnLS28eAi4sLjh07hsmTJ8Pf3x8ymQxWVlYICQnBhg0bsGzZMoPz//bbbxEbG4vevXujQYMGYIyhsLAQtWrVQt++fbF161Zs3rz5P/V6mpWVFRITEzF69GgEBASgoKAAaWlpSEtL02laHhYWhpSUFMyaNQtt27aFQqHAo0ePYGtrixYtWmD06NHYtm0b73yxIgICAnDu3DmMHz8eNWrUgFKp5F8FOXfuHF599dUKzd/JyQm///47du3ahfDwcNSpUwfFxcV4/PgxateujR49emD+/Pl6X5Hr3Lkzdu7ciW7dusHFxQWZmZl8m2mzsbHBDz/8gGPHjmHUqFGoV68e1Go18vPz4enpiZCQEMycORMXLlwo97Pp+jyJ87c8Go1Gb7nq4+ODfv36YePGjThw4ECl9XUjdGjdrVs33idDeQYNGgSpVAqVSqXzqeTyuLu748CBA2jVqhU0Gg0iIyP1fokmNze33OtN2U5Ftb/0VN7n0Mt75TM2Nhbx8fEICgoCYww2NjZo2bIlvvnmGyQkJPDXhC0xZ84cHD9+HJGRkWjYsCHs7OxQVFSEGjVqoGvXrli6dClOnz4NLy8vi5dRVb7//ntERkaiefPmcHNzQ25uLiQSCerVq4ehQ4di165d2LlzZ6UcnzY2NkhMTMS8efPQqFEjFBcXw9nZGV27dsXOnTsNvkKo7ZVXXoGbmxsA0zrA/uijj/DNN9+gTZs2vI+vtLQ0nQ5ba9WqhSNHjmDDhg3o27cvatasicePH0OpVMLf3x99+vRBXFwcDh06JJouPj4es2fPRteuXREQEAClUgmVSgU/Pz+Eh4cjMTERCxcuNHNLlRozZgwAGHz1c926dThw4ABmzJiBrl27wsfHB0qlkn8G+6WXXsKUKVNw7tw5/qXEspo2bYpLly4hOjoaLVu2hJWVFYqLi1GvXj28++67uHTpEv/aamVxd3fHsWPHMHv2bAQGBkIqlcLKygq9evXCvn37MG7cOIvnber+1jZ48GAA0NsBtiUkEgnmzJmDCxcuYNy4cXjhhRcgk8mQk5MDV1dXdOzYER9++CGOHTvG+0DSp+zrXM/Cq2mCoUOHil4jNpb3Tz/9FIsWLUL//v0RGBgIKysrXgfo3r07Vq5cieTk5Err80+fDz74ADY2NigoKBCdKz179sThw4fx2muvwdXVFWq1Gr6+vpg+fTrOnj2r85l7Qd++fbF27VpERkaiRYsWcHZ2Rk5ODhwdHdG2bVvExMTg0qVLCAwM1Jl2y5YtmDJlCho2bAiVSsXrTpa+sqZ9j6GvryIrKytRHUhfGqC0v8u9e/di1qxZaNiwIaytrcEYQ9u2bbF06VL89ttvBr9m+zTsY2OEMjYyMpI6wa4iEsYqqacuQgghJpFIJABK+zjR95U9Qgh5Xp09e5b3t3Ht2jWD/Rk9D/Ly8uDj44O8vDykpqaKvrRIKk+fPn2wY8cODB06FOvXr6/u7BBCnqCCggL+kODvv/9G3bp1qztLz6X/TlMDQgghhBBSrb799lsApS2OnueAEVD6Fa3p06eDMca/tkQq1z///MM7wB47dmw154YQ8qR99913yMvLw+jRoylgVIWopREhhDxh1NKIEPJftGvXLvTt2xdqtRq7du1CaGhodWepyhUVFaFhw4bIzMxESkqK3i+rEsvk5uZi8ODB2Lt3L9q1a4cTJ05Ud5YIIU9Qfn4+AgICUFRUhJSUlKfyFfLnhVX5SQghhBBCCDHf7du3ERQUhMePHyMrKwsA8Nprr/0nAkYAYGdnh7Vr1yI5ORnp6ekUNKoEH3zwATZv3oyMjAwolUpYWVkhLi6uurNFCHnCbt68ifHjx6NVq1YUMKpiFDQihBBCCCFVoqSkBGlpaZBIJPDx8cGgQYNM6jD7eRISEkKtSitRdnY20tPToVAo0Lp1a8TExKB9+/bVnS1CyBPWtGlTNG3atLqz8Z9Ar6cRQgghhBBCCCGEEB3UETYhhBBCCCGEEEII0UFBI0IIIYQQQgghhBCig4JGhBBCCCGEEEIIIUQHBY0IIYQQQgghhBBCiA4KGhFCCCGEEEIIIYQQHRQ0IoQQQgghhBBCCCE6KGhECCGEEEIIIYQQQnRQ0IgQQgghhBBCCCGE6KCgESGEEEIIIYQQQgjRQUEjQgghhBBCCCGEEKKDgkaEEEIIIYQQQgghRAcFjQghhBBCCCGEEEKIDgoaEUIIIYQQQgghhBAdFDQihBBCCCGEEEIIITooaEQIIYQQQgghhBBCdFDQiBBCCCGEEEIIIYTooKARIYQQQgghhBBCCNFBQSNCCCGEEEIIIYQQooOCRoQQQgghhBBCCCFEBwWNCCGEEEIIIYQQQogOChoRQgghhBBCCCGEEB0UNCKEEEIIIYQQQgghOihoRAghhBBCCCGEEEJ0UNCIEEIIIYQQQgghhOigoBEhhBBCCCGEEEII0UFBI0IIIYQQQgghhBCig4JGhBBCCCGEEEIIIUQHBY0IIYQQQgghhBBCiA4KGhFCCCGEEEIIIYQQHRQ0IoQQQgghhBBCCCE6rKo7A08jjUaDu3fvwtHRERKJpLqzQwghhBBCCCGEEFIpGGPIy8tDrVq1IJUab0tEQSM97t69C19f3+rOBiGEEEIIIYQQQkiVuHXrFnx8fIymoaCRHo6OjgBKN6CTk1M154YQQgghhBBCCCGkcuTm5sLX15fHPoyhoJEewitpTk5OFDQihBBCCCGEEELIc8eU7nioI2xCCCGEEEIIIYQQooOCRoQQQgghhBBCCCFEBwWNCCGEEEIIIYQQQogOChoRQgghhBBCCCGEEB0UNCKEEEIIIYQQQgghOp6KoNHixYvh7+8POzs7r+4DfAAAIABJREFUtGvXDqdOnTKY9pdffkGbNm3g4uICuVyOli1bYt26daI0o0aNgkQiEf169epV1atBCCGEEEIIIYQQ8tywqu4MbNy4EVFRUVi2bBnatWuHuLg49OzZE9euXYOnp6dOejc3N3z88ccIDAyEjY0NduzYgcjISHh6eqJnz548Xa9evbBq1Sr+t62tbZWvi0qlglqtrvLlEPI8kclksLa2ru5sEEIIIYQQQp5RS5cuxdKlS3Hz5k0AQJMmTTBz5kyEhoaK0jHG0Lt3byQkJGDbtm0ICwvj49LT0zF27FgkJSVBoVAgIiIC8+fPh5VVtYdNqlW1r/3ChQvx9ttvIzIyEgCwbNky7Ny5EytXrsT06dN10oeEhIj+njRpEtasWYMjR46Igka2trbw9vau0rwLcnNzkZ2djeLi4ieyPEKeN7a2tvDw8ICTk1N1Z4UQQgghhBDyjPHx8cHnn3+OBg0agDGGNWvWoF+/fjh37hyaNGnC08XFxUEikehMr1ar8eqrr8Lb2xvHjh3Dv//+i5EjR8La2hrz5s17kqvy1KnWoJFSqcTZs2cxY8YMPkwqlaJbt244fvx4udMzxnDgwAFcu3YNsbGxonHJycnw9PSEq6srXnnlFcydOxfu7u5651NcXCwK+OTm5pq8Drm5ubhz5w4UCgU8PDxgbW2t9yAkhOhijEGlUiEnJwd37twBAAocEUIIIYQQQszSp08f0d+fffYZli5dihMnTvCg0fnz57FgwQKcOXMGNWvWFKXfu3cvLl++jP3798PLywstW7ZETEwMpk2bhujoaNjY2CA6Ohrbt2/HxIkTER0djQcPHmDkyJH49ttvsWDBAixcuBAajQaTJk3Cxx9/DKD0fmf27NlYuXIlMjMz4e7ujkGDBmHRokVPZsNUgmoNGmVnZ0OtVsPLy0s03MvLC1evXjU4XU5ODmrXro3i4mLIZDIsWbIE3bt35+N79eqFAQMGICAgADdu3MBHH32E0NBQHD9+HDKZTGd+8+fPx+zZsy1eB4VCAR8fHwoWEWIBe3t7ODo64vbt28jOzqagESGEEEIIIcRiarUamzdvRkFBATp06AAAePz4MYYNG4bFixfrfSPp+PHjaNasmSg20bNnT4wdOxaXLl1Cq1atAAA3btzA7t27kZCQgBs3bmDQoEH4559/0LBhQxw8eBDHjh3Dm2++iW7duqFdu3bYunUrvv76a8THx6NJkybIyMjAn3/++WQ2RCWp9tfTLOHo6Ijz588jPz8fiYmJiIqKQt26dfmra6+//jpP26xZMzRv3hz16tVDcnIyunbtqjO/GTNmICoqiv+dm5sLX1/fcvOhUqlQXFwMDw8PChgRUgESiQTOzs64c+cOVCoV9XFECCGEEEIIMcvFixfRoUMHFBUVQaFQYNu2bWjcuDEAYMqUKejYsSP69eund9qMjAy9jVmEcQKNRoOVK1fC0dERjRs3RpcuXXDt2jXs2rULUqkUjRo1QmxsLJKSktCuXTukp6fD29sb3bp1g7W1NerUqYO2bdtW0RaoGtUaNPLw8IBMJkNmZqZoeGZmptH+iKRSKerXrw8AaNmyJa5cuYL58+fr9HckqFu3Ljw8PJCSkqI3aGRra2tRR9lCp9d0g0tIxQnnkVqtpnOKEEIIIYQQYpZGjRrh/PnzyMnJwZYtWxAREYGDBw8iJSUFBw4cwLlz5yq8DH9/fzg6OvK/vby8IJPJIJVKRcPu3bsHABg8eDDi4uJQt25d9OrVC71790afPn2eqc61peUnqTo2NjZo3bo1EhMT+TCNRoPExETejMwUGo3GaCfUt2/fxv3793XeW6ws1MqIkIqj84gQQgghhBBiKRsbG9SvXx+tW7fG/Pnz0aJFC3zzzTc4cOAAbty4ARcXF1hZWfGAzcCBA3nDE29vb72NWYRxgrIPtyUSid5hGo0GAODr64tr165hyZIlsLe3x7hx49C5c2eoVKpKXfeqVK1BIwCIiorCDz/8gDVr1uDKlSsYO3YsCgoK+NfURo4cKeooe/78+di3bx/++ecfXLlyBQsWLMC6devwxhtvAADy8/Px4Ycf4sSJE7h58yYSExPRr18/1K9fX/R1NUIIIYQQQgghhDyfhMYl06dPx4ULF3D+/Hn+A4Cvv/4aq1atAgB06NABFy9e5C2EAGDfvn1wcnLir7hZyt7eHn369MGiRYuQnJyM48eP4+LFixWa55NU7W2iwsPDkZWVhZkzZyIjIwMtW7ZEQkICf38wPT1d1NSroKAA48aNw+3bt2Fvb4/AwED89NNPCA8PBwDIZDJcuHABa9aswaNHj1CrVi306NEDMTExFr2CRgghhBBCCCGEkKfXjBkzEBoaijp16iAvLw/r169HcnIy9uzZA29vb73d39SpUwcBAQEAgB49eqBx48YYMWIEvvjiC2RkZOCTTz7B+PHjKxRHWL16NdRqNdq1awcHBwf89NNPsLe3h5+fn8XzfNKqPWgEABMmTMCECRP0jktOThb9PXfuXMydO9fgvOzt7bFnz57KzB4hhBBCCCGEEEKeUvfu3cPIkSPx77//wtnZGc2bN8eePXtEX1k3RiaTYceOHRg7diw6dOgAuVyOiIgIzJkzp0L5cnFxweeff46oqCio1Wo0a9YMv//+O9zd3Ss03ydJwhhj1Z2Jp01ubi6cnZ2Rk5Nj9PPfRUVFSE1NRUBAAOzs7PSmSZ/TrKqyWSnqzHx2msU9a1atWoU333wTJ0+efOZ6yBfcuXMH9evXx/vvv280WFsZTDmfCCGEEEIIIYRUjKkxD+Ap6NOIPNvOnj0LiUSCdu3a6R2/YcMGSCQSSCQSpKam6owvLCyEnZ0dHBwcjHZm/qzJz8/HRx99hD59+ugEjPz9/fk2kUgkkEqlcHZ2Rvv27REXF/fEO0Xz9/eHv7+/3nG1a9fGu+++i4ULF+LWrVtPNF+EEEIIIYQQQqoXBY1IhbRq1Qqurq44e/YscnNzdcYnJibyr2IdOHBAZ/zRo0dRXFyMoKCg56rPqUWLFiEjIwPTp083mGbSpEmYNWsWPv74Y4SFheHSpUuYMmUKBgwY8ARzWr4PP/wQSqUSMTEx1Z0VQgghhBBCCCFPEAWNSIVIpVKEhIRArVbj4MGDOuMPHDiAkJAQuLu76w0aCcO6du1a5Xl9UtRqNZYtW4aGDRuiY8eOBtNNnjwZ0dHRiImJwZo1a3Du3DnI5XLs2LFD77asLrVq1UL37t2xfv165OTkVHd2CCGEEEIIIYQ8IRQ0IhUmBHz+x969h1VV5v//f23OIHISOQ6Kp/FUQp7IMyiJfsY8pHj4aiLO6ExmjjFNZiXgR2dQx0+Zo2lpjqaTqJM2Y2NoKmglHtIsNTU1HY94DAg8IezfH/7Y026BgYIb6Pm4rnXJXve97vW+Fxd/+Lrude8fh0KnTp3SyZMn1aNHD3Xr1k3p6emGa38cGn3zzTd66aWX1LZtW9WtW1fOzs6qX7++xo4dq7NnzxquN5vNWrZsmTp27Ki6devKxcVFISEhiomJ0apVq6z6Fr+GlZeXp+eff14hISFydXVVeHi4PvjgA0nSnTt39Kc//UlNmjSRi4uLGjVqpHnz5pXreXz88cc6c+aMBg8eXK7rGjdurG7dukmS9uzZYzl/6tQpmUwmjRo1qsTrIiMjLau5ipXluWRkZMhkMuk///mP/vOf/1i9Mvfjew0dOlT5+flKTU0t15wAAAAAANVXlfj2NFRv3bt3l3T3VbQfKv7cvXt3eXp6au3atfr666/VokULSXc33/r888/l7e2t1q1bS5LWrl2rhQsXKioqSh07dpSTk5MOHTqkxYsXa/369fr8888VHBxsuccrr7yilJQUNWjQQIMHD5anp6cuXLigPXv2aM2aNRoyZIhVTQUFBXriiSd07do19evXT7dv39bKlSs1cOBAbdq0SW+++aZ27dql3r17y9nZWWvWrNFzzz2nunXrGsYqzebNmyVJnTt3vo+neZejo+N9XyuV7bmEhoYqKSlJc+bMkXR35VOx8PBwq/E6deok6W4g9tvf/vaBagMAAAAAVA+ERnhgzZs3V2BgoA4ePKjLly+rbt26ku6uInJ3d1e7du0sO7Jv3brVEhpt27ZNhYWFioyMlJ3d3UVvTz/9tJ5//nnD/kabNm1S7969NX36dC1YsMBy/q233lJwcLAOHjwoNzc3q2uuXLliqPX8+fNq3bq1MjIyLPd4+umn1bVrV8XGxqpRo0Y6ePCgvLy8JEkJCQlq1qyZZsyYUebQ6NNPP5UktW3btkz9ix09elQZGRmSHixwksr2XEJDQ5WcnKylS5dKkpKTk0sdr3HjxvLy8tL27dsfqC4AAAAAQPXB62moED169JDZbLZ6BS09PV1dunSRg4ODWrZsKT8/P6tX2Erazyg4OLjEDbF79uypli1bauPGjYY2R0dH2dvbG877+vqWWOucOXOs7tGlSxc1aNBA3333nWbOnGkJjCSpYcOG6tSpkw4ePKjCwsJ7PQKL06dPy9HRUXXq1Llnvzlz5ig5OVlTpkxRXFyc2rRpo+vXr+uFF15QmzZtynSveynvc/kpAQEBunz5sm7evPmgpQEAAAAAqgFCI1SI4lfUioOgw4cP68KFC4qKirL0iYyMVEZGhoqKiqz6/jA0MpvNWrFihaKjo1W3bl05ODhY9tk5cOCAzp07Z3Xf4cOH69SpU2rRooUmT56stLS0e27W7OXlpUaNGhnOBwUFSVKJYU1wcLDu3LmjrKysMj2Lq1evytvb+yf7vfHGG5o6daqmT5+ud999V/n5+UpOTtZf/vKXMt3nXsr7XMrCx8dHUskruAAAAAAANQ+hESpEcfBTvI/RD/czKhYZGanvvvtOX3zxhS5fvqwDBw4oODhYzZo1s/RJSEjQ008/ra+//loxMTH6wx/+oKSkJCUlJal+/fq6ffu21X1ff/11vf7663J3d9eMGTPUu3dv+fr6ql+/fjp+/LihTk9PzxLrd3BwKLW9uK2goKBMz8LV1bVMq3FOnjwps9msGzduKDMzU2FhYZo6daqWL19epvvcS3mfS1ncuHFD0t35AQAAAABqPvY0QoWoV6+eGjVqpOPHj+vMmTPaunWrvLy89Nhjj1n6FK862rp1q+rXry+z2Wy1yujSpUuaO3euHnnkEe3YsUO1a9e2usfKlSsN97W3t9fEiRM1ceJEXbp0SZ9++qlSU1O1Zs0aHTp0SIcOHSrxdbfK5Ofnp2PHjqmgoKBMG1q7uLjo8ccf10cffaRmzZrpmWeeUY8ePSyrn4r3e7pz506J12dnZxvOVcZzuXr1qhwcHCwrjgAAAACgvFavaW/rEmqswbG7K3xMVhqhwhQHQJs3b1ZGRoa6detmCTwkqVmzZgoICNDWrVtLfDXt22+/VVFRkXr27GkIjM6ePatvv/32nvf38/PTU089pdWrV6t79+46ceKEDh48WFHTK7NWrVpJuruxdXkEBgbq5ZdfVn5+vpKSkizni191O3PmjOGa3NxcffPNN/cc96eei729/U/u15SXl6dz586pVatWMplM5ZkWAAAAAKCaIjRChSl+Fe3111/Xd999Z7WfUbGoqCh98skn2rRpkyTr0Cg0NFTS3W8f+2GIkZeXpzFjxhhW2ty6dUufffaZ4R4FBQW6du2aJBm+OexhiIyMlCTt3Lmz3Nc+99xz8vf319KlS3Xs2DFJUu3atdWsWTN99tln+vrrry19CwsLlZCQYHltrFh5n0udOnV0+fJlwzg/tGfPHhUWFpb4OwUAAAAA1Ey8noYK0717d8uG1cWffywqKkorV67UyZMn1bRpUwUHB1vaAgICNHToUKWmpio8PFw9e/ZUTk6OPv74Y7m4uCg8PFz79++39L9x44Y6d+6sxo0bq02bNqpfv75u3rypjz/+WIcPH1bfvn3VvHnzyp/4j/Tr108TJ07Uxo0b9Zvf/KZc17q5uemll17S888/r8TERMsreX/84x/161//Wp06dVJsbKxcXFyUnp6ugoIChYWF6csvv7SMUd7n0qNHD+3Zs0e9evVS165d5ezsrLCwMD355JOWPsUh38CBAx/k0QAAAAAAqhFCo0pWL/GArUt4aOrWratHH31UX331lXx9ffXII48Y+vxwpcoPVxkVe+edd9SwYUOtWrVK8+fPV926ddW3b1/97//+ryGwqFWrlmbOnKn09HTt2LFDH3zwgWrXrq1GjRppwYIFGj16dMVPsgxCQkL05JNPav369fruu+/K9E1qP/S73/1Of/nLX7Rq1SpNnjxZrVq10ujRo2U2m/Xaa69p2bJl8vb2Vr9+/fTnP//5gZ/Lq6++quzsbK1fv16fffaZCgsLFRcXZwmNioqKtGLFCoWFhalDhw4P9nAAAAAAANWGyWw2m21dRFWTm5srT09P5eTkyMPDo9R+N2/e1MmTJ9WgQQO5uLg8xApR1e3YsUOdOnXSa6+9pueff97W5TyQ9evXq2/fvlq+fLlGjBhRaffh7wkAAACo+dgIu/KUdSPssmYeEnsaAZWiY8eOio2N1cyZM3X9+nVbl3PfzGazkpKS1LZtWw0fPtzW5QAAAAAAHiJCI6CSzJ49W7/73e908uRJW5dy37KystS3b18tWrSIb00DAAAAgJ8Z9jQCKkm9evWUnJxs6zIeSGBgYLWfAwAAAADg/rDSCAAAAAAAAAaERgAAAAAAADAgNAIAAAAAAIABoREAAAAAAAAMCI0AAAAAAABgQGgEAAAAAAAAA0IjAAAAAAAAGBAaAQAAAAAAwIDQCAAAAAAAAAaERkAJ4uLi5Ofnp/z8/Id634yMDJlMJiUnJ1udj4yMlMlkKtdYJpNJkZGRVueSk5NlMpmUkZHxYIXew9q1a2UymbRly5ZKuwcAAAAAoPI52LqAmm71mva2LuGeBsfurpBxyhJopKen67HHHlNQUJCKiop0/vx5eXt7l9r/zJkzCg0NVZ06dXT27Fk5OTkpMjJS27ZtkyS98847Gj16dInXTp061RK8xMXFaenSpWWey549e7R8+XLNnj1btWrVsmq7efOm5s2bpzVr1ujIkSO6ceOG6tSpo6CgIHXo0EGxsbHq1q1bme9VVZhMJnXr1q1CwqQBAwaodevWSkhI0BdffCE7O7JpAAAAAKiOCI1QoZKSkkptCw0Nlaenp2JjY7Vs2TItX75cEyZMKLX/kiVLVFRUpLi4ODk5OVm1OTg4aPHixSWGRkVFRVqyZIkcHBx0586dcs/hlVdekYeHh5555hmr83l5eerWrZv27dungIAADRw4UAEBAcrLy9OXX36pt99+W9nZ2ZUSGr377ru6fv36A48zfvx4DR06VPXq1auAqkpmMpk0adIkDRkyRKmpqfp//+//Vdq9AAAAAACVh9AIFerHr1WVZOzYsVq2bJkWL15camhUVFSkv/3tb5b+P9anTx998MEHOnTokFq2bGnVtnHjRp0+fVoDBgzQunXrylX/N998o82bN+s3v/mNXF1drdrmzJmjffv2qWfPnlq/fr0hyPruu+90+PDhct2vrCoq5PH19ZWvr2+FjHUvffv2lZeXl958801CIwAAAACopnhvBA9dx44d1bJlSx04cEC7du0qsc+mTZv0n//8R5GRkWrSpImh/Te/+Y0kadGiRYa2RYsWyc3NTcOHDy93bUuWLJHZbNaQIUMMbTt27JAkPfPMM4bASJK8vb3VsWNHw/mcnBxNnjxZTZs2lYuLi7y9vRUTE6PNmzeXua7S9jS6ffu2pk2bpkaNGsnZ2VkNGjTQq6++qlu3bpU4zo/3NFq6dKll3G3btslkMlmO5ORkHTlyRCaTSVFRUaXW9uijj8rR0VEXLlywnHNxcVH//v312Wef6ciRI2WeJwAAAACg6iA0gk2MGTNGkrR48eIS24vPF/f7saZNm6pr165asWKFVUC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NGjTI6b421113nXJzc7Vq1Sp1795dAwYMsAKCU+3evVtLly4t914rpxo8eLC++uorrVixQtHR0RowYIB+++23Cvc9PT1dw4cPV0JCgqZNm6bt27dXeF2Urn379rZvFjp99pbD4Sg3gOjRo4d+/PFHjR07Vnv37lXXrl113333VXLPqx9jjNLS0rR48WJ99tlnCg8PL7d+06ZNtWnTJuXm5lqPm266ydo/z2aWXmm4Ue+Z7d+/X0lJSWrSpIm6du2qdevWaenSpbr++usl2S93kv640fyXX35Z4c/FiuByJwAAAFzqmGl0kYiIiNCKFStUWFiogoIChYSE6NZbb3X6ViZvb29FRkYqMjJSV199taKiojRnzhynG4hK0ty5c1W3bl3ddNNNFXpuPz8/+fn5KSoqSldffbXq1KmjxYsXWzcpPd3pN8meMmWKbrvtNn344Yf6+OOPlZmZqUWLFp31jaDxp9zc3HK/Waii6tWrp6FDh2ro0KHq3Lmzxo8ff873BbnUpKam6vXXX9e7774rHx8f5eXlSfpjv/D09JTkPHPFw8PDdr+jkvt+lXcfpIpg5krFzJkzp9zlp1/uJP0xo+/0y5dOxeVOAAAAgB2h0UXG29tb3t7e+uWXX7R06VI9/vjjZdYt7R4exhjNnTtXSUlJf+m+QsYYGWOc2j18+LCOHTtm/QL9ww8/2NaLjo5WdHS0xo4dq0GDBmnu3LmXbWh05MgRp1lCO3bsUG5urvz9/dWwYUNlZGRoz549WrBggSRpxowZCg8PV7NmzfTbb7/p5Zdf1meffaZPPvnknPoxefJktWnTRs2aNdPx48f1wQcfEECUouRm8/Hx8U7lc+fOVXJysqQ/Zq6cOuuvspTMXNm9e7d8fX3VvXt3Pf3005X+vAAAAABQGkKji0TJ1903adJE27Zts+4RlJKSosLCQj366KO66aabFBISogMHDuiFF17Qnj171L9/f6d2PvvsM+3YsUPDhw+3PceePXvUtWtXLViwQO3bt9cPP/ygN954Q926dVO9evW0e/duTZs2TZ6enrrhhhus9YqLi5Wenq5x48Zpx44dmjFjhiRp1apVatWqlcaPH69bbrlF4eHh2r17t9atW6d+/fpV7gt2EVu/fr2uu+466+f09HRJ0tChQzVv3jzt27dPu3btspafOHFC48aN0549e+Tl5aWYmBh9+umnTm38FW5ubsrIyNDOnTvl6empzp07n/GGtJej8maflCht5sqp5s2bZytj5goAAACA6o7Q6CJx6NAhZWRkaPfu3fL391e/fv306KOPqmbNmioqKtJ3332n+fPn68CBA6pbt67atWunL774Qs2aNXNqZ86cOerUqZN1U+pTnTx5Ulu3brW+kt3Dw0NffPGFZsyYoV9++UVBQUG69tprtWrVKgUGBlrr+fn5qVatWmrZsqXq1q2rp556ShMmTNCIESO0YcMGHTx4UElJScrPz1dAQIBuvvlmPfTQQ5X7gl3E4uPjyw0iTg8Y7r//ft1///3ltllaaHGmUGLixInWt60BAAAAAHC2CI0uEgMGDNCAAQNKXebh4aG33367Qu28/vrrZS47fVZDaGioPvroowq1+8QTT+iJJ56wfr711lut/y9cuLBCbQAAAAAAgOqDb08DAAAAAACADaERAAAAAAAAbLg8DeVKTk62vkEKAHBp2vVwi6ruwiWr4eRNVd0FAACAv4yZRgAAAAAAALBhphEA4Lxi1krlYdYKAAAALiRmGgEAAAAAAMCG0AgAAAAAAAA2F8XlaS+88IKeeOIJ5eXlKTY2Vs8995zat29fZv0333xTkyZN0s6dOxUVFaXHHntMN9xwg7XcGKPMzEzNnj1bv/76q+Li4jRz5kxFRUVdiM0BcJ5xuVPl4XInAAAAAGWp8tDojTfeUHp6umbNmqUOHTpoxowZSkxM1NatWxUYGGirv2rVKg0aNEhZWVm68cYb9frrr6tPnz7auHGjmjdvLkl6/PHH9eyzz2r+/PkKDw/XpEmTlJiYqG+//VYeHh4XehNxkSGAqDwEEAAAAABw6ajy0Oipp57SnXfeqZSUFEnSrFmz9OGHH+qVV17RAw88YKv/zDPPqHv37ho/frwkaerUqVq2bJmef/55zZo1S8YYzZgxQxMnTlTv3r0lSQsWLFBQUJDeeecdDRw48LxvAyFE5SGEAAAAAACgalRpaHTixAlt2LBBGRkZVlmNGjWUkJCgnJycUtfJyclRenq6U1liYqLeeecdSdKOHTuUl5enhIQEa7mfn586dOignJycUkOj48eP6/jx49bPhw4dkiQVFBRUaDsO/1ZUoXo4exUdg7PBeFWeyhgviTGrTOxj1Qv7WPXDPla9VNY+dvQoY1ZZKmPMGK/Kwz5W/bCPVS8VHa+SesaYM9at0tDowIEDKioqUlBQkFN5UFCQvvvuu1LXycvLK7V+Xl6etbykrKw6p8vKytJDDz1kK2/QoEHFNgSVJ8uvqnuAs8F4VT+MWfXCeFU/jFn1wnhVOynJjFl1wnhVP4xZ9XK243X48GH5+ZW/TpVfnnYxyMjIcJq9VFxcrP/973+qW7euHA5HFfbs/CooKFCDBg30008/ydfXt6q7gwpgzKoXxqv6YcyqF8ar+mHMqhfGq/phzKoXxqv6uVTHzBijw4cPKzQ09Ix1qzQ0CggIkIuLi/Lz853K8/PzFRwcXOo6wcHB5dYv+Tc/P18hISFOdVq2bFlqm+7u7nJ3d3cqq1279tltTDXi6+t7Sb3hLweMWfXCeFU/jFn1wnhVP4xZ9cJ4VT+MWfXCeFU/l+KYnWmGUYkaldyPcrm5ualNmzZavny5VVZcXKzly5erY8eOpa7TsWNHp/qStGzZMqt+eHi4goODneoUFBRozZo1ZbYJAAAAAAAAZ1V+eVp6erqGDh2qtm3bqn379poxY4YKCwutb1NLSkpS/fr1lZWVJUkaPXq0unTpoieffFI9e/bUokWLtH79er300kuSJIfDoTFjxuiRRx5RVFSUwsPDNWnSJIWGhqpPnz5Vtp0AAAAAAADVicuUKVOmVGUHmjdvrtq1a+vRRx/V9OnTJUmvvfaamjRpIkl65pln5OrqagU+DRo00JVXXqknnnhC06ZNU35+vubMmaO4uDirzbi4OB09elRTpkzRc889p+DgYC1cuNB2c+zLkYuLi+Lj4+XqWuV5ISqIMateGK/qhzGrXhiv6ocxq14Yr+qHMateGK/q53IfM4epyHesAQAAAAAA4LJSpfc0AgAAAAAAwMWJ0AgAAAAAAAA2hEYAAAAAAACwITQCzrOTJ09qypQpioqKkru7uxwOh2bMmCGHw6Hk5OSq7h4uoHnz5snhcGjevHlV3RWcJcYOqH6ys7PlcDhUxd/xAvwlvH8vLI7zl7b4+Hg5HI6q7sYlg9AI501+fr7S0tLUoUMHBQUFyd3dXVdccYW6du2qt99+W5fLPdeffPJJPfTQQwoNDdV9992nzMxMde/evaq7hWqMA1/14HA4FB8fX9XdAABcpMLCwhQWFlbV3UA5OJZfuggK/7rL8zvjUCl++uknLViwQFdffbX69u0rf39/7d+/X++//7769eun4cOHa/bs2VXdzUr3wQcfqFatWlq2bJnc3Nwk/TH7aMuWLfLz86vi3uFC6tu3r66++mqFhIRUdVcA4JLXvn17bdmyRQEBAVXdFQAXOc7RLm0LFizQ0aNHq7oblwxCI5w3sbGx+uWXX+Ti4uJUfvjwYXXo0EEvv/yyxowZo2bNmlVRDy+MvXv3qm7dulZgJEk1a9ZU06ZNq7BXqAp+fn4EhQBwgXh5eXGsBVAhnKNd2ho2bFjVXbikcHnaBVISptx4441O5bm5uXI4HHI4HNq2bZvTsvj4eHl6eur48eM6ceKEnnvuOSUmJqpBgwZyd3dXYGCgbr75Zn311Ve25ysuLtbLL7+s9u3by9/fX56enrriiivUq1cvZWdnW/VOvX561apVuu666+Tj46N69erpnnvu0bFjxyRJH374oTp27Chvb28FBQXp/vvv1++//+70nDVr1rQFRpLk4+NjXZ51+jZeSqZMmSKHw6EdO3boxx9/tMY1LCxMO3futN3TqGSKZHmPEmeqN2/ePB06dEje3t5lhnLFxcUKCwtTnTp1rHG9kC70PnDqFNT3339fHTp0kJeXl+rXr69JkyapuLhYkjR//nzFxsbK09NTDRs21BNPPGFrq2Rss7OzNW/ePLVu3VpeXl5nnL5c1jTYkqnP+fn5Gjp0qAICAuTp6amrr77aaf8sqbtixQrr/yWP0++P9fXXX2vgwIEKCQmRm5ubGjVqpFGjRungwYNO9U59L27ZskV9+/ZV3bp15XA4tHPnTqf+7d69W4MGDVJAQIC8vLwUFxenTz/9tNxtriwX+v1zqnfffVft27eXl5eX6tWrp2HDhik/P99aXvI5KkkrVqyw7ZuXo7feektdunRRYGCgPDw8FBoaqoSEBL311ltWnc8//1w9evRQaGio3N3dFRQUpM6dO+ull16SJB09elQ+Pj6KiIgo83liYmLk6empgoICSc776ty5c9WiRQt5enoqPDxczz77rCTJGKMnn3xSTZo0kYeHh6KiorRgwYJKfDUuDpfDeUh1vSfMypUr1atXLwUEBMjd3V1RUVGaOHGi9VfyL774Qg6HQ8OGDSt1/f3796tmzZqKi4uzykouaz5+/LgefPBBNWzYUJ6enmrTpo31OX7o0CGlpqYqNDRUHh4e6tixo9auXVvqc2zevFkDBgxQYGCg3N3dFR4erjFjxtiOMdKfl2AdOXJEo0ePtvbxmJgY/etf/yq1/RMnTuipp55S69at5e3tLR8fH3Xu3FnvvffeWb2W58Pvv/+urKwsRUREyMPDQ5GRkcrKytIPP/xQ6vF3//79Gjt2rCIjI+Xu7q6AgAD169dPmzdvtuqUHHt//PFHp3PEst6v69ev1/XXXy8fHx/5+fmpb9++1jH6bFSkb5IUGRkpHx+fMmdm3HTTTXI4HPrvf/8r6fyeY1WWlStXqk+fPtYtMxo0aKCbb75ZX375pW0bpIodyw8dOqTHHntMXbp0UWhoqNzc3BQaGqqkpCRt3779L/Xz3XffVdeuXVWnTh15eHioefPmmj59uoqKiqw6r776qhwOhx5++OFS29i4caMcDocGDx5slZXsh4cOHdLIkSMVEhIib29vXXvttdq4caOkP/7QffvttyswMFCenp7q1q2bvv/++7+0Hac79fP4yy+/VHx8vHx8fFS7dm3169fPdrz5/PPPNWzYMDVp0kS1atVSrVq11LZtW+uc4HQl56p79uxRUlKSgoODVaNGDev4cvqtHZKTk5WSkiJJSklJsf2+dc0118jV1VX79u0r9fmSkpLkcDiUk5NToe03xuiVV15RXFycfH195eXlpbZt2+qVV15xqjd16lQ5HI4yz0PefvttORwO/f3vfy9122+77TYFBATIx8dHPXv21A8//CBJ2rJli/r06SN/f3/5+PjolltucTp3PWsGF0yrVq2Mr6+v+f33362yp556ykgyksxLL71klR87dsy4u7ub6667zhhjzL59+0yNGjVMly5dzF133WUmTJhg+vfvb9zd3Y2Hh4dZu3at03Pdf//9RpKJiIgwqamp5oEHHjBDhgwx4eHh5u9//7tV7/PPPzeSTPfu3Y2Hh4fp3bu3GTdunGndurWRZAYPHmwWLVpkPDw8zK233mrGjh1roqOjjSTz0EMPVWi7jx07ZmJjY43D4TDff//9ubyEF7XPP//cZGZmGj8/P+Pn52cyMzNNZmamefrpp82OHTuMJDN06FCr/ldffWXVOfVx1113GUnG09PTqltavczMTBMYGGgkmTfeeMMYY8ywYcOMJPPvf//b1r8lS5YYSSY1NbXSX4uyXMh9YO7cuUaSuemmm4yHh4cZOHCg0/v373//u3n88ceNr6+vGTJkiLn33ntN/fr1jSQzf/58p7YyMzONJHPDDTcYT09PM3DgQDNhwgTz4IMPlru9JX2YO3euU7kkExsbayIjI02bNm3MmDFjzG233WZcXFyMm5ub2bRpk9NzN2rUyEhyGvvFixdbdd59913j7u5u9W38+PGmZ8+eRpKJiooy//vf/6y6Je/FuLg44+vra+Li4kx6eroZOnSo2bNnj9W/mJgY07BhQ9OmTRszYcIEM2zYMOPt7W1cXFycnvtCqor3z4033mhq1qxpBg0aZDIyMsx1111nJJnIyEjrdd2xY4f1HmnUqJHTOH311VcX4JW5uLz44otGkgkJCTF33XWXycjIMCkpKaZZs2Zm8ODBxhhjPvjgA+NwOEydOnVMcnKyycjIMMOHDzft2rUz11xzjdXW0KFDy/xMy83NNZLMrbfeapWVjEPv3r2Nn5+fSUpKctq3Z8+ebe655x4TFBRk7rjjDjNy5EhTp04dI8msWLGi8l+cKnapn4eUtJWZmVkJr17lePHFF619ISkpydx3330mPj7eSDKdOnUyx48fN8XFxSYsLMz4+vqaY8eO2dqYMWOGkWRmzpxplXXp0sXaFxo3bmxSU1PNsGHDjLu7u3F3dzfr1683rVu3Ns2bNzf33nuvGTRokKlRo4apU6eO+fXXX53a/+KLL4yXl5dxdXU1AwcONA888IDVfkREhPn555+d6jdq1MiEhoaajh07mqZNm5q0tDQzbNgw4+XlZRwOh1m6dKlT/d9++83a5pYtW5pRo0aZu+++2zRo0MBIMs8999x5fMXPbMiQIUaSady4sUlPTzepqammXr16plevXrZzuW3btpkrrrjCSDLdunUz48aNM0OGDDFeXl7G29vbrF692hhjzC+//FLqOWJmZqb5/PPPjTF/vn9LzjVuuOEGM27cOPO3v/3Neq1LG/+yVLRvxvz52fnaa6/Z2vn5559NzZo1TYcOHayy83mOVRlmzJhhHA6H8fLyMoMHDzYZGRkmKSnJNG7c2IwePdppG0rO0SpyLM/JyTFubm4mMTHR3HPPPWb8+PGmV69exsXFxfj7+5udO3eeVT8feOABI8nUr1/fDBs2zIwdO9a0bdvWSDK33HKLVe/IkSPG29vbREdHl9rOmDFjjCTz8ccfW2WNGjUyISEhpl27dqZFixZm9OjRZuDAgdZ+vmXLFtOwYUPToUMHM3bsWOv9HRUV5XSM+KtK3s+JiYnGzc3N3HTTTSYjI8PcdNNNxuFwmHr16pnt27db9RMTE01ERIQZPHiwmTBhghkxYoR1/puenm5rX5Jp3ry5adCggYmNjTWjR482I0aMMBs2bDDG/PkZWGLx4sWmd+/e1ufiqeNrjDELFiwwksyjjz5qe65ffvnFeHp6mmbNmlVo24uLi82gQYOs13PEiBFm1KhRpmnTpkaSGTdunFX3hx9+MA6Hw1x//fWlttWnTx8jyWzZssVp22NiYkxYWJi5+uqrTXp6urnxxhutz61NmzaZ2rVrm65du5px48ZZn68lx/O/gtDoAkpPTzeSzJo1a6yyXr16mejoaNOgQQMzaNAgq3z58uVGknn44YeNMX8cUHfv3m1rc/PmzaZWrVomISHBqdzf39+EhoaawsJC2zoHDx60/l+yQ0sy77zzjlV+4sQJExMTYxwOhwkICHA6GSwoKDCBgYHG39/fnDhxwtZ+fn6+yczMNJMmTTIjRoywDvrV6STuXDRq1Mg0atTIqay00Kg0hYWFpk2bNsbhcJh//etf5dadNm2a9cFXVFRkjDFmzZo1RpJJTk621b/llluMJJObm3tW23M+Xch9oORkoGbNmqW+f728vExwcLDTAWvXrl3Gzc3NtGjRwqmtkpMIb29v8/XXX1d4e8sLjSSZe+65xxo7Y4x5+eWXjSQzYsQIp/qnH/hOdeDAAePr62vq169vO1lZuHChkWTS0tKsspL3oiQzefLkUtssWX7bbbeZ4uJiq/w///mPcXNzM/Xq1TNHjx6t0GtwPlXF+0eSWbJkidOykpO8U19XY/543bp06XKum1nttW7d2ri5uZn8/HzbsgMHDhhjjLn55pvL/DwqqWOMMZ9++qmRZEaOHGmrN27cOCPJfPDBB1ZZyb7q7+9f6r7t5+dnoqOjzf79+61lq1evNpJMr169/toGVyOX+nlIdQuNvvnmG+Pq6mpiY2Od3vfGGJOVlWUkmenTpxtjjJk4caLTH4lO1aZNG+Pm5ub0upYcN6655hpz5MgRq/yNN94wkkzt2rVN//79zcmTJ61ljz32mJFknnzySausqKjIRERElPpZOH78eCPJDBs2zKm85Be93r17m+PHj1vlJftzYmKiU/0HH3zQSDKTJk1yOuYUFBSYtm3bGjc3N+uPGpWtpI8tW7Z0eu/u3bvXBAUF2c7lOnXqZFxcXGyvzdatW42Pj4/tfKK0c8QSp+4LixYtclpWEmQtXLiwwttyNn37/vvvjSTTo0cPWzvPPfeckWSef/55q+x8nmOdb7m5uaZGjRomNDTU7Nixw2lZcXGx9V4q7xytrGP5r7/+6rSflfjss89MjRo1zPDhwyvcz08++cTaH07dR4uLi83dd99tJDn9LnD77bfbPr+NMeb33383QUFBJjg42CnsKdkPy9rPa9eubcaOHeu0z40cOdJIMm+99VaFt6Msp76fZ82a5bRs1qxZ1h/mSvzwww+2Nk6ePGmuv/564+LiYn788UenZSVtp6SklBpylXbuXNaYG/PHH0r8/f1N48aNnV4TY4x5/vnnjSQzY8aMM263Mca89NJLVt9OPUYdP37cCufWr19vlV9zzTXGxcXF7N2716mdgwcPGjc3N9O2bdtSt33s2LFO5SXjV7t2bae+FhcXmxtuuMFIskK1s0VodAG9//77RpLJysoyxvyxk/v5+ZkRI0aYpKQkExwcbNUtOTlYuXLlGdvt1auXcXNzc3pT+vv7m7CwMPPbb7+Vu27JDl1a8vjwww9bb/jTlcxoKW0H37Rpk/VmLjmgPPHEE7Yd8FL1V0OjoqIi07dvX6f3SFneeust43A4TOvWrZ0ONMb88Zdkb29vc+jQIats//79xs3NzbRr1+6st+d8upD7QMmBobz3b2mz5f72t78ZFxcXpwNsyS+ip384n0l5JyTe3t7m8OHDTuUnT540rq6upnXr1k7l5YVGJbMEFixYUOry1q1bm4CAAOvnkvdicHCw08n86f1zcXEp9S9md9xxh+1E5kKpivfP6b8IG2PM4cOHTe3atY2vr69T6Edo9IfWrVsbb29vpxlupysJjbZu3VpuW0VFRaZ+/fqmbt26TuNTVFRkQkJCTL169UrdV8vat8v6K3fjxo1Nw4YNK7J51dqlfh5S3UKje++9t8zXuKioyNSrV8+0adPGGPPHL/qlhZvffvutkWT69OnjVF5y3Dh9Bl1RUZGpWbOmkWT7JWzXrl1GkklKSrLKVq5cWWaYcPjwYePv7288PDycjiclv6yWdo7YqFEj4+/v79SfOnXqmIiIiFLPE9977z0jXbjZRsnJyUaSefvtt23L/u///s/pXG7jxo2lhmYl/n97dx5XU/7/Afx1694WLdJiSd9uoRq0UzTSplEkMiXJ3Pk2YwnzLcyjh6/t+x1LvmiE2ey+ltJibR6qIVEkS7KUIQ2FfJEWaUoi9fn94XfudLu3VNrwfj4eHg+d8znnfM7yOedz3+dzPh8uSFu/9XBzgkYODg6NzpPV4kKW1uTNzs6O8fl8qYC/ra0tEwgEEi3K2rKO1da4H87//e9/m0zXmqBRU8zMzJiBgUGz048fP15mOWTsTXCKx+Mxb29v8bTjx48zACwoKEgibWJiIgPA5s2bJzGdK4eNlXNVVVWpoD5X3ht7qdgS3DVrbGwsUVdi7E25NzIyYjweT+IljiyHDh1iANju3bslpgNgCgoKUi0dOS0NGjHG2Pz58xkAlpycLDHdysqKKSoqygwYymJubs5UVFRkvmDNzs5mgGRro61bt0oF7Bn7q+V2w2DV286frPsp15LqbeWiMdQRdgdycHCAvLw8UlJSsHDhQly9ehXl5eVwcXFBVVUV9u7di5ycHAwcOBApKSlQVlbGsGHDxMtfu3YNYWFhOHv2LAoLC1FTUyOx/pKSEvEIAH5+fti0aRNMTU3h5+cHZ2dn2NnZQVlZWWbeLC0tpaZx62pq3qNHj2BoaCgxz9TUFIwx1NbW4sGDB4iOjsaSJUtw7tw57N+/H3w+XXay/POf/8SRI0cQEBCAhQsXNpouMzMTIpEIurq6OHr0KFRUVCTmBwYGYtasWYiKisKsWbMAvBlB4NWrV5gxY0a77sPbdGQZ4LTm2q6trcWTJ0/Qt29fiXm2trYSf1+7dg1xcXES0wwMDKT6O5DF2NgYqqqqEtP4fD569eqFZ8+evXV5zoULFwAAFy9elPk9fXV1NUpKSlBSUiIxopCFhYVEZ+0N6evrQygUSk0fOXIkdu7ciatXr8Lb27vZ+WwLnXH9jBw5UiofqqqqsLS0RGpqKvLz8zFgwID22eH3lJ+fHxYsWABTU1P4+/vD2dkZ9vb2UFdXl0hz+PBhDB8+HP7+/hg1ahRGjhwpNeqVnJwcpk6dirCwMCQmJmLChAkAgJMnT+Lx48cICgqS+UxpTbm/ePHiO+33++BjqYe8L7j79/Hjx3Hy5Emp+QKBALdu3QLw5plha2uLY8eOSdzPIyMjAQAikUjmNhoeOzk5OfTs2RNVVVVSHcXWP6Ycrr8qWX34cX2OJCUlITc3F2ZmZuJ5GhoaMs+Lnp6eRJ8gubm5KCsrg66uLpYvXy6Vvri4GADEx6G9ZWVlAXglLvUVAAAZKUlEQVTTv0lD9fuMAv46f0+ePJHZLxGX51u3bsHU1LTZeRgyZIjUND09PQCQqB/s3r1bqp8jLy8vWFpatipvIpEI58+fR3R0NObOnQsAuH37NjIyMsR9bjXUlnWstsL1yzV69Oh2WX9qaio2btyIixcvoqSkRKJvtfr1qnv37kn1a6ihoYF58+YBeHP9qKioSPVxw1FWVpa47keNGoU+ffogJiYG69evFz/7mroH9OjRo9FybmRkhG7dusmcV/8e8K5GjBgBOTnJbpTl5OQwYsQI3L59G1lZWXB1dUVFRQXWrVuHuLg45OXl4fnz5xLLyMqToaFhm46WOXPmTGzYsAHbt2/HqFGjAACXL1/G1atX4e/vD01NTQBN1/+rqqpw/fp16OrqYu3atVLb4J6b9c+tr68vgoODERERgW+//VY8PTIyEnw+H1OmTJFaT1Pnz9zcXKI/p/rzWntu6dd7B1JXV4e1tTXS09NRU1ODlJQU8Hg8ODs7izueS0lJgVAoREZGBhwdHcU3n3PnzsHFxQXAm5ugkZERVFVVwePxEBcXh6ysLLx8+VK8rR9++AGGhobYtWsXQkNDERoaCiUlJfj6+iI8PFyqgNWvzHO4m1FT8xpWGOuTl5eHgYEBFi1aBD6fjwULFmD79u2YPXt2Sw7bR2HHjh1Yt24dnJycGu3wDQAePHgAT09P8Hg8HD16FLq6ulJp/P39ERISgh07doiDRjt37oSqqqrMm05H6sgyUH+bDbX22u7Vq5fE39euXZOq5Do6OjYraCRr29z263d++DZPnz4FAPzyyy9Npnv+/LlEuW+4Lw01Np+bXl5e3uw8tpXOuH664nHo6kJCQqClpYXNmzcjPDwc69atA5/Ph4eHBzZs2ABDQ0NMmjQJcXFxWL9+PbZs2YJffvlFfC7Dw8MlfmyIRCKEhYUhMjJSHDSKiIgQz5OlNeW+YafKH6KPrR7S1XH371WrVjUrvUgkQkZGBmJjY/HNN9+AMYZ9+/ahR48e8PDwkLlMY8euuceU62S+sXsh90OES8dpbFQqPp8v7iQZ+OsY3LhxAzdu3JC5DACpH5Dt5c8//4ScnJzMH6INjwGX94SEBCQkJDS6zpbmvalzU79+sHv3bvFAGRwDAwNYWlq2Km+TJ0/GvHnzEBkZKQ4atce9FmjfclteXg4ejyf1EqgtHDhwAJMnT4aqqirc3NxgYGCAbt26iTvLvn//vjjtvXv3pOqIQqFQHDR6+vQpXr9+LTNYyql/fuTl5eHv74/w8HAcP34cHh4eqKysRFxcHAYNGgRra2up5bvC+WlOPerVq1dwcnLClStXYGVlBZFIBC0tLfD5fNy7dw979uxpUR2ttT755BM4OjoiLi4OpaWl0NLSwo4dOwBA4sV7U/X/srIyMMbw8OHDZp9bDQ0NjBs3DocOHcLNmzcxaNAg5OXl4dy5cxg7dix69uwptXxHn1sKGnUwZ2dnXLp0CRkZGUhNTcXgwYOho6MD4E20NCUlBUZGRqipqYGzs7N4uVWrVuHly5dIS0uTevtx4cIF8ZsRDp/PR0hICEJCQvDo0SOcPn0au3btwt69e1FYWIjjx4+3/87WM3r0aCxYsACpqakUNGrg5MmTmD17NoyNjXHo0CEIBAKZ6SoqKjBu3DgUFRXhyJEjsLKykplOTU0NU6dOxdatW3Ht2jU8f/4cOTk5mD59ulTLls7QUWWgPTSM2gcEBDQrQNSeuAfD9evXW/Qms+G+NNTYCAvc9M4aprajr5+uehy6Mm6Up6+//hqlpaVIS0tDdHQ09u/fj9u3byM7Oxvy8vKYMGECJkyYgIqKCqSnp+Pw4cPYuXMn3N3dcevWLWhoaAB403rV0tIS8fHxKC8vh0AgwJEjR2BiYgIbG5tO3tv3z8daD+mKuPv3n3/+CTU1tbem9/Pzw7fffovIyEh88803OHPmDO7fv4/AwEAoKiq2ax4buxcWFhZKpGvt+r29vRsdWa0jqauro66uDiUlJeJywWl4DLi8//TTT/jHP/7RYXnkNBxttb7W5E1TUxNjx45FXFwccnNzYWJigsjISHTv3h2enp5tkeUOoaGhAcYYHj9+3OatmZYtWwYlJSVcvnwZRkZGEvNiYmIk/nZycsKbL4lkU1dXB4/HQ0lJSbO3LxKJEB4ejsjISHh4eODQoUOoqqpqNKjXFTSnHvXrr7/iypUrmDZtmjhIw4mJicGePXtkruNtddnWmDVrFk6fPo29e/ciMDAQ0dHRMDIykmht2VT9nyt7Q4YMQWZmZrO3KxKJcOjQIURERGD16tVvbUXa0eTenoS0Ja4ClpSUhLS0NPFbOwBwcXFBamoqTp06BUCyKXBeXh40NTWlKmpVVVXiYRMbo6uriylTpuDYsWMYMGAAkpOTO3zIda4pXGMBkY9VTk4OfHx8oK6ujvj4eHGzx4Zqa2vh5+eH7OxsfP/99xg/fnyT6w0MDAQAbN++XWaEvDN1Rhl438nLywOAzBZI3KcjzR0CtLkKCgok3phx0tLSAKDRoGV76+jrh9vf+iorK3Ht2jWoq6ujX79+4ulycnItaiX2MdDS0oKXlxdiY2Ph4uKCmzdvSg2zq6amBnd3d2zbtg0BAQF48uSJ1KdiIpEI1dXVOHjwII4cOYLKykp88cUXHbkrH4yPtR7SFXH3b+5TorfR1taGu7s7Lly4gDt37oh/VLRnWeDu9bICFM+fP0dmZiaUlZVhYmLSqvUPHDgQ6urqyMzM7BKtxiwsLAAA6enpUvPOnTsn8Xdrnr/y8vId8pxobd2A+4EaGRmJ9PR03L17Fz4+PlBSUmrzPLYXriuBpKSkVi3f1LM8Ly8PAwcOlAoYPX78WDzUeXMNGzYMpaWlLRri3sLCAmZmZvj1119RUVGByMhI8Hg8TJ06tUXb7kjp6ekSrQsBoK6uDufOnQOPx4OFhYW4ewWuNXF9suphrdVUfZrz+eefQ0dHBzt27MCBAwdQXl6O6dOnN3sbampqGDhwIHJyclrU3cTYsWOhpaWFqKgo1NXVYd++fVBTU5N5TDoDBY06mL29Pfh8PjZv3oyKigqJypqzszNKSkqwc+dOqKioSLxBFQqFKCsrk2i6W1tbi5CQEPH33pyXL19KPdiANw/3yspKCAQCqW9L20JWVpbMB/7Tp0+xePFiAG8KBHmjuLgY48aNQ1VVFQ4fPiz1AKpv3rx5SExMxMyZMyW+dW2MlZUVbGxssG/fPhw4cADm5uZS/fF0lo4oAx8aLpj44MEDqXlfffUV1NTUsGTJEplN+6uqqpr9g6S+2tpaLF68WOItWXZ2NiIiIqCjo9NpZbmjr5/k5GSpFhGrVq3Cs2fP8OWXX0rcSzU1NfG///2vLXbzvZaamir1drWmpkb8uYSSkhLOnDkjs9JWVFQkTlOfv78/5OXlERERgYiICPB4PAoatdKHXA9538yZMwd8Ph9BQUEoKCiQmv/s2TNxn0Ic7kc994PG0NBQqq+dtjRixAj0798fv/32G5KTkyXmhYaGorS0FFOmTGmyj7ym8Pl8zJ49G/fv30dISIjMeuTvv/8uvje0N+7H94oVKyQCm4WFhfjhhx8k0tra2mLYsGGIjo5GbGys1Lrq6uqkPh/T1NRESUkJqqur2yH375Y3APDw8ECPHj2wb98+7N27F0DXaenQXLNmzYK8vDyWLl0q9fKLMfbWPl2aepYLhULcuXNHovVMdXU1Zs+e3eKgZ3BwMACIW+U2VFhYiJycHKnpIpEIL168wI8//ohTp07B0dERf/vb31q07Y70xx9/YPv27RLTtm/fjj/++AMeHh7Q0dER96F59uxZiXSnT5+WWvZdNFWf5igoKCAgIAA3b97E4sWLIRAIWvxVQXBwMKqqqjBjxgyZn6fevXtXqj8ygUCAyZMno6CgAGFhYbh9+za8vb0b7Qewo9HnaR1MVVUVNjY2OH/+POTk5ODo6Ciex739Ky4uhpubm0SrnKCgICQlJcHe3h6+vr5QUlJCamoqHj58CCcnJ4k3QC9evMCIESNgbGyMIUOGQF9fH5WVlYiPj0dhYSFCQkLapRnzhg0bEB8fjxEjRkBfXx/Kysq4f/8+EhIS8Pz5c0yaNKnT+9TpSr777jvk5+dj6NChSElJQUpKilSaZcuWISMjAz///DOUlZWho6Mjs0NDruPD+mbNmoVp06YB6DqtjICOKQMfGhcXFxw8eBDe3t4YM2YMlJSUYGFhAU9PT+jo6CA6OhqTJk2ChYUF3N3d8cknn+Dly5e4d+8eTp8+jU8//RTHjh1r0TbNzc1x9uxZ2NjYwNXVFcXFxYiNjcXr16+xbdu2TnuIdfT1M27cOHh6esLHxwcGBga4cOECUlJS0L9/f6xYsUIirYuLC/bv3w8vLy9YWVlBXl4e48ePh7m5edsfiC7My8sL6urqGD58OIRCIWpqanDixAncvHkTPj4+EAqFmDBhAh49egR7e3sYGBiAx+Ph7NmzyMjIwPDhw6Vas/Tu3Ruurq5ISkqCnJyceDnSch9yPeR9Y2pqik2bNmH27NkwMTHB2LFj0b9/f1RUVCA/Px+nT59GQEAAtmzZIl7G09MT3bt3x/r161FTU4Pg4OB2+USDIycnh927d8PNzQ1jx47FpEmTIBQKcf78eaSmpqJ///5Ys2bNO21j+fLluHLlCn788UckJCTAwcEBPXv2xMOHD3H9+nVkZWXh/PnzMvv1aGuurq7w9/dHVFQUzMzM4OXlhZcvX2L//v0YNmwYjh49KhHwjI6OhrOzM/z8/LBx40ZYW1tDWVkZBQUFOH/+PIqLiyUCRC4uLsjMzMSYMWMwcuRIKCgowMHBAQ4ODm2+Ly3NGwAoKirC19cXW7duxa5duyAUCtslb+3JzMwMGzduRHBwMAYPHgwvLy8IhUIUFhbizJkz8PDwwMaNGxtdvqlneVBQEIKCgmBlZQUfHx+8fv0aJ06cAGMMFhYWLeoqwd3dHf/617+wcuVKDBgwAO7u7hAKhSgtLcWdO3eQlpaG0NBQDBw4UGI5f39/LFy4EMuXL0ddXV2XD+q5ubkhODgYiYmJGDx4MG7cuIGjR49CW1tbHIj19PSEgYEBwsLC8Pvvv8PU1BS5ubmIj4/HxIkT2+zTVW4who0bN6KsrEz8CerSpUsl0gUGBmLdunV49OgRvL29W3zvCQwMxIULF7Bnzx6kp6fD1dUVurq6ePLkCW7duoWLFy8iKipKqh4jEomwadMm/Pvf/xb/3WW0asw18k4WL17MAIiHUa3P2Ni40SHXDx48yKytrVm3bt2YtrY28/X1ZXl5eezvf/87A8Du3r3LGGPs1atXbO3atWz06NFMT0+PKSgosF69ejEHBwcWFRUlMQRfU8PTNjUsITescUpKinhacnIyE4lEzNjYmKmpqTE+n8969erFxowZw2JiYlp8nN5XsoZT5YY554ZpZYyJz1tT/xj76xw19U/WOXr+/DlTVFRkysrKrKysrB33uOXauwww1vLrlyNrXU2lb0prhnOVdf3U1NSwBQsWMH19fcbn86WuJcYYu3XrFps2bRoTCoVMQUGB9ejRg5mZmbHg4GCWkZEhTifrWmyIy9+DBw/Y5MmTxUMq29nZsaSkpBYcgfbR0ddPXFwcs7GxYcrKykxLS4sFBASwx48fS63/8ePHzNfXl2lrazM5Obkmh3X9kG3atImNHz+eCYVCpqSkxLS0tJitrS3bvHmzeEj2mJgY5uvry/r378+6devGunfvziwsLNjatWtZRUWFzPVGRkaK73lbt26VmaalZZsja2jeD9mHWg9pal1dWUZGBvPz82O6urpMIBAwbW1tZm1tzRYuXMhycnKk0k+fPl1cFnJzc2Wus6lruqlh3xt7PmVnZzMfHx+mra3NBAIBEwqFbO7cuTKHu25q/Y3l6/Xr12zr1q1sxIgRTF1dnSkqKjJ9fX3m7u7ONm/ezCorK2Wurz3U1NSwlStXMkNDQ6agoMD69evH/vOf/7CLFy8yAGzu3LkS6Z8+fcqWLl3KTE1NmbKyMlNVVWVGRkbM39+fHT58WCJtRUUFmzFjBuvTpw+Tl5eXuF6bun6b8+yWpSV545w9e1Z8fS1atEhmmrasY7WXlJQUNm7cOKapqckUFBSYnp4e8/b2Zunp6YyxxvehqWd5XV0d27JlCxs8eDBTUlJivXv3ZtOmTWNFRUWtfo6cOHGCeXp6Mh0dHSYQCFjv3r2ZnZ0dW7lyJSsoKJC5jKurKwPAlJSUWHl5ucw0rSnnrb3OZKl/PaelpTFHR0emoqLC1NXV2cSJE9nt27cl0ufn5zNvb2+mo6PDunXrxmxsbFhMTEyj5aKpujRjjd9rEhISxHW6+r+3GrK3t2cA2LFjx1q875zY2Fjm6urKevTowQQCAevbty9zcnJi4eHhMu+djDFmZGTEADA9PT1WW1srM01rzt+7Ph95/79hQsgHJjMzEzY2NhCJROImxoQ0B4/Hg6Oj4wfdeosQQghpiR07dmDGjBni1mGEkMalpqbC2dkZ3333ncyvJLqy6upq6OnpQVVVFfn5+fQ5NahPI0I+WN9//z0AUMWGEEIIIaSZCgsLpfple/jwIUJDQyEvL49x48Z1Us4IIR1h165dKC0tRWBgIAWM/h/1aUTIB6SgoABRUVG4ceMG9u/fDzc3N9jZ2XV2tgghhBBC3gtr1qxBQkICRo4ciZ49e6KgoADx8fGoqKjAsmXLunSnw4SQ1luzZg2Ki4uxdetW9OzZE3PmzOnsLHUZFDQi5AOSn5+PRYsWQVVVFZ6enti2bVtnZ4kQQggh5L3h7u6OmzdvIiEhAWVlZVBSUoK5uTnmzJkDf3//zs4eIaSdLFq0CAKBABYWFvjpp5/QvXv3zs5Sl0F9GhFCCCGEEEIIIYQQKfSRHiGEEEIIIYQQQgiRQkEjQgghhBBCCCGEECKFgkaEEEIIIYQQQgghRAoFjQghhBBCCCGEEEKIFAoaEUIIIYR0MQEBAfDy8ursbBBCCCHkI0ejpxFCCCGEdDHl5eVgjEFDQ6Ozs0IIIYSQjxgFjQghhBBCCCGEEEKIFPo8jRBCCCGkBerq6rB69WoYGhpCWVkZFhYWOHjwIAAgNTUVPB4PJ0+exNChQ9GtWzd8+umnyM3NlVhHaGgoevbsCTU1NUyfPh0LFy6EpaWleH7Dz9OcnJwQHByMBQsWQFNTE71798ayZcsk1vns2TNMnz4dOjo6UFdXh4uLC7KystrvQBBCCCHkg0dBI0IIIYSQFli9ejX27t2LLVu24MaNG5g/fz6++OILnD59WpxmyZIlCA8PR2ZmJvh8Pr7++mvxvH379mHVqlVYu3YtLl++DH19fWzevPmt292zZw9UVFRw8eJFhIWFYcWKFThx4oR4/qRJk1BUVITffvsNly9fhrW1NUaNGoWnT5+27QEghBBCyEeDPk8jhBBCCGmmly9fQlNTE8nJybCzsxNPnz59OqqqqjBz5kw4OzsjOTkZo0aNAgAkJibCw8MDL168gJKSEoYPH46hQ4fi559/Fi9vb2+PyspKXLt2DcCblkbPnj1DXFwcgDctjWpra5GWliZextbWFi4uLlizZg3Onj0LDw8PFBUVQVFRUZxmwIABWLBgAWbOnNmux4UQQgghHyZ+Z2eAEEIIIeR9cefOHVRVVeGzzz6TmP7q1StYWVmJ/zY3Nxf/v0+fPgCAoqIi6OvrIzc3F3PmzJFY3tbWFqdOnWpy2/XXya23qKgIAJCVlYXKykpoaWlJpHnx4gXy8vKauXeEEEIIIZIoaEQIIYQQ0kyVlZUAgISEBPTt21dinqKiojhAIxAIxNN5PB6AN30hvYv66+TWy62zsrISffr0QWpqqtRyNAIbIYQQQlqLgkaEEEIIIc00aNAgKCoqoqCgAI6OjlLzm9Oqx8TEBJcuXcKXX34pnnbp0qV3ype1tTUKCwvB5/NhYGDwTusihBBCCOFQ0IgQQgghpJnU1NQQEhKC+fPno66uDvb29igvL0d6ejrU1dUhFArfuo6goCDMmDEDQ4cOxaefforY2FhkZ2ejX79+rc6Xq6sr7Ozs4OXlhbCwMBgbG+PRo0dISEjAxIkTMXTo0FavmxBCCCEfLwoaEUIIIYS0wMqVK6Gjo4PVq1cjPz8fGhoasLa2xuLFi5v1CdrUqVORn5+PkJAQVFdXw9fXFwEBAcjIyGh1nng8HhITE7FkyRJ89dVXKC4uRu/eveHg4IBevXq1er2EEEII+bjR6GmEEEIIIZ3ss88+Q+/evREREdHZWSGEEEIIEaOWRoQQQgghHaiqqgpbtmyBm5sb5OXlER0djeTkZJw4caKzs0YIIYQQIoFaGhFCCCGEdKAXL17A09MTV69eRXV1NUxMTLB06VJ8/vnnnZ01QgghhBAJFDQihBBCCCGEEEIIIVLkOjsDhBBCCCGEEEIIIaTroaARIYQQQgghhBBCCJFCQSNCCCGEEEIIIYQQIoWCRoQQQgghhBBCCCFECgWNCCGEEEIIIYQQQogUChoRQgghhBBCCCGEECkUNCKEEEIIIYQQQgghUihoRAghhBBCCCGEEEKkUNCIEEIIIYQQQgghhEj5PxSAvxVzRUikAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f = plotEVMvsWasm(df_blake2b_sol_vs_rust, colors=['tab:orange', 'tab:olive'], dodge=False)\n", "\n", @@ -4634,7 +8091,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 174, "metadata": {}, "outputs": [], "source": [ @@ -4647,7 +8104,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 175, "metadata": {}, "outputs": [], "source": [ @@ -4658,9 +8115,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 176, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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enginebench_nameparse_timeexec_time
1rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.004892
3rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.005025
5rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.004041
7rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.003475
9rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.004168
11rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.004246
13rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.005193
15rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.003764
17rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.004648
19rust-nativebls12-eip1962-rust-native-two-pairingsNaN0.003763
20fizzy-with-bignumsbls12-wasmsnark-synth-loop0.0009500.008382
21fizzy-with-bignumsbls12-wasmsnark-two-pairings-standalone0.0010070.012362
22fizzybls12-wasmsnark-two-pairings-standalone0.0010830.354880
23fizzy-with-bignumsbls12-wasmsnark-synth-loop0.0010310.009986
24fizzy-with-bignumsbls12-wasmsnark-two-pairings-standalone0.0010620.011896
25fizzybls12-wasmsnark-two-pairings-standalone0.0010470.357166
26fizzy-with-bignumsbls12-wasmsnark-synth-loop0.0010730.009855
27fizzy-with-bignumsbls12-wasmsnark-two-pairings-standalone0.0010570.012324
28fizzybls12-wasmsnark-two-pairings-standalone0.0010390.360213
29fizzy-with-bignumsbls12-wasmsnark-synth-loop0.0010600.009861
30fizzy-with-bignumsbls12-wasmsnark-two-pairings-standalone0.0010770.012318
31fizzybls12-wasmsnark-two-pairings-standalone0.0010150.332510
32fizzy-with-bignumsbls12-wasmsnark-synth-loop0.0010060.009936
33fizzy-with-bignumsbls12-wasmsnark-two-pairings-standalone0.0009830.011223
34fizzybls12-wasmsnark-two-pairings-standalone0.0009670.349648
35wabt-no-bignumsbls12-wasmsnark-two-pairings0.0031470.448136
49wabt-no-bignumsbls12-wasmsnark-two-pairings0.0024050.499997
63wabt-no-bignumsbls12-wasmsnark-two-pairings0.0024710.449145
77wabt-no-bignumsbls12-wasmsnark-two-pairings0.0028620.478147
91wabt-no-bignumsbls12-wasmsnark-two-pairings0.0024310.428168
105wabt-no-bignumsbls12-wasmsnark-two-pairings0.0022080.425549
119wabt-no-bignumsbls12-wasmsnark-two-pairings0.0022050.418122
133wabt-no-bignumsbls12-wasmsnark-two-pairings0.0021870.410784
147wabt-no-bignumsbls12-wasmsnark-two-pairings0.0026800.411307
161wabt-no-bignumsbls12-wasmsnark-two-pairings0.0025940.423964
179wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0043680.008874
180wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0032600.009559
181wabt-fastmont-fasthost-f1m_mulbls12-wasmsnark-two-pairings0.0031710.114653
182wabt-fastmont-fasthost-f1m_mul-f1m_addbls12-wasmsnark-two-pairings0.0030490.045696
183wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_subbls12-wasmsnark-two-pairings0.0031730.012468
184wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0033050.010825
185wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0034200.011301
186wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0028980.010535
187wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0029980.009652
188wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings-standalone0.0037170.008520
189wabt-fastmont-fasthost-superopsbls12-wasmsnark-synth-loop0.0045290.006903
194wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0047840.008370
195wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0038810.008399
196wabt-fastmont-fasthost-f1m_mulbls12-wasmsnark-two-pairings0.0029040.107134
197wabt-fastmont-fasthost-f1m_mul-f1m_addbls12-wasmsnark-two-pairings0.0030840.045433
198wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_subbls12-wasmsnark-two-pairings0.0031820.013750
199wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0042700.012172
200wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0034090.012038
201wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0038540.011491
202wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0033320.010809
203wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings-standalone0.0049370.009295
204wabt-fastmont-fasthost-superopsbls12-wasmsnark-synth-loop0.0040820.008001
209wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0040100.009742
210wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0049280.009615
211wabt-fastmont-fasthost-f1m_mulbls12-wasmsnark-two-pairings0.0038060.124053
212wabt-fastmont-fasthost-f1m_mul-f1m_addbls12-wasmsnark-two-pairings0.0036310.049376
213wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_subbls12-wasmsnark-two-pairings0.0032680.013737
214wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0031470.011705
215wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0030160.011657
216wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0032990.011778
217wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0031220.010539
218wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings-standalone0.0045220.009392
219wabt-fastmont-fasthost-superopsbls12-wasmsnark-synth-loop0.0135200.007812
224wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0043450.008315
225wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0038420.008655
226wabt-fastmont-fasthost-f1m_mulbls12-wasmsnark-two-pairings0.0031660.115980
227wabt-fastmont-fasthost-f1m_mul-f1m_addbls12-wasmsnark-two-pairings0.0029000.046779
228wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_subbls12-wasmsnark-two-pairings0.0035990.011709
229wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0030980.010568
230wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0028180.010639
231wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0037490.010611
232wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0037080.009945
233wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings-standalone0.0035010.008488
234wabt-fastmont-fasthost-superopsbls12-wasmsnark-synth-loop0.0044330.007798
239wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0041910.008746
240wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings0.0047980.009383
241wabt-fastmont-fasthost-f1m_mulbls12-wasmsnark-two-pairings0.0037130.120352
242wabt-fastmont-fasthost-f1m_mul-f1m_addbls12-wasmsnark-two-pairings0.0032050.045131
243wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_subbls12-wasmsnark-two-pairings0.0032130.013071
244wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0029700.011080
245wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0033300.010982
246wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0038250.010995
247wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub...bls12-wasmsnark-two-pairings0.0034180.009761
248wabt-fastmont-fasthost-superopsbls12-wasmsnark-two-pairings-standalone0.0033980.008734
249wabt-fastmont-fasthost-superopsbls12-wasmsnark-synth-loop0.0046040.007074
271v8-liftoffbls12-wasmsnark-two-pairings0.0046480.023191
272v8-turbofanbls12-wasmsnark-two-pairings0.0054310.024328
294v8-liftoffbls12-wasmsnark-two-pairings0.0038320.021182
295v8-turbofanbls12-wasmsnark-two-pairings0.0132710.019626
317v8-liftoffbls12-wasmsnark-two-pairings0.0044090.023360
318v8-turbofanbls12-wasmsnark-two-pairings0.0116890.017665
340v8-liftoffbls12-wasmsnark-two-pairings0.0038730.023389
341v8-turbofanbls12-wasmsnark-two-pairings0.0089560.022069
363v8-liftoffbls12-wasmsnark-two-pairings0.0038250.022152
364v8-turbofanbls12-wasmsnark-two-pairings0.0091540.022612
386v8-liftoffbls12-wasmsnark-two-pairings0.0039330.023975
387v8-turbofanbls12-wasmsnark-two-pairings0.0086160.021091
409v8-liftoffbls12-wasmsnark-two-pairings0.0044380.020846
410v8-turbofanbls12-wasmsnark-two-pairings0.0093770.021990
432v8-liftoffbls12-wasmsnark-two-pairings0.0047890.022715
433v8-turbofanbls12-wasmsnark-two-pairings0.0116950.024634
455v8-liftoffbls12-wasmsnark-two-pairings0.0045010.024514
456v8-turbofanbls12-wasmsnark-two-pairings0.0076750.023242
478v8-liftoffbls12-wasmsnark-two-pairings0.0057590.025480
479v8-turbofanbls12-wasmsnark-two-pairings0.0130180.018093
\n", + "
" + ], + "text/plain": [ + " engine \\\n", + "1 rust-native \n", + "3 rust-native \n", + "5 rust-native \n", + "7 rust-native \n", + "9 rust-native \n", + "11 rust-native \n", + "13 rust-native \n", + "15 rust-native \n", + "17 rust-native \n", + "19 rust-native \n", + "20 fizzy-with-bignums \n", + "21 fizzy-with-bignums \n", + "22 fizzy \n", + "23 fizzy-with-bignums \n", + "24 fizzy-with-bignums \n", + "25 fizzy \n", + "26 fizzy-with-bignums \n", + "27 fizzy-with-bignums \n", + "28 fizzy \n", + "29 fizzy-with-bignums \n", + "30 fizzy-with-bignums \n", + "31 fizzy \n", + "32 fizzy-with-bignums \n", + "33 fizzy-with-bignums \n", + "34 fizzy \n", + "35 wabt-no-bignums \n", + "49 wabt-no-bignums \n", + "63 wabt-no-bignums \n", + "77 wabt-no-bignums \n", + "91 wabt-no-bignums \n", + "105 wabt-no-bignums \n", + "119 wabt-no-bignums \n", + "133 wabt-no-bignums \n", + "147 wabt-no-bignums \n", + "161 wabt-no-bignums \n", + "179 wabt-fastmont-fasthost-superops \n", + "180 wabt-fastmont-fasthost-superops \n", + "181 wabt-fastmont-fasthost-f1m_mul \n", + "182 wabt-fastmont-fasthost-f1m_mul-f1m_add \n", + "183 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub \n", + "184 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "185 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "186 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "187 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "188 wabt-fastmont-fasthost-superops \n", + "189 wabt-fastmont-fasthost-superops \n", + "194 wabt-fastmont-fasthost-superops \n", + "195 wabt-fastmont-fasthost-superops \n", + "196 wabt-fastmont-fasthost-f1m_mul \n", + "197 wabt-fastmont-fasthost-f1m_mul-f1m_add \n", + "198 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub \n", + "199 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "200 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "201 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "202 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "203 wabt-fastmont-fasthost-superops \n", + "204 wabt-fastmont-fasthost-superops \n", + "209 wabt-fastmont-fasthost-superops \n", + "210 wabt-fastmont-fasthost-superops \n", + "211 wabt-fastmont-fasthost-f1m_mul \n", + "212 wabt-fastmont-fasthost-f1m_mul-f1m_add \n", + "213 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub \n", + "214 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "215 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "216 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "217 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "218 wabt-fastmont-fasthost-superops \n", + "219 wabt-fastmont-fasthost-superops \n", + "224 wabt-fastmont-fasthost-superops \n", + "225 wabt-fastmont-fasthost-superops \n", + "226 wabt-fastmont-fasthost-f1m_mul \n", + "227 wabt-fastmont-fasthost-f1m_mul-f1m_add \n", + "228 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub \n", + "229 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "230 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "231 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "232 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "233 wabt-fastmont-fasthost-superops \n", + "234 wabt-fastmont-fasthost-superops \n", + "239 wabt-fastmont-fasthost-superops \n", + "240 wabt-fastmont-fasthost-superops \n", + "241 wabt-fastmont-fasthost-f1m_mul \n", + "242 wabt-fastmont-fasthost-f1m_mul-f1m_add \n", + "243 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub \n", + "244 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "245 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "246 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "247 wabt-fastmont-fasthost-f1m_mul-f1m_add-f1m_sub... \n", + "248 wabt-fastmont-fasthost-superops \n", + "249 wabt-fastmont-fasthost-superops \n", + "271 v8-liftoff \n", + "272 v8-turbofan \n", + "294 v8-liftoff \n", + "295 v8-turbofan \n", + "317 v8-liftoff \n", + "318 v8-turbofan \n", + "340 v8-liftoff \n", + "341 v8-turbofan \n", + "363 v8-liftoff \n", + "364 v8-turbofan \n", + "386 v8-liftoff \n", + "387 v8-turbofan \n", + "409 v8-liftoff \n", + "410 v8-turbofan \n", + "432 v8-liftoff \n", + "433 v8-turbofan \n", + "455 v8-liftoff \n", + "456 v8-turbofan \n", + "478 v8-liftoff \n", + "479 v8-turbofan \n", + "\n", + " bench_name parse_time exec_time \n", + "1 bls12-eip1962-rust-native-two-pairings NaN 0.004892 \n", + "3 bls12-eip1962-rust-native-two-pairings NaN 0.005025 \n", + "5 bls12-eip1962-rust-native-two-pairings NaN 0.004041 \n", + "7 bls12-eip1962-rust-native-two-pairings NaN 0.003475 \n", + "9 bls12-eip1962-rust-native-two-pairings NaN 0.004168 \n", + "11 bls12-eip1962-rust-native-two-pairings NaN 0.004246 \n", + "13 bls12-eip1962-rust-native-two-pairings NaN 0.005193 \n", + "15 bls12-eip1962-rust-native-two-pairings NaN 0.003764 \n", + "17 bls12-eip1962-rust-native-two-pairings NaN 0.004648 \n", + "19 bls12-eip1962-rust-native-two-pairings NaN 0.003763 \n", + "20 bls12-wasmsnark-synth-loop 0.000950 0.008382 \n", + "21 bls12-wasmsnark-two-pairings-standalone 0.001007 0.012362 \n", + "22 bls12-wasmsnark-two-pairings-standalone 0.001083 0.354880 \n", + "23 bls12-wasmsnark-synth-loop 0.001031 0.009986 \n", + "24 bls12-wasmsnark-two-pairings-standalone 0.001062 0.011896 \n", + "25 bls12-wasmsnark-two-pairings-standalone 0.001047 0.357166 \n", + "26 bls12-wasmsnark-synth-loop 0.001073 0.009855 \n", + "27 bls12-wasmsnark-two-pairings-standalone 0.001057 0.012324 \n", + "28 bls12-wasmsnark-two-pairings-standalone 0.001039 0.360213 \n", + "29 bls12-wasmsnark-synth-loop 0.001060 0.009861 \n", + "30 bls12-wasmsnark-two-pairings-standalone 0.001077 0.012318 \n", + "31 bls12-wasmsnark-two-pairings-standalone 0.001015 0.332510 \n", + "32 bls12-wasmsnark-synth-loop 0.001006 0.009936 \n", + "33 bls12-wasmsnark-two-pairings-standalone 0.000983 0.011223 \n", + "34 bls12-wasmsnark-two-pairings-standalone 0.000967 0.349648 \n", + "35 bls12-wasmsnark-two-pairings 0.003147 0.448136 \n", + "49 bls12-wasmsnark-two-pairings 0.002405 0.499997 \n", + "63 bls12-wasmsnark-two-pairings 0.002471 0.449145 \n", + "77 bls12-wasmsnark-two-pairings 0.002862 0.478147 \n", + "91 bls12-wasmsnark-two-pairings 0.002431 0.428168 \n", + "105 bls12-wasmsnark-two-pairings 0.002208 0.425549 \n", + "119 bls12-wasmsnark-two-pairings 0.002205 0.418122 \n", + "133 bls12-wasmsnark-two-pairings 0.002187 0.410784 \n", + "147 bls12-wasmsnark-two-pairings 0.002680 0.411307 \n", + "161 bls12-wasmsnark-two-pairings 0.002594 0.423964 \n", + "179 bls12-wasmsnark-two-pairings 0.004368 0.008874 \n", + "180 bls12-wasmsnark-two-pairings 0.003260 0.009559 \n", + "181 bls12-wasmsnark-two-pairings 0.003171 0.114653 \n", + "182 bls12-wasmsnark-two-pairings 0.003049 0.045696 \n", + "183 bls12-wasmsnark-two-pairings 0.003173 0.012468 \n", + "184 bls12-wasmsnark-two-pairings 0.003305 0.010825 \n", + "185 bls12-wasmsnark-two-pairings 0.003420 0.011301 \n", + "186 bls12-wasmsnark-two-pairings 0.002898 0.010535 \n", + "187 bls12-wasmsnark-two-pairings 0.002998 0.009652 \n", + "188 bls12-wasmsnark-two-pairings-standalone 0.003717 0.008520 \n", + "189 bls12-wasmsnark-synth-loop 0.004529 0.006903 \n", + "194 bls12-wasmsnark-two-pairings 0.004784 0.008370 \n", + "195 bls12-wasmsnark-two-pairings 0.003881 0.008399 \n", + "196 bls12-wasmsnark-two-pairings 0.002904 0.107134 \n", + "197 bls12-wasmsnark-two-pairings 0.003084 0.045433 \n", + "198 bls12-wasmsnark-two-pairings 0.003182 0.013750 \n", + "199 bls12-wasmsnark-two-pairings 0.004270 0.012172 \n", + "200 bls12-wasmsnark-two-pairings 0.003409 0.012038 \n", + "201 bls12-wasmsnark-two-pairings 0.003854 0.011491 \n", + "202 bls12-wasmsnark-two-pairings 0.003332 0.010809 \n", + "203 bls12-wasmsnark-two-pairings-standalone 0.004937 0.009295 \n", + "204 bls12-wasmsnark-synth-loop 0.004082 0.008001 \n", + "209 bls12-wasmsnark-two-pairings 0.004010 0.009742 \n", + "210 bls12-wasmsnark-two-pairings 0.004928 0.009615 \n", + "211 bls12-wasmsnark-two-pairings 0.003806 0.124053 \n", + "212 bls12-wasmsnark-two-pairings 0.003631 0.049376 \n", + "213 bls12-wasmsnark-two-pairings 0.003268 0.013737 \n", + "214 bls12-wasmsnark-two-pairings 0.003147 0.011705 \n", + "215 bls12-wasmsnark-two-pairings 0.003016 0.011657 \n", + "216 bls12-wasmsnark-two-pairings 0.003299 0.011778 \n", + "217 bls12-wasmsnark-two-pairings 0.003122 0.010539 \n", + "218 bls12-wasmsnark-two-pairings-standalone 0.004522 0.009392 \n", + "219 bls12-wasmsnark-synth-loop 0.013520 0.007812 \n", + "224 bls12-wasmsnark-two-pairings 0.004345 0.008315 \n", + "225 bls12-wasmsnark-two-pairings 0.003842 0.008655 \n", + "226 bls12-wasmsnark-two-pairings 0.003166 0.115980 \n", + "227 bls12-wasmsnark-two-pairings 0.002900 0.046779 \n", + "228 bls12-wasmsnark-two-pairings 0.003599 0.011709 \n", + "229 bls12-wasmsnark-two-pairings 0.003098 0.010568 \n", + "230 bls12-wasmsnark-two-pairings 0.002818 0.010639 \n", + "231 bls12-wasmsnark-two-pairings 0.003749 0.010611 \n", + "232 bls12-wasmsnark-two-pairings 0.003708 0.009945 \n", + "233 bls12-wasmsnark-two-pairings-standalone 0.003501 0.008488 \n", + "234 bls12-wasmsnark-synth-loop 0.004433 0.007798 \n", + "239 bls12-wasmsnark-two-pairings 0.004191 0.008746 \n", + "240 bls12-wasmsnark-two-pairings 0.004798 0.009383 \n", + "241 bls12-wasmsnark-two-pairings 0.003713 0.120352 \n", + "242 bls12-wasmsnark-two-pairings 0.003205 0.045131 \n", + "243 bls12-wasmsnark-two-pairings 0.003213 0.013071 \n", + "244 bls12-wasmsnark-two-pairings 0.002970 0.011080 \n", + "245 bls12-wasmsnark-two-pairings 0.003330 0.010982 \n", + "246 bls12-wasmsnark-two-pairings 0.003825 0.010995 \n", + "247 bls12-wasmsnark-two-pairings 0.003418 0.009761 \n", + "248 bls12-wasmsnark-two-pairings-standalone 0.003398 0.008734 \n", + "249 bls12-wasmsnark-synth-loop 0.004604 0.007074 \n", + "271 bls12-wasmsnark-two-pairings 0.004648 0.023191 \n", + "272 bls12-wasmsnark-two-pairings 0.005431 0.024328 \n", + "294 bls12-wasmsnark-two-pairings 0.003832 0.021182 \n", + "295 bls12-wasmsnark-two-pairings 0.013271 0.019626 \n", + "317 bls12-wasmsnark-two-pairings 0.004409 0.023360 \n", + "318 bls12-wasmsnark-two-pairings 0.011689 0.017665 \n", + "340 bls12-wasmsnark-two-pairings 0.003873 0.023389 \n", + "341 bls12-wasmsnark-two-pairings 0.008956 0.022069 \n", + "363 bls12-wasmsnark-two-pairings 0.003825 0.022152 \n", + "364 bls12-wasmsnark-two-pairings 0.009154 0.022612 \n", + "386 bls12-wasmsnark-two-pairings 0.003933 0.023975 \n", + "387 bls12-wasmsnark-two-pairings 0.008616 0.021091 \n", + "409 bls12-wasmsnark-two-pairings 0.004438 0.020846 \n", + "410 bls12-wasmsnark-two-pairings 0.009377 0.021990 \n", + "432 bls12-wasmsnark-two-pairings 0.004789 0.022715 \n", + "433 bls12-wasmsnark-two-pairings 0.011695 0.024634 \n", + "455 bls12-wasmsnark-two-pairings 0.004501 0.024514 \n", + "456 bls12-wasmsnark-two-pairings 0.007675 0.023242 \n", + "478 bls12-wasmsnark-two-pairings 0.005759 0.025480 \n", + "479 bls12-wasmsnark-two-pairings 0.013018 0.018093 " + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_scout_data[df_scout_data['bench_name'].str.contains('bls')]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 178, "metadata": {}, "outputs": [], "source": [ @@ -4777,18 +9280,113 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 179, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicks(df_scout_bls12,\n", " suptitle=\"BLS12-381 two-point pairing check (Rust-eip1962 vs Wasm-wasmsnark)\",\n", @@ -4802,9 +9400,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_scout_bls12,\n", " suptitle=\"BLS12-381 two-point pairing check (Rust-eip1962 vs Wasm-wasmsnark)\",\n", @@ -4825,7 +9443,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 182, "metadata": {}, "outputs": [], "source": [ @@ -4866,9 +9484,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestColoredTicksBLS(df_scout_bls12_hostfunc_variations,\n", " suptitle=\"BLS12-381 two-point pairing check (Rust-eip1962 vs Wasm-wasmsnark)\",\n", @@ -4882,9 +9520,29 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 184, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " parse_time exec_time\n", + "engine \n", + "fizzy 0.001030 0.350883\n", + "fizzy-with-bignums 0.001037 0.012025\n", + "rust-native 0.000000 0.004322\n", + "wabt-no-bignums 0.002519 0.439332\n", + "wabt-with-bignums 0.004165 0.008939" + ] + }, + "execution_count": 186, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_fizzy_bls12" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 187, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotScoutStackedTest(df_bls12_synth_loop,\n", " suptitle=\"BLS12-381 synthetic loop (fizzy vs wabt - wasmsnark)\",\n", @@ -5102,7 +9852,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 191, "metadata": {}, "outputs": [], "source": [ @@ -5124,13 +9874,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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oTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUVlPuADsyc+bM3H///WlsbEx9fX0uueSSDBkyZKfzn3322UybNi1r165N3759c8EFF+Too49uu97a2prp06fn0UcfzbvvvpsRI0bkq1/9avr167fdZ23ZsiXXXHNNXn311Xz/+9/PoEGD9sRXBAAAAKgoHW4n0zPPPJOf/exnOffcczNlypTU19dn8uTJaWpq2uH8RYsW5Uc/+lFOP/30TJkyJePGjcsPfvCDrFixom3Or371qzz00EOZNGlSrr/++uy3336ZPHlyNm/evN3n3XHHHenVq9ce+34AAAAAlajDlUwPPPBAzjjjjJx22mkZMGBAJk2alM6dO+fxxx/f4fwZM2Zk7Nix+dznPpcBAwbk/PPPz+DBgzNz5swkH+ximjFjRiZOnJhx48alvr4+V1xxRd5666288MIL7T7rxRdfzJw5c/KXf/mXe/x7AgAAAFSSDlUybd26NUuXLs0RRxzRNlZdXZ0jjjgiixcv3uF7Fi9e3G5+khx55JH5/e9/nyRZs2ZNGhsbM2bMmLbrXbt2zZAhQ9p9ZmNjY26++eZcccUV6dy58+78WgAAAAAVr0OdybRhw4a0tLSkrq6u3XhdXV3eeOONHb6nsbExPXr0aDfWo0ePNDY2tl3fNrazOa2trbnxxhvzqU99KocffnjWrFnzH2bdsmVLtmzZ0va6qqoq+++/f9vPALA7+DsFACgV6w6K6lAlU7k89NBDee+993LOOed85Pfce++9ufvuu9teH3bYYZkyZUr69OmzJyICsI/a0UMqAAD2BOsOiupQJVP37t1TXV3dtsNom8bGxu12N21TV1e33aHgTU1NbfO3/bOpqSk9e/ZsN2fbk+PmzZuXxYsX50tf+lK7z7n66qtz0kkn5Yorrtju33vOOedkwoQJba+3Nb5r167N1q1bP8rXZR/iVzWwq1atWlXuCMBeyNoD2BXWHexMTU3NR9pU06FKppqamgwePDjz5s3LsccemyRpaWnJvHnzctZZZ+3wPcOGDcvcuXPz2c9+tm1szpw5GTp0aJLkoIMOSl1dXebOndtWKjU3N+eVV17Jpz/96STJJZdckvPPP7/t/W+99VYmT56c//Jf/kvb5/yx2tra1NbW7vBaa2vrn/bFAWAn/J0CAJSKdQdFdaiSKUkmTJiQf/qnf8rgwYMzZMiQzJgxI5s2bcqpp56aJJk6dWp69erVtuto/Pjxue6663L//ffn6KOPztNPP50lS5bk0ksvTfLBDqPx48fnnnvuSb9+/XLQQQflrrvuSs+ePTNu3LgkSe/evdtl6NKlS5Kkb9+++bM/+7MSfXMAAACAvVeHK5lOOOGEbNiwIdOnT09jY2MGDRqUa665pu22t3Xr1rU7jGz48OG58sorc9ddd+XnP/95+vXrl29+85sZOHBg25zPf/7z2bRpU26++eY0NzdnxIgRueaaazxFDgAAAGA3qWq1H263Wrt2bbunzkGSHPLjkeWOQAc2aOOd5Y5AB/bMlUeVOwKwF7L24MNYe7Az1h3sTG1t7Uc6k6m6BFkAAAAAqHBKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACF1ZQ7wI7MnDkz999/fxobG1NfX59LLrkkQ4YM2en8Z599NtOmTcvatWvTt2/fXHDBBTn66KPbrre2tmb69Ol59NFH8+6772bEiBH56le/mn79+iVJ1qxZk1/+8peZN29eGhsb06tXr5x88smZOHFiamo65B8RAAAAQIfS4XYyPfPMM/nZz36Wc889N1OmTEl9fX0mT56cpqamHc5ftGhRfvSjH+X000/PlClTMm7cuPzgBz/IihUr2ub86le/ykMPPZRJkybl+uuvz3777ZfJkydn8+bNSZI33ngjra2tufTSS/P3f//3ueiii/Lwww/nzjvvLMl3BgAAANjbdbiS6YEHHsgZZ5yR0047LQMGDMikSZPSuXPnPP744zucP2PGjIwdOzaf+9znMmDAgJx//vkZPHhwZs6cmeSDXUwzZszIxIkTM27cuNTX1+eKK67IW2+9lRdeeCFJMnbs2Fx++eU58sgjc/DBB+eYY47Jn//5n+f5558v2fcGAAAA2Jt1qHvBtm7dmqVLl+YLX/hC21h1dXWOOOKILF68eIfvWbx4cSZMmNBu7Mgjj2wrkNasWZPGxsaMGTOm7XrXrl0zZMiQLF68OCeeeOIOP7e5uTndunXbadYtW7Zky5Ytba+rqqqy//77t/0MALuDv1MAgFKx7qCoDlUybdiwIS0tLamrq2s3XldXlzfeeGOH72lsbEyPHj3ajfXo0SONjY1t17eN7WzOH1u9enUeeuih/OVf/uVOs9577725++67214fdthhmTJlSvr06bPT9wDAn2rb+YEAAHuadQdFdaiSqSNYv359Jk+enOOPPz5nnnnmTuedc8457XZQbWt8165dm61bt+7xnOxd/KoGdtWqVavKHQHYC1l7ALvCuoOdqamp+UibajpUydS9e/dUV1dvt8OosbFxu91N29TV1W13KHhTU1Pb/G3/bGpqSs+ePdvNGTRoULv3rV+/Pt/73vcyfPjwXHrppR+atba2NrW1tTu81tra+qHvBYCPyt8pAECpWHdQVIc6+LumpiaDBw/OvHnz2sZaWloyb968DBs2bIfvGTZsWObOndtubM6cORk6dGiS5KCDDkpdXV27Oc3NzXnllVfafea2gumwww7L5ZdfnurqDvVHAwAAANChdbgmZcKECXn00UfzxBNPZOXKlbnllluyadOmnHrqqUmSqVOn5s4772ybP378+MyePTv3339/Xn/99UyfPj1LlizJWWedleSD29jGjx+fe+65J7NmzcqKFSsyderU9OzZM+PGjUvyQcF03XXXpXfv3rnwwguzYcOGNDY27vTMJgAAAADa61C3yyXJCSeckA0bNmT69OlpbGzMoEGDcs0117Td9rZu3bp2J94PHz48V155Ze666678/Oc/T79+/fLNb34zAwcObJvz+c9/Pps2bcrNN9+c5ubmjBgxItdcc006d+6c5IOdT6tXr87q1atz2WWXtcszffr0EnxrAAAAgL1bVaubLnertWvXZsuWLeWOQQdzyI9HljsCHdigjXf+x5PYZz1z5VHljgDshaw9+DDWHuyMdQc7U1tb+5EO/u5wt8sBAAAAsPdRMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAoTMkEAAAAQGFKJgAAAAAKUzIBAAAAUJiSCQAAAIDClEwAAAAAFKZkAgAAAKAwJRMAAAAAhSmZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQmJIJAAAAgMKUTAAAAAAUpmQCAAAAoDAlEwAAAACFKZkAAAAAKEzJBAAAAEBhSiYAAAAAClMyAQAAAFCYkgkAAACAwpRMAAAAABSmZAIAAACgMCUTAAAAAIUpmQAAAAAorKbcAXZk5syZuf/++9PY2Jj6+vpccsklGTJkyE7nP/vss5k2bVrWrl2bvn375oILLsjRRx/ddr21tTXTp0/Po48+mnfffTcjRozIV7/61fTr169tzjvvvJPbbrst//Zv/5aqqqocd9xxufjii9OlS5c9+l0BAAAAKkGH28n0zDPP5Gc/+1nOPffcTJkyJfX19Zk8eXKampp2OH/RokX50Y9+lNNPPz1TpkzJuHHj8oMf/CArVqxom/OrX/0qDz30UCZNmpTrr78+++23XyZPnpzNmze3zflf/+t/5bXXXsu1116bq6++OgsXLszNN9+8x78vAAAAQCXocCXTAw88kDPOOCOnnXZaBgwYkEmTJqVz5855/PHHdzh/xowZGTt2bD73uc9lwIABOf/88zN48ODMnDkzyQe7mGbMmJGJEydm3Lhxqa+vzxVXXJG33norL7zwQpJk5cqVeemll3LZZZdl6NChGTFiRC655JI888wzWb9+fcm+OwAAAMDeqkPdLrd169YsXbo0X/jCF9rGqqurc8QRR2Tx4sU7fM/ixYszYcKEdmNHHnlkW4G0Zs2aNDY2ZsyYMW3Xu3btmiFDhmTx4sU58cQTs3jx4hxwwAE5/PDD2+YcccQRqaqqyiuvvJJjjz12u3/vli1bsmXLlrbXVVVV2X///VNT06H+SOko+h1Z7gR0YKM3dS93BDqw2trackcA9kbWHnwIaw92xrqDnfmoXUeHakQ2bNiQlpaW1NXVtRuvq6vLG2+8scP3NDY2pkePHu3GevTokcbGxrbr28Y+bE737u1/0Xbq1CndunVrm/PH7r333tx9991tr0888cR84xvfSM+ePf+jr8m+6GtPlTsBHdiD5Q4AQOWx9uBDWHsAe0qHKpn2Juecc852O6i2bNmi+QX+JO+9916uu+66XHfdddl///3LHQcAqHDWHsCe1KFKpu7du6e6unq73UONjY3b7W7apq6ubrtDwZuamtrmb/tnU1NTu11GTU1NGTRoUNucDRs2tPuM999/P++8885O/721tbUKJaCw1tbWLFu2LK2treWOAgDsA6w9gD2pQx38XVNTk8GDB2fevHltYy0tLZk3b16GDRu2w/cMGzYsc+fObTc2Z86cDB06NEly0EEHpa6urt2c5ubmvPLKK22fOWzYsLz77rtZunRp25x58+altbU1Q4YM2W3fDwAAAKBSdaiSKUkmTJiQRx99NE888URWrlyZW265JZs2bcqpp56aJJk6dWruvPPOtvnjx4/P7Nmzc//99+f111/P9OnTs2TJkpx11llJPjiQe/z48bnnnnsya9asrFixIlOnTk3Pnj0zbty4JMmAAQMyduzY3HzzzXnllVfy8ssv57bbbssJJ5yQXr16lfzPAAAAAGBv0+m66667rtwh/r1DDz00BxxwQO65557cf//9SZIrr7wy/fv3T5LMmDEj1dXVbU986927d/r3759f//rXue+++9LU1JTLLrssI0aMaPvM4cOHZ9OmTfnFL36RmTNnpmfPnvnGN77R7la4o446Kq+88kruuuuu/O53v8uRRx6ZSZMmeVocsMdVV1dn9OjR6dSpU7mjAAD7AGsPYE+panUzLgAAAAAFdbjb5QAAAADY+yiZAAAAAChMyQQAAABAYUomAAAAAApTMgEAAABQWE25AwDsa5YuXZqampoMHDgwSfLCCy/k8ccfz4ABA3LeeeelpsavZgBg93jiiSfSvXv3HH300UmSO+64I4888kgGDBiQb3zjG+nTp0+ZEwKVxE4mgBL7yU9+kjfeeCNJ8uabb+aHP/xh9ttvvzz33HO54447ypwOAKgk9957bzp37pwkWbx4cX7zm9/ky1/+cg488MDcfvvtZU4HVBolE0CJvfHGGxk0aFCS5Nlnn82oUaPyjW98I5dffnn+z//5P+UNBwBUlD/84Q/p27dvkuT555/PcccdlzPPPDNf+tKXsnDhwjKnAyqNkgmgDFpbW5Mkc+fOzVFHHZUk6d27dzZs2FDOWABAhenSpUvefvvtJMmcOXMyZsyYJEltbW02b95czmhABXLwB0CJDR48OL/85S8zZsyYLFiwIJMmTUqSrFmzJnV1dWVOBwBUkjFjxuSmm27KYYcdllWrVrX9n1srV67MQQcdVOZ0QKWxkwmgxL7yla9k2bJlufXWWzNx4sS2LezPPfdchg0bVuZ0AEAl+au/+qsMGzYsGzZsyFVXXZUDDzwwyQcPIjnxxBPLnA6oNFWt2+7ZAKCsNm/enOrqak+XAwAA9kr+SwagjDZu3JiWlpZ2Y0omAGB32rx5c1asWJGmpqb88R6DY445pkypgErkv2QASmzNmjW59dZbs2DBgh0euDlt2rQypAIAKtFLL72Uf/zHf8w777yzw+vWHcDupGQCKLF//Md/TGtra/76r/86PXr0SFVVVbkjAQAV6rbbbsvxxx+fc8891wNGgD1OyQRQYsuXL8+UKVNyyCGHlDsKAFDhmpqaMmHCBAUTUBKeLgdQYkOGDMm6devKHQMA2Accd9xxWbBgQbljAPsIT5cDKLHVq1fnJz/5SU4++eQMHDgwnTp1ane9vr6+TMkAgEqzadOm/P3f/326d+++w3XH+PHjy5QMqERulwMosQ0bNuTNN9/MP//zP+/wugM4AYDd5emnn86cOXNSW1u73Y6mqqoqJROwW9nJBFBi//W//tf0798/n//853d48HefPn3KlAwAqDSTJk3K2WefnS984QuprnZaCrBn2ckEUGLr1q3Lt7/97fTt27fcUQCACrd169accMIJCiagJPymASix0aNHZ/ny5eWOAQDsAz75yU/mmWeeKXcMYB9hJxNAiR1zzDG5/fbbs2LFigwcODA1NTXbXQcA2B1aWlry61//OrNnz059ff12B39fdNFFZUoGVCIlE0CJ/eQnP0mS/PKXv9zhdQd/AwC7y2uvvZbDDjus7WeAPcnB3wAAAAAU5kwmAAAAAApzuxxAid19990fev3cc88tURIAoNJ973vf+9Dr3/3ud0uUBNgXKJkASuz5559v9/r999/PmjVrUl1dnb59+yqZAIDdpr6+vt3r999/P8uXL89rr72WT37yk2VKBVQqZzIBdADNzc258cYbc+yxx+aUU04pdxwAoMJNnz49GzduzIUXXljuKEAFcSYTQAfQtWvXnHfeeZ4sBwCUxCmnnJLHH3+83DGACqNkAuggmpub09zcXO4YAMA+YPHixencuXO5YwAVxplMACU2Y8aM7cbeeuutPPXUUxk7dmwZEgEAlerv/u7v2r1ubW1NY2NjlixZki9+8YtlSgVUKiUTQIk9+OCD7V5XV1ene/fu+eQnP5lzzjmnTKkAgErUtWvXdq+rqqpyyCGH5LzzzsuRRx5ZplRApXLwNwAAAACF2ckEAABQ4bZu3Zqmpqb88R6D3r17lykRUImUTAAltnHjxtx3332ZN2/eDhd7U6dOLVMyAKDSvPHGG7npppuyaNGiHV73ZFtgd1IyAZTYTTfdlIULF+bkk09Oz549U1VVVe5IAECF+ud//udUV1fn6quvTs+ePcsdB6hwSiaAEnvppZdy9dVXZ8SIEeWOAgBUuOXLl+d//I//kf79+5c7CrAPqC53AIB9zQEHHJBu3bqVOwYAsA8YMGBA3n777XLHAPYRSiaAEmtoaMj06dOzadOmckcBACrcBRdckDvuuCPz58/P22+/nebm5nb/A9idqlr/+MRZAPaob33rW3nzzTfT2tqaPn36pKam/Z3LU6ZMKVMyAKDSNDQ0fOh1B38Du5MzmQBKbNy4ceWOAADsI7773e+WOwKwD7GTCQAAAIDC7GQCAACoUK+++uoOx6uqqlJbW5vevXuntra2xKmASmUnE0CJXXzxxTsc37bY69u3b0499dScdtppJU4GAFSa/+hMppqamhx//PG59NJL07lz5xKlAipVp+uuu+66cocA2JfU1NRk0aJFOeqoo3LyySdn9OjR2W+//fLmm2/m7LPPTnV1de6777706NEjgwcPLndcAGAvNmjQoCxbtiwXXHBBzj///Hz605/O4MGDs2rVqlxyySX5+Mc/nsceeyxNTU058sgjyx0X2Mu5XQ6gxF5++eU0NDTk05/+dLvxhx9+OLNnz87f/M3fpL6+Pg899FDOPPPMMqUEACrBPffck6985SsZO3Zs29jAgQPTq1evTJs2LTfccEP222+//Mu//EsuvPDCMiYFKkF1uQMA7Gtmz56dMWPGbDd+xBFHZPbs2UmSo446KmvWrCl1NACgwqxYsSJ9+vTZbrxPnz5ZsWJFkg92O7311luljgZUICUTQIl169Yts2bN2m581qxZ6datW5Jk06ZN6dKlS6mjAQAVpn///rnvvvuydevWtrGtW7fmvvvuS//+/ZMk69evT48ePcoVEaggbpcDKLEvfvGLueWWWzJ/K9veKgAAEJpJREFU/vwMGTIkSbJkyZK8+OKLmTRpUpJkzpw5GTVqVDljAgAV4K/+6q/y/e9/P5dddlnq6+uTfLC7qaWlJd/+9reTJGvWrMlnPvOZcsYEKoSnywGUwcs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enginetest_nametotal_timegas_used
105evmone384evm384-synth-loop-v10.02353437512569235
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parse_timeexec_timegastest_name
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enginetest_nametimegas
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enginetest_nametimegas
105evmone384evm384-synth-loop-v10.02353437512569235
106evmone384evm384-synth-loop-v20.0153394575851179
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test_nametimegas
engine
evmone384evm384-synth-loop-v10.02353437512569235
evmone384evm384-synth-loop-v20.0153394575851179
rust-nativebls12-eip1962-rust-native-two-pairings0.0043215161000
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test_nametimegasMgas/s
engine
evmone384evm384-synth-loop-v10.02353412569235534.079830
evmone384evm384-synth-loop-v20.0153395851179381.446292
rust-nativebls12-eip1962-rust-native-two-pairings0.00432216100037.255583
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestUsingTimeCol(df_evm384_wasm_native,\n", " suptitle=\"BLS12-381 pairings and synthetic loop - rust-native, wasm, evm384\",\n", @@ -5593,7 +11032,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 220, "metadata": {}, "outputs": [], "source": [ @@ -5603,7 +11042,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 221, "metadata": {}, "outputs": [], "source": [ @@ -5612,7 +11051,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 222, "metadata": {}, "outputs": [], "source": [ @@ -5628,9 +11067,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 223, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig_plt = plotOneTestUsingTimeCol(df_evm384_wasm_synth_loop,\n", " suptitle=\"BLS12-381 synthetic loop - wasm and evm384\",\n", @@ -5640,786 +11099,6 @@ "fig_plt.show()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## evm384 concluding tldr chart" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_bls_wasm_merge_tldr = df_bls12_synth_vs_pairing.copy()\n", - "df_bls_wasm_merge_tldr.drop(columns=['parse_time', 'exec_time'], inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_native_merge_tldr = df_evm384_native.copy()\n", - "df_evm384_native_merge_tldr.drop(columns=['gas', 'Mgas/s'], inplace=True)\n", - "df_evm384_native_merge_tldr.reset_index(inplace=True)\n", - "df_evm384_native_merge_tldr.columns = ['engine', 'bench_name', 'time']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr = pd.concat([df_evm384_native_merge_tldr, df_bls_wasm_merge_tldr], sort=False)\n", - "df_evm384_wasm_native_tldr.reset_index(drop=True, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr = df_evm384_wasm_native_tldr.drop(df_evm384_wasm_native_tldr[df_evm384_wasm_native_tldr['engine'] == 'fizzy-with-bignums'].index)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr = df_evm384_wasm_native_tldr.sort_values('time')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr.replace('bls12-eip1962-rust-native-two-pairings', 'Native two-pairings (Rust)', inplace=True)\n", - "df_evm384_wasm_native_tldr.replace('evm384-synth-loop-v3', 'EVM384 synth-loop-v3 (Yul)', inplace=True)\n", - "df_evm384_wasm_native_tldr.replace('evm384-synth-loop-v2', 'EVM384 synth-loop-v2 (Yul)', inplace=True)\n", - "df_evm384_wasm_native_tldr.replace('evm384-synth-loop-v1', 'EVM384 synth-loop-v1 (Yul)', inplace=True)\n", - "df_evm384_wasm_native_tldr.replace('bls12-synth-loop', 'Wasm synth-loop (wasmsnark)', inplace=True)\n", - "df_evm384_wasm_native_tldr.replace('bls12-two-pairings', 'Wasm two-pairings (wasmsnark)', inplace=True)\n", - "#df_evm384_wasm_native_tldr.replace('blake2b-8kb.huff.evm', 'EVM (Huff)', inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_synth_pairing_yul = df_evm384_wasm_native_tldr.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# drop rust-native - this chart focuses on synth loop vs pairing (and evmone384 synth loop)\n", - "df_evm384_wasm_synth_pairing_yul = df_evm384_wasm_synth_pairing_yul.drop(df_evm384_wasm_synth_pairing_yul[df_evm384_wasm_synth_pairing_yul['engine'] == 'rust-native'].index)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f = plt.figure(figsize=(14,8))\n", - "sns.reset_defaults() # use default colors, orange and blue\n", - "splot = sns.barplot(x='engine', y='time', hue='bench_name', dodge=True, ci=None,\n", - " palette=['tab:blue', 'tab:olive', 'tab:purple', 'tab:brown', 'tab:cyan'],\n", - " data=df_evm384_wasm_synth_pairing_yul)\n", - "\n", - "\n", - "\n", - "# this customizes the widths of each bar-group. Because orange bars (wasm) stand alone,\n", - "# versus blue and olive that are grouped together (evm-huff, evm-sol), but the default\n", - "# widths are all the same, the orange bars are too skinny.\n", - "# This makes the orange bars fatter (`current_width*2`) than the blue and olive bars (`current_width*1.3`)\n", - "\n", - "# It also adjusts the x position of the bars so that they're centered (by default they were positioned\n", - "# as if all three groups would appear in every column)\n", - "\n", - "orange_bars_rgba = (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - "blue_bars_rgba = (0.19460784313725488, 0.45343137254901944, 0.632843137254902, 1.0)\n", - "olive_bars_rgba = (0.6622549019607844, 0.6651960784313725, 0.2093137254901961, 1.0)\n", - "purple_bars_rgba = (0.5784313725490194, 0.446078431372549, 0.6990196078431372, 1.0)\n", - "brown_bars_rgba = (0.5171568627450981, 0.3583333333333334, 0.3259803921568628, 1.0)\n", - "cyan_bars_rgba = (0.180392156862745, 0.6715686274509803, 0.7215686274509805, 1.0)\n", - "\n", - "\n", - "for patch in splot.patches:\n", - " current_width = patch.get_width()\n", - " # factor 1.3 to make bars 30% wider?\n", - " diff = current_width*1.3 - current_width\n", - "\n", - " # couldn't find a way to look up patch color names nor covert RGB to name,\n", - " # so we look up the bar groups using these HSLA(?) values like (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - "\n", - " #blue\n", - " if patch.get_facecolor() == blue_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() + diff * 3.4)\n", - "\n", - " #olive\n", - " if patch.get_facecolor() == olive_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() + diff * 3.4)\n", - "\n", - " # purple\n", - " if patch.get_facecolor() == purple_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.4)\n", - "\n", - " # brown\n", - " if patch.get_facecolor() == brown_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.4)\n", - " \n", - " # cyan\n", - " if patch.get_facecolor() == cyan_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.4)\n", - " \n", - " \n", - " #print(dir(patch))\n", - " #print(patch)\n", - " #print(patch.get_facecolor())\n", - "\n", - "\n", - "# annotate the bars with the ms values\n", - "for p in splot.patches:\n", - " splot.annotate(\n", - " toMs(p.get_height()),\n", - " (p.get_x() + p.get_width() / 2., p.get_height()),\n", - " ha = 'center', va = 'center',\n", - " xytext = (0, 10),\n", - " textcoords = 'offset points')\n", - "\n", - "\n", - "# adjust legend placement\n", - "plt.legend(fontsize='x-large', title_fontsize='40', loc='upper left')\n", - "#leg = splot.get_legend()\n", - "#leg.set_bbox_to_anchor([0.212,0.95])\n", - "\n", - "splot.set_xticklabels(splot.get_xticklabels(), size = 14)\n", - "splot.set(xlabel='')\n", - "\n", - "#f.suptitle(\"Two-pairings (Rust-native, wasm) vs Synthetic loop (wasm, evm384)\", fontsize=18, y=0.96)\n", - "#f.suptitle(\"Two-pairings (Rust-native, wasm) vs Synthetic loop (wasm, evm384)\", fontsize=18, y=0.96)\n", - "f.savefig('../images/evm384-wasm-native-pairings-and-synth-loop.png', bbox_inches='tight')\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## just wasm - synth loop vs pairing" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_wasm = df_evm384_wasm_native_tldr.copy()\n", - "# drop rust-native - this chart focuses on synth loop vs pairing (and evmone384 synth loop)\n", - "df_evm384_synth_wasm = df_evm384_synth_wasm.drop(df_evm384_synth_wasm[df_evm384_synth_wasm['engine'] == 'rust-native'].index)\n", - "\n", - "df_evm384_synth_wasm = df_evm384_synth_wasm.drop(df_evm384_synth_wasm[df_evm384_synth_wasm['engine'] == 'evmone384'].index)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_wasm" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#df_evm384_synth_wasm.loc[(df_evm384_synth_wasm['bench_name'] == 'Wasm two-pairings (wasmsnark)'), 'engine'] = \"wasm-two-pairings\"\n", - "#df_evm384_synth_wasm.loc[(df_evm384_synth_wasm['bench_name'] == 'Wasm synth-loop (wasmsnark)'), 'engine'] = \"wasm-synth-loop\"\n", - "\n", - "df_evm384_synth_wasm.loc[(df_evm384_synth_wasm['bench_name'] == 'Wasm two-pairings (wasmsnark)'), 'engine'] = \"wabt-with-bignums (two-pairings)\"\n", - "df_evm384_synth_wasm.loc[(df_evm384_synth_wasm['bench_name'] == 'Wasm synth-loop (wasmsnark)'), 'engine'] = \"wabt-with-bignums (synth-loop)\"\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_wasm" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f = plt.figure(figsize=(14,8))\n", - "sns.reset_defaults() # use default colors, orange and blue\n", - "splot = sns.barplot(x='engine', y='time', hue='bench_name', dodge=True, ci=None,\n", - " palette=['tab:blue', 'tab:olive', 'tab:purple', 'tab:brown', 'tab:cyan'],\n", - " data=df_evm384_synth_wasm)\n", - "\n", - "\n", - "\n", - "# this customizes the widths of each bar-group. Because orange bars (wasm) stand alone,\n", - "# versus blue and olive that are grouped together (evm-huff, evm-sol), but the default\n", - "# widths are all the same, the orange bars are too skinny.\n", - "# This makes the orange bars fatter (`current_width*2`) than the blue and olive bars (`current_width*1.3`)\n", - "\n", - "# It also adjusts the x position of the bars so that they're centered (by default they were positioned\n", - "# as if all three groups would appear in every column)\n", - "\n", - "orange_bars_rgba = (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - "blue_bars_rgba = (0.19460784313725488, 0.45343137254901944, 0.632843137254902, 1.0)\n", - "olive_bars_rgba = (0.6622549019607844, 0.6651960784313725, 0.2093137254901961, 1.0)\n", - "purple_bars_rgba = (0.5784313725490194, 0.446078431372549, 0.6990196078431372, 1.0)\n", - "brown_bars_rgba = (0.5171568627450981, 0.3583333333333334, 0.3259803921568628, 1.0)\n", - "cyan_bars_rgba = (0.180392156862745, 0.6715686274509803, 0.7215686274509805, 1.0)\n", - "\n", - "\n", - "for patch in splot.patches:\n", - " current_width = patch.get_width()\n", - " diff = current_width*1.3 - current_width\n", - "\n", - " # couldn't find a way to look up patch color names nor covert RGB to name,\n", - " # so we look up the bar groups using these HSLA(?) values like (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - "\n", - " #blue\n", - " if patch.get_facecolor() == blue_bars_rgba:\n", - " patch.set_width(current_width*0.7)\n", - " patch.set_x(patch.get_x() + diff * 2.1)\n", - "\n", - " #olive\n", - " if patch.get_facecolor() == olive_bars_rgba:\n", - " patch.set_width(current_width*0.7)\n", - " patch.set_x(patch.get_x() - diff * 1.1)\n", - "\n", - " # purple\n", - " if patch.get_facecolor() == purple_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.4)\n", - "\n", - " # brown\n", - " if patch.get_facecolor() == brown_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.4)\n", - " \n", - " # cyan\n", - " if patch.get_facecolor() == cyan_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.4)\n", - " \n", - " \n", - " #print(dir(patch))\n", - " #print(patch)\n", - " #print(patch.get_facecolor())\n", - "\n", - "\n", - "# annotate the bars with the ms values\n", - "for p in splot.patches:\n", - " splot.annotate(\n", - " toMs(p.get_height()),\n", - " (p.get_x() + p.get_width() / 2., p.get_height()),\n", - " ha = 'center', va = 'center',\n", - " xytext = (0, 10),\n", - " textcoords = 'offset points')\n", - "\n", - "\n", - "# adjust legend placement\n", - "plt.legend(fontsize='x-large', title_fontsize='40', loc='upper left')\n", - "#leg = splot.get_legend()\n", - "#leg.set_bbox_to_anchor([0.212,0.95])\n", - "\n", - "splot.set_xticklabels(splot.get_xticklabels(), size = 14)\n", - "splot.set(xlabel='')\n", - "\n", - "#f.suptitle(\"Two-pairings (Rust-native, wasm) vs Synthetic loop (wasm, evm384)\", fontsize=18, y=0.96)\n", - "#f.suptitle(\"Two-pairings (Rust-native, wasm) vs Synthetic loop (wasm, evm384)\", fontsize=18, y=0.96)\n", - "f.savefig('../images/evm384-wasm-pairings-vs-synth-loop.png', bbox_inches='tight')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## just evmone384 - v1 v2 v3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_v1v2v3 = df_evm384_wasm_native_tldr.copy()\n", - "# drop rust-native - this chart focuses on synth loop vs pairing (and evmone384 synth loop)\n", - "df_evm384_synth_v1v2v3 = df_evm384_synth_v1v2v3.drop(df_evm384_synth_v1v2v3[df_evm384_synth_v1v2v3['engine'] == 'rust-native'].index)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_v1v2v3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_v1v2v3 = df_evm384_synth_v1v2v3.drop(df_evm384_synth_v1v2v3[df_evm384_synth_v1v2v3['engine'] == 'wabt-with-bignums'].index)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_v1v2v3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#df_evm384_synth_v1v2v3.replace('evm384-synth-loop-v3', 'EVM384 synth-loop-v3 (Yul)', inplace=True)\n", - "#df_evm384_synth_v1v2v3.replace('evm384-synth-loop-v2', 'EVM384 synth-loop-v2 (Yul)', inplace=True)\n", - "#df_evm384_synth_v1v2v3.replace('evm384-synth-loop-v1', 'EVM384 synth-loop-v1 (Yul)', inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_v1v2v3.loc[(df_evm384_synth_v1v2v3['bench_name'] == 'EVM384 synth-loop-v3 (Yul)'), 'engine'] = \"evmone-evm384-v3\"\n", - "df_evm384_synth_v1v2v3.loc[(df_evm384_synth_v1v2v3['bench_name'] == 'EVM384 synth-loop-v2 (Yul)'), 'engine'] = \"evmone-evm384-v2\"\n", - "df_evm384_synth_v1v2v3.loc[(df_evm384_synth_v1v2v3['bench_name'] == 'EVM384 synth-loop-v1 (Yul)'), 'engine'] = \"evmone-evm384-v1\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_synth_v1v2v3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f = plt.figure(figsize=(14,8))\n", - "sns.reset_defaults() # use default colors, orange and blue\n", - "splot = sns.barplot(x='engine', y='time', hue='bench_name', dodge=True, ci=None,\n", - " palette=['tab:purple', 'tab:brown', 'tab:cyan'],\n", - " data=df_evm384_synth_v1v2v3)\n", - "\n", - "\n", - "\n", - "# this customizes the widths of each bar-group. Because orange bars (wasm) stand alone,\n", - "# versus blue and olive that are grouped together (evm-huff, evm-sol), but the default\n", - "# widths are all the same, the orange bars are too skinny.\n", - "# This makes the orange bars fatter (`current_width*2`) than the blue and olive bars (`current_width*1.3`)\n", - "\n", - "# It also adjusts the x position of the bars so that they're centered (by default they were positioned\n", - "# as if all three groups would appear in every column)\n", - "\n", - "orange_bars_rgba = (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - "blue_bars_rgba = (0.19460784313725488, 0.45343137254901944, 0.632843137254902, 1.0)\n", - "olive_bars_rgba = (0.6622549019607844, 0.6651960784313725, 0.2093137254901961, 1.0)\n", - "purple_bars_rgba = (0.5784313725490194, 0.446078431372549, 0.6990196078431372, 1.0)\n", - "brown_bars_rgba = (0.5171568627450981, 0.3583333333333334, 0.3259803921568628, 1.0)\n", - "cyan_bars_rgba = (0.180392156862745, 0.6715686274509803, 0.7215686274509805, 1.0)\n", - "\n", - "\n", - "for patch in splot.patches:\n", - " current_width = patch.get_width()\n", - " # factor 1.3 to make bars 30% wider?\n", - " diff = current_width*1.3 - current_width\n", - "\n", - " # couldn't find a way to look up patch color names nor covert RGB to name,\n", - " # so we look up the bar groups using these HSLA(?) values like (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - "\n", - " #blue\n", - " if patch.get_facecolor() == purple_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() + diff * 3.4)\n", - "\n", - " #olive\n", - " if patch.get_facecolor() == brown_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() + diff * 0.0)\n", - "\n", - " # purple\n", - " if patch.get_facecolor() == cyan_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.4)\n", - " \n", - " \n", - " #print(dir(patch))\n", - " #print(patch)\n", - " #print(patch.get_facecolor())\n", - "\n", - "\n", - "# annotate the bars with the ms values\n", - "for p in splot.patches:\n", - " splot.annotate(\n", - " toMs(p.get_height()),\n", - " (p.get_x() + p.get_width() / 2., p.get_height()),\n", - " ha = 'center', va = 'center',\n", - " xytext = (0, 10),\n", - " textcoords = 'offset points')\n", - "\n", - "\n", - "# adjust legend placement\n", - "plt.legend(fontsize='x-large', title_fontsize='40', loc='upper left')\n", - "#leg = splot.get_legend()\n", - "#leg.set_bbox_to_anchor([0.212,0.95])\n", - "\n", - "splot.set_xticklabels(splot.get_xticklabels(), size = 14)\n", - "splot.set(xlabel='')\n", - "\n", - "#f.suptitle(\"Two-pairings (Rust-native, wasm) vs Synthetic loop (wasm, evm384)\", fontsize=18, y=0.96)\n", - "#f.suptitle(\"Two-pairings (Rust-native, wasm) vs Synthetic loop (wasm, evm384)\", fontsize=18, y=0.96)\n", - "f.savefig('../images/evm384-synth-loop-v1-v2-v3.png', bbox_inches='tight')\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plot the evm384 adjusted time" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr_adjusted = df_evm384_wasm_native_tldr.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr_adjusted" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "wasm_pairing_time = df_evm384_wasm_native_tldr_adjusted.loc[(df_evm384_wasm_native_tldr_adjusted['bench_name'] == 'Wasm two-pairings (wasmsnark)'), 'time']\n", - "wasm_synth_time = df_evm384_wasm_native_tldr_adjusted.loc[(df_evm384_wasm_native_tldr_adjusted['bench_name'] == 'Wasm synth-loop (wasmsnark)'), 'time']\n", - "\n", - "adjustment_factor = wasm_pairing_time.mean() / wasm_synth_time.mean()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "adjustment_factor" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr_adjusted = df_evm384_wasm_native_tldr_adjusted.drop(df_evm384_wasm_native_tldr_adjusted[df_evm384_wasm_native_tldr_adjusted['bench_name'] == 'Wasm synth-loop (wasmsnark)'].index)\n", - "df_evm384_wasm_native_tldr_adjusted = df_evm384_wasm_native_tldr_adjusted.drop(df_evm384_wasm_native_tldr_adjusted[df_evm384_wasm_native_tldr_adjusted['bench_name'] == 'EVM384 synth-loop-v1 (Yul)'].index)\n", - "df_evm384_wasm_native_tldr_adjusted = df_evm384_wasm_native_tldr_adjusted.drop(df_evm384_wasm_native_tldr_adjusted[df_evm384_wasm_native_tldr_adjusted['bench_name'] == 'EVM384 synth-loop-v2 (Yul)'].index)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr_adjusted.loc[(df_evm384_wasm_native_tldr_adjusted['engine'] == 'evmone384'), 'time'] *= adjustment_factor" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "df_evm384_wasm_native_tldr_adjusted.loc[(df_evm384_wasm_native_tldr_adjusted['bench_name'] == 'EVM384 synth-loop-v3 (Yul)'), 'engine'] = \"evmone-evm384-v3\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "evm384_legend_label = \"EVM384 estimate (after synthetic adjustment factor of {:0.2f}x)\".format(adjustment_factor)\n", - "\n", - "df_evm384_wasm_native_tldr_adjusted.replace('EVM384 synth-loop-v3 (Yul)', evm384_legend_label, inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f = plt.figure(figsize=(14,8))\n", - "sns.reset_defaults() # use default colors, orange and blue\n", - "splot = sns.barplot(x='engine', y='time', hue='bench_name', dodge=True, ci=None,\n", - " palette=['tab:orange', 'tab:olive', 'tab:pink'],\n", - " data=df_evm384_wasm_native_tldr_adjusted)\n", - "\n", - "\n", - "\n", - "# this customizes the widths of each bar-group. Because orange bars (wasm) stand alone,\n", - "# versus blue and olive that are grouped together (evm-huff, evm-sol), but the default\n", - "# widths are all the same, the orange bars are too skinny.\n", - "# This makes the orange bars fatter (`current_width*2`) than the blue and olive bars (`current_width*1.3`)\n", - "\n", - "# It also adjusts the x position of the bars so that they're centered (by default they were positioned\n", - "# as if all three groups would appear in every column)\n", - "\n", - "orange_bars_rgba = (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - "blue_bars_rgba = (0.19460784313725488, 0.45343137254901944, 0.632843137254902, 1.0)\n", - "olive_bars_rgba = (0.6622549019607844, 0.6651960784313725, 0.2093137254901961, 1.0)\n", - "purple_bars_rgba = (0.5784313725490194, 0.446078431372549, 0.6990196078431372, 1.0)\n", - "brown_bars_rgba = (0.5171568627450981, 0.3583333333333334, 0.3259803921568628, 1.0)\n", - "pink_bars_rgba = (0.8372549019607844, 0.5196078431372548, 0.7401960784313724, 1.0)\n", - "\n", - "\n", - "for patch in splot.patches:\n", - " current_width = patch.get_width()\n", - " # factor 1.3 to make bars 30% wider?\n", - " diff = current_width*1.3 - current_width\n", - "\n", - " # orange - couldn't find a way to look up patch color names nor covert RGB to name,\n", - " # so we look up the bar groups using these HSLA(?) values like (0.8818627450980391, 0.5053921568627451, 0.17303921568627467, 1.0)\n", - " if patch.get_facecolor() == orange_bars_rgba:\n", - " diff = current_width*2 - current_width\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() + diff * 1.0)\n", - "\n", - " #olive\n", - " if patch.get_facecolor() == olive_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() + diff * 0.1)\n", - "\n", - " # pink\n", - " if patch.get_facecolor() == pink_bars_rgba:\n", - " patch.set_width(current_width*1.0)\n", - " patch.set_x(patch.get_x() - diff * 3.2)\n", - " \n", - "\n", - " #print(dir(patch))\n", - " #print(patch)\n", - " #print(patch.get_facecolor())\n", - "\n", - "\n", - "# annotate the bars with the ms values\n", - "for p in splot.patches:\n", - " splot.annotate(\n", - " toMs(p.get_height()),\n", - " (p.get_x() + p.get_width() / 2., p.get_height()),\n", - " ha = 'center', va = 'center',\n", - " xytext = (0, 10),\n", - " textcoords = 'offset points')\n", - "\n", - "\n", - "# adjust legend placement\n", - "plt.legend(fontsize='x-large', title_fontsize='40', loc='upper left')\n", - "#leg = splot.get_legend()\n", - "#leg.set_bbox_to_anchor([0.212,0.95])\n", - "\n", - "splot.set_xticklabels(splot.get_xticklabels(), size = 14)\n", - "splot.set(xlabel='')\n", - "\n", - "#f.suptitle(\"Two-pairings (Rust-native, wasm) vs Estimated-two-pairings (evm384 adjusted-synth-loop)\", fontsize=18, y=0.96)\n", - "#f.suptitle(\"BLS12-381: Estimated runtime for two pairings on EVM384\", fontsize=18, y=0.96)\n", - "f.savefig('../images/evm384-wasm-native-pairings-vs-adjusted-synth-loop.png', bbox_inches='tight')\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# test to make sure that scout wasm3 data is present\n", - "test_scout_wasm3_plot = plotOneTestColoredTicks(df_scout_data[df_scout_data['engine'].isin(['wasm3-with-bignums'])],)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# test to make sure that scout_wamr.c data is present\n", - "test_scout_wasm3_plot = plotOneTestColoredTicks(df_scout_data[df_scout_data['engine'].isin(['wasm3-with-bignums'])],)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, @@ -6444,7 +11123,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.7.6" } }, "nbformat": 4, From 065c100c2dd643d02eca0e65ea4056903bde0213 Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Sun, 2 Aug 2020 20:38:29 -0500 Subject: [PATCH 06/11] Include eos-vm in other charts --- images/evm-vs-wasm-blake2b-huff-rust.png | Bin 51493 -> 52740 bytes images/evm-vs-wasm-blake2b-huff-sol-rust.png | Bin 61656 -> 62655 bytes images/evm-vs-wasm-blake2b-sol-rust.png | Bin 55827 -> 56620 bytes images/evm-vs-wasm-mul256-sol-rust.png | Bin 52434 -> 53448 bytes notebooks/wasm-engines.ipynb | 16 ++++++++-------- 5 files changed, 8 insertions(+), 8 deletions(-) diff --git a/images/evm-vs-wasm-blake2b-huff-rust.png b/images/evm-vs-wasm-blake2b-huff-rust.png index 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\n", 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\n", 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    " ] @@ -2888,7 +2888,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
    " ] @@ -7626,7 +7626,7 @@ "\n", "df_evm_vs_wasm_mul256 = df_evm_vs_wasm_mul256[df_evm_vs_wasm_mul256['engine'].isin(\n", " ['parity-evm', 'geth-evm', 'evmone', 'cita-evm',\n", - " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'wasm3']\n", + " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'eos-vm', 'wasm3']\n", ")].copy()\n", "\n", "df_evm_vs_wasm_mul256 = df_evm_vs_wasm_mul256.sort_values('time')" @@ -7649,7 +7649,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
    " ] @@ -7731,7 +7731,7 @@ "\n", "df_evm_vs_wasm_blake2b = df_evm_vs_wasm_blake2b[df_evm_vs_wasm_blake2b['engine'].isin(\n", " ['parity-evm', 'geth-evm', 'evmone', 'cita-evm',\n", - " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'wasm3']\n", + " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'eos-vm', 'wasm3']\n", ")].copy()" ] }, @@ -7788,7 +7788,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -8052,7 +8052,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -8122,7 +8122,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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4XG3GjBk6e/aszf5HhcLCwvTll19qzZo1kmwDpICAAElX3mL2x0Dj/PnzioyMLDIDJycnR19//XWRa+Tl5enXX3+VpCJvILsZQkNDJUlbt24t87nPPPOM6tatq4ULF+rHH3+UJFWvXl2BgYH6+uuvtXfvXmvf/Px8RUVFWZeWFSrrc6lVq5ZOnz5dZJw/2rZtm/Lz84v9MwUAAACAm4klbEAl9+CDD1o3uy78frWwsDB9+OGHSktLU7NmzVSvXj1rm4+PjwYPHqyUlBQFBQWpe/fuysrK0tq1a+Xi4qKgoCDt3LnT2v/ixYvq0qWLmjRponbt2qlBgwa6dOmS1q5dq3379umRRx5R8+bNb/yNXyUiIkITJkzQ6tWr9eSTT5bpXDc3N0VHR2vixImaPHmyddneCy+8oL/85S/q3LmzBgwYIBcXF23YsEF5eXlq06aNvv/+e+sYZX0u3bp107Zt29SzZ0+FhITI2dlZbdq0UZ8+fax9CgO//v37X8+jAQAAAIDrdksESLNnz9Ybb7yhjIwMtWnTRv/617/UoUOHYvsuW7ZM//jHP3To0CHl5eWpadOmeu655zR06FBrH4vFopiYGCUkJOjcuXPq3Lmz5s6dq6ZNm96sW4Kd1Z+8y94l3DR16tRRq1at9MMPP6h27dq65557ivT54wyWP84+KrRgwQI1atRIS5Ys0ezZs1WnTh098sgj+vvf/14kvKhWrZqmT5+uDRs2aPPmzVqxYoWqV6+uxo0ba+7cuRo1alTF32Qp+Pv7q0+fPlq5cqXOnj1bqjey/dFTTz2lN954Q0uWLNGkSZPUunVrjRo1ShaLRW+99ZaSkpLk5eWliIgI/eMf/7ju5/LKK6/o3LlzWrlypb7++mvl5+dr+PDh1gCpoKBAycnJatOmjTp27Hh9DwcAAAAArpPJYrFY7FnAkiVLNGzYMM2bN0/BwcGaOXOmli5dqgMHDsjb27tIf7PZrLNnzyowMFBVq1bVZ599pueee07//e9/1aNHD0nS9OnTFR8fr6SkJDVs2FCvvvqqdu3apb1798rFxeWaNWVnZ8vT01NZWVny8PCo8HvG9bl06ZLS0tLUsGHDUv154s6xefNmde7cWW+99ZYmTpxo73Kuy8qVK/XII49o8eLFGjJkyA27Dr8nAAAAoOw+Wlr8pJebbeCAb8t8TnkzD7sHSMHBwbrvvvs0a9YsSVf+r7u/v7+eeeYZRUdHl2qMtm3b6uGHH9aUKVNksVjk5+en5557Ts8//7wkKSsry7q/yeDBg685HgHSrY2/8MLIwIEDtWnTJv3000922YupIlgsFrVr106Ojo769ttvb+gG2vyeAAAAgLK7EwMku26inZubq+3btys8PNx6zMHBQeHh4dqyZcs1z7dYLEpNTdWBAwcUEhIiSUpLS1NGRobNmJ6engoODi5xzJycHGVnZ9t8AFROb775pp566imlpaXZu5Ryy8jI0COPPKKEhATevgYAAADglmDXPZAyMzOVn5+vunXr2hyvW7eu9u/fX+J5WVlZqlevnnJycuTo6Kg5c+booYceknTlL16FY1w9ZmHb1eLj4xUXF3c9twLgFlG/fn3Fxsbau4zr4uvrW+nvAQAAAMDtxa4zkMqrevXq2rlzp7Zt26bXXntNUVFRMpvN5R5v0qRJysrKsn6OHj1accUCAAAAAABUcnadgVS7dm05Ojrq5MmTNsdPnjwpHx+fEs9zcHBQkyZNJElBQUHat2+f4uPjFRoaaj3v5MmT8vX1tRkzKCio2PGcnZ3l7Ox8vbcDAAAAAABwW7LrDKSqVauqXbt2Sk1NtR4rKChQampqmV5bXVBQoJycHElSw4YN5ePjYzNmdna2vvnmG16FDQAAAAAAUA52nYEkSVFRURo+fLjat2+vDh06aObMmbpw4YJGjhwpSRo2bJjq1aun+Ph4SVf2K2rfvr0aN26snJwcff7551q8eLHmzp0rSTKZTJowYYKmTp2qpk2bqmHDhnr11Vfl5+envn372u0+AQAAAAAAKiu7B0iDBg3S6dOnNXnyZGVkZCgoKEirVq2yboKdnp4uB4f/myh14cIFjR07VseOHZOrq6sCAwOVnJysQYMGWfv87W9/04ULFzR69GidO3dOXbp00apVq3hFNQAAAAAAQDmYLBaLxd5F3Gqys7Pl6emprKwseXh42LscXOXSpUtKS0tTw4YNCQWB68TvCQAAACi7j5Z2sHcJkqSBA74t8znlzTwq5VvYAAAAAAAAcPMQIAEAAAAAAMAQARIAAAAAAAAMESABAAAAAADAkN3fwgbcCO1eWGTvEgxtf2OYvUu4JQ0fPlxffPGF0tLSVK1aNbvVkZ2drVdeeUWffvqpjh07pvz8fH333XcKCgpSXl6epk6dqg8++EDp6enKzc3V8uXL5e/vr/bt2yshIUFPPvmk3WoHAAAAgBuBGUhAJWYyma75MZvNysrKUrVq1eTq6qqzZ88ajnn06FE5OjrK29tbubm5kqTQ0FDreImJiSWeGxcXZ+03YsSIMt3Ltm3btHjxYkVHR9uER0eOHJHJZFJAQIDh+YXXrQh/+9vf9K9//UutWrXSpEmTFBMTIx8fH0nSP//5T/3973+Xn5+fnn/+ecXExCgwMFDt2rVT37599eqrr+r8+fMVUgcAAAAA3CqYgQTcBmJiYkpsCwgIkKenpwYMGKCkpCQtXrxY48ePL7F/YmKiCgoKNHz4cFWtWtWmrUqVKpo/f75GjRpV5LyCggIlJiaqSpUqunz5cpnv4eWXX5aHh4fGjBlT5nMr2meffaa7775bK1euLLbN3d1da9euLfJ8Jk2apODgYL3zzjt66aWXbla5AAAAAHDDESABt4HY2Nhr9hk9erSSkpI0f/78EgOkgoICvf/++9b+V+vdu7dWrFihPXv2qGXLljZtq1evVnp6uvr166fly5eXqf6DBw9q3bp1evLJJ+Xq6lqmc2+EX375RSEhISW21apVq0hPRWv+AAAgAElEQVR4JEkdOnRQYGCg3n33XUVHR8vBgUmeAAAAAG4P/O0GuEN06tRJLVu21K5du/TNN98U22fNmjX6+eefFRoaqqZNmxZpL9zbJyEhoUhbQkKC3Nzc9MQTT5S5tsTERFksFg0aNKjM5xoxm80ymUwlBmwBAQE2S+MKl+pZLBZt3LjRuiwuNDRUI0aMkMlkUlpamn7++Wdr29VL6wYPHqz09HStXbu2Qu8FAAAAAOyJGUjAHSQyMlITJkzQ/PnzFRwcXKR9/vz51n7FadasmUJCQpScnKzp06fL2dlZkpSRkaGVK1fqiSeekKenZ5nrWrdunRwdHXX//feX+dyKNGLECIWGhiouLk4NGjSw7uMUEBCgGjVqKCAgQDNnzpQkTZgwQZJUo0YNmzE6d+4sSVq7dq169Ohx84oHAAAAgBuIAAm4DZQ0w8bFxUXR0dHW78OGDVN0dLRSUlI0Y8YMubu7W9tOnTqlTz/9VLVq1VL//v1LvFZkZKSGDh2qZcuW6fHHH5ckLVy4UJcvX1ZkZKQuXrxYptovXLignTt3qnnz5oZvXjt37lyplupdj8LAKC4uTgEBAUWu17dvXy1cuFBSyc/8vvvukyRt2rTpBlUJAAAAADcfARJwG4iLiyv2uKenp02A5OXlpccee0zJyclKSUmxed18UlKS8vLyNGzYMOvMouI89thjGj9+vBISEvT444/LYrFo/vz5at68uTp37qx169aVqfbjx48rPz9fvr6+hv2ysrJKvM9biaenp1xcXJSenm7vUgAAAACgwrAHEnAbsFgsxX7OnTtXpG/h5thX72N0reVrhVxcXDRkyBCZzWYdOnRI69ev1+HDh695XknOnDkj6Uq4ZaRBgwYl3qfFYinXtW+UmjVrKjMz095lAAAAAECFIUAC7jAPPPCAAgMD9e2332rXrl2Sriy3OnjwoLp06aLmzZtfc4zIyEhZLBYtWLBACQkJcnZ21rBhw8pVT+Fb1y5dulSu829FFy9evCXeJgcAAAAAFYUACbgDFc4WKpyFVPjPwtlJ19KqVSvdf//9WrBggZYvX65HH31UtWrVKlct3t7ekv5vJlJFcnC48p+4y5cvF9te3Ayt61VQUKBz585Z7wsAAAAAbgcESMAdaPjw4XJ2dlZycrIyMjL08ccfy8vLSwMGDCj1GJGRkTp9+rRyc3PLvXxNknx9fVWnTh0dOHCg3GOUpHBZ3NGjR4u0HTp0SFlZWRV+zQMHDshisSgoKKjCxwYAAAAAeyFAAu5AtWrVUr9+/XT27FkNHDhQFy9e1JAhQ+Ti4lLqMQYPHqzly5frk08+UWhoaLlrMZlMCgkJUWZmpg4dOlTucYoTGBgoDw8PffLJJzp16pT1+MWLFzV+/PgKvVahrVu3SpLCwsJuyPgAAAAAYA+8hQ24DRi93r5v377FzoYZPXq0UlJS9OWXX1q/l4Wbm5v69u1bpnNK0r9/f3388cdavXq1mjRpUiFjSpKTk5OeffZZTZkyRffee6/69euny5cva+3atfLz85Ofn1+FXavQmjVr5OjoqIiIiAofGwAAAADshQAJt6Xtb5RvQ+fKyuj19gEBAcUGSGFhYWratKl+/PFHdezYUffcc8+NLNFQ//795e3trUWLFunpp5+u0LHj4uLk5uamhIQEvffee/Lx8dHgwYMVGxurFi1aVOi1srKytGLFCvXu3Vv+/v4VOjYAAAAA2BMBElCJXe/r6w8ePFiqfmazudRjhoeHl7muqlWrasKECXrppZf03Xff6d5777W2BQQElGq8kvqYTCZFR0crOjq6SNuRI0fKNJbROZK0aNEiXbp0Sc8//7xhrQAAAABQ2bAHEoBbwsSJE1W/fn1NnjzZ3qWUy8WLFxUfH6/+/furS5cu9i4HAAAAACoUARKAW4KLi4sWL16s9u3b68KFC/Yup8yOHDmi0aNH680337R3KQAAAABQ4QiQANwyQkJCFBMTo2rVqtm7lDJr3ry5YmNjFRAQYO9SAAAAyi0+Pl733XefqlevLm9vb/Xt21cHDhywth85ckQmk6nYz9KlSyVJ33//vR5//HH5+/vL1dVVzZs319tvv22vWwJQQQiQAAAAAACSpI0bN+rpp5/W1q1btXbtWuXl5al79+7WGeL+/v46ceKEzScuLk7u7u7q1auXJGn79u3y9vZWcnKy9uzZo5dfflmTJk3SrFmz7HlrAK4TARIAAAAAQJK0atUqjRgxQi1btlSbNm20cOFCpaena/v27ZIkR0dH+fj42HyWL1+ugQMHyt3dXZI0atQovf322+ratasaNWqkIUOGaOTIkVq2bJn1OrGxsQoKClJiYqLq168vd3d3jR07Vvn5+Xr99dfl4+Mjb29vvfbaa9ZzLBaLYmNjVb9+fTk7O8vPz0/jx4+/uQ8IuIPxFjYAAAAAQLGysrIkSTVr1iy2ffv27dq5c6dmz559zXGuHuPw4cP64osvtGrVKh0+fFiPPfaYfvrpJ919993auHGjNm/erFGjRik8PFzBwcH6+OOPNWPGDKWkpKhly5bKyMjQ999/XzE3CuCaCJAAAAAAAEUUFBRowoQJ6ty5s+65555i+yxYsEDNmzdXp06dShxn8+bNWrJkif773/8WGT8xMVHVq1dXixYtFBYWpgMHDujzzz+Xg4ODmjVrpunTp2vDhg0KDg5Wenq6fHx8FB4eLicnJ9WvX18dOnSo0HsGUDKWsAEAAAAAinj66ae1e/dupaSkFNt+8eJFffDBB/rLX/5S4hi7d+9WRESEYmJi1L17d5u2gIAAVa9e3fq9bt26atGihRwcHGyOnTp1SpI0YMAAXbx4UY0aNVJkZKSWL1+uy5cvX88tAigDAiQAAAAAgI1x48bps88+04YNG3TXXXcV2+c///mPfv/9dw0bNqzY9r1796pbt24aPXq0XnnllSLtTk5ONt9NJlOxxwoKCiRd2cD7wIEDmjNnjlxdXTV27FiFhIQoLy+vPLcIoIwIkAAAAAAAkq5sVD1u3DgtX75c69evV8OGDUvsu2DBAj3yyCOqU6dOkbY9e/YoLCxMw4cPt9kI+3q5urqqT58+euedd2Q2m7Vlyxbt2rWrwsYHUDL2QAIAAAAASLqybO2DDz7QJ598ourVqysjI0OS5OnpKVdXV2u/Q4cOadOmTfr888+LjLF79249+OCD6tGjh6KioqxjODo6Fhs2ldbChQuVn5+v4OBgubm5KTk5Wa6urmrQoEG5xwRQesxAAgAAAABIkubOnausrCyFhobK19fX+lmyZIlNv8TERN11111F9jWSrixtO336tJKTk23GuO+++66rtho1aighIUGdO3dW69attW7dOq1cuVK1atW6rnEBlI7JYrFY7F3ErSY7O1uenp7KysqSh4eHvcvBVS5duqS0tDQ1bNhQLi4u9i4HqNT4PQEAAABl99HSW+MNgAMHfFvmc8qbebCEDbelW+XHXJLy/MjvBMOHD9cXX3yhtLQ0VatW7aZd12w2KywsTDExMYqNjbUeDw0N1caNG1WWnN1kMqlr164ym83WY7GxsYqLi9OGDRsUGhpacYX/wbJly9S/f3+tW7dO3bp1uyHXAAAAAHDnYgkbUImZTKZrfsxms7KyslStWjW5urrq7NmzhmMePXpUjo6O8vb2Vm5urqQrQUrheImJiSWeGxcXZ+03YsSIMt3Ltm3btHjxYkVHRxcJjy5duqQ333xTwcHB8vT0VNWqVeXr66t27dpp3Lhx2rhxY5mudaswmUwVFij169dPbdu2VVRUlPVNJQAAAABQUZiBBNwGYmJiSmwLCAiQp6enBgwYoKSkJC1evFjjx48vsX9iYqIKCgo0fPhwVa1a1aatSpUqmj9/vkaNGlXkvIKCAiUmJqpKlSq6fPlyme/h5ZdfloeHh8aMGWNz/Pz58+ratat27NghHx8f9e/fXz4+Pjp//ry+//57vffeezp37py6du1a5mtey6JFi/T7779f9zjjxo3T4MGDVb9+/Qqoqngmk0kvvviiBg0apJSUFP35z3++YdcCAAAAcOchQAJuA39cdlWS0aNHKykpSfPnzy8xQCooKND7779v7X+13r17a8WKFdqzZ49atmxp07Z69Wqlp6erX79+Wr58eZnqP3jwoNatW6cnn3zS5u0ekjRz5kzt2LFD3bt318qVK4uEWmfPntW+ffvKdL3SqqjAp3bt2qpdu3aFjGXkkUceUY0aNTRnzhwCJAAAAAAViiVswB2iU6dOatmypXbt2qVvvvmm2D5r1qzRzz//rNDQUDVt2rRI+5NPPilJSkhIKNKWkJAgNzc3PfHEE2WuLTExURaLRYMGDSrStnnzZknSmDFjioRHkuTl5aVOnToVOZ6VlaVJkyapWbNmcnFxkZeXl3r06KF169aVuq7CpXtXy83N1ZQpU9S4cWM5OzurYcOGeuWVV5STk1PsOLGxsdblhNKVV9AWjrtx40abJYexsbHav3+/TCaTwsLCSqytVatWcnJy0okTJ6zHXFxc1LdvX3399dfav39/qe8TAAAAAK6FAAm4g0RGRkqS5s+fX2x74fHCfldr1qyZQkJClJycbBOWZGRkaOXKlRowYIA8PT3LXNe6devk6Oio+++/v0hb4WtZDx48WOrxzp07p06dOmnatGny9PTUhAkT1L9/f23ZskXdu3fXu+++W+YaC1ksFg0cOFCTJ0+WyWTSuHHj1Lt3byUmJmrgwIGlGiMoKMi67LBBgwaKiYmxfkJDQxUYGKiwsDCZzeZi73vz5s3avXu3IiIi5Ovra9PWuXNnSSpTUAYAAAAA18ISNuA2UNISNhcXF0VHR1u/Dxs2TNHR0UpJSdGMGTPk7u5ubTt16pQ+/fRT1apVS/379y/xWpGRkRo6dKiWLVumxx9/XNKVGTWXL19WZGSkLl68WKbaL1y4oJ07d6p58+bFvnlt0KBBSk5O1quvvqojR47o4YcfVtu2bYsEJ3/04osvau/evRo9erTmzZtnne3z4osvqn379ho/frx69OihgICAMtUqSR9++KE++eQT3X///dqwYYNcXFwkXdlA/L777ivVGEFBQQoKClJcXJwCAgKK/fMbO3asNmzYoPfee09vvvmmTdt7770nSfrrX/9a5LzCGjZt2qRx48aV5dYAAAAAoETMQAJuA3FxccV+pk2bZtPPy8tLjz32mM6fP6+UlBSbtqSkJOXl5WnYsGFydnYu8VqPPfaYvLy8rMvYLBaL5s+fr+bNm1tnv5TF8ePHlZ+fX2Ig1Lt3b7399ttydXXV3Llz1bt3b/n5+cnX11dPPPGENm3aZNM/NzdXycnJcnd3V3x8vM0StKZNm2r8+PHKzc3VokWLylyrJOseUf/4xz+s4ZEk1axZU6+++mq5xixO37595evrq4ULF9rM9jp37pw++ugjNW7cWOHh4UXO8/HxkSSlp6dXWC0AAAAAQIAE3AYsFkuxn3PnzhXpW7g59tX7GF1r+VohFxcXDRkyRGazWYcOHdL69et1+PDha55XkjNnzki6Em6VZPz48frll1+0YsUK/e1vf9NDDz2k3377TR988IG6du2qyZMnW/seOHBAv//+u9q0aaOaNWsWGevBBx+UJH333XflqnfHjh1ycHBQly5dirSFhoaWa8ziVKlSRZGRkTpz5ow+/vhj6/HFixfr4sWLGj16dLH7MxXec2ZmZoXVAgAAAAAsYQPuMA888IACAwP17bffateuXWrVqpU2bdqkgwcPqkuXLmrevPk1x4iMjNS//vUvLViwQGlpaXJ2dtawYcPKVU/hW9cuXbpk2M/NzU0RERGKiIiQdGWmUUJCgp599llNmTJFjz76qIKCgpSVlSVJJc5oKjxeXLhWGllZWapZs6acnJyKtBXO/qkoo0eP1muvvaZ3333X+la19957T1WrVtXIkSOLPadwCeHVb7MDAAC4Hh8t7WDvEiRJAwd8a+8SgDsWM5CAO1DhbKHCWUiF/yycnXQtrVq10v33368FCxZo+fLlevTRR62bXZeVt7e3pP+biVRaVatW1dNPP23dh2n9+vWSZN3EOyMjo9jzCt9aVp7NvgvP+/XXX5WXl1ekraRrlle9evX0yCOPaNOmTdq/f7918+x+/fqpTp06xZ5T+BwLnysAAAAAVAQCJOAONHz4cDk7Oys5OVkZGRn6+OOP5eXlpQEDBpR6jMjISJ0+fVq5ubnlXr4mXZkRVKdOHR04cKBc51evXl3SlWV80pU3xbm5uen7778vdpbRhg0bJElt27Yt1/Xatm2rgoICffXVV0XazGZzmcZycHBQfn6+YZ+xY8dKkt59913DzbML7d+/X9KVjboBAAAAoKIQIAF3oFq1aqlfv346e/asBg4cqIsXL2rIkCE2m0Jfy+DBg7V8+XJ98skn17X3j8lkUkhIiDIzM3Xo0KEi7fPmzdPWrVuLPXf//v1aunSpJCkkJETSlZlJTzzxhH777bcim1ofPnxY77zzjpycnDR06NBy1Vu4dOzll1+2WXb366+/aurUqWUaq1atWjp69Khhn27duunuu+9WUlKSPvroIzVr1kxhYWEl9i98VkZ9AAAAAKCs2AMJuA0U9xr4Qn379i12Nsro0aOVkpKiL7/80vq9LNzc3NS3b98ynVOS/v376+OPP9bq1avVpEkTm7ZVq1ZpzJgxCggIUOfOneXv76+cnBz9+OOPWr16tfLy8jR+/Hjr6+sladq0afryyy81a9Ysbdu2TWFhYcrMzNRHH32k3377TbNmzVLDhg3LVevjjz+uJUuW6NNPP9U999yjiIgI5eXl6T//+Y/uu+8+HT58uNRjdevWTSkpKerTp4/atm0rJycnhYSEWMMw6UrA9tRTTykqKkrStf+c1qxZoxo1alg3CwcAAACAikCAhNvSnba5XlxcXIltAQEBxQZIYWFhatq0qX788Ud17NhR99xzz40s0VD//v3l7e2tRYsW6emnn7Zpe/311/XAAw9o3bp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\n", 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    " ] From 50fd1a7a5c2b18d5b019b1e4de77c55548cd00ac Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Sun, 9 Aug 2020 21:29:16 -0500 Subject: [PATCH 07/11] Add eosvm to README, change eos to eosvm in wasm-engines-bench Dockerfile --- README.md | 1 + wasm-engines/docker/wasm-engines-bench.Dockerfile | 4 ++-- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 3a6c443..fa5f37e 100644 --- a/README.md +++ b/README.md @@ -122,6 +122,7 @@ $ make notebook - fizzy: v0.3.0 (Jul 2020) - life: d05763d1 (Feb 2019) - ssvm: v0.6.0 (Jun 2020) +- eos-vm: v10.14.6 (Oct 2019) - v8 (node.js): v12.18.2 (Jun 2020) - modified/optimised wabt: 04fe0c41 (closest to v1.0.9) (Mar 2019) - "vanilla" wabt: v1.0.17 (Jun 2020) diff --git a/wasm-engines/docker/wasm-engines-bench.Dockerfile b/wasm-engines/docker/wasm-engines-bench.Dockerfile index e6b9c20..4e5221e 100644 --- a/wasm-engines/docker/wasm-engines-bench.Dockerfile +++ b/wasm-engines/docker/wasm-engines-bench.Dockerfile @@ -10,7 +10,7 @@ FROM ewasm/fizzy:1 AS fizzy FROM ewasm/asmble:1 AS asmble FROM ewasm/wasmi:1 AS wasmi FROM ewasm/vanilla-wabt:1 AS vanilla-wabt -FROM ewasm/eos-vm:1 AS eos +FROM ewasm/eos-vm:1 AS eosvm FROM ewasm/llvm-10:1 LABEL maintainer="Ewasm Team" @@ -48,7 +48,7 @@ COPY --from=wamr /wasm-micro-runtime/product-mini/platforms/linux/build_interp/i COPY --from=wamr /wasm-micro-runtime/wamr-compiler/build/wamrc /engines/wamr/wamrc COPY --from=asmble /asmble/ /engines/asmble/ COPY --from=wagon /wagon/cmd/wasm-run/wasm-run /engines/wagon/wasm-run -COPY --from=eos /eos-vm/build/tools/bench-interp /engines/eos-vm/build/tools/bench-interp +COPY --from=eosvm /eos-vm/build/tools/bench-interp /engines/eos-vm/build/tools/bench-interp RUN mkdir /benchmark_results_data From e1be96423b48dbc675262143b29d5ae74913b71d Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Tue, 25 Aug 2020 12:49:10 -0500 Subject: [PATCH 08/11] Add benchmarks results, update notebook --- .../standalone_wasm_results.csv | 41317 ++++++++-------- ...ms-rollup-rs-bn128-pairings-all-combos.png | Bin 70513 -> 70500 bytes ...nums-rollup-rs-bn128-pairings-superops.png | Bin 50339 -> 50123 bytes ...up-rs-bn128-pairings-wabt-with-bignums.png | Bin 44468 -> 44227 bytes ...bn128-pairings-with-vs-without-bignums.png | Bin 45981 -> 45749 bytes ...gnums-websnark-bn128-pairings-fasthost.png | Bin 58511 -> 58394 bytes ...gnums-websnark-bn128-pairings-fastmont.png | Bin 68466 -> 68313 bytes ...k-bn128-pairings-startup-and-execution.png | Bin 77235 -> 76985 bytes ...gnums-websnark-bn128-pairings-superops.png | Bin 50297 -> 50158 bytes ...ebsnark-bn128-pairings-v8-with-bignums.png | Bin 60312 -> 60457 bytes ...rollup-rust-vs-websnark-bn128-pairings.png | Bin 33776 -> 33998 bytes images/evm-vs-wasm-blake2b-huff-rust.png | Bin 52740 -> 55592 bytes images/evm-vs-wasm-blake2b-huff-sol-rust.png | Bin 62655 -> 65437 bytes images/evm-vs-wasm-blake2b-sol-rust.png | Bin 56620 -> 59018 bytes images/evm-vs-wasm-bn128mul-huff-rust.png | Bin 45477 -> 46967 bytes images/evm-vs-wasm-mul256-sol-rust.png | Bin 53448 -> 55272 bytes images/scout-biturbo-token-all-engines.png | Bin 45953 -> 45727 bytes ...iturbo-token-compilers-vs-interpreters.png | Bin 55195 -> 55277 bytes images/scout-daiquiri-all-engines.png | Bin 41105 -> 41308 bytes images/scout-daiquiri-v8-vs-wabt.png | Bin 49846 -> 50087 bytes ...k-secp256k1-verify-72-sigs-all-engines.png | Bin 43756 -> 43739 bytes ...rk-secp256k1-verify-72-sigs-wabt-vs-v8.png | Bin 49219 -> 49204 bytes ...tandalone-blake2b-8415-bytes-compilers.png | Bin 29607 -> 29829 bytes ...pubkeys-verify-sig-compilers-vs-native.png | Bin 32202 -> 32747 bytes ...-jitbomb-guido-fuzzer-find-1-log-scale.png | Bin 24954 -> 25108 bytes ...standalone-jitbomb-guido-fuzzer-find-1.png | Bin 21373 -> 21688 bytes ...-jitbomb-guido-fuzzer-find-2-log-scale.png | Bin 24785 -> 24745 bytes ...rust-bn128-pairings-compiler-vs-native.png | Bin 32515 -> 32204 bytes images/standalone-wabt-all-precompiles.png | Bin 74659 -> 73533 bytes .../standalone-wabt-vs-v8-liftoff-speedup.png | Bin 63392 -> 62829 bytes .../standalone-wasm-interp-bn128-pairings.png | Bin 44057 -> 46051 bytes images/standalone-wasmi-all-precompiles.png | Bin 72155 -> 73163 bytes images/wasm-interp-blake2b-exec.png | Bin 48337 -> 50529 bytes images/wasm-interp-blake2b-fast.png | Bin 53204 -> 56988 bytes images/wasm-interp-blake2b-life-wagon-v8.png | Bin 40792 -> 42105 bytes images/wasm-interp-blake2b.png | Bin 63977 -> 66268 bytes images/wasm-interp-bls12.png | Bin 45237 -> 49045 bytes images/wasm-interp-bn128-add.png | Bin 53035 -> 55986 bytes images/wasm-interp-modexp.png | Bin 50378 -> 53480 bytes notebooks/wasm-engines.ipynb | 150 +- notebooks/wasm-engines.py | 8 +- 41 files changed, 21395 insertions(+), 20080 deletions(-) diff --git a/benchmark_results_data/standalone_wasm_results.csv b/benchmark_results_data/standalone_wasm_results.csv index f1da7b1..2a86437 100644 --- a/benchmark_results_data/standalone_wasm_results.csv +++ b/benchmark_results_data/standalone_wasm_results.csv @@ -1,20002 +1,21317 @@ engine,test_name,elapsed_time,compile_time,exec_time -wabt,guido-fuzzer-find-2,0.005596637725830078,0.001723,0.000537 -wabt,guido-fuzzer-find-2,0.004741668701171875,0.001499,0.000551 -wabt,guido-fuzzer-find-2,0.004474639892578125,0.001485,0.00047 -wabt,guido-fuzzer-find-2,0.0048139095306396484,0.001639,0.000537 -wabt,guido-fuzzer-find-2,0.004264116287231445,0.00142,0.000433 -wabt,guido-fuzzer-find-2,0.005440473556518555,0.002001,0.000533 -wabt,guido-fuzzer-find-2,0.00442957878112793,0.001429,0.000554 -wabt,guido-fuzzer-find-2,0.0044097900390625,0.001565,0.000443 -wabt,guido-fuzzer-find-2,0.0047838687896728516,0.001611,0.000552 -wabt,guido-fuzzer-find-2,0.004358530044555664,0.001492,0.00043 -wabt,guido-fuzzer-find-2,0.004423379898071289,0.00145,0.00042 -wabt,guido-fuzzer-find-2,0.004289388656616211,0.00142,0.000418 -wabt,guido-fuzzer-find-2,0.004497051239013672,0.001375,0.000416 -wabt,guido-fuzzer-find-2,0.004827976226806641,0.001835,0.000527 -wabt,guido-fuzzer-find-2,0.004909515380859375,0.001442,0.000472 -wabt,guido-fuzzer-find-2,0.004399776458740234,0.00139,0.000448 -wabt,guido-fuzzer-find-2,0.004236698150634766,0.001393,0.000457 -wabt,guido-fuzzer-find-2,0.004583597183227539,0.001478,0.000494 -wabt,guido-fuzzer-find-2,0.004374265670776367,0.00146,0.000457 -wabt,guido-fuzzer-find-2,0.004486083984375,0.001457,0.000445 -wabt,guido-fuzzer-find-2,0.00428462028503418,0.001437,0.000455 -wabt,guido-fuzzer-find-2,0.004333019256591797,0.001473,0.000435 -wabt,guido-fuzzer-find-2,0.004323482513427734,0.001566,0.000436 -wabt,guido-fuzzer-find-2,0.004308938980102539,0.00144,0.00044 -wabt,guido-fuzzer-find-2,0.004267215728759766,0.001436,0.000435 -wabt,guido-fuzzer-find-2,0.004489898681640625,0.001586,0.000456 -wabt,guido-fuzzer-find-2,0.004367828369140625,0.001484,0.000446 -wabt,guido-fuzzer-find-2,0.004919290542602539,0.001635,0.000432 -wabt,guido-fuzzer-find-2,0.004326581954956055,0.001429,0.000494 -wabt,guido-fuzzer-find-2,0.004174470901489258,0.001374,0.00043 -wabt,guido-fuzzer-find-2,0.004795551300048828,0.001722,0.000517 -wabt,guido-fuzzer-find-2,0.004306316375732422,0.001414,0.000434 -wabt,guido-fuzzer-find-2,0.00509953498840332,0.001762,0.00054 -wabt,guido-fuzzer-find-2,0.004183530807495117,0.001459,0.000426 -wabt,guido-fuzzer-find-2,0.005292177200317383,0.00187,0.000553 -wabt,guido-fuzzer-find-2,0.00424957275390625,0.001443,0.00044 -wabt,guido-fuzzer-find-2,0.004197120666503906,0.001367,0.000442 -wabt,guido-fuzzer-find-2,0.004552125930786133,0.001547,0.000441 -wabt,guido-fuzzer-find-2,0.005430936813354492,0.001854,0.000585 -wabt,guido-fuzzer-find-2,0.005342721939086914,0.001862,0.000517 -wabt,guido-fuzzer-find-2,0.00520777702331543,0.001937,0.000451 -wabt,guido-fuzzer-find-2,0.004858732223510742,0.001603,0.000502 -wabt,guido-fuzzer-find-2,0.005094051361083984,0.001541,0.000486 -wabt,guido-fuzzer-find-2,0.005002737045288086,0.001768,0.000514 -wabt,guido-fuzzer-find-2,0.0054514408111572266,0.001841,0.000562 -wabt,guido-fuzzer-find-2,0.004863739013671875,0.001657,0.000511 -wabt,guido-fuzzer-find-2,0.005519390106201172,0.001869,0.000579 -wabt,guido-fuzzer-find-2,0.004692792892456055,0.001617,0.000454 -wabt,guido-fuzzer-find-2,0.005077362060546875,0.001619,0.000473 -wabt,guido-fuzzer-find-2,0.004728555679321289,0.001613,0.000444 -wabt,modexp-nagydani-1-qube,0.00858306884765625,0.003265,0.002392 -wabt,modexp-nagydani-1-qube,0.008315563201904297,0.003204,0.002335 -wabt,modexp-nagydani-1-qube,0.008179187774658203,0.003236,0.002244 -wabt,modexp-nagydani-1-qube,0.008130311965942383,0.003248,0.002247 -wabt,modexp-nagydani-1-qube,0.009342670440673828,0.003172,0.003496 -wabt,modexp-nagydani-1-qube,0.0086212158203125,0.003204,0.002283 -wabt,modexp-nagydani-1-qube,0.008546113967895508,0.003209,0.002486 -wabt,modexp-nagydani-1-qube,0.008167266845703125,0.00316,0.002302 -wabt,modexp-nagydani-1-qube,0.008297204971313477,0.003313,0.002245 -wabt,modexp-nagydani-1-qube,0.009245634078979492,0.003723,0.002622 -wabt,modexp-nagydani-1-qube,0.008873701095581055,0.003462,0.002366 -wabt,modexp-nagydani-1-qube,0.008198976516723633,0.00315,0.002335 -wabt,modexp-nagydani-1-qube,0.008267641067504883,0.003187,0.00228 -wabt,modexp-nagydani-1-qube,0.00877070426940918,0.003199,0.002945 -wabt,modexp-nagydani-1-qube,0.008106231689453125,0.003188,0.002262 -wabt,modexp-nagydani-1-qube,0.008279085159301758,0.003409,0.00223 -wabt,modexp-nagydani-1-qube,0.008595466613769531,0.003589,0.002232 -wabt,modexp-nagydani-1-qube,0.008432865142822266,0.003194,0.002218 -wabt,modexp-nagydani-1-qube,0.008121252059936523,0.003279,0.002274 -wabt,modexp-nagydani-1-qube,0.008040666580200195,0.003182,0.002283 -wabt,modexp-nagydani-1-qube,0.008001327514648438,0.003175,0.002322 -wabt,modexp-nagydani-1-qube,0.00793313980102539,0.003172,0.002218 -wabt,modexp-nagydani-1-qube,0.008112192153930664,0.003229,0.002278 -wabt,modexp-nagydani-1-qube,0.008148670196533203,0.003185,0.00225 -wabt,modexp-nagydani-1-qube,0.009165763854980469,0.003949,0.002458 -wabt,modexp-nagydani-1-qube,0.008397340774536133,0.00349,0.002245 -wabt,modexp-nagydani-1-qube,0.008500814437866211,0.003472,0.002206 -wabt,modexp-nagydani-1-qube,0.009104251861572266,0.003742,0.002392 -wabt,modexp-nagydani-1-qube,0.008027315139770508,0.003167,0.002289 -wabt,modexp-nagydani-1-qube,0.008697986602783203,0.003369,0.002202 -wabt,modexp-nagydani-1-qube,0.008026838302612305,0.003219,0.002186 -wabt,modexp-nagydani-1-qube,0.008004903793334961,0.003209,0.002222 -wabt,modexp-nagydani-1-qube,0.007912158966064453,0.003204,0.00217 -wabt,modexp-nagydani-1-qube,0.007979154586791992,0.003173,0.002178 -wabt,modexp-nagydani-1-qube,0.009345531463623047,0.003805,0.002734 -wabt,modexp-nagydani-1-qube,0.007976055145263672,0.003148,0.002215 -wabt,modexp-nagydani-1-qube,0.008060455322265625,0.003379,0.002182 -wabt,modexp-nagydani-1-qube,0.007840633392333984,0.003218,0.002194 -wabt,modexp-nagydani-1-qube,0.008115291595458984,0.003416,0.002197 -wabt,modexp-nagydani-1-qube,0.008638620376586914,0.003225,0.002567 -wabt,modexp-nagydani-1-qube,0.008304834365844727,0.003251,0.00231 -wabt,modexp-nagydani-1-qube,0.00811004638671875,0.003167,0.002205 -wabt,modexp-nagydani-1-qube,0.008004426956176758,0.003234,0.002225 -wabt,modexp-nagydani-1-qube,0.007874488830566406,0.003117,0.002228 -wabt,modexp-nagydani-1-qube,0.00788426399230957,0.00324,0.002149 -wabt,modexp-nagydani-1-qube,0.00803518295288086,0.00325,0.002264 -wabt,modexp-nagydani-1-qube,0.007954835891723633,0.003187,0.002231 -wabt,modexp-nagydani-1-qube,0.00801849365234375,0.003157,0.002191 -wabt,modexp-nagydani-1-qube,0.00796365737915039,0.003183,0.002236 -wabt,modexp-nagydani-1-qube,0.00806117057800293,0.003181,0.002199 -wabt,sha1-21896-bits,0.0054187774658203125,0.001273,0.001069 -wabt,sha1-21896-bits,0.004712104797363281,0.001073,0.000935 -wabt,sha1-21896-bits,0.004571676254272461,0.001177,0.000962 -wabt,sha1-21896-bits,0.0046422481536865234,0.001121,0.000934 -wabt,sha1-21896-bits,0.004621028900146484,0.001157,0.000953 -wabt,sha1-21896-bits,0.004720449447631836,0.00115,0.000933 -wabt,sha1-21896-bits,0.004703521728515625,0.001244,0.000998 -wabt,sha1-21896-bits,0.004678249359130859,0.001071,0.000933 -wabt,sha1-21896-bits,0.004546165466308594,0.001179,0.000922 -wabt,sha1-21896-bits,0.004494905471801758,0.001209,0.000955 -wabt,sha1-21896-bits,0.0044155120849609375,0.00111,0.000926 -wabt,sha1-21896-bits,0.005303382873535156,0.001229,0.001171 -wabt,sha1-21896-bits,0.004430294036865234,0.001157,0.000926 -wabt,sha1-21896-bits,0.0044651031494140625,0.001095,0.000928 -wabt,sha1-21896-bits,0.0045070648193359375,0.001138,0.00092 -wabt,sha1-21896-bits,0.004492759704589844,0.001087,0.000971 -wabt,sha1-21896-bits,0.004467964172363281,0.001147,0.000951 -wabt,sha1-21896-bits,0.004530191421508789,0.001099,0.000922 -wabt,sha1-21896-bits,0.004342794418334961,0.001099,0.000898 -wabt,sha1-21896-bits,0.004253387451171875,0.001039,0.000898 -wabt,sha1-21896-bits,0.004667997360229492,0.001156,0.001071 -wabt,sha1-21896-bits,0.004409074783325195,0.001104,0.000917 -wabt,sha1-21896-bits,0.00443267822265625,0.001106,0.00093 -wabt,sha1-21896-bits,0.00474858283996582,0.001089,0.000938 -wabt,sha1-21896-bits,0.004427433013916016,0.001176,0.000917 -wabt,sha1-21896-bits,0.004416704177856445,0.001083,0.000903 -wabt,sha1-21896-bits,0.004675865173339844,0.00116,0.001099 -wabt,sha1-21896-bits,0.0044040679931640625,0.001082,0.000954 -wabt,sha1-21896-bits,0.0045282840728759766,0.001159,0.000931 -wabt,sha1-21896-bits,0.004805326461791992,0.001226,0.00106 -wabt,sha1-21896-bits,0.004416465759277344,0.001103,0.000904 -wabt,sha1-21896-bits,0.004408836364746094,0.001117,0.000953 -wabt,sha1-21896-bits,0.004521846771240234,0.00112,0.000917 -wabt,sha1-21896-bits,0.0045239925384521484,0.001136,0.00092 -wabt,sha1-21896-bits,0.00439453125,0.001096,0.000908 -wabt,sha1-21896-bits,0.004427433013916016,0.001152,0.000924 -wabt,sha1-21896-bits,0.004511117935180664,0.001141,0.000916 -wabt,sha1-21896-bits,0.004487037658691406,0.001161,0.000917 -wabt,sha1-21896-bits,0.004309892654418945,0.001043,0.000886 -wabt,sha1-21896-bits,0.004444599151611328,0.001138,0.000915 -wabt,sha1-21896-bits,0.004558086395263672,0.001202,0.000911 -wabt,sha1-21896-bits,0.0044972896575927734,0.001133,0.00101 -wabt,sha1-21896-bits,0.004766941070556641,0.001134,0.000952 -wabt,sha1-21896-bits,0.004601478576660156,0.001091,0.000959 -wabt,sha1-21896-bits,0.0045740604400634766,0.001185,0.00094 -wabt,sha1-21896-bits,0.004950761795043945,0.001125,0.000928 -wabt,sha1-21896-bits,0.00436854362487793,0.001049,0.000897 -wabt,sha1-21896-bits,0.004574298858642578,0.001264,0.000911 -wabt,sha1-21896-bits,0.004441738128662109,0.001151,0.000925 -wabt,sha1-21896-bits,0.0047838687896728516,0.001096,0.000913 -wabt,bn128_pairing-ten_point_match_1,3.580317735671997,0.007745,3.568974 -wabt,bn128_pairing-ten_point_match_1,3.596768856048584,0.008116,3.58523 -wabt,bn128_pairing-ten_point_match_1,3.620152235031128,0.008142,3.608987 -wabt,bn128_pairing-ten_point_match_1,3.573998212814331,0.0072,3.563503 -wabt,bn128_pairing-ten_point_match_1,3.608276605606079,0.007553,3.597361 -wabt,bn128_pairing-ten_point_match_1,3.5987906455993652,0.007471,3.587446 -wabt,bn128_pairing-ten_point_match_1,3.62558650970459,0.007185,3.614896 -wabt,bn128_pairing-ten_point_match_1,3.6077651977539062,0.00749,3.596982 -wabt,bn128_pairing-ten_point_match_1,3.5486879348754883,0.007249,3.538289 -wabt,bn128_pairing-ten_point_match_1,3.5907223224639893,0.007375,3.579663 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-wabt,modexp-nagydani-1-square,0.00958108901977539,0.003984,0.00254 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.2415931224823,0.012303,3.225737 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.223724603652954,0.014734,3.203739 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.1974384784698486,0.012139,3.181779 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.2134344577789307,0.012171,3.197595 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.210040330886841,0.012639,3.194176 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.230214834213257,0.011925,3.213377 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.201653480529785,0.012107,3.186247 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.1870408058166504,0.012545,3.171222 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.222561836242676,0.011984,3.20735 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.2288923263549805,0.012106,3.212537 -wabt,bls12-381-aggreg-32-pubkeys-verify-sig,3.207901954650879,0.012375,3.192084 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-v8-liftoff,bn128_mul-cdetrio2,0.07392239570617676,0.003858,0.002937 -v8-liftoff,bn128_mul-cdetrio2,0.07173275947570801,0.004039,0.003473 -v8-liftoff,bn128_mul-cdetrio2,0.0711674690246582,0.003367,0.00294 -v8-liftoff,bn128_mul-cdetrio2,0.08085274696350098,0.003289,0.00318 -v8-liftoff,bn128_mul-cdetrio2,0.07143735885620117,0.003612,0.002934 -v8-liftoff,bn128_mul-cdetrio2,0.07516098022460938,0.004152,0.003705 -v8-liftoff,bn128_mul-cdetrio2,0.0761711597442627,0.003477,0.002982 -v8-liftoff,bn128_mul-cdetrio2,0.07836699485778809,0.003382,0.003006 -v8-liftoff,bn128_mul-cdetrio2,0.07951784133911133,0.003628,0.002929 -v8-liftoff,modexp-eip_example1,0.07371401786804199,0.005693,0.001272 -v8-liftoff,modexp-eip_example1,0.07101559638977051,0.004329,0.001271 -v8-liftoff,modexp-eip_example1,0.07262539863586426,0.00443,0.001474 -v8-liftoff,modexp-eip_example1,0.07013297080993652,0.004464,0.001257 -v8-liftoff,modexp-eip_example1,0.07056450843811035,0.004301,0.001255 -v8-liftoff,modexp-eip_example1,0.0708608627319336,0.004283,0.001293 -v8-liftoff,modexp-eip_example1,0.06973123550415039,0.003964,0.001264 -v8-liftoff,modexp-eip_example1,0.07136273384094238,0.004348,0.00126 -v8-liftoff,modexp-eip_example1,0.06944894790649414,0.004329,0.001316 -v8-liftoff,modexp-eip_example1,0.07104372978210449,0.004466,0.001244 -v8-liftoff,modexp-eip_example1,0.07001471519470215,0.004345,0.001244 -v8-liftoff,modexp-eip_example1,0.06955552101135254,0.004196,0.001258 -v8-liftoff,modexp-eip_example1,0.0756833553314209,0.003991,0.00123 -v8-liftoff,modexp-eip_example1,0.06991696357727051,0.004446,0.001307 -v8-liftoff,modexp-eip_example1,0.06890416145324707,0.00438,0.001247 -v8-liftoff,modexp-eip_example1,0.06993603706359863,0.004354,0.001248 -v8-liftoff,modexp-eip_example1,0.07047867774963379,0.004352,0.00124 -v8-liftoff,modexp-eip_example1,0.07039356231689453,0.004314,0.001306 -v8-liftoff,modexp-eip_example1,0.06918644905090332,0.004306,0.00125 -v8-liftoff,modexp-eip_example1,0.06949162483215332,0.004297,0.001338 -v8-liftoff,modexp-eip_example1,0.06965065002441406,0.004328,0.001269 -v8-liftoff,modexp-eip_example1,0.06865596771240234,0.0043,0.001252 -v8-liftoff,modexp-eip_example1,0.06966757774353027,0.004377,0.001251 -v8-liftoff,modexp-eip_example1,0.07434797286987305,0.004471,0.001583 -v8-liftoff,modexp-eip_example1,0.07280683517456055,0.004242,0.00126 -v8-liftoff,modexp-eip_example1,0.06908082962036133,0.004255,0.001244 -v8-liftoff,modexp-eip_example1,0.07031011581420898,0.004311,0.001285 -v8-liftoff,modexp-eip_example1,0.06864094734191895,0.004355,0.001238 -v8-liftoff,modexp-eip_example1,0.0704810619354248,0.004415,0.001288 -v8-liftoff,modexp-eip_example1,0.0713350772857666,0.004772,0.001345 -v8-liftoff,modexp-eip_example1,0.07315301895141602,0.005319,0.001331 -v8-liftoff,modexp-eip_example1,0.07001781463623047,0.00404,0.001241 -v8-liftoff,modexp-eip_example1,0.07192301750183105,0.004131,0.001233 -v8-liftoff,modexp-eip_example1,0.07072806358337402,0.004444,0.001519 -v8-liftoff,modexp-eip_example1,0.07338905334472656,0.004346,0.00127 -v8-liftoff,modexp-eip_example1,0.07009005546569824,0.004531,0.001289 -v8-liftoff,modexp-eip_example1,0.0733184814453125,0.004305,0.001325 -v8-liftoff,modexp-eip_example1,0.071136474609375,0.004355,0.00127 -v8-liftoff,modexp-eip_example1,0.0701136589050293,0.004313,0.001364 -v8-liftoff,modexp-eip_example1,0.07016754150390625,0.004375,0.001332 -v8-liftoff,modexp-eip_example1,0.0693519115447998,0.004358,0.001259 -v8-liftoff,modexp-eip_example1,0.07103586196899414,0.004566,0.001296 -v8-liftoff,modexp-eip_example1,0.07009172439575195,0.00437,0.001251 -v8-liftoff,modexp-eip_example1,0.0704655647277832,0.004148,0.001488 -v8-liftoff,modexp-eip_example1,0.07053565979003906,0.004429,0.001507 -v8-liftoff,modexp-eip_example1,0.07384777069091797,0.004201,0.001453 -v8-liftoff,modexp-eip_example1,0.07324695587158203,0.004363,0.001265 -v8-liftoff,modexp-eip_example1,0.06996726989746094,0.004217,0.001245 -v8-liftoff,modexp-eip_example1,0.06982135772705078,0.004365,0.001424 -v8-liftoff,modexp-eip_example1,0.07059311866760254,0.004553,0.001238 -v8-liftoff,blake2b-2805-bytes,0.07491755485534668,0.007266,3.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07104349136352539,0.006338,4.1e-05 -v8-liftoff,blake2b-2805-bytes,0.07114505767822266,0.006465,4.6e-05 -v8-liftoff,blake2b-2805-bytes,0.07101941108703613,0.006454,4.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07238316535949707,0.006491,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07654833793640137,0.007247,4.6e-05 -v8-liftoff,blake2b-2805-bytes,0.07116436958312988,0.007365,3.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07195615768432617,0.007231,4.7e-05 -v8-liftoff,blake2b-2805-bytes,0.0700235366821289,0.006118,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07139992713928223,0.006896,4.7e-05 -v8-liftoff,blake2b-2805-bytes,0.07019925117492676,0.006981,3.6e-05 -v8-liftoff,blake2b-2805-bytes,0.0709984302520752,0.006917,4e-05 -v8-liftoff,blake2b-2805-bytes,0.07186627388000488,0.007329,4.8e-05 -v8-liftoff,blake2b-2805-bytes,0.07706069946289062,0.006172,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07340550422668457,0.007244,4.3e-05 -v8-liftoff,blake2b-2805-bytes,0.0715787410736084,0.007278,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07107901573181152,0.006213,3.9e-05 -v8-liftoff,blake2b-2805-bytes,0.07264494895935059,0.007294,4.6e-05 -v8-liftoff,blake2b-2805-bytes,0.07109332084655762,0.007251,4.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07088136672973633,0.007076,3.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07124209403991699,0.006648,4.3e-05 -v8-liftoff,blake2b-2805-bytes,0.07223796844482422,0.006542,4.9e-05 -v8-liftoff,blake2b-2805-bytes,0.07193827629089355,0.007165,3.6e-05 -v8-liftoff,blake2b-2805-bytes,0.07088899612426758,0.007283,3.6e-05 -v8-liftoff,blake2b-2805-bytes,0.0720357894897461,0.007412,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.08133172988891602,0.00625,4.2e-05 -v8-liftoff,blake2b-2805-bytes,0.0706949234008789,0.006129,4.2e-05 -v8-liftoff,blake2b-2805-bytes,0.07120084762573242,0.00634,3.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07593083381652832,0.006818,5.2e-05 -v8-liftoff,blake2b-2805-bytes,0.0709235668182373,0.006911,3.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07053732872009277,0.006392,5.1e-05 -v8-liftoff,blake2b-2805-bytes,0.07498669624328613,0.007072,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07077932357788086,0.006489,4.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07408428192138672,0.006934,3.4e-05 -v8-liftoff,blake2b-2805-bytes,0.07429289817810059,0.00723,3.6e-05 -v8-liftoff,blake2b-2805-bytes,0.07175755500793457,0.006473,3.6e-05 -v8-liftoff,blake2b-2805-bytes,0.07219052314758301,0.00713,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07768964767456055,0.006414,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07300901412963867,0.007064,4e-05 -v8-liftoff,blake2b-2805-bytes,0.07117867469787598,0.006422,3.6e-05 -v8-liftoff,blake2b-2805-bytes,0.07230949401855469,0.007423,4.2e-05 -v8-liftoff,blake2b-2805-bytes,0.07362127304077148,0.007848,4.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07065701484680176,0.007004,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.07176876068115234,0.006224,3.6e-05 -v8-liftoff,blake2b-2805-bytes,0.0748896598815918,0.006229,3.3e-05 -v8-liftoff,blake2b-2805-bytes,0.07205367088317871,0.007341,4.3e-05 -v8-liftoff,blake2b-2805-bytes,0.07959890365600586,0.007393,3.9e-05 -v8-liftoff,blake2b-2805-bytes,0.07870101928710938,0.006409,3.5e-05 -v8-liftoff,blake2b-2805-bytes,0.0735006332397461,0.006349,3.9e-05 -v8-liftoff,blake2b-2805-bytes,0.07076597213745117,0.007339,4.3e-05 -v8-liftoff,sha1-10808-bits,0.06672263145446777,0.00245,5e-05 -v8-liftoff,sha1-10808-bits,0.06945610046386719,0.002842,6.5e-05 -v8-liftoff,sha1-10808-bits,0.0675196647644043,0.002666,5e-05 -v8-liftoff,sha1-10808-bits,0.06915092468261719,0.002742,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06725788116455078,0.002476,5.9e-05 -v8-liftoff,sha1-10808-bits,0.07177186012268066,0.002793,6e-05 -v8-liftoff,sha1-10808-bits,0.06798195838928223,0.002422,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06716680526733398,0.00261,6.4e-05 -v8-liftoff,sha1-10808-bits,0.06706881523132324,0.002409,5.1e-05 -v8-liftoff,sha1-10808-bits,0.0682821273803711,0.00243,6.3e-05 -v8-liftoff,sha1-10808-bits,0.06674504280090332,0.002415,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06685185432434082,0.002463,5.5e-05 -v8-liftoff,sha1-10808-bits,0.06891918182373047,0.002394,5.2e-05 -v8-liftoff,sha1-10808-bits,0.06786322593688965,0.002741,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06957697868347168,0.002493,5.7e-05 -v8-liftoff,sha1-10808-bits,0.06805109977722168,0.00251,5.2e-05 -v8-liftoff,sha1-10808-bits,0.0677182674407959,0.002439,8.2e-05 -v8-liftoff,sha1-10808-bits,0.0673379898071289,0.002393,5e-05 -v8-liftoff,sha1-10808-bits,0.0672905445098877,0.002508,5.8e-05 -v8-liftoff,sha1-10808-bits,0.06792521476745605,0.002437,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06916451454162598,0.002628,5e-05 -v8-liftoff,sha1-10808-bits,0.06674957275390625,0.00246,5.8e-05 -v8-liftoff,sha1-10808-bits,0.06693053245544434,0.00239,5.1e-05 -v8-liftoff,sha1-10808-bits,0.0672757625579834,0.002474,5.7e-05 -v8-liftoff,sha1-10808-bits,0.06639933586120605,0.002382,5.2e-05 -v8-liftoff,sha1-10808-bits,0.06710529327392578,0.002433,5.4e-05 -v8-liftoff,sha1-10808-bits,0.07149028778076172,0.002672,5e-05 -v8-liftoff,sha1-10808-bits,0.06882214546203613,0.002469,5.9e-05 -v8-liftoff,sha1-10808-bits,0.07305669784545898,0.002814,5.1e-05 -v8-liftoff,sha1-10808-bits,0.07193493843078613,0.002629,6e-05 -v8-liftoff,sha1-10808-bits,0.07088875770568848,0.002447,6.1e-05 -v8-liftoff,sha1-10808-bits,0.06838822364807129,0.002607,6.2e-05 -v8-liftoff,sha1-10808-bits,0.0682532787322998,0.002481,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06952929496765137,0.002512,5.9e-05 -v8-liftoff,sha1-10808-bits,0.0685117244720459,0.002455,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06751012802124023,0.002501,5.3e-05 -v8-liftoff,sha1-10808-bits,0.06687712669372559,0.002401,6.1e-05 -v8-liftoff,sha1-10808-bits,0.06810402870178223,0.002406,4.9e-05 -v8-liftoff,sha1-10808-bits,0.06671261787414551,0.002544,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06743288040161133,0.002376,6.3e-05 -v8-liftoff,sha1-10808-bits,0.06633472442626953,0.002456,5.9e-05 -v8-liftoff,sha1-10808-bits,0.07107257843017578,0.002431,7.7e-05 -v8-liftoff,sha1-10808-bits,0.06762456893920898,0.002351,5.9e-05 -v8-liftoff,sha1-10808-bits,0.06852483749389648,0.002617,8.9e-05 -v8-liftoff,sha1-10808-bits,0.06671023368835449,0.002398,5.8e-05 -v8-liftoff,sha1-10808-bits,0.0659029483795166,0.002436,5.1e-05 -v8-liftoff,sha1-10808-bits,0.06736493110656738,0.002414,5.5e-05 -v8-liftoff,sha1-10808-bits,0.06943821907043457,0.002593,5.2e-05 -v8-liftoff,sha1-10808-bits,0.07119560241699219,0.002546,5.1e-05 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-v8-turbofan,modexp-nagydani-1-qube,0.08158349990844727,0.039521,8.7e-05 -v8-turbofan,modexp-nagydani-1-qube,0.08031153678894043,0.037834,9.6e-05 -v8-turbofan,modexp-nagydani-1-qube,0.08150649070739746,0.039143,8.7e-05 -v8-turbofan,modexp-nagydani-1-qube,0.08200931549072266,0.040042,9.4e-05 -v8-turbofan,modexp-nagydani-1-qube,0.0863640308380127,0.038788,9.2e-05 -v8-turbofan,modexp-nagydani-1-qube,0.08133196830749512,0.03849,9.8e-05 -v8-turbofan,modexp-nagydani-1-qube,0.08101654052734375,0.039313,8.9e-05 -v8-turbofan,modexp-nagydani-1-qube,0.0816652774810791,0.037939,0.000107 -v8-turbofan,sha1-21896-bits,0.05511736869812012,0.009371,2.3e-05 -v8-turbofan,sha1-21896-bits,0.054236412048339844,0.007998,3e-05 -v8-turbofan,sha1-21896-bits,0.054044246673583984,0.00878,2.3e-05 -v8-turbofan,sha1-21896-bits,0.051450490951538086,0.00832,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05178380012512207,0.009631,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05104780197143555,0.009237,2.9e-05 -v8-turbofan,sha1-21896-bits,0.05279946327209473,0.010161,2.2e-05 -v8-turbofan,sha1-21896-bits,0.051755666732788086,0.008367,2.9e-05 -v8-turbofan,sha1-21896-bits,0.051897525787353516,0.009551,2.3e-05 -v8-turbofan,sha1-21896-bits,0.051095008850097656,0.008066,2.3e-05 -v8-turbofan,sha1-21896-bits,0.05194544792175293,0.008871,3.1e-05 -v8-turbofan,sha1-21896-bits,0.052123308181762695,0.009969,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05226850509643555,0.007987,2.3e-05 -v8-turbofan,sha1-21896-bits,0.05102896690368652,0.008755,2.3e-05 -v8-turbofan,sha1-21896-bits,0.057280778884887695,0.010258,2.2e-05 -v8-turbofan,sha1-21896-bits,0.050836801528930664,0.008502,2.4e-05 -v8-turbofan,sha1-21896-bits,0.05193209648132324,0.008553,2.2e-05 -v8-turbofan,sha1-21896-bits,0.055788278579711914,0.00941,3.1e-05 -v8-turbofan,sha1-21896-bits,0.05421090126037598,0.009727,2.1e-05 -v8-turbofan,sha1-21896-bits,0.05517864227294922,0.009073,2.9e-05 -v8-turbofan,sha1-21896-bits,0.051162004470825195,0.009325,2.3e-05 -v8-turbofan,sha1-21896-bits,0.051149606704711914,0.008616,2.6e-05 -v8-turbofan,sha1-21896-bits,0.056704044342041016,0.008852,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05532503128051758,0.008315,2.7e-05 -v8-turbofan,sha1-21896-bits,0.05108761787414551,0.009216,2.7e-05 -v8-turbofan,sha1-21896-bits,0.052068233489990234,0.008736,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05518054962158203,0.009606,2.6e-05 -v8-turbofan,sha1-21896-bits,0.055349111557006836,0.009643,2.3e-05 -v8-turbofan,sha1-21896-bits,0.053646087646484375,0.010977,2.3e-05 -v8-turbofan,sha1-21896-bits,0.05306053161621094,0.009697,2.3e-05 -v8-turbofan,sha1-21896-bits,0.050618886947631836,0.008074,3.1e-05 -v8-turbofan,sha1-21896-bits,0.050287485122680664,0.008819,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05841183662414551,0.010147,3.5e-05 -v8-turbofan,sha1-21896-bits,0.052283287048339844,0.009366,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05155754089355469,0.008247,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05352282524108887,0.009543,2.9e-05 -v8-turbofan,sha1-21896-bits,0.05378556251525879,0.009265,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05647921562194824,0.008877,2.5e-05 -v8-turbofan,sha1-21896-bits,0.05336403846740723,0.008429,3e-05 -v8-turbofan,sha1-21896-bits,0.054361820220947266,0.009753,3.4e-05 -v8-turbofan,sha1-21896-bits,0.05342721939086914,0.010192,2.4e-05 -v8-turbofan,sha1-21896-bits,0.057781219482421875,0.008194,2.6e-05 -v8-turbofan,sha1-21896-bits,0.05244183540344238,0.009056,2.2e-05 -v8-turbofan,sha1-21896-bits,0.050365447998046875,0.008311,2.2e-05 -v8-turbofan,sha1-21896-bits,0.05095982551574707,0.008252,2.1e-05 -v8-turbofan,sha1-21896-bits,0.05161333084106445,0.008975,2.1e-05 -v8-turbofan,sha1-21896-bits,0.05374002456665039,0.010299,2.4e-05 -v8-turbofan,sha1-21896-bits,0.051256656646728516,0.008359,3e-05 -v8-turbofan,sha1-21896-bits,0.05408501625061035,0.010528,2.3e-05 -v8-turbofan,sha1-21896-bits,0.05106401443481445,0.008317,2.2e-05 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25763511657714844,0.094061,0.116209 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24924373626708984,0.093552,0.111903 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2541036605834961,0.093619,0.113305 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2553582191467285,0.099021,0.112825 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24965310096740723,0.093673,0.112919 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24833893775939941,0.092725,0.111991 -v8-turbofan,bn128_pairing-ten_point_match_1,0.255993127822876,0.095662,0.115076 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25336456298828125,0.094374,0.111997 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25519394874572754,0.094498,0.116681 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24840068817138672,0.092155,0.111926 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2541971206665039,0.093973,0.116529 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24861383438110352,0.091987,0.112206 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2543675899505615,0.094206,0.115398 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2573883533477783,0.100504,0.111833 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25668835639953613,0.095766,0.117219 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2494063377380371,0.092126,0.113739 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24994206428527832,0.092614,0.113302 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2530679702758789,0.09622,0.112227 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24911260604858398,0.091762,0.112585 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2507591247558594,0.092997,0.112613 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24980974197387695,0.092848,0.113272 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2501101493835449,0.093788,0.112419 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2505013942718506,0.092037,0.114499 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24675559997558594,0.090941,0.112195 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2494816780090332,0.092353,0.11339 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24969768524169922,0.092515,0.113377 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25110840797424316,0.092075,0.114035 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24956083297729492,0.092868,0.11223 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24942469596862793,0.092309,0.113798 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24994611740112305,0.094143,0.112395 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25456905364990234,0.096762,0.112831 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25056886672973633,0.092128,0.114257 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25147533416748047,0.093589,0.114202 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2557053565979004,0.093668,0.111813 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2613506317138672,0.096194,0.121032 -v8-turbofan,bn128_pairing-ten_point_match_1,0.24956941604614258,0.092568,0.112334 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2485489845275879,0.090945,0.113207 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25133466720581055,0.092526,0.11399 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25012969970703125,0.092817,0.112989 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2507436275482178,0.093535,0.114277 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2556331157684326,0.0944,0.116717 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2568037509918213,0.095848,0.116016 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2532498836517334,0.094826,0.113957 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2534806728363037,0.096724,0.112346 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25534486770629883,0.093532,0.1165 -v8-turbofan,bn128_pairing-ten_point_match_1,0.25478458404541016,0.093987,0.112334 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2524740695953369,0.092052,0.115957 -v8-turbofan,bn128_pairing-ten_point_match_1,0.2553081512451172,0.094356,0.11211 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-v8-turbofan,blake2b-5610-bytes,0.060472965240478516,0.013594,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.056748151779174805,0.013609,4.2e-05 -v8-turbofan,blake2b-5610-bytes,0.05562949180603027,0.013623,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.05591082572937012,0.013059,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.05508565902709961,0.013316,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.055633544921875,0.013352,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.061837196350097656,0.013494,3.5e-05 -v8-turbofan,blake2b-5610-bytes,0.059346914291381836,0.013157,4.1e-05 -v8-turbofan,blake2b-5610-bytes,0.05472826957702637,0.013305,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.05660843849182129,0.013123,4.3e-05 -v8-turbofan,blake2b-5610-bytes,0.05859017372131348,0.014061,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.056940317153930664,0.014477,4.1e-05 -v8-turbofan,blake2b-5610-bytes,0.05695652961730957,0.013835,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.05641794204711914,0.013401,3.5e-05 -v8-turbofan,blake2b-5610-bytes,0.05568194389343262,0.013355,4.1e-05 -v8-turbofan,blake2b-5610-bytes,0.05634665489196777,0.013299,4.1e-05 -v8-turbofan,blake2b-5610-bytes,0.05849766731262207,0.013351,3.6e-05 -v8-turbofan,blake2b-5610-bytes,0.056089162826538086,0.013854,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.06207537651062012,0.013665,0.000112 -v8-turbofan,blake2b-5610-bytes,0.062430381774902344,0.013203,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.05449390411376953,0.012873,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.056014060974121094,0.012841,3.7e-05 -v8-turbofan,blake2b-5610-bytes,0.054203033447265625,0.012712,4.1e-05 -v8-turbofan,blake2b-5610-bytes,0.05793285369873047,0.013159,3.5e-05 -v8-turbofan,bn128_mul-cdetrio2,0.07422137260437012,0.028186,0.001551 -v8-turbofan,bn128_mul-cdetrio2,0.07120180130004883,0.026638,0.001631 -v8-turbofan,bn128_mul-cdetrio2,0.07588839530944824,0.026634,0.001534 -v8-turbofan,bn128_mul-cdetrio2,0.07692337036132812,0.031504,0.001804 -v8-turbofan,bn128_mul-cdetrio2,0.07187676429748535,0.026815,0.001528 -v8-turbofan,bn128_mul-cdetrio2,0.07642245292663574,0.027206,0.001555 -v8-turbofan,bn128_mul-cdetrio2,0.07076501846313477,0.026769,0.001573 -v8-turbofan,bn128_mul-cdetrio2,0.07273554801940918,0.027578,0.001531 -v8-turbofan,bn128_mul-cdetrio2,0.0717611312866211,0.026264,0.001832 -v8-turbofan,bn128_mul-cdetrio2,0.07042980194091797,0.026144,0.001534 -v8-turbofan,bn128_mul-cdetrio2,0.07088065147399902,0.026684,0.001518 -v8-turbofan,bn128_mul-cdetrio2,0.07471323013305664,0.028563,0.001512 -v8-turbofan,bn128_mul-cdetrio2,0.0719146728515625,0.027009,0.001516 -v8-turbofan,bn128_mul-cdetrio2,0.0714716911315918,0.026319,0.001518 -v8-turbofan,bn128_mul-cdetrio2,0.07382583618164062,0.027778,0.001542 -v8-turbofan,bn128_mul-cdetrio2,0.07299160957336426,0.027769,0.001881 -v8-turbofan,bn128_mul-cdetrio2,0.07044219970703125,0.026789,0.001519 -v8-turbofan,bn128_mul-cdetrio2,0.07187223434448242,0.026675,0.001515 -v8-turbofan,bn128_mul-cdetrio2,0.07450342178344727,0.029522,0.001614 -v8-turbofan,bn128_mul-cdetrio2,0.07212042808532715,0.028521,0.001525 -v8-turbofan,bn128_mul-cdetrio2,0.08047342300415039,0.035007,0.001544 -v8-turbofan,bn128_mul-cdetrio2,0.07585787773132324,0.028106,0.001543 -v8-turbofan,bn128_mul-cdetrio2,0.07173681259155273,0.027195,0.001546 -v8-turbofan,bn128_mul-cdetrio2,0.07183980941772461,0.027007,0.001546 -v8-turbofan,bn128_mul-cdetrio2,0.07618880271911621,0.027026,0.001521 -v8-turbofan,bn128_mul-cdetrio2,0.07245182991027832,0.027006,0.001516 -v8-turbofan,bn128_mul-cdetrio2,0.07201170921325684,0.027893,0.001536 -v8-turbofan,bn128_mul-cdetrio2,0.07016754150390625,0.026981,0.001518 -v8-turbofan,bn128_mul-cdetrio2,0.07332205772399902,0.028227,0.001689 -v8-turbofan,bn128_mul-cdetrio2,0.07167840003967285,0.027115,0.001536 -v8-turbofan,bn128_mul-cdetrio2,0.07358026504516602,0.028807,0.001523 -v8-turbofan,bn128_mul-cdetrio2,0.07056117057800293,0.027059,0.001522 -v8-turbofan,bn128_mul-cdetrio2,0.07083535194396973,0.026977,0.001629 -v8-turbofan,bn128_mul-cdetrio2,0.07206296920776367,0.0274,0.001528 -v8-turbofan,bn128_mul-cdetrio2,0.07269668579101562,0.027114,0.001553 -v8-turbofan,bn128_mul-cdetrio2,0.07429790496826172,0.028797,0.001604 -v8-turbofan,bn128_mul-cdetrio2,0.07834386825561523,0.027656,0.001514 -v8-turbofan,bn128_mul-cdetrio2,0.07188081741333008,0.027434,0.001523 -v8-turbofan,bn128_mul-cdetrio2,0.0715169906616211,0.026398,0.001513 -v8-turbofan,bn128_mul-cdetrio2,0.07211065292358398,0.027434,0.001515 -v8-turbofan,bn128_mul-cdetrio2,0.07232189178466797,0.027474,0.001544 -v8-turbofan,bn128_mul-cdetrio2,0.07301044464111328,0.027677,0.001572 -v8-turbofan,bn128_mul-cdetrio2,0.07649827003479004,0.027525,0.001816 -v8-turbofan,bn128_mul-cdetrio2,0.07878684997558594,0.029362,0.001512 -v8-turbofan,bn128_mul-cdetrio2,0.07149648666381836,0.027222,0.001522 -v8-turbofan,bn128_mul-cdetrio2,0.07419204711914062,0.026909,0.001539 -v8-turbofan,bn128_mul-cdetrio2,0.07880926132202148,0.027248,0.001539 -v8-turbofan,bn128_mul-cdetrio2,0.07268261909484863,0.027152,0.001519 -v8-turbofan,bn128_mul-cdetrio2,0.07268977165222168,0.028053,0.001514 -v8-turbofan,bn128_mul-cdetrio2,0.07220602035522461,0.026754,0.001567 -v8-turbofan,modexp-eip_example1,0.08363676071166992,0.041015,0.000539 -v8-turbofan,modexp-eip_example1,0.08576369285583496,0.039152,0.000539 -v8-turbofan,modexp-eip_example1,0.0840921401977539,0.039539,0.000569 -v8-turbofan,modexp-eip_example1,0.08273196220397949,0.040057,0.000535 -v8-turbofan,modexp-eip_example1,0.08286285400390625,0.040077,0.00053 -v8-turbofan,modexp-eip_example1,0.08040499687194824,0.037276,0.000574 -v8-turbofan,modexp-eip_example1,0.08148837089538574,0.037349,0.000536 -v8-turbofan,modexp-eip_example1,0.08119082450866699,0.038476,0.000556 -v8-turbofan,modexp-eip_example1,0.08304286003112793,0.039973,0.000543 -v8-turbofan,modexp-eip_example1,0.08014035224914551,0.03794,0.000531 -v8-turbofan,modexp-eip_example1,0.08001422882080078,0.037498,0.000544 -v8-turbofan,modexp-eip_example1,0.08009004592895508,0.03775,0.000577 -v8-turbofan,modexp-eip_example1,0.0813300609588623,0.038748,0.000551 -v8-turbofan,modexp-eip_example1,0.08395576477050781,0.040294,0.000571 -v8-turbofan,modexp-eip_example1,0.0832986831665039,0.038464,0.000641 -v8-turbofan,modexp-eip_example1,0.08172035217285156,0.038496,0.000538 -v8-turbofan,modexp-eip_example1,0.08375740051269531,0.040714,0.000527 -v8-turbofan,modexp-eip_example1,0.08238935470581055,0.039354,0.00061 -v8-turbofan,modexp-eip_example1,0.08262252807617188,0.039749,0.00054 -v8-turbofan,modexp-eip_example1,0.08322286605834961,0.039692,0.000534 -v8-turbofan,modexp-eip_example1,0.08310151100158691,0.039299,0.000742 -v8-turbofan,modexp-eip_example1,0.08849501609802246,0.038918,0.000573 -v8-turbofan,modexp-eip_example1,0.08822298049926758,0.041113,0.000532 -v8-turbofan,modexp-eip_example1,0.08045148849487305,0.038081,0.000543 -v8-turbofan,modexp-eip_example1,0.08454036712646484,0.040671,0.000532 -v8-turbofan,modexp-eip_example1,0.08528590202331543,0.042626,0.00054 -v8-turbofan,modexp-eip_example1,0.0821371078491211,0.03804,0.000536 -v8-turbofan,modexp-eip_example1,0.08528733253479004,0.039471,0.000544 -v8-turbofan,modexp-eip_example1,0.0811765193939209,0.038334,0.000535 -v8-turbofan,modexp-eip_example1,0.08028149604797363,0.037528,0.000548 -v8-turbofan,modexp-eip_example1,0.08142757415771484,0.038371,0.000596 -v8-turbofan,modexp-eip_example1,0.08228325843811035,0.038914,0.000534 -v8-turbofan,modexp-eip_example1,0.0812690258026123,0.038509,0.000538 -v8-turbofan,modexp-eip_example1,0.08504867553710938,0.040008,0.000537 -v8-turbofan,modexp-eip_example1,0.0828542709350586,0.039999,0.000531 -v8-turbofan,modexp-eip_example1,0.08353948593139648,0.038284,0.000539 -v8-turbofan,modexp-eip_example1,0.08491206169128418,0.03989,0.000536 -v8-turbofan,modexp-eip_example1,0.08318901062011719,0.039043,0.00054 -v8-turbofan,modexp-eip_example1,0.08201432228088379,0.038781,0.000539 -v8-turbofan,modexp-eip_example1,0.08740401268005371,0.039599,0.000544 -v8-turbofan,modexp-eip_example1,0.0830075740814209,0.039742,0.000549 -v8-turbofan,modexp-eip_example1,0.08222103118896484,0.039003,0.000536 -v8-turbofan,modexp-eip_example1,0.08609628677368164,0.042964,0.000537 -v8-turbofan,modexp-eip_example1,0.08114242553710938,0.038284,0.00053 -v8-turbofan,modexp-eip_example1,0.08204936981201172,0.038937,0.000531 -v8-turbofan,modexp-eip_example1,0.08172082901000977,0.037598,0.000534 -v8-turbofan,modexp-eip_example1,0.08180427551269531,0.038994,0.000534 -v8-turbofan,modexp-eip_example1,0.08103537559509277,0.037801,0.000636 -v8-turbofan,modexp-eip_example1,0.08057808876037598,0.037091,0.000534 -v8-turbofan,modexp-eip_example1,0.08008337020874023,0.036774,0.000569 -v8-turbofan,blake2b-2805-bytes,0.05280160903930664,0.010736,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.05371522903442383,0.011247,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.05572175979614258,0.012165,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.052396297454833984,0.01066,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05225968360900879,0.010348,2.8e-05 -v8-turbofan,blake2b-2805-bytes,0.054926156997680664,0.010757,2.8e-05 -v8-turbofan,blake2b-2805-bytes,0.054825782775878906,0.010836,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.054813385009765625,0.011953,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05345940589904785,0.011169,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05387282371520996,0.011325,2.8e-05 -v8-turbofan,blake2b-2805-bytes,0.053708791732788086,0.011372,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.055109500885009766,0.011424,2.9e-05 -v8-turbofan,blake2b-2805-bytes,0.05551433563232422,0.011806,3.2e-05 -v8-turbofan,blake2b-2805-bytes,0.054334402084350586,0.010229,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.052535295486450195,0.01044,3.1e-05 -v8-turbofan,blake2b-2805-bytes,0.053259849548339844,0.010323,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.05383467674255371,0.010038,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.053450584411621094,0.01082,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.053171634674072266,0.011625,2.6e-05 -v8-turbofan,blake2b-2805-bytes,0.05627131462097168,0.012119,3.5e-05 -v8-turbofan,blake2b-2805-bytes,0.05451655387878418,0.011109,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.054714202880859375,0.011427,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05560874938964844,0.012324,2.9e-05 -v8-turbofan,blake2b-2805-bytes,0.053863525390625,0.01098,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05504274368286133,0.012148,2.6e-05 -v8-turbofan,blake2b-2805-bytes,0.056199073791503906,0.011201,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05464673042297363,0.010387,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.053678035736083984,0.011065,3e-05 -v8-turbofan,blake2b-2805-bytes,0.05521392822265625,0.011677,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.0533292293548584,0.010677,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05543041229248047,0.012459,2.7e-05 -v8-turbofan,blake2b-2805-bytes,0.06470966339111328,0.01238,3.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05525350570678711,0.011468,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05393505096435547,0.010809,2.6e-05 -v8-turbofan,blake2b-2805-bytes,0.07134389877319336,0.016221,2.6e-05 -v8-turbofan,blake2b-2805-bytes,0.060326337814331055,0.010881,2.9e-05 -v8-turbofan,blake2b-2805-bytes,0.05600595474243164,0.010592,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.05519413948059082,0.011553,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05398154258728027,0.011317,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05524849891662598,0.012027,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.05226325988769531,0.010248,2.3e-05 -v8-turbofan,blake2b-2805-bytes,0.05269145965576172,0.010164,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.054999351501464844,0.011911,2.9e-05 -v8-turbofan,blake2b-2805-bytes,0.05796623229980469,0.011188,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05210065841674805,0.010285,2.2e-05 -v8-turbofan,blake2b-2805-bytes,0.05466008186340332,0.010354,2.4e-05 -v8-turbofan,blake2b-2805-bytes,0.05407571792602539,0.011226,3.1e-05 -v8-turbofan,blake2b-2805-bytes,0.05681729316711426,0.010873,2.5e-05 -v8-turbofan,blake2b-2805-bytes,0.05342411994934082,0.011336,3.1e-05 -v8-turbofan,blake2b-2805-bytes,0.05367231369018555,0.010965,3e-05 -v8-turbofan,sha1-10808-bits,0.05070996284484863,0.007554,2.6e-05 -v8-turbofan,sha1-10808-bits,0.05037999153137207,0.007506,1.8e-05 -v8-turbofan,sha1-10808-bits,0.04961585998535156,0.007398,1.8e-05 -v8-turbofan,sha1-10808-bits,0.05078268051147461,0.00902,3.2e-05 -v8-turbofan,sha1-10808-bits,0.05323195457458496,0.007446,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05067086219787598,0.00767,2.3e-05 -v8-turbofan,sha1-10808-bits,0.05073714256286621,0.00664,1.8e-05 -v8-turbofan,sha1-10808-bits,0.050217628479003906,0.008126,2e-05 -v8-turbofan,sha1-10808-bits,0.05089092254638672,0.006918,2.7e-05 -v8-turbofan,sha1-10808-bits,0.05377006530761719,0.00696,2.6e-05 -v8-turbofan,sha1-10808-bits,0.05134892463684082,0.007124,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05131220817565918,0.008044,1.7e-05 -v8-turbofan,sha1-10808-bits,0.050034284591674805,0.008263,2.9e-05 -v8-turbofan,sha1-10808-bits,0.048784494400024414,0.006894,1.7e-05 -v8-turbofan,sha1-10808-bits,0.04964900016784668,0.007084,1.8e-05 -v8-turbofan,sha1-10808-bits,0.04924464225769043,0.006689,1.7e-05 -v8-turbofan,sha1-10808-bits,0.04980587959289551,0.006727,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05016207695007324,0.007363,1.9e-05 -v8-turbofan,sha1-10808-bits,0.05007362365722656,0.006933,1.7e-05 -v8-turbofan,sha1-10808-bits,0.050751686096191406,0.007277,2.6e-05 -v8-turbofan,sha1-10808-bits,0.04972195625305176,0.006683,1.7e-05 -v8-turbofan,sha1-10808-bits,0.049410343170166016,0.00739,2.6e-05 -v8-turbofan,sha1-10808-bits,0.05044436454772949,0.007565,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05099654197692871,0.007995,3.3e-05 -v8-turbofan,sha1-10808-bits,0.04993176460266113,0.007135,1.7e-05 -v8-turbofan,sha1-10808-bits,0.0483400821685791,0.006734,1.8e-05 -v8-turbofan,sha1-10808-bits,0.050079345703125,0.007649,2.2e-05 -v8-turbofan,sha1-10808-bits,0.050337791442871094,0.006689,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05044126510620117,0.006668,1.7e-05 -v8-turbofan,sha1-10808-bits,0.04932093620300293,0.00689,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05099987983703613,0.008375,2.8e-05 -v8-turbofan,sha1-10808-bits,0.05136609077453613,0.008549,2.5e-05 -v8-turbofan,sha1-10808-bits,0.04921913146972656,0.00731,1.6e-05 -v8-turbofan,sha1-10808-bits,0.05224180221557617,0.009018,2.6e-05 -v8-turbofan,sha1-10808-bits,0.06850481033325195,0.008124,2e-05 -v8-turbofan,sha1-10808-bits,0.05100107192993164,0.007732,2.2e-05 -v8-turbofan,sha1-10808-bits,0.051509857177734375,0.008375,1.6e-05 -v8-turbofan,sha1-10808-bits,0.05036330223083496,0.007943,3.2e-05 -v8-turbofan,sha1-10808-bits,0.05178976058959961,0.006855,1.8e-05 -v8-turbofan,sha1-10808-bits,0.04987454414367676,0.007623,2.9e-05 -v8-turbofan,sha1-10808-bits,0.04932546615600586,0.007096,1.9e-05 -v8-turbofan,sha1-10808-bits,0.054666757583618164,0.007137,1.8e-05 -v8-turbofan,sha1-10808-bits,0.050803184509277344,0.007828,2e-05 -v8-turbofan,sha1-10808-bits,0.0503995418548584,0.00665,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05577206611633301,0.00832,1.7e-05 -v8-turbofan,sha1-10808-bits,0.05348849296569824,0.007978,2.5e-05 -v8-turbofan,sha1-10808-bits,0.05008673667907715,0.007224,2.3e-05 -v8-turbofan,sha1-10808-bits,0.05265522003173828,0.006828,1.6e-05 -v8-turbofan,sha1-10808-bits,0.05940890312194824,0.008308,1.6e-05 -v8-turbofan,sha1-10808-bits,0.05249190330505371,0.007599,2.4e-05 -v8-turbofan,bn128_add-cdetrio10,0.07047152519226074,0.027572,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.0680689811706543,0.026243,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07175397872924805,0.029762,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07056212425231934,0.027532,3.4e-05 -v8-turbofan,bn128_add-cdetrio10,0.06985211372375488,0.026539,2.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.07090640068054199,0.027433,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.07116150856018066,0.027398,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.0689692497253418,0.026239,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.06987571716308594,0.027011,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.07061290740966797,0.027194,1.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.07596564292907715,0.028964,0.000102 -v8-turbofan,bn128_add-cdetrio10,0.09784126281738281,0.053672,2.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.06863546371459961,0.026319,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.08303260803222656,0.032613,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.0687859058380127,0.026316,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.07073092460632324,0.02749,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.0701901912689209,0.02725,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.07188868522644043,0.027179,2.3e-05 -v8-turbofan,bn128_add-cdetrio10,0.07050013542175293,0.027747,2.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.06937384605407715,0.027111,2.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07447099685668945,0.028788,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.0696878433227539,0.026218,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07645964622497559,0.027192,2.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.06798148155212402,0.026126,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.06888103485107422,0.026146,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.07242202758789062,0.028094,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07009100914001465,0.027486,2.8e-05 -v8-turbofan,bn128_add-cdetrio10,0.06992030143737793,0.02694,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.0695810317993164,0.027396,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.07157325744628906,0.027706,2.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.0687260627746582,0.026157,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.0688927173614502,0.02717,2.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.06723904609680176,0.024964,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.06916546821594238,0.027079,1.9e-05 -v8-turbofan,bn128_add-cdetrio10,0.07255244255065918,0.027549,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.06973767280578613,0.026871,2.5e-05 -v8-turbofan,bn128_add-cdetrio10,0.07058048248291016,0.028371,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07403826713562012,0.027043,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07483410835266113,0.030893,3.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.07288908958435059,0.027278,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.0728147029876709,0.026318,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.07062220573425293,0.027498,2.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.06969189643859863,0.027517,3.2e-05 -v8-turbofan,bn128_add-cdetrio10,0.06982636451721191,0.027302,2.1e-05 -v8-turbofan,bn128_add-cdetrio10,0.0691993236541748,0.026917,2.6e-05 -v8-turbofan,bn128_add-cdetrio10,0.06868219375610352,0.026273,2.6e-05 -v8-turbofan,bn128_add-cdetrio10,0.07035064697265625,0.026904,2.7e-05 -v8-turbofan,bn128_add-cdetrio10,0.0699470043182373,0.028004,3.5e-05 -v8-turbofan,bn128_add-cdetrio10,0.07054448127746582,0.027333,2e-05 -v8-turbofan,bn128_add-cdetrio10,0.0700232982635498,0.027319,2.2e-05 -v8-turbofan,mul256-gcolvin-drag-race,0.13651728630065918,0.045524,0.040163 -v8-turbofan,mul256-gcolvin-drag-race,0.1401669979095459,0.048549,0.041659 -v8-turbofan,mul256-gcolvin-drag-race,0.14361238479614258,0.047877,0.040474 -v8-turbofan,mul256-gcolvin-drag-race,0.13912701606750488,0.04872,0.037776 -v8-turbofan,mul256-gcolvin-drag-race,0.12387275695800781,0.043283,0.036246 -v8-turbofan,mul256-gcolvin-drag-race,0.13129496574401855,0.043545,0.040805 -v8-turbofan,mul256-gcolvin-drag-race,0.14421463012695312,0.053463,0.040811 -v8-turbofan,mul256-gcolvin-drag-race,0.14165735244750977,0.051155,0.038996 -v8-turbofan,mul256-gcolvin-drag-race,0.14502263069152832,0.052087,0.042133 -v8-turbofan,mul256-gcolvin-drag-race,0.1465597152709961,0.049899,0.043962 -v8-turbofan,mul256-gcolvin-drag-race,0.12211227416992188,0.042303,0.036336 -v8-turbofan,mul256-gcolvin-drag-race,0.13159489631652832,0.048497,0.039425 -v8-turbofan,mul256-gcolvin-drag-race,0.14110565185546875,0.044333,0.042366 -v8-turbofan,mul256-gcolvin-drag-race,0.15437054634094238,0.056659,0.039763 -v8-turbofan,mul256-gcolvin-drag-race,0.147430419921875,0.050346,0.04089 -v8-turbofan,mul256-gcolvin-drag-race,0.1469862461090088,0.051312,0.03944 -v8-turbofan,mul256-gcolvin-drag-race,0.13782191276550293,0.047306,0.041923 -v8-turbofan,mul256-gcolvin-drag-race,0.13580727577209473,0.044749,0.03774 -v8-turbofan,mul256-gcolvin-drag-race,0.14638018608093262,0.05266,0.041418 -v8-turbofan,mul256-gcolvin-drag-race,0.14545536041259766,0.054503,0.039321 -v8-turbofan,mul256-gcolvin-drag-race,0.1413288116455078,0.051188,0.039245 -v8-turbofan,mul256-gcolvin-drag-race,0.13492250442504883,0.048226,0.036473 -v8-turbofan,mul256-gcolvin-drag-race,0.1421973705291748,0.047587,0.041486 -v8-turbofan,mul256-gcolvin-drag-race,0.1446971893310547,0.0515,0.042603 -v8-turbofan,mul256-gcolvin-drag-race,0.13462185859680176,0.044637,0.039168 -v8-turbofan,mul256-gcolvin-drag-race,0.13898587226867676,0.048091,0.040174 -v8-turbofan,mul256-gcolvin-drag-race,0.12627720832824707,0.043015,0.040522 -v8-turbofan,mul256-gcolvin-drag-race,0.12317728996276855,0.042648,0.036844 -v8-turbofan,mul256-gcolvin-drag-race,0.13236403465270996,0.042787,0.043552 -v8-turbofan,mul256-gcolvin-drag-race,0.14214754104614258,0.052138,0.040563 -v8-turbofan,mul256-gcolvin-drag-race,0.1292877197265625,0.04247,0.043184 -v8-turbofan,mul256-gcolvin-drag-race,0.14636015892028809,0.049369,0.04076 -v8-turbofan,mul256-gcolvin-drag-race,0.1386411190032959,0.047778,0.040385 -v8-turbofan,mul256-gcolvin-drag-race,0.12389945983886719,0.042729,0.036524 -v8-turbofan,mul256-gcolvin-drag-race,0.12959647178649902,0.042715,0.041486 -v8-turbofan,mul256-gcolvin-drag-race,0.13356781005859375,0.050935,0.039468 -v8-turbofan,mul256-gcolvin-drag-race,0.14259839057922363,0.050096,0.040259 -v8-turbofan,mul256-gcolvin-drag-race,0.14744806289672852,0.053244,0.046986 -v8-turbofan,mul256-gcolvin-drag-race,0.13332557678222656,0.050589,0.037095 -v8-turbofan,mul256-gcolvin-drag-race,0.14156794548034668,0.048137,0.040613 -v8-turbofan,mul256-gcolvin-drag-race,0.1454322338104248,0.052601,0.041836 -v8-turbofan,mul256-gcolvin-drag-race,0.1436445713043213,0.050537,0.042119 -v8-turbofan,mul256-gcolvin-drag-race,0.14079833030700684,0.048497,0.042397 -v8-turbofan,mul256-gcolvin-drag-race,0.14493656158447266,0.05045,0.039721 -v8-turbofan,mul256-gcolvin-drag-race,0.1359870433807373,0.0466,0.039909 -v8-turbofan,mul256-gcolvin-drag-race,0.14145970344543457,0.047877,0.040949 -v8-turbofan,mul256-gcolvin-drag-race,0.13498997688293457,0.048787,0.036317 -v8-turbofan,mul256-gcolvin-drag-race,0.12258362770080566,0.042954,0.036822 -v8-turbofan,mul256-gcolvin-drag-race,0.13948583602905273,0.05233,0.041592 -v8-turbofan,mul256-gcolvin-drag-race,0.13736844062805176,0.048651,0.036477 -v8-turbofan,bn128_mul-chfast1,0.07629036903381348,0.027102,0.000419 -v8-turbofan,bn128_mul-chfast1,0.06975603103637695,0.02661,0.000425 -v8-turbofan,bn128_mul-chfast1,0.07135558128356934,0.027669,0.000427 -v8-turbofan,bn128_mul-chfast1,0.07046079635620117,0.026942,0.000439 -v8-turbofan,bn128_mul-chfast1,0.07016944885253906,0.026442,0.00043 -v8-turbofan,bn128_mul-chfast1,0.06934571266174316,0.026685,0.000421 -v8-turbofan,bn128_mul-chfast1,0.07134485244750977,0.028389,0.000419 -v8-turbofan,bn128_mul-chfast1,0.06946611404418945,0.02685,0.000432 -v8-turbofan,bn128_mul-chfast1,0.07267260551452637,0.027838,0.000422 -v8-turbofan,bn128_mul-chfast1,0.07339930534362793,0.027791,0.000497 -v8-turbofan,bn128_mul-chfast1,0.07038354873657227,0.026639,0.000514 -v8-turbofan,bn128_mul-chfast1,0.06991052627563477,0.026999,0.000432 -v8-turbofan,bn128_mul-chfast1,0.0696420669555664,0.026468,0.00042 -v8-turbofan,bn128_mul-chfast1,0.07133674621582031,0.028174,0.000421 -v8-turbofan,bn128_mul-chfast1,0.0710446834564209,0.027321,0.000504 -v8-turbofan,bn128_mul-chfast1,0.07544851303100586,0.026825,0.000441 -v8-turbofan,bn128_mul-chfast1,0.07034587860107422,0.026992,0.000429 -v8-turbofan,bn128_mul-chfast1,0.07144689559936523,0.026864,0.000512 -v8-turbofan,bn128_mul-chfast1,0.07428836822509766,0.029177,0.000433 -v8-turbofan,bn128_mul-chfast1,0.06911015510559082,0.026437,0.000422 -v8-turbofan,bn128_mul-chfast1,0.07216739654541016,0.028676,0.000506 -v8-turbofan,bn128_mul-chfast1,0.07104301452636719,0.026735,0.000425 -v8-turbofan,bn128_mul-chfast1,0.07216596603393555,0.026974,0.000435 -v8-turbofan,bn128_mul-chfast1,0.07082581520080566,0.027142,0.000453 -v8-turbofan,bn128_mul-chfast1,0.06972837448120117,0.026913,0.000424 -v8-turbofan,bn128_mul-chfast1,0.06955432891845703,0.026927,0.000459 -v8-turbofan,bn128_mul-chfast1,0.06972861289978027,0.026784,0.000423 -v8-turbofan,bn128_mul-chfast1,0.07250189781188965,0.027945,0.000435 -v8-turbofan,bn128_mul-chfast1,0.07303547859191895,0.026729,0.000435 -v8-turbofan,bn128_mul-chfast1,0.06868314743041992,0.026311,0.000421 -v8-turbofan,bn128_mul-chfast1,0.0702981948852539,0.027623,0.000427 -v8-turbofan,bn128_mul-chfast1,0.07064533233642578,0.027393,0.000445 -v8-turbofan,bn128_mul-chfast1,0.07080292701721191,0.02691,0.000424 -v8-turbofan,bn128_mul-chfast1,0.07271194458007812,0.02791,0.0005 -v8-turbofan,bn128_mul-chfast1,0.07002711296081543,0.027627,0.000426 -v8-turbofan,bn128_mul-chfast1,0.07153463363647461,0.029128,0.000418 -v8-turbofan,bn128_mul-chfast1,0.0710289478302002,0.027986,0.000419 -v8-turbofan,bn128_mul-chfast1,0.06985950469970703,0.026104,0.000432 -v8-turbofan,bn128_mul-chfast1,0.06800603866577148,0.026031,0.000424 -v8-turbofan,bn128_mul-chfast1,0.07326245307922363,0.026575,0.000454 -v8-turbofan,bn128_mul-chfast1,0.0687868595123291,0.026464,0.000426 -v8-turbofan,bn128_mul-chfast1,0.0693359375,0.026842,0.00042 -v8-turbofan,bn128_mul-chfast1,0.0717010498046875,0.028668,0.00044 -v8-turbofan,bn128_mul-chfast1,0.06966209411621094,0.026786,0.000423 -v8-turbofan,bn128_mul-chfast1,0.07060909271240234,0.026874,0.000431 -v8-turbofan,bn128_mul-chfast1,0.07277607917785645,0.028602,0.000422 -v8-turbofan,bn128_mul-chfast1,0.07168412208557129,0.026815,0.000496 -v8-turbofan,bn128_mul-chfast1,0.07076525688171387,0.027296,0.000427 -v8-turbofan,bn128_mul-chfast1,0.0718386173248291,0.027528,0.000424 -v8-turbofan,bn128_mul-chfast1,0.07030749320983887,0.027628,0.000421 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3138718605041504,1.270255,3.8e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3102810382843018,1.265907,4.6e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3164567947387695,1.2714,4.1e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3074355125427246,1.261289,4.6e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3130557537078857,1.269249,4.4e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3189377784729004,1.274499,4.4e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.320983648300171,1.275482,4.3e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.2990024089813232,1.253592,4.2e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3136448860168457,1.269908,4.4e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3110370635986328,1.267727,4.3e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.2951159477233887,1.252038,3.8e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3170273303985596,1.273611,4.2e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3304951190948486,1.286771,5.4e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3110511302947998,1.266365,5.6e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3052799701690674,1.258806,5.3e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3159739971160889,1.266135,8.7e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3152978420257568,1.269663,4.3e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.2829184532165527,1.23875,4e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3130772113800049,1.269448,4.1e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3215789794921875,1.275379,4.8e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3190252780914307,1.271178,4.9e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3102777004241943,1.266729,4.2e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3132410049438477,1.264065,5e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.2956314086914062,1.251819,4.7e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3068063259124756,1.263391,3.8e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.278017282485962,1.234818,4.7e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3057847023010254,1.261516,5.5e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3241362571716309,1.281111,4.5e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3109121322631836,1.267376,4.1e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.2895619869232178,1.246533,3.7e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3029577732086182,1.258581,4.1e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3081977367401123,1.260499,4.1e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3347434997558594,1.286411,4.7e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.2952487468719482,1.249385,3.8e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3146357536315918,1.271223,4e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3058905601501465,1.261708,4.1e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.311743974685669,1.268617,4.3e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.293762445449829,1.249738,4.1e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.2881369590759277,1.245333,4.3e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.311230182647705,1.26765,3.6e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3075075149536133,1.264224,3.8e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3251700401306152,1.27322,4.2e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3200359344482422,1.276288,3.7e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.310638427734375,1.265604,3.7e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3195734024047852,1.275068,4.6e-05 -v8-turbofan,guido-fuzzer-find-2-norotates,1.3217260837554932,1.27716,6.2e-05 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3742382526397705,0.156647,0.172889 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3837275505065918,0.158231,0.17325 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37984704971313477,0.156851,0.177682 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3793461322784424,0.161935,0.173082 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3725321292877197,0.155135,0.171758 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3833141326904297,0.163502,0.174648 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37694215774536133,0.154167,0.178364 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37100934982299805,0.155294,0.172179 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37403082847595215,0.155449,0.175253 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3733537197113037,0.155382,0.173064 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3804314136505127,0.158967,0.171919 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3725159168243408,0.156514,0.172461 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3737056255340576,0.156192,0.1734 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3897976875305176,0.155474,0.189225 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3748197555541992,0.154864,0.175052 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3759911060333252,0.158578,0.173202 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3775322437286377,0.157948,0.173886 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3714935779571533,0.154982,0.171558 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3953087329864502,0.163245,0.186006 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3805866241455078,0.161417,0.17342 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37442851066589355,0.156156,0.175202 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37697649002075195,0.156081,0.175811 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.375225305557251,0.157112,0.174209 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3804776668548584,0.156831,0.178055 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37242841720581055,0.15425,0.172151 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.370391845703125,0.152286,0.171511 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3772709369659424,0.157609,0.174663 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37505316734313965,0.153642,0.175764 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37028956413269043,0.153201,0.172722 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37601423263549805,0.158564,0.173047 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3789560794830322,0.15662,0.176882 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3865089416503906,0.160494,0.180168 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37180423736572266,0.15451,0.171783 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3704111576080322,0.153481,0.171186 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37078261375427246,0.155797,0.171176 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37210750579833984,0.156763,0.171806 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3796510696411133,0.160931,0.171575 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3670957088470459,0.152943,0.170565 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37386560440063477,0.153848,0.174002 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3835747241973877,0.157949,0.181569 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3715355396270752,0.155777,0.1718 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3751544952392578,0.158409,0.170669 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3729712963104248,0.153214,0.174923 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3744626045227051,0.157504,0.172107 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3701515197753906,0.153281,0.170934 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3812251091003418,0.158308,0.175641 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3734779357910156,0.154597,0.174533 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.3775973320007324,0.155551,0.177747 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.37815332412719727,0.162543,0.171371 -v8-turbofan,bls12-381-aggreg-128-pubkeys-verify-sig,0.38019490242004395,0.158458,0.175202 -v8-turbofan,bn128_mul-cdetrio6,0.07054615020751953,0.026569,0.00186 -v8-turbofan,bn128_mul-cdetrio6,0.07340550422668457,0.027804,0.001966 -v8-turbofan,bn128_mul-cdetrio6,0.07124090194702148,0.026786,0.001827 -v8-turbofan,bn128_mul-cdetrio6,0.07005143165588379,0.026198,0.001798 -v8-turbofan,bn128_mul-cdetrio6,0.07209610939025879,0.026861,0.001811 -v8-turbofan,bn128_mul-cdetrio6,0.07115960121154785,0.026982,0.001793 -v8-turbofan,bn128_mul-cdetrio6,0.07253408432006836,0.027718,0.001847 -v8-turbofan,bn128_mul-cdetrio6,0.0717780590057373,0.027021,0.002147 -v8-turbofan,bn128_mul-cdetrio6,0.07167553901672363,0.027088,0.00182 -v8-turbofan,bn128_mul-cdetrio6,0.07088255882263184,0.026797,0.001832 -v8-turbofan,bn128_mul-cdetrio6,0.07159972190856934,0.027206,0.001818 -v8-turbofan,bn128_mul-cdetrio6,0.07127046585083008,0.027093,0.001827 -v8-turbofan,bn128_mul-cdetrio6,0.07217693328857422,0.027115,0.001782 -v8-turbofan,bn128_mul-cdetrio6,0.07257914543151855,0.028103,0.001799 -v8-turbofan,bn128_mul-cdetrio6,0.07346105575561523,0.027679,0.001821 -v8-turbofan,bn128_mul-cdetrio6,0.06969094276428223,0.026222,0.001791 -v8-turbofan,bn128_mul-cdetrio6,0.0724632740020752,0.027822,0.00184 -v8-turbofan,bn128_mul-cdetrio6,0.07328462600708008,0.027888,0.001815 -v8-turbofan,bn128_mul-cdetrio6,0.07068109512329102,0.026732,0.001821 -v8-turbofan,bn128_mul-cdetrio6,0.07238054275512695,0.026727,0.001945 -v8-turbofan,bn128_mul-cdetrio6,0.0721900463104248,0.027208,0.001982 -v8-turbofan,bn128_mul-cdetrio6,0.07072234153747559,0.02677,0.001795 -v8-turbofan,bn128_mul-cdetrio6,0.07225370407104492,0.027128,0.001793 -v8-turbofan,bn128_mul-cdetrio6,0.07102346420288086,0.026793,0.0018 -v8-turbofan,bn128_mul-cdetrio6,0.07526516914367676,0.028666,0.002363 -v8-turbofan,bn128_mul-cdetrio6,0.07079815864562988,0.026711,0.001807 -v8-turbofan,bn128_mul-cdetrio6,0.07196831703186035,0.027084,0.001794 -v8-turbofan,bn128_mul-cdetrio6,0.07445383071899414,0.027219,0.001825 -v8-turbofan,bn128_mul-cdetrio6,0.07319068908691406,0.027134,0.002157 -v8-turbofan,bn128_mul-cdetrio6,0.07137489318847656,0.026971,0.002102 -v8-turbofan,bn128_mul-cdetrio6,0.07066917419433594,0.027017,0.001798 -v8-turbofan,bn128_mul-cdetrio6,0.0732417106628418,0.027424,0.001813 -v8-turbofan,bn128_mul-cdetrio6,0.07076287269592285,0.026049,0.001831 -v8-turbofan,bn128_mul-cdetrio6,0.07622122764587402,0.030627,0.002165 -v8-turbofan,bn128_mul-cdetrio6,0.0716252326965332,0.027367,0.001819 -v8-turbofan,bn128_mul-cdetrio6,0.07177495956420898,0.027374,0.001834 -v8-turbofan,bn128_mul-cdetrio6,0.07070541381835938,0.026446,0.001809 -v8-turbofan,bn128_mul-cdetrio6,0.07087111473083496,0.026309,0.00182 -v8-turbofan,bn128_mul-cdetrio6,0.07341766357421875,0.028264,0.001875 -v8-turbofan,bn128_mul-cdetrio6,0.07065916061401367,0.026652,0.001835 -v8-turbofan,bn128_mul-cdetrio6,0.07137584686279297,0.026763,0.001818 -v8-turbofan,bn128_mul-cdetrio6,0.07173371315002441,0.02641,0.001819 -v8-turbofan,bn128_mul-cdetrio6,0.07337260246276855,0.026903,0.001834 -v8-turbofan,bn128_mul-cdetrio6,0.07258415222167969,0.026679,0.001831 -v8-turbofan,bn128_mul-cdetrio6,0.071868896484375,0.027121,0.001811 -v8-turbofan,bn128_mul-cdetrio6,0.07169961929321289,0.027223,0.0018 -v8-turbofan,bn128_mul-cdetrio6,0.07136368751525879,0.026606,0.001895 -v8-turbofan,bn128_mul-cdetrio6,0.07205963134765625,0.027025,0.001803 -v8-turbofan,bn128_mul-cdetrio6,0.07166171073913574,0.026695,0.001791 -v8-turbofan,bn128_mul-cdetrio6,0.07212448120117188,0.027834,0.0018 -v8-turbofan,bn128_mul-chfast3,0.07048606872558594,0.027377,0.001582 -v8-turbofan,bn128_mul-chfast3,0.07055306434631348,0.026929,0.001587 -v8-turbofan,bn128_mul-chfast3,0.07348036766052246,0.027152,0.001719 -v8-turbofan,bn128_mul-chfast3,0.07134485244750977,0.027254,0.001588 -v8-turbofan,bn128_mul-chfast3,0.07407307624816895,0.028353,0.001884 -v8-turbofan,bn128_mul-chfast3,0.0703434944152832,0.026007,0.001642 -v8-turbofan,bn128_mul-chfast3,0.07361626625061035,0.028433,0.00158 -v8-turbofan,bn128_mul-chfast3,0.07336950302124023,0.027048,0.001883 -v8-turbofan,bn128_mul-chfast3,0.07371830940246582,0.028678,0.001762 -v8-turbofan,bn128_mul-chfast3,0.07144331932067871,0.026747,0.001586 -v8-turbofan,bn128_mul-chfast3,0.07169771194458008,0.027012,0.001583 -v8-turbofan,bn128_mul-chfast3,0.07451987266540527,0.026834,0.001878 -v8-turbofan,bn128_mul-chfast3,0.07681536674499512,0.02724,0.001769 -v8-turbofan,bn128_mul-chfast3,0.07215762138366699,0.026859,0.001597 -v8-turbofan,bn128_mul-chfast3,0.07104706764221191,0.026867,0.001614 -v8-turbofan,bn128_mul-chfast3,0.07151532173156738,0.027009,0.00207 -v8-turbofan,bn128_mul-chfast3,0.07214093208312988,0.026934,0.001628 -v8-turbofan,bn128_mul-chfast3,0.0718388557434082,0.027401,0.001589 -v8-turbofan,bn128_mul-chfast3,0.0714712142944336,0.0268,0.001867 -v8-turbofan,bn128_mul-chfast3,0.07178187370300293,0.026864,0.001595 -v8-turbofan,bn128_mul-chfast3,0.07270073890686035,0.027147,0.001575 -v8-turbofan,bn128_mul-chfast3,0.07122683525085449,0.026586,0.001625 -v8-turbofan,bn128_mul-chfast3,0.0715491771697998,0.027342,0.001574 -v8-turbofan,bn128_mul-chfast3,0.07134699821472168,0.026969,0.001581 -v8-turbofan,bn128_mul-chfast3,0.07382345199584961,0.028255,0.001668 -v8-turbofan,bn128_mul-chfast3,0.07182765007019043,0.026545,0.001574 -v8-turbofan,bn128_mul-chfast3,0.07247781753540039,0.027047,0.00158 -v8-turbofan,bn128_mul-chfast3,0.07239580154418945,0.027547,0.0016 -v8-turbofan,bn128_mul-chfast3,0.07104969024658203,0.027013,0.001598 -v8-turbofan,bn128_mul-chfast3,0.07359099388122559,0.026744,0.001574 -v8-turbofan,bn128_mul-chfast3,0.07177519798278809,0.027394,0.001579 -v8-turbofan,bn128_mul-chfast3,0.07121706008911133,0.02731,0.001568 -v8-turbofan,bn128_mul-chfast3,0.07065534591674805,0.026874,0.001574 -v8-turbofan,bn128_mul-chfast3,0.0714561939239502,0.027244,0.001569 -v8-turbofan,bn128_mul-chfast3,0.07197141647338867,0.027104,0.001591 -v8-turbofan,bn128_mul-chfast3,0.0708010196685791,0.027043,0.00157 -v8-turbofan,bn128_mul-chfast3,0.07263851165771484,0.028078,0.001576 -v8-turbofan,bn128_mul-chfast3,0.07414698600769043,0.027646,0.002024 -v8-turbofan,bn128_mul-chfast3,0.07101130485534668,0.026868,0.001587 -v8-turbofan,bn128_mul-chfast3,0.07011818885803223,0.026175,0.001607 -v8-turbofan,bn128_mul-chfast3,0.07281494140625,0.026292,0.001714 -v8-turbofan,bn128_mul-chfast3,0.07594513893127441,0.026828,0.001585 -v8-turbofan,bn128_mul-chfast3,0.07407450675964355,0.026987,0.001583 -v8-turbofan,bn128_mul-chfast3,0.07112288475036621,0.027634,0.001603 -v8-turbofan,bn128_mul-chfast3,0.07119321823120117,0.026988,0.001641 -v8-turbofan,bn128_mul-chfast3,0.07153844833374023,0.02698,0.001598 -v8-turbofan,bn128_mul-chfast3,0.07116174697875977,0.026974,0.001593 -v8-turbofan,bn128_mul-chfast3,0.07116103172302246,0.027415,0.001584 -v8-turbofan,bn128_mul-chfast3,0.06993627548217773,0.026356,0.001575 -v8-turbofan,bn128_mul-chfast3,0.07344555854797363,0.027156,0.002208 -v8-turbofan,modexp-nagydani-1-square,0.09706473350524902,0.045999,8.8e-05 -v8-turbofan,modexp-nagydani-1-square,0.09988784790039062,0.043943,8.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.09659910202026367,0.046534,8.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.08385753631591797,0.040773,0.000117 -v8-turbofan,modexp-nagydani-1-square,0.0852515697479248,0.040761,8.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.08839225769042969,0.044618,9e-05 -v8-turbofan,modexp-nagydani-1-square,0.10073709487915039,0.043803,0.000133 -v8-turbofan,modexp-nagydani-1-square,0.08333730697631836,0.041293,8.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.08240365982055664,0.039581,0.000116 -v8-turbofan,modexp-nagydani-1-square,0.0908060073852539,0.041043,9.1e-05 -v8-turbofan,modexp-nagydani-1-square,0.08690905570983887,0.042218,9.3e-05 -v8-turbofan,modexp-nagydani-1-square,0.09642529487609863,0.041189,0.000114 -v8-turbofan,modexp-nagydani-1-square,0.08881616592407227,0.038577,0.000108 -v8-turbofan,modexp-nagydani-1-square,0.08795547485351562,0.044889,9.2e-05 -v8-turbofan,modexp-nagydani-1-square,0.09564447402954102,0.04195,8.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.08489370346069336,0.04156,8.8e-05 -v8-turbofan,modexp-nagydani-1-square,0.08568811416625977,0.039971,0.000118 -v8-turbofan,modexp-nagydani-1-square,0.08983159065246582,0.04184,9.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.08485579490661621,0.042501,8.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.09498333930969238,0.044464,8.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.09722375869750977,0.043704,0.000105 -v8-turbofan,modexp-nagydani-1-square,0.09831714630126953,0.047583,0.000107 -v8-turbofan,modexp-nagydani-1-square,0.09435081481933594,0.045867,8.8e-05 -v8-turbofan,modexp-nagydani-1-square,0.08715653419494629,0.040602,0.000105 -v8-turbofan,modexp-nagydani-1-square,0.09500408172607422,0.04386,0.000147 -v8-turbofan,modexp-nagydani-1-square,0.09379243850708008,0.042268,8.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.09526920318603516,0.044468,8.8e-05 -v8-turbofan,modexp-nagydani-1-square,0.08974170684814453,0.044683,9.4e-05 -v8-turbofan,modexp-nagydani-1-square,0.10042834281921387,0.049168,0.000548 -v8-turbofan,modexp-nagydani-1-square,0.0973958969116211,0.045049,0.000125 -v8-turbofan,modexp-nagydani-1-square,0.09166669845581055,0.041717,8.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.09369158744812012,0.042752,0.000135 -v8-turbofan,modexp-nagydani-1-square,0.08933043479919434,0.042778,8.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.09590721130371094,0.047019,8.5e-05 -v8-turbofan,modexp-nagydani-1-square,0.10072159767150879,0.045056,0.000105 -v8-turbofan,modexp-nagydani-1-square,0.09721755981445312,0.045977,0.000115 -v8-turbofan,modexp-nagydani-1-square,0.09570121765136719,0.045698,8.4e-05 -v8-turbofan,modexp-nagydani-1-square,0.09998035430908203,0.046246,0.000107 -v8-turbofan,modexp-nagydani-1-square,0.09853315353393555,0.047405,0.000107 -v8-turbofan,modexp-nagydani-1-square,0.0985097885131836,0.045315,0.000121 -v8-turbofan,modexp-nagydani-1-square,0.1006324291229248,0.046244,0.000165 -v8-turbofan,modexp-nagydani-1-square,0.09257268905639648,0.042388,0.00013 -v8-turbofan,modexp-nagydani-1-square,0.08492040634155273,0.04165,8.4e-05 -v8-turbofan,modexp-nagydani-1-square,0.09884834289550781,0.048094,0.000122 -v8-turbofan,modexp-nagydani-1-square,0.09317922592163086,0.040017,0.000149 -v8-turbofan,modexp-nagydani-1-square,0.0921328067779541,0.043291,0.000128 -v8-turbofan,modexp-nagydani-1-square,0.08301210403442383,0.040782,8.6e-05 -v8-turbofan,modexp-nagydani-1-square,0.09703230857849121,0.041393,8.7e-05 -v8-turbofan,modexp-nagydani-1-square,0.08627915382385254,0.041924,0.000131 -v8-turbofan,modexp-nagydani-1-square,0.0977945327758789,0.046984,8.8e-05 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2928650379180908,0.162613,0.083927 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2894468307495117,0.155142,0.089206 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2845604419708252,0.154358,0.083282 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2843914031982422,0.155602,0.083656 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28646206855773926,0.157114,0.083654 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.29237890243530273,0.159718,0.084177 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2853701114654541,0.153716,0.083307 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2978017330169678,0.163985,0.08704 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2866678237915039,0.159639,0.083303 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.29140686988830566,0.159781,0.084668 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.29160594940185547,0.155944,0.08498 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28403592109680176,0.154881,0.083473 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.29294586181640625,0.159018,0.086392 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.29304027557373047,0.160652,0.084947 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2857978343963623,0.157829,0.084225 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28491830825805664,0.154437,0.085054 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2917141914367676,0.156729,0.086817 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.3027019500732422,0.158841,0.095493 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2895534038543701,0.156022,0.08456 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2929058074951172,0.163545,0.084904 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2812235355377197,0.153922,0.083537 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28780531883239746,0.160265,0.083935 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28687071800231934,0.157952,0.083094 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28642940521240234,0.157045,0.084004 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28864502906799316,0.157699,0.085838 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28385019302368164,0.153286,0.087205 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28480076789855957,0.156382,0.084881 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.285433292388916,0.15503,0.085183 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28478097915649414,0.157404,0.083724 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2854304313659668,0.156829,0.083283 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28780555725097656,0.158213,0.08322 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28404784202575684,0.154974,0.085358 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28889966011047363,0.157258,0.08526 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2912943363189697,0.162327,0.084053 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28801918029785156,0.156858,0.085111 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.29420924186706543,0.166755,0.083275 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2846486568450928,0.156407,0.08391 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2862575054168701,0.158476,0.084418 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28457069396972656,0.15561,0.084668 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2887439727783203,0.152883,0.083142 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.28703975677490234,0.155128,0.087392 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2912750244140625,0.158454,0.086428 -v8-turbofan,bls12-381-aggreg-32-pubkeys-verify-sig,0.2876698970794678,0.158349,0.083922 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-v8-turbofan,ecpairing,0.1785261631011963,0.054922,0.07899 -v8-turbofan,ecpairing,0.1755828857421875,0.054998,0.075455 -v8-turbofan,ecpairing,0.17933177947998047,0.053996,0.078278 -v8-turbofan,ecpairing,0.17304468154907227,0.053703,0.075772 -v8-turbofan,ecpairing,0.17330265045166016,0.054601,0.075395 -v8-turbofan,ecpairing,0.1735529899597168,0.0548,0.076073 -v8-turbofan,ecpairing,0.17669677734375,0.057268,0.076052 -v8-turbofan,bn128_mul-cdetrio12,0.07156014442443848,0.027415,0.001514 -v8-turbofan,bn128_mul-cdetrio12,0.0753021240234375,0.030765,0.001525 -v8-turbofan,bn128_mul-cdetrio12,0.07414412498474121,0.027375,0.001521 -v8-turbofan,bn128_mul-cdetrio12,0.0840296745300293,0.030072,0.001562 -v8-turbofan,bn128_mul-cdetrio12,0.07540154457092285,0.027085,0.001812 -v8-turbofan,bn128_mul-cdetrio12,0.07169961929321289,0.026847,0.001527 -v8-turbofan,bn128_mul-cdetrio12,0.07093548774719238,0.026644,0.001522 -v8-turbofan,bn128_mul-cdetrio12,0.07644081115722656,0.028693,0.001509 -v8-turbofan,bn128_mul-cdetrio12,0.07445740699768066,0.02947,0.00157 -v8-turbofan,bn128_mul-cdetrio12,0.07151651382446289,0.027189,0.001517 -v8-turbofan,bn128_mul-cdetrio12,0.08093476295471191,0.035687,0.001884 -v8-turbofan,bn128_mul-cdetrio12,0.0859823226928711,0.027805,0.001509 -v8-turbofan,bn128_mul-cdetrio12,0.07068419456481934,0.026567,0.001578 -v8-turbofan,bn128_mul-cdetrio12,0.07037186622619629,0.026453,0.001522 -v8-turbofan,bn128_mul-cdetrio12,0.07114028930664062,0.026871,0.001523 -v8-turbofan,bn128_mul-cdetrio12,0.07157683372497559,0.026567,0.001526 -v8-turbofan,bn128_mul-cdetrio12,0.0699927806854248,0.026216,0.001583 -v8-turbofan,bn128_mul-cdetrio12,0.07225799560546875,0.028249,0.001533 -v8-turbofan,bn128_mul-cdetrio12,0.07197213172912598,0.0275,0.001535 -v8-turbofan,bn128_mul-cdetrio12,0.07320618629455566,0.027356,0.001815 -v8-turbofan,bn128_mul-cdetrio12,0.07106590270996094,0.027336,0.001608 -v8-turbofan,bn128_mul-cdetrio12,0.07326698303222656,0.027546,0.001532 -v8-turbofan,bn128_mul-cdetrio12,0.07602930068969727,0.030956,0.001627 -v8-turbofan,bn128_mul-cdetrio12,0.07100200653076172,0.026876,0.00161 -v8-turbofan,bn128_mul-cdetrio12,0.0719292163848877,0.026793,0.001514 -v8-turbofan,bn128_mul-cdetrio12,0.07331085205078125,0.02707,0.00264 -v8-turbofan,bn128_mul-cdetrio12,0.07309865951538086,0.02725,0.001557 -v8-turbofan,bn128_mul-cdetrio12,0.07099795341491699,0.026706,0.001601 -v8-turbofan,bn128_mul-cdetrio12,0.07261013984680176,0.026769,0.001677 -v8-turbofan,bn128_mul-cdetrio12,0.07424378395080566,0.028044,0.001536 -v8-turbofan,bn128_mul-cdetrio12,0.07509160041809082,0.028282,0.001512 -v8-turbofan,bn128_mul-cdetrio12,0.07314682006835938,0.028807,0.001521 -v8-turbofan,bn128_mul-cdetrio12,0.0714869499206543,0.026642,0.001524 -v8-turbofan,bn128_mul-cdetrio12,0.07220172882080078,0.028238,0.001551 -v8-turbofan,bn128_mul-cdetrio12,0.07345342636108398,0.028011,0.001517 -v8-turbofan,bn128_mul-cdetrio12,0.07195520401000977,0.026585,0.001543 -v8-turbofan,bn128_mul-cdetrio12,0.074951171875,0.027253,0.001515 -v8-turbofan,bn128_mul-cdetrio12,0.07956600189208984,0.026581,0.0016 -v8-turbofan,bn128_mul-cdetrio12,0.07145524024963379,0.026198,0.001663 -v8-turbofan,bn128_mul-cdetrio12,0.0723271369934082,0.026624,0.00154 -v8-turbofan,bn128_mul-cdetrio12,0.07115030288696289,0.026866,0.001516 -v8-turbofan,bn128_mul-cdetrio12,0.0705862045288086,0.027255,0.00152 -v8-turbofan,bn128_mul-cdetrio12,0.07162737846374512,0.026661,0.001588 -v8-turbofan,bn128_mul-cdetrio12,0.07052016258239746,0.026822,0.001524 -v8-turbofan,bn128_mul-cdetrio12,0.07882189750671387,0.02977,0.001814 -v8-turbofan,bn128_mul-cdetrio12,0.07121157646179199,0.02688,0.001519 -v8-turbofan,bn128_mul-cdetrio12,0.07097339630126953,0.026578,0.001541 -v8-turbofan,bn128_mul-cdetrio12,0.07259011268615723,0.028996,0.001532 -v8-turbofan,bn128_mul-cdetrio12,0.07413864135742188,0.02683,0.001797 -v8-turbofan,bn128_mul-cdetrio12,0.07132959365844727,0.026505,0.001735 -v8-turbofan,guido-fuzzer-find-1,0.6666088104248047,0.622563,4.7e-05 -v8-turbofan,guido-fuzzer-find-1,0.6587419509887695,0.616017,3.7e-05 -v8-turbofan,guido-fuzzer-find-1,0.6617527008056641,0.614798,3.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.6732079982757568,0.629164,5.6e-05 -v8-turbofan,guido-fuzzer-find-1,0.659799337387085,0.617086,3.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.6654109954833984,0.621767,5.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.6597368717193604,0.615064,3.7e-05 -v8-turbofan,guido-fuzzer-find-1,0.6597576141357422,0.617188,4.5e-05 -v8-turbofan,guido-fuzzer-find-1,0.6706287860870361,0.627547,5.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.6664068698883057,0.621857,4.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.6710071563720703,0.627089,5.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.6635677814483643,0.619761,5.5e-05 -v8-turbofan,guido-fuzzer-find-1,0.665748119354248,0.62127,4.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.6651380062103271,0.620549,5e-05 -v8-turbofan,guido-fuzzer-find-1,0.6664900779724121,0.623312,4.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6592402458190918,0.614753,5e-05 -v8-turbofan,guido-fuzzer-find-1,0.66640305519104,0.619358,4.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.6678464412689209,0.621045,4.9e-05 -v8-turbofan,guido-fuzzer-find-1,0.6681625843048096,0.624084,5.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.6641767024993896,0.621255,3.7e-05 -v8-turbofan,guido-fuzzer-find-1,0.6621003150939941,0.618133,4.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6663303375244141,0.623464,4.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.662574052810669,0.618478,4.6e-05 -v8-turbofan,guido-fuzzer-find-1,0.6685812473297119,0.61859,3.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.6643111705780029,0.619763,3.7e-05 -v8-turbofan,guido-fuzzer-find-1,0.6743013858795166,0.625221,4.4e-05 -v8-turbofan,guido-fuzzer-find-1,0.6660103797912598,0.618999,4e-05 -v8-turbofan,guido-fuzzer-find-1,0.6717541217803955,0.628895,4e-05 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-v8-turbofan,guido-fuzzer-find-1,0.6642956733703613,0.620149,4.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6623530387878418,0.61913,4.3e-05 -v8-turbofan,guido-fuzzer-find-1,0.677849531173706,0.632636,4.8e-05 -v8-turbofan,guido-fuzzer-find-1,0.6678295135498047,0.62251,4.7e-05 -v8-turbofan,guido-fuzzer-find-1,0.6721973419189453,0.62787,4.2e-05 -v8-turbofan,guido-fuzzer-find-1,0.6665308475494385,0.622651,5.6e-05 -v8-turbofan,guido-fuzzer-find-1,0.6674983501434326,0.623516,4.1e-05 -v8-turbofan,guido-fuzzer-find-1,0.7121593952178955,0.668776,3.8e-05 -v8-turbofan,bn128_mul-cdetrio7,0.0709383487701416,0.026898,0.001544 -v8-turbofan,bn128_mul-cdetrio7,0.07339835166931152,0.028093,0.001525 -v8-turbofan,bn128_mul-cdetrio7,0.07291531562805176,0.027444,0.001606 -v8-turbofan,bn128_mul-cdetrio7,0.0716254711151123,0.02691,0.001596 -v8-turbofan,bn128_mul-cdetrio7,0.07143354415893555,0.02693,0.001533 -v8-turbofan,bn128_mul-cdetrio7,0.07183241844177246,0.027323,0.001548 -v8-turbofan,bn128_mul-cdetrio7,0.07797813415527344,0.028507,0.001518 -v8-turbofan,bn128_mul-cdetrio7,0.07180285453796387,0.026442,0.001559 -v8-turbofan,bn128_mul-cdetrio7,0.07452058792114258,0.028689,0.00153 -v8-turbofan,bn128_mul-cdetrio7,0.07214498519897461,0.026783,0.001813 -v8-turbofan,bn128_mul-cdetrio7,0.07601475715637207,0.026801,0.00154 -v8-turbofan,bn128_mul-cdetrio7,0.07121634483337402,0.026763,0.00153 -v8-turbofan,bn128_mul-cdetrio7,0.07300019264221191,0.027984,0.001513 -v8-turbofan,bn128_mul-cdetrio7,0.07108211517333984,0.025846,0.00154 -v8-turbofan,bn128_mul-cdetrio7,0.07094621658325195,0.026881,0.001574 -v8-turbofan,bn128_mul-cdetrio7,0.07389116287231445,0.028498,0.001811 -v8-turbofan,bn128_mul-cdetrio7,0.07486844062805176,0.030711,0.001512 -v8-turbofan,bn128_mul-cdetrio7,0.07253193855285645,0.026707,0.001829 -v8-turbofan,bn128_mul-cdetrio7,0.0732564926147461,0.02799,0.00155 -v8-turbofan,bn128_mul-cdetrio7,0.0709228515625,0.027167,0.001529 -v8-turbofan,bn128_mul-cdetrio7,0.07179737091064453,0.026648,0.001546 -v8-turbofan,bn128_mul-cdetrio7,0.07158684730529785,0.026301,0.001515 -v8-turbofan,bn128_mul-cdetrio7,0.07460594177246094,0.028345,0.001842 -v8-turbofan,bn128_mul-cdetrio7,0.07329297065734863,0.027954,0.001536 -v8-turbofan,bn128_mul-cdetrio7,0.07352185249328613,0.027209,0.001574 -v8-turbofan,bn128_mul-cdetrio7,0.07069206237792969,0.02687,0.001557 -v8-turbofan,bn128_mul-cdetrio7,0.07244467735290527,0.026871,0.001522 -v8-turbofan,bn128_mul-cdetrio7,0.07146358489990234,0.02693,0.001561 -v8-turbofan,bn128_mul-cdetrio7,0.07370805740356445,0.029797,0.001564 -v8-turbofan,bn128_mul-cdetrio7,0.0804901123046875,0.031362,0.001512 -v8-turbofan,bn128_mul-cdetrio7,0.07096266746520996,0.027166,0.001529 -v8-turbofan,bn128_mul-cdetrio7,0.07473993301391602,0.027274,0.001845 -v8-turbofan,bn128_mul-cdetrio7,0.07154989242553711,0.026926,0.001541 -v8-turbofan,bn128_mul-cdetrio7,0.07157039642333984,0.026779,0.001548 -v8-turbofan,bn128_mul-cdetrio7,0.07162141799926758,0.026832,0.001521 -v8-turbofan,bn128_mul-cdetrio7,0.07409954071044922,0.027468,0.00152 -v8-turbofan,bn128_mul-cdetrio7,0.07923007011413574,0.028719,0.001613 -v8-turbofan,bn128_mul-cdetrio7,0.07148361206054688,0.027348,0.001556 -v8-turbofan,bn128_mul-cdetrio7,0.07034516334533691,0.025982,0.00152 -v8-turbofan,bn128_mul-cdetrio7,0.07214760780334473,0.027052,0.001529 -v8-turbofan,bn128_mul-cdetrio7,0.07270097732543945,0.027423,0.001672 -v8-turbofan,bn128_mul-cdetrio7,0.07701230049133301,0.029801,0.001525 -v8-turbofan,bn128_mul-cdetrio7,0.07561588287353516,0.030702,0.001523 -v8-turbofan,bn128_mul-cdetrio7,0.08139324188232422,0.028823,0.001515 -v8-turbofan,bn128_mul-cdetrio7,0.07303214073181152,0.026748,0.001518 -v8-turbofan,bn128_mul-cdetrio7,0.07079863548278809,0.026606,0.001586 -v8-turbofan,bn128_mul-cdetrio7,0.07160615921020508,0.027004,0.001517 -v8-turbofan,bn128_mul-cdetrio7,0.07088184356689453,0.026973,0.001663 -v8-turbofan,bn128_mul-cdetrio7,0.07106256484985352,0.026314,0.001565 -v8-turbofan,bn128_mul-cdetrio7,0.07149910926818848,0.026853,0.00155 -v8-interpreter,guido-fuzzer-find-2,0.06891250610351562,0.002325,8.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.06726455688476562,0.002329,9.3e-05 -v8-interpreter,guido-fuzzer-find-2,0.06614422798156738,0.002277,8.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.06634950637817383,0.002317,9.8e-05 -v8-interpreter,guido-fuzzer-find-2,0.06789612770080566,0.002407,9.4e-05 -v8-interpreter,guido-fuzzer-find-2,0.06718707084655762,0.00235,9.5e-05 -v8-interpreter,guido-fuzzer-find-2,0.06862711906433105,0.002542,8.9e-05 -v8-interpreter,guido-fuzzer-find-2,0.07071757316589355,0.002446,9.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.07046270370483398,0.002344,8.8e-05 -v8-interpreter,guido-fuzzer-find-2,0.06686782836914062,0.002414,0.0001 -v8-interpreter,guido-fuzzer-find-2,0.06590700149536133,0.002208,9.8e-05 -v8-interpreter,guido-fuzzer-find-2,0.0679173469543457,0.002345,8.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.0677957534790039,0.002273,8.5e-05 -v8-interpreter,guido-fuzzer-find-2,0.06766867637634277,0.002453,9.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.06917428970336914,0.002433,9.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.07101821899414062,0.002509,9.4e-05 -v8-interpreter,guido-fuzzer-find-2,0.06938028335571289,0.002451,8.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.07149004936218262,0.002426,8.8e-05 -v8-interpreter,guido-fuzzer-find-2,0.06859374046325684,0.002334,9.2e-05 -v8-interpreter,guido-fuzzer-find-2,0.06932544708251953,0.002299,8.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.06669998168945312,0.002322,9.9e-05 -v8-interpreter,guido-fuzzer-find-2,0.06838130950927734,0.002244,8.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.06941986083984375,0.002363,8.5e-05 -v8-interpreter,guido-fuzzer-find-2,0.06907820701599121,0.003688,9.1e-05 -v8-interpreter,guido-fuzzer-find-2,0.0714881420135498,0.002371,0.000101 -v8-interpreter,guido-fuzzer-find-2,0.06962084770202637,0.002359,9.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.06737208366394043,0.002555,8.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.06681108474731445,0.002229,9.8e-05 -v8-interpreter,guido-fuzzer-find-2,0.06670713424682617,0.002339,8.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.06806683540344238,0.002355,9.5e-05 -v8-interpreter,guido-fuzzer-find-2,0.06678009033203125,0.002323,8.8e-05 -v8-interpreter,guido-fuzzer-find-2,0.06742501258850098,0.002325,8.9e-05 -v8-interpreter,guido-fuzzer-find-2,0.06806492805480957,0.002503,8.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.06896209716796875,0.002397,0.000102 -v8-interpreter,guido-fuzzer-find-2,0.06640887260437012,0.002298,9.9e-05 -v8-interpreter,guido-fuzzer-find-2,0.07483887672424316,0.002282,8.9e-05 -v8-interpreter,guido-fuzzer-find-2,0.0746607780456543,0.002461,0.000103 -v8-interpreter,guido-fuzzer-find-2,0.06650471687316895,0.002307,8.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.06714272499084473,0.00232,9.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.06638622283935547,0.00238,8.5e-05 -v8-interpreter,guido-fuzzer-find-2,0.06714224815368652,0.002322,0.000101 -v8-interpreter,guido-fuzzer-find-2,0.06673836708068848,0.002353,8.5e-05 -v8-interpreter,guido-fuzzer-find-2,0.06629657745361328,0.002262,0.0001 -v8-interpreter,guido-fuzzer-find-2,0.06825590133666992,0.002361,9e-05 -v8-interpreter,guido-fuzzer-find-2,0.0684669017791748,0.002335,9.5e-05 -v8-interpreter,guido-fuzzer-find-2,0.0670626163482666,0.002269,0.000105 -v8-interpreter,guido-fuzzer-find-2,0.06661415100097656,0.002339,9.7e-05 -v8-interpreter,guido-fuzzer-find-2,0.06679320335388184,0.002312,8.9e-05 -v8-interpreter,guido-fuzzer-find-2,0.06728720664978027,0.002379,8.6e-05 -v8-interpreter,guido-fuzzer-find-2,0.06830191612243652,0.002315,9.7e-05 -v8-interpreter,modexp-nagydani-1-qube,0.07820534706115723,0.004057,0.010674 -v8-interpreter,modexp-nagydani-1-qube,0.07927250862121582,0.004388,0.010918 -v8-interpreter,modexp-nagydani-1-qube,0.0816347599029541,0.004069,0.010667 -v8-interpreter,modexp-nagydani-1-qube,0.07946228981018066,0.004254,0.010651 -v8-interpreter,modexp-nagydani-1-qube,0.0835103988647461,0.004415,0.010548 -v8-interpreter,modexp-nagydani-1-qube,0.08383774757385254,0.004232,0.010818 -v8-interpreter,modexp-nagydani-1-qube,0.07999682426452637,0.004244,0.010697 -v8-interpreter,modexp-nagydani-1-qube,0.07906889915466309,0.003934,0.01069 -v8-interpreter,modexp-nagydani-1-qube,0.08274292945861816,0.004425,0.010914 -v8-interpreter,modexp-nagydani-1-qube,0.07904887199401855,0.004266,0.01075 -v8-interpreter,modexp-nagydani-1-qube,0.0798182487487793,0.004013,0.011455 -v8-interpreter,modexp-nagydani-1-qube,0.08104801177978516,0.004402,0.011393 -v8-interpreter,modexp-nagydani-1-qube,0.0814504623413086,0.004101,0.011241 -v8-interpreter,modexp-nagydani-1-qube,0.07980847358703613,0.004284,0.011016 -v8-interpreter,modexp-nagydani-1-qube,0.08333563804626465,0.004985,0.010669 -v8-interpreter,modexp-nagydani-1-qube,0.08029770851135254,0.004303,0.010961 -v8-interpreter,modexp-nagydani-1-qube,0.08204889297485352,0.004229,0.010801 -v8-interpreter,modexp-nagydani-1-qube,0.08228945732116699,0.004344,0.010983 -v8-interpreter,modexp-nagydani-1-qube,0.07917118072509766,0.003934,0.010708 -v8-interpreter,modexp-nagydani-1-qube,0.07912492752075195,0.004231,0.010616 -v8-interpreter,modexp-nagydani-1-qube,0.084625244140625,0.004207,0.01115 -v8-interpreter,modexp-nagydani-1-qube,0.07932615280151367,0.003871,0.010723 -v8-interpreter,modexp-nagydani-1-qube,0.08024978637695312,0.004224,0.010806 -v8-interpreter,modexp-nagydani-1-qube,0.08023238182067871,0.00417,0.010819 -v8-interpreter,modexp-nagydani-1-qube,0.07927560806274414,0.00423,0.01075 -v8-interpreter,modexp-nagydani-1-qube,0.07938694953918457,0.004206,0.0106 -v8-interpreter,modexp-nagydani-1-qube,0.08204507827758789,0.00431,0.010617 -v8-interpreter,modexp-nagydani-1-qube,0.08429360389709473,0.004388,0.011556 -v8-interpreter,modexp-nagydani-1-qube,0.08203911781311035,0.004373,0.01071 -v8-interpreter,modexp-nagydani-1-qube,0.08081817626953125,0.004312,0.011397 -v8-interpreter,modexp-nagydani-1-qube,0.07931232452392578,0.004262,0.01077 -v8-interpreter,modexp-nagydani-1-qube,0.07932233810424805,0.004388,0.010636 -v8-interpreter,modexp-nagydani-1-qube,0.07925605773925781,0.004149,0.010649 -v8-interpreter,modexp-nagydani-1-qube,0.08047127723693848,0.004365,0.010606 -v8-interpreter,modexp-nagydani-1-qube,0.08080315589904785,0.00431,0.010775 -v8-interpreter,modexp-nagydani-1-qube,0.08917617797851562,0.004289,0.019842 -v8-interpreter,modexp-nagydani-1-qube,0.08438587188720703,0.004226,0.010724 -v8-interpreter,modexp-nagydani-1-qube,0.08486557006835938,0.004185,0.010525 -v8-interpreter,modexp-nagydani-1-qube,0.08357977867126465,0.004301,0.011296 -v8-interpreter,modexp-nagydani-1-qube,0.08154821395874023,0.004165,0.010589 -v8-interpreter,modexp-nagydani-1-qube,0.07924389839172363,0.004068,0.010577 -v8-interpreter,modexp-nagydani-1-qube,0.07884931564331055,0.004213,0.010548 -v8-interpreter,modexp-nagydani-1-qube,0.08072781562805176,0.004491,0.010837 -v8-interpreter,modexp-nagydani-1-qube,0.07905054092407227,0.004199,0.010578 -v8-interpreter,modexp-nagydani-1-qube,0.08000302314758301,0.004341,0.010782 -v8-interpreter,modexp-nagydani-1-qube,0.0820014476776123,0.004189,0.011066 -v8-interpreter,modexp-nagydani-1-qube,0.07969880104064941,0.004204,0.010568 -v8-interpreter,modexp-nagydani-1-qube,0.08086609840393066,0.004302,0.010682 -v8-interpreter,modexp-nagydani-1-qube,0.08116602897644043,0.004335,0.011836 -v8-interpreter,modexp-nagydani-1-qube,0.07922196388244629,0.004083,0.010865 -v8-interpreter,sha1-21896-bits,0.07361483573913574,0.002634,0.006393 -v8-interpreter,sha1-21896-bits,0.07500219345092773,0.002602,0.007062 -v8-interpreter,sha1-21896-bits,0.07451176643371582,0.002601,0.00617 -v8-interpreter,sha1-21896-bits,0.07258439064025879,0.00253,0.006129 -v8-interpreter,sha1-21896-bits,0.07527589797973633,0.002474,0.006378 -v8-interpreter,sha1-21896-bits,0.07406210899353027,0.002547,0.006092 -v8-interpreter,sha1-21896-bits,0.07347369194030762,0.002416,0.006159 -v8-interpreter,sha1-21896-bits,0.07876324653625488,0.00236,0.006158 -v8-interpreter,sha1-21896-bits,0.07395720481872559,0.00238,0.00622 -v8-interpreter,sha1-21896-bits,0.07354974746704102,0.002505,0.006106 -v8-interpreter,sha1-21896-bits,0.0768122673034668,0.002717,0.006155 -v8-interpreter,sha1-21896-bits,0.07435894012451172,0.00272,0.006092 -v8-interpreter,sha1-21896-bits,0.07421207427978516,0.002542,0.006255 -v8-interpreter,sha1-21896-bits,0.07637929916381836,0.002947,0.006255 -v8-interpreter,sha1-21896-bits,0.07617616653442383,0.002592,0.00632 -v8-interpreter,sha1-21896-bits,0.07341527938842773,0.002466,0.00631 -v8-interpreter,sha1-21896-bits,0.07490706443786621,0.002461,0.006125 -v8-interpreter,sha1-21896-bits,0.07474374771118164,0.002739,0.006554 -v8-interpreter,sha1-21896-bits,0.07213282585144043,0.00237,0.006316 -v8-interpreter,sha1-21896-bits,0.07244086265563965,0.00249,0.006113 -v8-interpreter,sha1-21896-bits,0.07270479202270508,0.00265,0.006108 -v8-interpreter,sha1-21896-bits,0.07392120361328125,0.00247,0.006137 -v8-interpreter,sha1-21896-bits,0.07449722290039062,0.002501,0.007508 -v8-interpreter,sha1-21896-bits,0.0721750259399414,0.002469,0.00613 -v8-interpreter,sha1-21896-bits,0.07507753372192383,0.002548,0.006093 -v8-interpreter,sha1-21896-bits,0.07374119758605957,0.002463,0.006232 -v8-interpreter,sha1-21896-bits,0.0734255313873291,0.002502,0.006203 -v8-interpreter,sha1-21896-bits,0.07261323928833008,0.002427,0.00613 -v8-interpreter,sha1-21896-bits,0.07854008674621582,0.002447,0.006128 -v8-interpreter,sha1-21896-bits,0.07368659973144531,0.002416,0.006114 -v8-interpreter,sha1-21896-bits,0.07574200630187988,0.002396,0.006362 -v8-interpreter,sha1-21896-bits,0.07413291931152344,0.002484,0.006271 -v8-interpreter,sha1-21896-bits,0.07228660583496094,0.002435,0.00611 -v8-interpreter,sha1-21896-bits,0.07389330863952637,0.002505,0.006175 -v8-interpreter,sha1-21896-bits,0.0723123550415039,0.002517,0.006109 -v8-interpreter,sha1-21896-bits,0.07376718521118164,0.002488,0.006998 -v8-interpreter,sha1-21896-bits,0.07231569290161133,0.002416,0.00616 -v8-interpreter,sha1-21896-bits,0.0733485221862793,0.002415,0.006275 -v8-interpreter,sha1-21896-bits,0.07395052909851074,0.002417,0.006165 -v8-interpreter,sha1-21896-bits,0.07345795631408691,0.002487,0.006183 -v8-interpreter,sha1-21896-bits,0.07490801811218262,0.002568,0.00658 -v8-interpreter,sha1-21896-bits,0.07314133644104004,0.002457,0.006109 -v8-interpreter,sha1-21896-bits,0.07358741760253906,0.002498,0.006158 -v8-interpreter,sha1-21896-bits,0.0754859447479248,0.0025,0.006264 -v8-interpreter,sha1-21896-bits,0.0743858814239502,0.002577,0.00641 -v8-interpreter,sha1-21896-bits,0.07419347763061523,0.002462,0.006456 -v8-interpreter,sha1-21896-bits,0.07307219505310059,0.002422,0.006157 -v8-interpreter,sha1-21896-bits,0.07401371002197266,0.002526,0.006457 -v8-interpreter,sha1-21896-bits,0.0741262435913086,0.002435,0.006309 -v8-interpreter,sha1-21896-bits,0.07453560829162598,0.002547,0.00672 -v8-interpreter,bn128_pairing-ten_point_match_1,44.05040144920349,0.003753,43.980225 -v8-interpreter,bn128_pairing-ten_point_match_1,43.87021803855896,0.003781,43.799293 -v8-interpreter,bn128_pairing-ten_point_match_1,44.0010871887207,0.003937,43.930877 -v8-interpreter,blake2b-5610-bytes,0.07971525192260742,0.002569,0.012529 -v8-interpreter,blake2b-5610-bytes,0.07972216606140137,0.002462,0.012832 -v8-interpreter,blake2b-5610-bytes,0.08152508735656738,0.003031,0.013163 -v8-interpreter,blake2b-5610-bytes,0.07868552207946777,0.002542,0.012285 -v8-interpreter,blake2b-5610-bytes,0.08076977729797363,0.002566,0.012373 -v8-interpreter,blake2b-5610-bytes,0.08034110069274902,0.002545,0.012336 -v8-interpreter,blake2b-5610-bytes,0.08032727241516113,0.002506,0.012511 -v8-interpreter,blake2b-5610-bytes,0.07979607582092285,0.002529,0.012472 -v8-interpreter,blake2b-5610-bytes,0.0792999267578125,0.002578,0.012546 -v8-interpreter,blake2b-5610-bytes,0.08021306991577148,0.002668,0.01319 -v8-interpreter,blake2b-5610-bytes,0.08216309547424316,0.002612,0.01229 -v8-interpreter,blake2b-5610-bytes,0.0802314281463623,0.002564,0.012433 -v8-interpreter,blake2b-5610-bytes,0.07976245880126953,0.002675,0.012367 -v8-interpreter,blake2b-5610-bytes,0.08086085319519043,0.002593,0.012551 -v8-interpreter,blake2b-5610-bytes,0.08308911323547363,0.00251,0.014449 -v8-interpreter,blake2b-5610-bytes,0.09662747383117676,0.002519,0.013397 -v8-interpreter,blake2b-5610-bytes,0.08208084106445312,0.002774,0.012666 -v8-interpreter,blake2b-5610-bytes,0.0802159309387207,0.002633,0.012324 -v8-interpreter,blake2b-5610-bytes,0.0787971019744873,0.002481,0.012328 -v8-interpreter,blake2b-5610-bytes,0.07957625389099121,0.002466,0.012509 -v8-interpreter,blake2b-5610-bytes,0.08205580711364746,0.002677,0.012768 -v8-interpreter,blake2b-5610-bytes,0.08737039566040039,0.002645,0.015069 -v8-interpreter,blake2b-5610-bytes,0.08154630661010742,0.002665,0.013114 -v8-interpreter,blake2b-5610-bytes,0.08492541313171387,0.002797,0.013703 -v8-interpreter,blake2b-5610-bytes,0.0822446346282959,0.002692,0.012421 -v8-interpreter,blake2b-5610-bytes,0.08104515075683594,0.002675,0.012517 -v8-interpreter,blake2b-5610-bytes,0.08098483085632324,0.002564,0.012355 -v8-interpreter,blake2b-5610-bytes,0.08334970474243164,0.002867,0.012302 -v8-interpreter,blake2b-5610-bytes,0.07933330535888672,0.002566,0.01237 -v8-interpreter,blake2b-5610-bytes,0.08133721351623535,0.002583,0.012731 -v8-interpreter,blake2b-5610-bytes,0.08053827285766602,0.002606,0.01255 -v8-interpreter,blake2b-5610-bytes,0.07976126670837402,0.002507,0.012373 -v8-interpreter,blake2b-5610-bytes,0.08587026596069336,0.002565,0.013602 -v8-interpreter,blake2b-5610-bytes,0.08143472671508789,0.002562,0.012749 -v8-interpreter,blake2b-5610-bytes,0.08000469207763672,0.002473,0.012913 -v8-interpreter,blake2b-5610-bytes,0.08058857917785645,0.002557,0.012397 -v8-interpreter,blake2b-5610-bytes,0.08319592475891113,0.002799,0.012977 -v8-interpreter,blake2b-5610-bytes,0.08122587203979492,0.00253,0.012416 -v8-interpreter,blake2b-5610-bytes,0.08171224594116211,0.002684,0.012489 -v8-interpreter,blake2b-5610-bytes,0.0800333023071289,0.002838,0.012277 -v8-interpreter,blake2b-5610-bytes,0.07993459701538086,0.002495,0.012268 -v8-interpreter,blake2b-5610-bytes,0.07860875129699707,0.002654,0.012302 -v8-interpreter,blake2b-5610-bytes,0.0803675651550293,0.002505,0.013641 -v8-interpreter,blake2b-5610-bytes,0.07956576347351074,0.002479,0.012393 -v8-interpreter,blake2b-5610-bytes,0.08033943176269531,0.002533,0.012682 -v8-interpreter,blake2b-5610-bytes,0.08045411109924316,0.002537,0.01276 -v8-interpreter,blake2b-5610-bytes,0.0803232192993164,0.002508,0.012298 -v8-interpreter,blake2b-5610-bytes,0.08511948585510254,0.002533,0.012337 -v8-interpreter,blake2b-5610-bytes,0.07985758781433105,0.002585,0.012298 -v8-interpreter,blake2b-5610-bytes,0.0814046859741211,0.002618,0.012334 -v8-interpreter,bn128_mul-cdetrio2,0.6777534484863281,0.002583,0.609979 -v8-interpreter,bn128_mul-cdetrio2,0.6715066432952881,0.002674,0.603013 -v8-interpreter,bn128_mul-cdetrio2,0.6784048080444336,0.00262,0.605372 -v8-interpreter,bn128_mul-cdetrio2,0.6751317977905273,0.002745,0.605407 -v8-interpreter,bn128_mul-cdetrio2,0.6692807674407959,0.002474,0.602104 -v8-interpreter,bn128_mul-cdetrio2,0.6771066188812256,0.002457,0.609575 -v8-interpreter,bn128_mul-cdetrio2,0.6797120571136475,0.00271,0.61228 -v8-interpreter,bn128_mul-cdetrio2,0.6838064193725586,0.002603,0.616886 -v8-interpreter,bn128_mul-cdetrio2,0.6831490993499756,0.002682,0.611602 -v8-interpreter,bn128_mul-cdetrio2,0.7054529190063477,0.002525,0.636553 -v8-interpreter,bn128_mul-cdetrio2,0.6738014221191406,0.002614,0.60647 -v8-interpreter,bn128_mul-cdetrio2,0.6770756244659424,0.002803,0.608597 -v8-interpreter,bn128_mul-cdetrio2,0.6773390769958496,0.002613,0.607491 -v8-interpreter,bn128_mul-cdetrio2,0.6725125312805176,0.00253,0.603334 -v8-interpreter,bn128_mul-cdetrio2,0.6670417785644531,0.002667,0.599706 -v8-interpreter,bn128_mul-cdetrio2,0.7048511505126953,0.002879,0.628825 -v8-interpreter,bn128_mul-cdetrio2,0.6840155124664307,0.003599,0.610853 -v8-interpreter,bn128_mul-cdetrio2,0.6697237491607666,0.002603,0.601762 -v8-interpreter,bn128_mul-cdetrio2,0.6731913089752197,0.002631,0.605157 -v8-interpreter,bn128_mul-cdetrio2,0.6750571727752686,0.002596,0.606894 -v8-interpreter,bn128_mul-cdetrio2,0.6798985004425049,0.005156,0.609926 -v8-interpreter,bn128_mul-cdetrio2,0.680217981338501,0.002609,0.611759 -v8-interpreter,bn128_mul-cdetrio2,0.6771810054779053,0.002515,0.61046 -v8-interpreter,bn128_mul-cdetrio2,0.6852169036865234,0.002998,0.611397 -v8-interpreter,bn128_mul-cdetrio2,0.6756970882415771,0.002763,0.603954 -v8-interpreter,bn128_mul-cdetrio2,0.6679973602294922,0.002584,0.602195 -v8-interpreter,bn128_mul-cdetrio2,0.6726174354553223,0.002442,0.606763 -v8-interpreter,bn128_mul-cdetrio2,0.6830062866210938,0.002638,0.6161 -v8-interpreter,bn128_mul-cdetrio2,0.6861612796783447,0.00261,0.618131 -v8-interpreter,bn128_mul-cdetrio2,0.6733865737915039,0.002839,0.604163 -v8-interpreter,bn128_mul-cdetrio2,0.6980209350585938,0.002638,0.630331 -v8-interpreter,bn128_mul-cdetrio2,0.6754400730133057,0.002546,0.607213 -v8-interpreter,bn128_mul-cdetrio2,0.6842892169952393,0.002697,0.612056 -v8-interpreter,bn128_mul-cdetrio2,0.6827313899993896,0.002581,0.614311 -v8-interpreter,bn128_mul-cdetrio2,0.6805276870727539,0.00269,0.612269 -v8-interpreter,bn128_mul-cdetrio2,0.6956183910369873,0.002574,0.62789 -v8-interpreter,bn128_mul-cdetrio2,0.6732528209686279,0.002585,0.603765 -v8-interpreter,bn128_mul-cdetrio2,0.6733500957489014,0.002534,0.605881 -v8-interpreter,bn128_mul-cdetrio2,0.6706116199493408,0.002616,0.604118 -v8-interpreter,bn128_mul-cdetrio2,0.6767535209655762,0.002529,0.608355 -v8-interpreter,bn128_mul-cdetrio2,0.6817574501037598,0.002561,0.614898 -v8-interpreter,bn128_mul-cdetrio2,0.6703798770904541,0.002555,0.601055 -v8-interpreter,bn128_mul-cdetrio2,0.6825423240661621,0.002491,0.610212 -v8-interpreter,bn128_mul-cdetrio2,0.6676440238952637,0.002567,0.600403 -v8-interpreter,bn128_mul-cdetrio2,0.6750900745391846,0.002572,0.604917 -v8-interpreter,bn128_mul-cdetrio2,0.7529633045196533,0.002587,0.683066 -v8-interpreter,bn128_mul-cdetrio2,0.6985282897949219,0.002653,0.627997 -v8-interpreter,bn128_mul-cdetrio2,0.6707851886749268,0.002581,0.603502 -v8-interpreter,bn128_mul-cdetrio2,0.6733500957489014,0.002734,0.606197 -v8-interpreter,bn128_mul-cdetrio2,0.6771297454833984,0.002808,0.610119 -v8-interpreter,modexp-eip_example1,0.27488136291503906,0.00421,0.201348 -v8-interpreter,modexp-eip_example1,0.27563905715942383,0.004098,0.205631 -v8-interpreter,modexp-eip_example1,0.2737152576446533,0.004176,0.201569 -v8-interpreter,modexp-eip_example1,0.27040863037109375,0.004292,0.201726 -v8-interpreter,modexp-eip_example1,0.27141284942626953,0.004141,0.200102 -v8-interpreter,modexp-eip_example1,0.2762136459350586,0.004331,0.203099 -v8-interpreter,modexp-eip_example1,0.27707433700561523,0.004411,0.206391 -v8-interpreter,modexp-eip_example1,0.28061842918395996,0.004219,0.209713 -v8-interpreter,modexp-eip_example1,0.2737457752227783,0.004029,0.204258 -v8-interpreter,modexp-eip_example1,0.2712438106536865,0.004327,0.202052 -v8-interpreter,modexp-eip_example1,0.27143168449401855,0.004161,0.202304 -v8-interpreter,modexp-eip_example1,0.273439884185791,0.004134,0.202252 -v8-interpreter,modexp-eip_example1,0.2713131904602051,0.004267,0.202431 -v8-interpreter,modexp-eip_example1,0.28725433349609375,0.004153,0.213834 -v8-interpreter,modexp-eip_example1,0.2834017276763916,0.004013,0.212926 -v8-interpreter,modexp-eip_example1,0.2744755744934082,0.00394,0.203343 -v8-interpreter,modexp-eip_example1,0.2756156921386719,0.004431,0.20185 -v8-interpreter,modexp-eip_example1,0.29731106758117676,0.004289,0.221037 -v8-interpreter,modexp-eip_example1,0.28566908836364746,0.004392,0.213182 -v8-interpreter,modexp-eip_example1,0.26981377601623535,0.004594,0.199526 -v8-interpreter,modexp-eip_example1,0.2847015857696533,0.004302,0.21234 -v8-interpreter,modexp-eip_example1,0.26944661140441895,0.0039,0.199787 -v8-interpreter,modexp-eip_example1,0.27489447593688965,0.00539,0.202959 -v8-interpreter,modexp-eip_example1,0.2798452377319336,0.004252,0.206718 -v8-interpreter,modexp-eip_example1,0.276949405670166,0.003962,0.205672 -v8-interpreter,modexp-eip_example1,0.2782108783721924,0.004912,0.204205 -v8-interpreter,modexp-eip_example1,0.26798391342163086,0.004275,0.19918 -v8-interpreter,modexp-eip_example1,0.28111791610717773,0.00459,0.210839 -v8-interpreter,modexp-eip_example1,0.26940202713012695,0.003958,0.200755 -v8-interpreter,modexp-eip_example1,0.27129197120666504,0.004186,0.201006 -v8-interpreter,modexp-eip_example1,0.27428126335144043,0.004235,0.20384 -v8-interpreter,modexp-eip_example1,0.27257466316223145,0.004245,0.202404 -v8-interpreter,modexp-eip_example1,0.2727351188659668,0.004176,0.202471 -v8-interpreter,modexp-eip_example1,0.26977992057800293,0.004547,0.200833 -v8-interpreter,modexp-eip_example1,0.2692079544067383,0.004145,0.201163 -v8-interpreter,modexp-eip_example1,0.2914586067199707,0.004243,0.218153 -v8-interpreter,modexp-eip_example1,0.27799224853515625,0.004304,0.2084 -v8-interpreter,modexp-eip_example1,0.2709667682647705,0.004391,0.20149 -v8-interpreter,modexp-eip_example1,0.2747151851654053,0.004467,0.202151 -v8-interpreter,modexp-eip_example1,0.2700634002685547,0.004293,0.200554 -v8-interpreter,modexp-eip_example1,0.27005910873413086,0.003961,0.201022 -v8-interpreter,modexp-eip_example1,0.2722814083099365,0.005966,0.199971 -v8-interpreter,modexp-eip_example1,0.271970272064209,0.004239,0.203271 -v8-interpreter,modexp-eip_example1,0.2741549015045166,0.0044,0.203631 -v8-interpreter,modexp-eip_example1,0.275393009185791,0.004079,0.203621 -v8-interpreter,modexp-eip_example1,0.28361964225769043,0.004037,0.209611 -v8-interpreter,modexp-eip_example1,0.2692253589630127,0.004085,0.199969 -v8-interpreter,modexp-eip_example1,0.26938533782958984,0.004039,0.198774 -v8-interpreter,modexp-eip_example1,0.2707376480102539,0.004175,0.199845 -v8-interpreter,modexp-eip_example1,0.27193140983581543,0.0043,0.201875 -v8-interpreter,blake2b-2805-bytes,0.07705307006835938,0.002748,0.006432 -v8-interpreter,blake2b-2805-bytes,0.08146953582763672,0.002458,0.006395 -v8-interpreter,blake2b-2805-bytes,0.07355666160583496,0.002504,0.00646 -v8-interpreter,blake2b-2805-bytes,0.07368183135986328,0.002534,0.006648 -v8-interpreter,blake2b-2805-bytes,0.08043169975280762,0.00267,0.007594 -v8-interpreter,blake2b-2805-bytes,0.07859611511230469,0.002563,0.006406 -v8-interpreter,blake2b-2805-bytes,0.07311773300170898,0.002591,0.00647 -v8-interpreter,blake2b-2805-bytes,0.07332205772399902,0.002462,0.006408 -v8-interpreter,blake2b-2805-bytes,0.07883620262145996,0.002647,0.007608 -v8-interpreter,blake2b-2805-bytes,0.08139944076538086,0.002515,0.007416 -v8-interpreter,blake2b-2805-bytes,0.0802450180053711,0.002947,0.006719 -v8-interpreter,blake2b-2805-bytes,0.08068680763244629,0.002727,0.006965 -v8-interpreter,blake2b-2805-bytes,0.07579660415649414,0.002585,0.00661 -v8-interpreter,blake2b-2805-bytes,0.08698773384094238,0.002567,0.006921 -v8-interpreter,blake2b-2805-bytes,0.07984614372253418,0.00341,0.006907 -v8-interpreter,blake2b-2805-bytes,0.07488203048706055,0.00249,0.006407 -v8-interpreter,blake2b-2805-bytes,0.07634520530700684,0.002605,0.006433 -v8-interpreter,blake2b-2805-bytes,0.07556390762329102,0.00293,0.006437 -v8-interpreter,blake2b-2805-bytes,0.07375669479370117,0.002637,0.006734 -v8-interpreter,blake2b-2805-bytes,0.07469558715820312,0.002516,0.007622 -v8-interpreter,blake2b-2805-bytes,0.07601261138916016,0.002755,0.006522 -v8-interpreter,blake2b-2805-bytes,0.07574820518493652,0.002407,0.006677 -v8-interpreter,blake2b-2805-bytes,0.07513666152954102,0.002553,0.007616 -v8-interpreter,blake2b-2805-bytes,0.07341647148132324,0.002476,0.006488 -v8-interpreter,blake2b-2805-bytes,0.07256269454956055,0.002471,0.006365 -v8-interpreter,blake2b-2805-bytes,0.07326412200927734,0.002595,0.0064 -v8-interpreter,blake2b-2805-bytes,0.07499289512634277,0.002607,0.007893 -v8-interpreter,blake2b-2805-bytes,0.07344293594360352,0.002611,0.006385 -v8-interpreter,blake2b-2805-bytes,0.07499170303344727,0.002417,0.006385 -v8-interpreter,blake2b-2805-bytes,0.0742652416229248,0.002859,0.00636 -v8-interpreter,blake2b-2805-bytes,0.07360982894897461,0.002423,0.006419 -v8-interpreter,blake2b-2805-bytes,0.07782912254333496,0.002641,0.006842 -v8-interpreter,blake2b-2805-bytes,0.07534241676330566,0.002412,0.006405 -v8-interpreter,blake2b-2805-bytes,0.07246017456054688,0.002566,0.006407 -v8-interpreter,blake2b-2805-bytes,0.0745534896850586,0.002672,0.006561 -v8-interpreter,blake2b-2805-bytes,0.07612895965576172,0.002524,0.00641 -v8-interpreter,blake2b-2805-bytes,0.0828099250793457,0.002528,0.006475 -v8-interpreter,blake2b-2805-bytes,0.07404112815856934,0.002573,0.006396 -v8-interpreter,blake2b-2805-bytes,0.07335567474365234,0.002511,0.006471 -v8-interpreter,blake2b-2805-bytes,0.07999014854431152,0.002689,0.007653 -v8-interpreter,blake2b-2805-bytes,0.07428383827209473,0.002573,0.007061 -v8-interpreter,blake2b-2805-bytes,0.07573390007019043,0.002567,0.006785 -v8-interpreter,blake2b-2805-bytes,0.07410120964050293,0.002614,0.006756 -v8-interpreter,blake2b-2805-bytes,0.07313823699951172,0.002516,0.006398 -v8-interpreter,blake2b-2805-bytes,0.07351374626159668,0.002684,0.006333 -v8-interpreter,blake2b-2805-bytes,0.07580733299255371,0.00267,0.006385 -v8-interpreter,blake2b-2805-bytes,0.0749664306640625,0.002621,0.007858 -v8-interpreter,blake2b-2805-bytes,0.07894253730773926,0.002443,0.006387 -v8-interpreter,blake2b-2805-bytes,0.07543730735778809,0.00259,0.007286 -v8-interpreter,blake2b-2805-bytes,0.07315206527709961,0.002581,0.006373 -v8-interpreter,sha1-10808-bits,0.07402396202087402,0.002394,0.003293 -v8-interpreter,sha1-10808-bits,0.07593083381652832,0.002534,0.003305 -v8-interpreter,sha1-10808-bits,0.07840752601623535,0.002618,0.005474 -v8-interpreter,sha1-10808-bits,0.07889389991760254,0.002681,0.003671 -v8-interpreter,sha1-10808-bits,0.07351398468017578,0.002793,0.003251 -v8-interpreter,sha1-10808-bits,0.07153177261352539,0.002502,0.003356 -v8-interpreter,sha1-10808-bits,0.07301759719848633,0.002508,0.003262 -v8-interpreter,sha1-10808-bits,0.07092547416687012,0.00243,0.003294 -v8-interpreter,sha1-10808-bits,0.07192659378051758,0.002441,0.003385 -v8-interpreter,sha1-10808-bits,0.07039904594421387,0.0026,0.003258 -v8-interpreter,sha1-10808-bits,0.07211041450500488,0.002399,0.003549 -v8-interpreter,sha1-10808-bits,0.07245278358459473,0.002557,0.003826 -v8-interpreter,sha1-10808-bits,0.07360577583312988,0.002504,0.003288 -v8-interpreter,sha1-10808-bits,0.0709989070892334,0.00239,0.003328 -v8-interpreter,sha1-10808-bits,0.07050108909606934,0.002367,0.003243 -v8-interpreter,sha1-10808-bits,0.07132339477539062,0.002374,0.003508 -v8-interpreter,sha1-10808-bits,0.07065129280090332,0.002418,0.003287 -v8-interpreter,sha1-10808-bits,0.070404052734375,0.002467,0.003242 -v8-interpreter,sha1-10808-bits,0.07724666595458984,0.00243,0.005192 -v8-interpreter,sha1-10808-bits,0.07428812980651855,0.002703,0.003258 -v8-interpreter,sha1-10808-bits,0.07122802734375,0.002737,0.003392 -v8-interpreter,sha1-10808-bits,0.07253623008728027,0.002616,0.003628 -v8-interpreter,sha1-10808-bits,0.0710906982421875,0.002466,0.003249 -v8-interpreter,sha1-10808-bits,0.06987428665161133,0.00242,0.003271 -v8-interpreter,sha1-10808-bits,0.07005643844604492,0.002316,0.003264 -v8-interpreter,sha1-10808-bits,0.07033491134643555,0.002722,0.003419 -v8-interpreter,sha1-10808-bits,0.07126045227050781,0.002433,0.003321 -v8-interpreter,sha1-10808-bits,0.07357525825500488,0.002526,0.003891 -v8-interpreter,sha1-10808-bits,0.06908679008483887,0.002519,0.003257 -v8-interpreter,sha1-10808-bits,0.07140827178955078,0.002533,0.004507 -v8-interpreter,sha1-10808-bits,0.07073092460632324,0.002464,0.00322 -v8-interpreter,sha1-10808-bits,0.06988739967346191,0.002538,0.003583 -v8-interpreter,sha1-10808-bits,0.07123470306396484,0.002475,0.003422 -v8-interpreter,sha1-10808-bits,0.07548260688781738,0.002585,0.003279 -v8-interpreter,sha1-10808-bits,0.07057666778564453,0.002481,0.00331 -v8-interpreter,sha1-10808-bits,0.06960916519165039,0.002519,0.003254 -v8-interpreter,sha1-10808-bits,0.0707697868347168,0.002515,0.003337 -v8-interpreter,sha1-10808-bits,0.07341766357421875,0.002492,0.003344 -v8-interpreter,sha1-10808-bits,0.07131290435791016,0.002504,0.003258 -v8-interpreter,sha1-10808-bits,0.0707550048828125,0.002519,0.003413 -v8-interpreter,sha1-10808-bits,0.07355904579162598,0.002667,0.003421 -v8-interpreter,sha1-10808-bits,0.0708162784576416,0.002701,0.003274 -v8-interpreter,sha1-10808-bits,0.07240605354309082,0.00261,0.003852 -v8-interpreter,sha1-10808-bits,0.07203435897827148,0.002421,0.003299 -v8-interpreter,sha1-10808-bits,0.06989216804504395,0.002427,0.003288 -v8-interpreter,sha1-10808-bits,0.07618522644042969,0.002456,0.003587 -v8-interpreter,sha1-10808-bits,0.07248854637145996,0.002497,0.003458 -v8-interpreter,sha1-10808-bits,0.07298421859741211,0.002383,0.003392 -v8-interpreter,sha1-10808-bits,0.0753793716430664,0.002635,0.004448 -v8-interpreter,sha1-10808-bits,0.06921696662902832,0.002373,0.003224 -v8-interpreter,bn128_add-cdetrio10,0.07019472122192383,0.002659,0.002515 -v8-interpreter,bn128_add-cdetrio10,0.0732107162475586,0.002587,0.002266 -v8-interpreter,bn128_add-cdetrio10,0.06983065605163574,0.002665,0.002211 -v8-interpreter,bn128_add-cdetrio10,0.06837582588195801,0.00262,0.002242 -v8-interpreter,bn128_add-cdetrio10,0.07082724571228027,0.002538,0.002506 -v8-interpreter,bn128_add-cdetrio10,0.06960511207580566,0.002482,0.002446 -v8-interpreter,bn128_add-cdetrio10,0.06867361068725586,0.002536,0.002212 -v8-interpreter,bn128_add-cdetrio10,0.07364487648010254,0.002636,0.002433 -v8-interpreter,bn128_add-cdetrio10,0.06870579719543457,0.002673,0.002194 -v8-interpreter,bn128_add-cdetrio10,0.07113003730773926,0.002771,0.002175 -v8-interpreter,bn128_add-cdetrio10,0.07403850555419922,0.002677,0.002682 -v8-interpreter,bn128_add-cdetrio10,0.07338976860046387,0.00262,0.00218 -v8-interpreter,bn128_add-cdetrio10,0.07627463340759277,0.002589,0.002164 -v8-interpreter,bn128_add-cdetrio10,0.0695803165435791,0.002672,0.002179 -v8-interpreter,bn128_add-cdetrio10,0.07064175605773926,0.002622,0.002217 -v8-interpreter,bn128_add-cdetrio10,0.06871891021728516,0.002705,0.002229 -v8-interpreter,bn128_add-cdetrio10,0.07355546951293945,0.002584,0.002634 -v8-interpreter,bn128_add-cdetrio10,0.06978249549865723,0.002665,0.00222 -v8-interpreter,bn128_add-cdetrio10,0.06909298896789551,0.002489,0.00215 -v8-interpreter,bn128_add-cdetrio10,0.07112431526184082,0.002735,0.002179 -v8-interpreter,bn128_add-cdetrio10,0.07105827331542969,0.002452,0.002259 -v8-interpreter,bn128_add-cdetrio10,0.07037901878356934,0.002628,0.0022 -v8-interpreter,bn128_add-cdetrio10,0.06877636909484863,0.002521,0.002202 -v8-interpreter,bn128_add-cdetrio10,0.07163596153259277,0.00272,0.002632 -v8-interpreter,bn128_add-cdetrio10,0.0687859058380127,0.00271,0.002207 -v8-interpreter,bn128_add-cdetrio10,0.07396602630615234,0.002913,0.002572 -v8-interpreter,bn128_add-cdetrio10,0.07017731666564941,0.002606,0.002208 -v8-interpreter,bn128_add-cdetrio10,0.06882286071777344,0.002546,0.002152 -v8-interpreter,bn128_add-cdetrio10,0.0770101547241211,0.007433,0.003711 -v8-interpreter,bn128_add-cdetrio10,0.07381582260131836,0.002534,0.002154 -v8-interpreter,bn128_add-cdetrio10,0.06801009178161621,0.002681,0.002205 -v8-interpreter,bn128_add-cdetrio10,0.06871676445007324,0.002586,0.002205 -v8-interpreter,bn128_add-cdetrio10,0.06846475601196289,0.002599,0.002205 -v8-interpreter,bn128_add-cdetrio10,0.07286691665649414,0.002861,0.002211 -v8-interpreter,bn128_add-cdetrio10,0.07118487358093262,0.002592,0.002165 -v8-interpreter,bn128_add-cdetrio10,0.0750114917755127,0.002641,0.002202 -v8-interpreter,bn128_add-cdetrio10,0.06885409355163574,0.002609,0.002179 -v8-interpreter,bn128_add-cdetrio10,0.06893420219421387,0.002621,0.002243 -v8-interpreter,bn128_add-cdetrio10,0.06833648681640625,0.002612,0.002187 -v8-interpreter,bn128_add-cdetrio10,0.06907463073730469,0.002632,0.00217 -v8-interpreter,bn128_add-cdetrio10,0.06820082664489746,0.002658,0.002264 -v8-interpreter,bn128_add-cdetrio10,0.07322049140930176,0.002627,0.002184 -v8-interpreter,bn128_add-cdetrio10,0.07007884979248047,0.003998,0.002203 -v8-interpreter,bn128_add-cdetrio10,0.06956100463867188,0.002644,0.00222 -v8-interpreter,bn128_add-cdetrio10,0.0704355239868164,0.002519,0.00215 -v8-interpreter,bn128_add-cdetrio10,0.07089018821716309,0.002572,0.002551 -v8-interpreter,bn128_add-cdetrio10,0.06914186477661133,0.002635,0.002191 -v8-interpreter,bn128_add-cdetrio10,0.06939697265625,0.002636,0.002617 -v8-interpreter,bn128_add-cdetrio10,0.07081317901611328,0.002634,0.002618 -v8-interpreter,bn128_add-cdetrio10,0.07291769981384277,0.002654,0.003205 -v8-interpreter,mul256-gcolvin-drag-race,16.741292715072632,0.00244,16.662485 -v8-interpreter,mul256-gcolvin-drag-race,16.375165224075317,0.002662,16.290811 -v8-interpreter,mul256-gcolvin-drag-race,16.41531777381897,0.002488,16.346133 -v8-interpreter,mul256-gcolvin-drag-race,16.80563521385193,0.002526,16.723554 -v8-interpreter,bn128_mul-chfast1,0.22916889190673828,0.002657,0.160487 -v8-interpreter,bn128_mul-chfast1,0.22611141204833984,0.00245,0.159026 -v8-interpreter,bn128_mul-chfast1,0.23334598541259766,0.002563,0.162375 -v8-interpreter,bn128_mul-chfast1,0.22904443740844727,0.002494,0.160979 -v8-interpreter,bn128_mul-chfast1,0.2273259162902832,0.002692,0.159242 -v8-interpreter,bn128_mul-chfast1,0.2329862117767334,0.002573,0.164448 -v8-interpreter,bn128_mul-chfast1,0.2532389163970947,0.00278,0.171401 -v8-interpreter,bn128_mul-chfast1,0.2276298999786377,0.00258,0.159341 -v8-interpreter,bn128_mul-chfast1,0.23934173583984375,0.003464,0.161705 -v8-interpreter,bn128_mul-chfast1,0.23370003700256348,0.002599,0.165789 -v8-interpreter,bn128_mul-chfast1,0.23832082748413086,0.002616,0.168863 -v8-interpreter,bn128_mul-chfast1,0.22521615028381348,0.002467,0.158517 -v8-interpreter,bn128_mul-chfast1,0.23587822914123535,0.002526,0.164646 -v8-interpreter,bn128_mul-chfast1,0.22989273071289062,0.002539,0.161422 -v8-interpreter,bn128_mul-chfast1,0.24102115631103516,0.002684,0.16829 -v8-interpreter,bn128_mul-chfast1,0.23161721229553223,0.002899,0.15902 -v8-interpreter,bn128_mul-chfast1,0.23507261276245117,0.002941,0.162865 -v8-interpreter,bn128_mul-chfast1,0.23211407661437988,0.002603,0.161544 -v8-interpreter,bn128_mul-chfast1,0.23447465896606445,0.002957,0.161168 -v8-interpreter,bn128_mul-chfast1,0.2311391830444336,0.002656,0.161574 -v8-interpreter,bn128_mul-chfast1,0.2327589988708496,0.003777,0.161543 -v8-interpreter,bn128_mul-chfast1,0.23032903671264648,0.00251,0.162088 -v8-interpreter,bn128_mul-chfast1,0.2284858226776123,0.002573,0.160642 -v8-interpreter,bn128_mul-chfast1,0.23523378372192383,0.002627,0.16674 -v8-interpreter,bn128_mul-chfast1,0.22771310806274414,0.002632,0.158781 -v8-interpreter,bn128_mul-chfast1,0.2315223217010498,0.002575,0.16503 -v8-interpreter,bn128_mul-chfast1,0.23460793495178223,0.002621,0.163976 -v8-interpreter,bn128_mul-chfast1,0.2304527759552002,0.00274,0.162039 -v8-interpreter,bn128_mul-chfast1,0.23249340057373047,0.002549,0.16322 -v8-interpreter,bn128_mul-chfast1,0.23337173461914062,0.002761,0.162769 -v8-interpreter,bn128_mul-chfast1,0.22911453247070312,0.002632,0.160767 -v8-interpreter,bn128_mul-chfast1,0.23464584350585938,0.002664,0.16607 -v8-interpreter,bn128_mul-chfast1,0.2353377342224121,0.002598,0.165821 -v8-interpreter,bn128_mul-chfast1,0.2299787998199463,0.002649,0.162191 -v8-interpreter,bn128_mul-chfast1,0.23694825172424316,0.002686,0.168482 -v8-interpreter,bn128_mul-chfast1,0.23580217361450195,0.002603,0.167344 -v8-interpreter,bn128_mul-chfast1,0.24164581298828125,0.002597,0.171516 -v8-interpreter,bn128_mul-chfast1,0.22789788246154785,0.002646,0.15994 -v8-interpreter,bn128_mul-chfast1,0.23977899551391602,0.002759,0.172032 -v8-interpreter,bn128_mul-chfast1,0.23076367378234863,0.002662,0.161197 -v8-interpreter,bn128_mul-chfast1,0.22775602340698242,0.002609,0.160159 -v8-interpreter,bn128_mul-chfast1,0.24001455307006836,0.002619,0.170023 -v8-interpreter,bn128_mul-chfast1,0.23007750511169434,0.002576,0.16139 -v8-interpreter,bn128_mul-chfast1,0.2352902889251709,0.002607,0.166804 -v8-interpreter,bn128_mul-chfast1,0.22839093208312988,0.002637,0.159603 -v8-interpreter,bn128_mul-chfast1,0.23108816146850586,0.002636,0.162463 -v8-interpreter,bn128_mul-chfast1,0.2362806797027588,0.003465,0.166111 -v8-interpreter,bn128_mul-chfast1,0.22888946533203125,0.002705,0.160485 -v8-interpreter,bn128_mul-chfast1,0.23289847373962402,0.002603,0.162634 -v8-interpreter,bn128_mul-chfast1,0.22792625427246094,0.002586,0.159471 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06784987449645996,0.002287,9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07232522964477539,0.002248,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06787729263305664,0.002199,8.7e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06744194030761719,0.002305,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06911563873291016,0.002436,0.000124 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06835412979125977,0.002307,9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06785774230957031,0.002285,0.000101 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06754279136657715,0.002239,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06833648681640625,0.002387,9.6e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07292723655700684,0.002313,8.7e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0768129825592041,0.00236,0.000103 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06803584098815918,0.002342,0.000103 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07006049156188965,0.002364,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06784582138061523,0.002221,9.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06883525848388672,0.002273,9.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06775498390197754,0.002338,9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0677499771118164,0.002192,9.4e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06837916374206543,0.002728,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06811189651489258,0.002221,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0704338550567627,0.00442,9.1e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06864261627197266,0.002256,9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06894683837890625,0.002144,9.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0673818588256836,0.00228,8.9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06862497329711914,0.00232,9.7e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06769847869873047,0.002274,9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06921744346618652,0.002321,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06927204132080078,0.002324,9.6e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0708768367767334,0.002289,9.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06835103034973145,0.002277,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06860518455505371,0.002344,0.000105 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06971597671508789,0.002331,0.000109 -v8-interpreter,guido-fuzzer-find-2-norotates,0.068267822265625,0.002213,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.08230304718017578,0.002253,8.6e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06703853607177734,0.002141,8.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06840229034423828,0.002319,8.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06687498092651367,0.002143,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06868171691894531,0.002267,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07012176513671875,0.002307,0.000128 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07325077056884766,0.002197,8.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06948995590209961,0.002321,9.7e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06860089302062988,0.002351,8.6e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07180571556091309,0.002463,0.000101 -v8-interpreter,guido-fuzzer-find-2-norotates,0.0714108943939209,0.002448,8.7e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07917571067810059,0.002219,0.000103 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06837129592895508,0.002192,9.3e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06885433197021484,0.002282,8.6e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06791424751281738,0.002563,9e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07119321823120117,0.002229,9.5e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.07217645645141602,0.002309,9.8e-05 -v8-interpreter,guido-fuzzer-find-2-norotates,0.06916069984436035,0.002245,9.2e-05 -v8-interpreter,bls12-381-aggreg-128-pubkeys-verify-sig,78.35513210296631,0.009904,78.276919 -v8-interpreter,bls12-381-aggreg-128-pubkeys-verify-sig,77.94531226158142,0.004958,77.871065 -v8-interpreter,bls12-381-aggreg-128-pubkeys-verify-sig,78.07662463188171,0.005311,78.002981 -v8-interpreter,bn128_mul-cdetrio6,0.798943042755127,0.002609,0.73141 -v8-interpreter,bn128_mul-cdetrio6,0.8006925582885742,0.002528,0.731479 -v8-interpreter,bn128_mul-cdetrio6,0.7914228439331055,0.002647,0.723601 -v8-interpreter,bn128_mul-cdetrio6,0.808037281036377,0.00251,0.741309 -v8-interpreter,bn128_mul-cdetrio6,0.800445556640625,0.002599,0.731879 -v8-interpreter,bn128_mul-cdetrio6,0.8001024723052979,0.002671,0.727751 -v8-interpreter,bn128_mul-cdetrio6,0.7934920787811279,0.002705,0.721499 -v8-interpreter,bn128_mul-cdetrio6,0.7896759510040283,0.002628,0.722493 -v8-interpreter,bn128_mul-cdetrio6,0.7893028259277344,0.002843,0.720179 -v8-interpreter,bn128_mul-cdetrio6,0.784989595413208,0.00259,0.717845 -v8-interpreter,bn128_mul-cdetrio6,0.7937030792236328,0.002466,0.726428 -v8-interpreter,bn128_mul-cdetrio6,0.7973299026489258,0.002675,0.726992 -v8-interpreter,bn128_mul-cdetrio6,0.7870199680328369,0.002675,0.718012 -v8-interpreter,bn128_mul-cdetrio6,0.8284022808074951,0.002359,0.76103 -v8-interpreter,bn128_mul-cdetrio6,0.7912693023681641,0.002542,0.722038 -v8-interpreter,bn128_mul-cdetrio6,0.7987942695617676,0.002815,0.731033 -v8-interpreter,bn128_mul-cdetrio6,0.7881481647491455,0.002494,0.719801 -v8-interpreter,bn128_mul-cdetrio6,0.7934458255767822,0.002595,0.725188 -v8-interpreter,bn128_mul-cdetrio6,0.7949447631835938,0.002711,0.726689 -v8-interpreter,bn128_mul-cdetrio6,0.7986829280853271,0.002676,0.72975 -v8-interpreter,bn128_mul-cdetrio6,0.81551194190979,0.00285,0.740593 -v8-interpreter,bn128_mul-cdetrio6,0.79429030418396,0.002508,0.725557 -v8-interpreter,bn128_mul-cdetrio6,0.7954812049865723,0.002597,0.726069 -v8-interpreter,bn128_mul-cdetrio6,0.7880253791809082,0.002619,0.721756 -v8-interpreter,bn128_mul-cdetrio6,0.7810511589050293,0.002719,0.71305 -v8-interpreter,bn128_mul-cdetrio6,0.7991950511932373,0.002718,0.731711 -v8-interpreter,bn128_mul-cdetrio6,0.8024423122406006,0.002682,0.733899 -v8-interpreter,bn128_mul-cdetrio6,0.7996475696563721,0.002564,0.726913 -v8-interpreter,bn128_mul-cdetrio6,0.7895097732543945,0.00266,0.71991 -v8-interpreter,bn128_mul-cdetrio6,0.7827093601226807,0.002778,0.713808 -v8-interpreter,bn128_mul-cdetrio6,0.791459321975708,0.002533,0.72445 -v8-interpreter,bn128_mul-cdetrio6,0.8077569007873535,0.002718,0.738302 -v8-interpreter,bn128_mul-cdetrio6,0.7921252250671387,0.002694,0.724133 -v8-interpreter,bn128_mul-cdetrio6,0.7894861698150635,0.00271,0.722291 -v8-interpreter,bn128_mul-cdetrio6,0.8023483753204346,0.002638,0.732441 -v8-interpreter,bn128_mul-cdetrio6,0.8234014511108398,0.002597,0.748649 -v8-interpreter,bn128_mul-cdetrio6,0.8073537349700928,0.002513,0.738522 -v8-interpreter,bn128_mul-cdetrio6,0.7984247207641602,0.002783,0.730171 -v8-interpreter,bn128_mul-cdetrio6,0.7870645523071289,0.002535,0.719264 -v8-interpreter,bn128_mul-cdetrio6,0.7877309322357178,0.002593,0.719424 -v8-interpreter,bn128_mul-cdetrio6,0.7984027862548828,0.002531,0.731075 -v8-interpreter,bn128_mul-cdetrio6,0.783761739730835,0.002643,0.714256 -v8-interpreter,bn128_mul-cdetrio6,0.8002109527587891,0.002654,0.729409 -v8-interpreter,bn128_mul-cdetrio6,0.8124096393585205,0.002562,0.744005 -v8-interpreter,bn128_mul-cdetrio6,0.7894911766052246,0.002635,0.721742 -v8-interpreter,bn128_mul-cdetrio6,0.8000297546386719,0.002743,0.729273 -v8-interpreter,bn128_mul-cdetrio6,0.7961804866790771,0.002614,0.726758 -v8-interpreter,bn128_mul-cdetrio6,0.7861542701721191,0.00288,0.718089 -v8-interpreter,bn128_mul-cdetrio6,0.7992136478424072,0.002742,0.731464 -v8-interpreter,bn128_mul-cdetrio6,0.782597541809082,0.002541,0.713454 -v8-interpreter,bn128_mul-chfast3,0.7026348114013672,0.002535,0.635411 -v8-interpreter,bn128_mul-chfast3,0.692190408706665,0.002522,0.624945 -v8-interpreter,bn128_mul-chfast3,0.701927661895752,0.002981,0.631757 -v8-interpreter,bn128_mul-chfast3,0.7116234302520752,0.002487,0.644533 -v8-interpreter,bn128_mul-chfast3,0.7014741897583008,0.002583,0.631001 -v8-interpreter,bn128_mul-chfast3,0.7076015472412109,0.00264,0.638451 -v8-interpreter,bn128_mul-chfast3,0.69492506980896,0.002612,0.626734 -v8-interpreter,bn128_mul-chfast3,0.7122328281402588,0.00315,0.642482 -v8-interpreter,bn128_mul-chfast3,0.697991132736206,0.002522,0.631043 -v8-interpreter,bn128_mul-chfast3,0.7050936222076416,0.002634,0.636776 -v8-interpreter,bn128_mul-chfast3,0.700408935546875,0.002744,0.632759 -v8-interpreter,bn128_mul-chfast3,0.7009904384613037,0.002656,0.632927 -v8-interpreter,bn128_mul-chfast3,0.7232234477996826,0.002694,0.648072 -v8-interpreter,bn128_mul-chfast3,0.6999123096466064,0.00253,0.632535 -v8-interpreter,bn128_mul-chfast3,0.7014343738555908,0.002558,0.633655 -v8-interpreter,bn128_mul-chfast3,0.7045741081237793,0.002686,0.633528 -v8-interpreter,bn128_mul-chfast3,0.6944243907928467,0.002732,0.627133 -v8-interpreter,bn128_mul-chfast3,0.697495698928833,0.002594,0.627656 -v8-interpreter,bn128_mul-chfast3,0.7004117965698242,0.00249,0.632588 -v8-interpreter,bn128_mul-chfast3,0.7008790969848633,0.002557,0.633042 -v8-interpreter,bn128_mul-chfast3,0.6993424892425537,0.002575,0.627444 -v8-interpreter,bn128_mul-chfast3,0.6992366313934326,0.002575,0.631342 -v8-interpreter,bn128_mul-chfast3,0.734306812286377,0.002723,0.664185 -v8-interpreter,bn128_mul-chfast3,0.7021701335906982,0.00256,0.634646 -v8-interpreter,bn128_mul-chfast3,0.7111976146697998,0.003119,0.640501 -v8-interpreter,bn128_mul-chfast3,0.7103397846221924,0.00259,0.643736 -v8-interpreter,bn128_mul-chfast3,0.703460693359375,0.002605,0.633388 -v8-interpreter,bn128_mul-chfast3,0.7012746334075928,0.002548,0.633064 -v8-interpreter,bn128_mul-chfast3,0.7013933658599854,0.002536,0.630909 -v8-interpreter,bn128_mul-chfast3,0.6927230358123779,0.002627,0.623669 -v8-interpreter,bn128_mul-chfast3,0.6918222904205322,0.002711,0.623977 -v8-interpreter,bn128_mul-chfast3,0.7007348537445068,0.002452,0.632221 -v8-interpreter,bn128_mul-chfast3,0.7026779651641846,0.002604,0.634593 -v8-interpreter,bn128_mul-chfast3,0.7078876495361328,0.002631,0.637437 -v8-interpreter,bn128_mul-chfast3,0.6982138156890869,0.002518,0.630497 -v8-interpreter,bn128_mul-chfast3,0.7083396911621094,0.002953,0.634841 -v8-interpreter,bn128_mul-chfast3,0.6949038505554199,0.00285,0.625887 -v8-interpreter,bn128_mul-chfast3,0.7079498767852783,0.002629,0.641037 -v8-interpreter,bn128_mul-chfast3,0.6949434280395508,0.002775,0.623894 -v8-interpreter,bn128_mul-chfast3,0.7087321281433105,0.002533,0.633273 -v8-interpreter,bn128_mul-chfast3,0.699321985244751,0.002577,0.63211 -v8-interpreter,bn128_mul-chfast3,0.7060387134552002,0.002837,0.635599 -v8-interpreter,bn128_mul-chfast3,0.6990900039672852,0.002707,0.629128 -v8-interpreter,bn128_mul-chfast3,0.7078647613525391,0.002735,0.640672 -v8-interpreter,bn128_mul-chfast3,0.7006263732910156,0.002513,0.633003 -v8-interpreter,bn128_mul-chfast3,0.7007553577423096,0.002666,0.631779 -v8-interpreter,bn128_mul-chfast3,0.698624849319458,0.002957,0.629669 -v8-interpreter,bn128_mul-chfast3,0.7127106189727783,0.002712,0.642987 -v8-interpreter,bn128_mul-chfast3,0.7007744312286377,0.00256,0.633735 -v8-interpreter,bn128_mul-chfast3,0.692807674407959,0.002544,0.623743 -v8-interpreter,modexp-nagydani-1-square,0.10080933570861816,0.005004,0.009863 -v8-interpreter,modexp-nagydani-1-square,0.09483718872070312,0.004292,0.011721 -v8-interpreter,modexp-nagydani-1-square,0.09516572952270508,0.004991,0.011087 -v8-interpreter,modexp-nagydani-1-square,0.0964515209197998,0.004631,0.011519 -v8-interpreter,modexp-nagydani-1-square,0.09646368026733398,0.004537,0.01228 -v8-interpreter,modexp-nagydani-1-square,0.09363770484924316,0.005169,0.01079 -v8-interpreter,modexp-nagydani-1-square,0.08955740928649902,0.004522,0.011162 -v8-interpreter,modexp-nagydani-1-square,0.09986662864685059,0.004893,0.011879 -v8-interpreter,modexp-nagydani-1-square,0.09359359741210938,0.004437,0.011582 -v8-interpreter,modexp-nagydani-1-square,0.0939483642578125,0.004639,0.011298 -v8-interpreter,modexp-nagydani-1-square,0.09406757354736328,0.005257,0.011743 -v8-interpreter,modexp-nagydani-1-square,0.09318757057189941,0.004222,0.011158 -v8-interpreter,modexp-nagydani-1-square,0.09420895576477051,0.004676,0.010696 -v8-interpreter,modexp-nagydani-1-square,0.09887433052062988,0.004564,0.012149 -v8-interpreter,modexp-nagydani-1-square,0.09752368927001953,0.005173,0.01108 -v8-interpreter,modexp-nagydani-1-square,0.09340524673461914,0.004781,0.011226 -v8-interpreter,modexp-nagydani-1-square,0.09795761108398438,0.004393,0.009604 -v8-interpreter,modexp-nagydani-1-square,0.09316277503967285,0.00385,0.010769 -v8-interpreter,modexp-nagydani-1-square,0.09631037712097168,0.005486,0.012656 -v8-interpreter,modexp-nagydani-1-square,0.09066390991210938,0.004025,0.010566 -v8-interpreter,modexp-nagydani-1-square,0.09661102294921875,0.00465,0.010061 -v8-interpreter,modexp-nagydani-1-square,0.09486818313598633,0.005024,0.010753 -v8-interpreter,modexp-nagydani-1-square,0.09029459953308105,0.004855,0.011061 -v8-interpreter,modexp-nagydani-1-square,0.08207917213439941,0.004364,0.010721 -v8-interpreter,modexp-nagydani-1-square,0.0813589096069336,0.004527,0.00993 -v8-interpreter,modexp-nagydani-1-square,0.0784919261932373,0.00406,0.009516 -v8-interpreter,modexp-nagydani-1-square,0.0822751522064209,0.004152,0.010297 -v8-interpreter,modexp-nagydani-1-square,0.07811760902404785,0.004333,0.009717 -v8-interpreter,modexp-nagydani-1-square,0.09040307998657227,0.005146,0.010674 -v8-interpreter,modexp-nagydani-1-square,0.09249615669250488,0.00441,0.010847 -v8-interpreter,modexp-nagydani-1-square,0.09470486640930176,0.005348,0.011673 -v8-interpreter,modexp-nagydani-1-square,0.09913969039916992,0.005104,0.010809 -v8-interpreter,modexp-nagydani-1-square,0.0851907730102539,0.004572,0.013026 -v8-interpreter,modexp-nagydani-1-square,0.08003878593444824,0.004257,0.011105 -v8-interpreter,modexp-nagydani-1-square,0.08879899978637695,0.00459,0.010785 -v8-interpreter,modexp-nagydani-1-square,0.08375954627990723,0.00506,0.011791 -v8-interpreter,modexp-nagydani-1-square,0.0903158187866211,0.003987,0.010518 -v8-interpreter,modexp-nagydani-1-square,0.09072113037109375,0.004941,0.010019 -v8-interpreter,modexp-nagydani-1-square,0.08908891677856445,0.0046,0.010288 -v8-interpreter,modexp-nagydani-1-square,0.09053397178649902,0.004099,0.010473 -v8-interpreter,modexp-nagydani-1-square,0.08850836753845215,0.004823,0.009595 -v8-interpreter,modexp-nagydani-1-square,0.09301519393920898,0.00555,0.01185 -v8-interpreter,modexp-nagydani-1-square,0.0937659740447998,0.005147,0.010592 -v8-interpreter,modexp-nagydani-1-square,0.0938866138458252,0.004364,0.010702 -v8-interpreter,modexp-nagydani-1-square,0.09344267845153809,0.004589,0.011136 -v8-interpreter,modexp-nagydani-1-square,0.09270429611206055,0.004704,0.010786 -v8-interpreter,modexp-nagydani-1-square,0.09775924682617188,0.004706,0.011549 -v8-interpreter,modexp-nagydani-1-square,0.0811617374420166,0.004202,0.009824 -v8-interpreter,modexp-nagydani-1-square,0.08764982223510742,0.004695,0.00962 -v8-interpreter,modexp-nagydani-1-square,0.09244394302368164,0.00458,0.009683 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,37.25605034828186,0.00516,37.183385 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,37.11439371109009,0.005038,37.037331 -v8-interpreter,bls12-381-aggreg-32-pubkeys-verify-sig,37.363330602645874,0.005089,37.287999 -v8-interpreter,blake2b-8415-bytes,0.08883118629455566,0.002555,0.021118 -v8-interpreter,blake2b-8415-bytes,0.09415483474731445,0.002598,0.018242 -v8-interpreter,blake2b-8415-bytes,0.08854198455810547,0.002549,0.018878 -v8-interpreter,blake2b-8415-bytes,0.08942127227783203,0.003467,0.019892 -v8-interpreter,blake2b-8415-bytes,0.08565330505371094,0.002635,0.018436 -v8-interpreter,blake2b-8415-bytes,0.0861508846282959,0.002541,0.018371 -v8-interpreter,blake2b-8415-bytes,0.08642435073852539,0.002657,0.01965 -v8-interpreter,blake2b-8415-bytes,0.08762145042419434,0.002538,0.018785 -v8-interpreter,blake2b-8415-bytes,0.0875084400177002,0.002641,0.018615 -v8-interpreter,blake2b-8415-bytes,0.08969807624816895,0.002525,0.018327 -v8-interpreter,blake2b-8415-bytes,0.08464837074279785,0.002499,0.018183 -v8-interpreter,blake2b-8415-bytes,0.08790850639343262,0.002706,0.020361 -v8-interpreter,blake2b-8415-bytes,0.08911848068237305,0.002716,0.019972 -v8-interpreter,blake2b-8415-bytes,0.0848398208618164,0.002393,0.018398 -v8-interpreter,blake2b-8415-bytes,0.08813643455505371,0.002918,0.018569 -v8-interpreter,blake2b-8415-bytes,0.08543896675109863,0.002593,0.019153 -v8-interpreter,blake2b-8415-bytes,0.08557248115539551,0.0027,0.018719 -v8-interpreter,blake2b-8415-bytes,0.08840227127075195,0.002662,0.018492 -v8-interpreter,blake2b-8415-bytes,0.08841443061828613,0.002471,0.019879 -v8-interpreter,blake2b-8415-bytes,0.08623361587524414,0.002921,0.018333 -v8-interpreter,blake2b-8415-bytes,0.08611655235290527,0.002607,0.018276 -v8-interpreter,blake2b-8415-bytes,0.08982515335083008,0.00285,0.018392 -v8-interpreter,blake2b-8415-bytes,0.08764815330505371,0.00266,0.018205 -v8-interpreter,blake2b-8415-bytes,0.0865488052368164,0.002621,0.018329 -v8-interpreter,blake2b-8415-bytes,0.08849620819091797,0.002763,0.018658 -v8-interpreter,blake2b-8415-bytes,0.08885741233825684,0.002938,0.018676 -v8-interpreter,blake2b-8415-bytes,0.08573555946350098,0.002641,0.018172 -v8-interpreter,blake2b-8415-bytes,0.08585429191589355,0.002455,0.01815 -v8-interpreter,blake2b-8415-bytes,0.0898447036743164,0.002696,0.018262 -v8-interpreter,blake2b-8415-bytes,0.08681297302246094,0.002492,0.019862 -v8-interpreter,blake2b-8415-bytes,0.08541679382324219,0.002535,0.018226 -v8-interpreter,blake2b-8415-bytes,0.08850812911987305,0.002888,0.018792 -v8-interpreter,blake2b-8415-bytes,0.08858489990234375,0.002499,0.018283 -v8-interpreter,blake2b-8415-bytes,0.08759737014770508,0.002556,0.018249 -v8-interpreter,blake2b-8415-bytes,0.08646392822265625,0.0026,0.018333 -v8-interpreter,blake2b-8415-bytes,0.08653450012207031,0.002588,0.018421 -v8-interpreter,blake2b-8415-bytes,0.08572912216186523,0.002549,0.018585 -v8-interpreter,blake2b-8415-bytes,0.09237957000732422,0.002615,0.018274 -v8-interpreter,blake2b-8415-bytes,0.08653831481933594,0.002477,0.019242 -v8-interpreter,blake2b-8415-bytes,0.08723139762878418,0.002575,0.01972 -v8-interpreter,blake2b-8415-bytes,0.08548307418823242,0.002532,0.018266 -v8-interpreter,blake2b-8415-bytes,0.0919640064239502,0.002393,0.019449 -v8-interpreter,blake2b-8415-bytes,0.08475828170776367,0.002474,0.018531 -v8-interpreter,blake2b-8415-bytes,0.09137582778930664,0.002584,0.018479 -v8-interpreter,blake2b-8415-bytes,0.08723735809326172,0.00243,0.018279 -v8-interpreter,blake2b-8415-bytes,0.08491206169128418,0.002408,0.018484 -v8-interpreter,blake2b-8415-bytes,0.08862519264221191,0.002585,0.019261 -v8-interpreter,blake2b-8415-bytes,0.09173297882080078,0.002681,0.019653 -v8-interpreter,blake2b-8415-bytes,0.08754777908325195,0.002605,0.019938 -v8-interpreter,blake2b-8415-bytes,0.0878763198852539,0.002628,0.018254 -v8-interpreter,bn128_add-cdetrio11,0.0793907642364502,0.002523,0.013137 -v8-interpreter,bn128_add-cdetrio11,0.08129596710205078,0.002694,0.013996 -v8-interpreter,bn128_add-cdetrio11,0.0827479362487793,0.002845,0.013131 -v8-interpreter,bn128_add-cdetrio11,0.08010005950927734,0.002561,0.012882 -v8-interpreter,bn128_add-cdetrio11,0.08186078071594238,0.002627,0.013584 -v8-interpreter,bn128_add-cdetrio11,0.0799095630645752,0.00254,0.012993 -v8-interpreter,bn128_add-cdetrio11,0.08101224899291992,0.002561,0.013032 -v8-interpreter,bn128_add-cdetrio11,0.08229446411132812,0.002706,0.014545 -v8-interpreter,bn128_add-cdetrio11,0.08026242256164551,0.002619,0.012919 -v8-interpreter,bn128_add-cdetrio11,0.08818507194519043,0.002517,0.012953 -v8-interpreter,bn128_add-cdetrio11,0.08292245864868164,0.002775,0.01312 -v8-interpreter,bn128_add-cdetrio11,0.08366847038269043,0.002644,0.014143 -v8-interpreter,bn128_add-cdetrio11,0.08066916465759277,0.002544,0.013103 -v8-interpreter,bn128_add-cdetrio11,0.08112120628356934,0.002615,0.013159 -v8-interpreter,bn128_add-cdetrio11,0.08112263679504395,0.002611,0.012906 -v8-interpreter,bn128_add-cdetrio11,0.08654379844665527,0.002953,0.013782 -v8-interpreter,bn128_add-cdetrio11,0.08628082275390625,0.002567,0.013409 -v8-interpreter,bn128_add-cdetrio11,0.08111047744750977,0.002548,0.01313 -v8-interpreter,bn128_add-cdetrio11,0.08446240425109863,0.002587,0.013245 -v8-interpreter,bn128_add-cdetrio11,0.08234691619873047,0.002625,0.013101 -v8-interpreter,bn128_add-cdetrio11,0.0819540023803711,0.002474,0.013053 -v8-interpreter,bn128_add-cdetrio11,0.08349347114562988,0.002497,0.015806 -v8-interpreter,bn128_add-cdetrio11,0.08553481101989746,0.002646,0.013004 -v8-interpreter,bn128_add-cdetrio11,0.08132576942443848,0.002641,0.012935 -v8-interpreter,bn128_add-cdetrio11,0.08066082000732422,0.002506,0.01316 -v8-interpreter,bn128_add-cdetrio11,0.08074736595153809,0.002709,0.013025 -v8-interpreter,bn128_add-cdetrio11,0.07889604568481445,0.0026,0.01293 -v8-interpreter,bn128_add-cdetrio11,0.08125638961791992,0.002494,0.012897 -v8-interpreter,bn128_add-cdetrio11,0.08321166038513184,0.003031,0.013025 -v8-interpreter,bn128_add-cdetrio11,0.0803225040435791,0.002577,0.012902 -v8-interpreter,bn128_add-cdetrio11,0.0802156925201416,0.002609,0.012872 -v8-interpreter,bn128_add-cdetrio11,0.07959985733032227,0.00257,0.01294 -v8-interpreter,bn128_add-cdetrio11,0.08043932914733887,0.002618,0.013084 -v8-interpreter,bn128_add-cdetrio11,0.08080077171325684,0.002597,0.013292 -v8-interpreter,bn128_add-cdetrio11,0.07944107055664062,0.002536,0.012947 -v8-interpreter,bn128_add-cdetrio11,0.08643054962158203,0.002743,0.013652 -v8-interpreter,bn128_add-cdetrio11,0.08445525169372559,0.002598,0.012948 -v8-interpreter,bn128_add-cdetrio11,0.07877945899963379,0.002561,0.012826 -v8-interpreter,bn128_add-cdetrio11,0.08374214172363281,0.00282,0.012947 -v8-interpreter,bn128_add-cdetrio11,0.08048534393310547,0.002543,0.01295 -v8-interpreter,bn128_add-cdetrio11,0.0823061466217041,0.002571,0.013179 -v8-interpreter,bn128_add-cdetrio11,0.08029627799987793,0.002534,0.013065 -v8-interpreter,bn128_add-cdetrio11,0.08087682723999023,0.002685,0.012953 -v8-interpreter,bn128_add-cdetrio11,0.08477473258972168,0.002627,0.013234 -v8-interpreter,bn128_add-cdetrio11,0.08360409736633301,0.002741,0.014447 -v8-interpreter,bn128_add-cdetrio11,0.08020806312561035,0.002483,0.012925 -v8-interpreter,bn128_add-cdetrio11,0.07958221435546875,0.002514,0.012957 -v8-interpreter,bn128_add-cdetrio11,0.08322262763977051,0.002593,0.012882 -v8-interpreter,bn128_add-cdetrio11,0.0808248519897461,0.0026,0.013216 -v8-interpreter,bn128_add-cdetrio11,0.08075356483459473,0.002682,0.013056 -v8-interpreter,bn128_mul-cdetrio11,0.8026478290557861,0.004934,0.731872 -v8-interpreter,bn128_mul-cdetrio11,0.7813558578491211,0.002434,0.713385 -v8-interpreter,bn128_mul-cdetrio11,0.8050975799560547,0.002481,0.735381 -v8-interpreter,bn128_mul-cdetrio11,0.7923164367675781,0.002587,0.723999 -v8-interpreter,bn128_mul-cdetrio11,0.8271694183349609,0.003985,0.753782 -v8-interpreter,bn128_mul-cdetrio11,0.8111550807952881,0.002511,0.741563 -v8-interpreter,bn128_mul-cdetrio11,0.7951843738555908,0.002615,0.726146 -v8-interpreter,bn128_mul-cdetrio11,0.7929444313049316,0.002601,0.721395 -v8-interpreter,bn128_mul-cdetrio11,0.7904536724090576,0.002638,0.721944 -v8-interpreter,bn128_mul-cdetrio11,0.791297435760498,0.002607,0.719478 -v8-interpreter,bn128_mul-cdetrio11,0.8237268924713135,0.00263,0.756552 -v8-interpreter,bn128_mul-cdetrio11,0.7900385856628418,0.002522,0.720049 -v8-interpreter,bn128_mul-cdetrio11,0.8044188022613525,0.002624,0.732255 -v8-interpreter,bn128_mul-cdetrio11,0.7871553897857666,0.002668,0.717766 -v8-interpreter,bn128_mul-cdetrio11,0.7873821258544922,0.002663,0.716654 -v8-interpreter,bn128_mul-cdetrio11,0.7874898910522461,0.00256,0.719142 -v8-interpreter,bn128_mul-cdetrio11,0.7831015586853027,0.002573,0.714996 -v8-interpreter,bn128_mul-cdetrio11,0.7844219207763672,0.00256,0.716451 -v8-interpreter,bn128_mul-cdetrio11,0.8009986877441406,0.002524,0.733067 -v8-interpreter,bn128_mul-cdetrio11,0.80814528465271,0.002639,0.729903 -v8-interpreter,bn128_mul-cdetrio11,0.790701150894165,0.002614,0.724177 -v8-interpreter,bn128_mul-cdetrio11,0.7946088314056396,0.002641,0.722701 -v8-interpreter,bn128_mul-cdetrio11,0.7992291450500488,0.002691,0.731178 -v8-interpreter,bn128_mul-cdetrio11,0.8030102252960205,0.002696,0.727735 -v8-interpreter,bn128_mul-cdetrio11,0.8102066516876221,0.00252,0.730015 -v8-interpreter,bn128_mul-cdetrio11,0.7912206649780273,0.002682,0.715706 -v8-interpreter,bn128_mul-cdetrio11,0.8000118732452393,0.003016,0.732372 -v8-interpreter,bn128_mul-cdetrio11,0.7857813835144043,0.002685,0.715068 -v8-interpreter,bn128_mul-cdetrio11,0.8063602447509766,0.002603,0.738417 -v8-interpreter,bn128_mul-cdetrio11,0.7852554321289062,0.002579,0.717643 -v8-interpreter,bn128_mul-cdetrio11,0.7877321243286133,0.002622,0.719121 -v8-interpreter,bn128_mul-cdetrio11,0.7868895530700684,0.002566,0.718249 -v8-interpreter,bn128_mul-cdetrio11,0.7945396900177002,0.002652,0.725488 -v8-interpreter,bn128_mul-cdetrio11,0.7929472923278809,0.002893,0.723492 -v8-interpreter,bn128_mul-cdetrio11,0.7956998348236084,0.002645,0.722444 -v8-interpreter,bn128_mul-cdetrio11,0.7927546501159668,0.002571,0.72626 -v8-interpreter,bn128_mul-cdetrio11,0.7990858554840088,0.002651,0.729328 -v8-interpreter,bn128_mul-cdetrio11,0.7912399768829346,0.00284,0.722888 -v8-interpreter,bn128_mul-cdetrio11,0.8101704120635986,0.002576,0.7408 -v8-interpreter,bn128_mul-cdetrio11,0.7909362316131592,0.002584,0.723462 -v8-interpreter,bn128_mul-cdetrio11,0.7893447875976562,0.002575,0.721018 -v8-interpreter,bn128_mul-cdetrio11,0.8000481128692627,0.002812,0.727279 -v8-interpreter,bn128_mul-cdetrio11,0.7966961860656738,0.00256,0.729448 -v8-interpreter,bn128_mul-cdetrio11,0.7895431518554688,0.002576,0.720532 -v8-interpreter,bn128_mul-cdetrio11,0.798940896987915,0.002624,0.731277 -v8-interpreter,bn128_mul-cdetrio11,0.8233568668365479,0.002741,0.754445 -v8-interpreter,bn128_mul-cdetrio11,0.7894566059112549,0.00261,0.722317 -v8-interpreter,bn128_mul-cdetrio11,0.8083322048187256,0.002661,0.741063 -v8-interpreter,bn128_mul-cdetrio11,0.8383798599243164,0.002555,0.765853 -v8-interpreter,bn128_mul-cdetrio11,0.8015825748443604,0.002438,0.734848 -v8-interpreter,bn128_pairing-one_point,9.217103004455566,0.00401,9.145873 -v8-interpreter,bn128_pairing-one_point,9.383139371871948,0.003758,9.312305 -v8-interpreter,bn128_pairing-one_point,9.237295627593994,0.003959,9.166384 -v8-interpreter,bn128_pairing-one_point,9.214105129241943,0.003703,9.143431 -v8-interpreter,bn128_pairing-one_point,9.252660751342773,0.004052,9.177999 -v8-interpreter,bn128_pairing-one_point,9.235105514526367,0.003747,9.16511 -v8-interpreter,bn128_pairing-one_point,9.281636953353882,0.003781,9.210805 -v8-interpreter,ed25519-verify-ten-inputs,2.912647247314453,0.003984,2.834358 -v8-interpreter,ed25519-verify-ten-inputs,2.9272735118865967,0.003683,2.846899 -v8-interpreter,ed25519-verify-ten-inputs,3.043762683868408,0.004579,2.961406 -v8-interpreter,ed25519-verify-ten-inputs,2.8959152698516846,0.003934,2.816338 -v8-interpreter,ed25519-verify-ten-inputs,2.953075885772705,0.00406,2.873069 -v8-interpreter,ed25519-verify-ten-inputs,2.976393699645996,0.004535,2.891844 -v8-interpreter,ed25519-verify-ten-inputs,2.9499764442443848,0.004592,2.867273 -v8-interpreter,ed25519-verify-ten-inputs,2.8529601097106934,0.004595,2.782198 -v8-interpreter,ed25519-verify-ten-inputs,2.77713680267334,0.003808,2.707065 -v8-interpreter,ed25519-verify-ten-inputs,2.7718665599823,0.003842,2.698254 -v8-interpreter,ed25519-verify-ten-inputs,2.8270015716552734,0.004029,2.743353 -v8-interpreter,ed25519-verify-ten-inputs,3.005347728729248,0.003756,2.922351 -v8-interpreter,ed25519-verify-ten-inputs,2.766754627227783,0.003517,2.691621 -v8-interpreter,ed25519-verify-ten-inputs,2.8564329147338867,0.004826,2.770516 -v8-interpreter,ed25519-verify-ten-inputs,2.9050986766815186,0.003965,2.823646 -v8-interpreter,ed25519-verify-ten-inputs,2.8015084266662598,0.003918,2.720192 -v8-interpreter,ed25519-verify-ten-inputs,2.865997076034546,0.003655,2.794981 -v8-interpreter,ed25519-verify-ten-inputs,2.9546804428100586,0.003727,2.87174 -v8-interpreter,ed25519-verify-ten-inputs,2.772218942642212,0.004558,2.690333 -v8-interpreter,ed25519-verify-ten-inputs,2.830676794052124,0.003661,2.757953 -v8-interpreter,ed25519-verify-ten-inputs,2.8381121158599854,0.004008,2.758467 -v8-interpreter,bn128_mul-chfast2,0.4329063892364502,0.002571,0.366193 -v8-interpreter,bn128_mul-chfast2,0.42791247367858887,0.002525,0.359097 -v8-interpreter,bn128_mul-chfast2,0.42487359046936035,0.002618,0.355912 -v8-interpreter,bn128_mul-chfast2,0.4312260150909424,0.002832,0.361297 -v8-interpreter,bn128_mul-chfast2,0.43200063705444336,0.002749,0.362583 -v8-interpreter,bn128_mul-chfast2,0.4673192501068115,0.002664,0.394996 -v8-interpreter,bn128_mul-chfast2,0.433117151260376,0.002667,0.365583 -v8-interpreter,bn128_mul-chfast2,0.4323577880859375,0.00262,0.365438 -v8-interpreter,bn128_mul-chfast2,0.43058180809020996,0.002559,0.359253 -v8-interpreter,bn128_mul-chfast2,0.4301583766937256,0.00258,0.363018 -v8-interpreter,bn128_mul-chfast2,0.43526601791381836,0.002742,0.36709 -v8-interpreter,bn128_mul-chfast2,0.42493653297424316,0.002663,0.357656 -v8-interpreter,bn128_mul-chfast2,0.4327967166900635,0.002596,0.364527 -v8-interpreter,bn128_mul-chfast2,0.4254419803619385,0.002542,0.358232 -v8-interpreter,bn128_mul-chfast2,0.423004150390625,0.002615,0.356197 -v8-interpreter,bn128_mul-chfast2,0.43310070037841797,0.002795,0.364782 -v8-interpreter,bn128_mul-chfast2,0.4230835437774658,0.002542,0.35491 -v8-interpreter,bn128_mul-chfast2,0.4361991882324219,0.00304,0.367847 -v8-interpreter,bn128_mul-chfast2,0.4307363033294678,0.002582,0.362438 -v8-interpreter,bn128_mul-chfast2,0.42577075958251953,0.002616,0.358457 -v8-interpreter,bn128_mul-chfast2,0.4276771545410156,0.002571,0.361072 -v8-interpreter,bn128_mul-chfast2,0.428769588470459,0.002593,0.361389 -v8-interpreter,bn128_mul-chfast2,0.43227219581604004,0.002553,0.357732 -v8-interpreter,bn128_mul-chfast2,0.4311795234680176,0.002761,0.36324 -v8-interpreter,bn128_mul-chfast2,0.4259302616119385,0.002682,0.358062 -v8-interpreter,bn128_mul-chfast2,0.42870235443115234,0.002603,0.360187 -v8-interpreter,bn128_mul-chfast2,0.42362093925476074,0.002605,0.356562 -v8-interpreter,bn128_mul-chfast2,0.4339029788970947,0.00268,0.364295 -v8-interpreter,bn128_mul-chfast2,0.42533421516418457,0.002474,0.356744 -v8-interpreter,bn128_mul-chfast2,0.4341702461242676,0.002494,0.365234 -v8-interpreter,bn128_mul-chfast2,0.42392873764038086,0.002607,0.356385 -v8-interpreter,bn128_mul-chfast2,0.4299168586730957,0.00278,0.361218 -v8-interpreter,bn128_mul-chfast2,0.43029189109802246,0.002669,0.361217 -v8-interpreter,bn128_mul-chfast2,0.4330172538757324,0.002506,0.36589 -v8-interpreter,bn128_mul-chfast2,0.44335079193115234,0.002576,0.37684 -v8-interpreter,bn128_mul-chfast2,0.4230995178222656,0.002624,0.356535 -v8-interpreter,bn128_mul-chfast2,0.4348163604736328,0.00335,0.361118 -v8-interpreter,bn128_mul-chfast2,0.43338704109191895,0.002515,0.35752 -v8-interpreter,bn128_mul-chfast2,0.4298586845397949,0.002723,0.360348 -v8-interpreter,bn128_mul-chfast2,0.42606401443481445,0.002663,0.355382 -v8-interpreter,bn128_mul-chfast2,0.42807745933532715,0.002694,0.360742 -v8-interpreter,bn128_mul-chfast2,0.426180362701416,0.002633,0.358628 -v8-interpreter,bn128_mul-chfast2,0.4402167797088623,0.002631,0.369361 -v8-interpreter,bn128_mul-chfast2,0.4238319396972656,0.002856,0.356899 -v8-interpreter,bn128_mul-chfast2,0.4278237819671631,0.002594,0.359203 -v8-interpreter,bn128_mul-chfast2,0.4260833263397217,0.002577,0.357947 -v8-interpreter,bn128_mul-chfast2,0.43273305892944336,0.002603,0.365069 -v8-interpreter,bn128_mul-chfast2,0.4257941246032715,0.002542,0.357612 -v8-interpreter,bn128_mul-chfast2,0.428131103515625,0.002656,0.357589 -v8-interpreter,bn128_mul-chfast2,0.4261791706085205,0.002617,0.35717 -v8-interpreter,bn128_add-cdetrio14,0.0721125602722168,0.002629,0.005453 -v8-interpreter,bn128_add-cdetrio14,0.07113862037658691,0.002556,0.004547 -v8-interpreter,bn128_add-cdetrio14,0.07234644889831543,0.002467,0.004762 -v8-interpreter,bn128_add-cdetrio14,0.07253217697143555,0.002571,0.004587 -v8-interpreter,bn128_add-cdetrio14,0.07158184051513672,0.002508,0.004753 -v8-interpreter,bn128_add-cdetrio14,0.07355642318725586,0.00263,0.00461 -v8-interpreter,bn128_add-cdetrio14,0.07146883010864258,0.002591,0.004544 -v8-interpreter,bn128_add-cdetrio14,0.07671666145324707,0.00261,0.004962 -v8-interpreter,bn128_add-cdetrio14,0.0721440315246582,0.00266,0.004612 -v8-interpreter,bn128_add-cdetrio14,0.07317876815795898,0.002469,0.00492 -v8-interpreter,bn128_add-cdetrio14,0.07497572898864746,0.002709,0.004786 -v8-interpreter,bn128_add-cdetrio14,0.0773160457611084,0.002649,0.005736 -v8-interpreter,bn128_add-cdetrio14,0.07108020782470703,0.002551,0.00455 -v8-interpreter,bn128_add-cdetrio14,0.07236456871032715,0.002575,0.004562 -v8-interpreter,bn128_add-cdetrio14,0.07191777229309082,0.00258,0.004538 -v8-interpreter,bn128_add-cdetrio14,0.07203125953674316,0.002512,0.004583 -v8-interpreter,bn128_add-cdetrio14,0.07546830177307129,0.002714,0.005396 -v8-interpreter,bn128_add-cdetrio14,0.07405495643615723,0.002532,0.004592 -v8-interpreter,bn128_add-cdetrio14,0.07121849060058594,0.002632,0.004551 -v8-interpreter,bn128_add-cdetrio14,0.07457828521728516,0.002571,0.004554 -v8-interpreter,bn128_add-cdetrio14,0.07544970512390137,0.002474,0.004594 -v8-interpreter,bn128_add-cdetrio14,0.07292985916137695,0.002614,0.004625 -v8-interpreter,bn128_add-cdetrio14,0.07124209403991699,0.002432,0.00466 -v8-interpreter,bn128_add-cdetrio14,0.07657599449157715,0.002591,0.004643 -v8-interpreter,bn128_add-cdetrio14,0.07229495048522949,0.003107,0.004548 -v8-interpreter,bn128_add-cdetrio14,0.07274937629699707,0.002648,0.004624 -v8-interpreter,bn128_add-cdetrio14,0.07123279571533203,0.002539,0.004671 -v8-interpreter,bn128_add-cdetrio14,0.07146191596984863,0.002494,0.004548 -v8-interpreter,bn128_add-cdetrio14,0.07046866416931152,0.002442,0.004537 -v8-interpreter,bn128_add-cdetrio14,0.07624697685241699,0.002636,0.005413 -v8-interpreter,bn128_add-cdetrio14,0.07311582565307617,0.002551,0.004539 -v8-interpreter,bn128_add-cdetrio14,0.07270598411560059,0.002558,0.004622 -v8-interpreter,bn128_add-cdetrio14,0.07257223129272461,0.002642,0.005447 -v8-interpreter,bn128_add-cdetrio14,0.07231712341308594,0.002567,0.004549 -v8-interpreter,bn128_add-cdetrio14,0.07284045219421387,0.002594,0.004684 -v8-interpreter,bn128_add-cdetrio14,0.08147692680358887,0.003444,0.00462 -v8-interpreter,bn128_add-cdetrio14,0.07296085357666016,0.002807,0.004603 -v8-interpreter,bn128_add-cdetrio14,0.07216858863830566,0.002531,0.004541 -v8-interpreter,bn128_add-cdetrio14,0.07268762588500977,0.002403,0.004538 -v8-interpreter,bn128_add-cdetrio14,0.07819795608520508,0.002562,0.004618 -v8-interpreter,bn128_add-cdetrio14,0.07174348831176758,0.002658,0.004614 -v8-interpreter,bn128_add-cdetrio14,0.07069039344787598,0.002546,0.004565 -v8-interpreter,bn128_add-cdetrio14,0.07183146476745605,0.00259,0.004537 -v8-interpreter,bn128_add-cdetrio14,0.0765380859375,0.002693,0.005578 -v8-interpreter,bn128_add-cdetrio14,0.07474398612976074,0.002605,0.004956 -v8-interpreter,bn128_add-cdetrio14,0.07338094711303711,0.00247,0.004719 -v8-interpreter,bn128_add-cdetrio14,0.0733187198638916,0.002673,0.005378 -v8-interpreter,bn128_add-cdetrio14,0.0715179443359375,0.002614,0.004641 -v8-interpreter,bn128_add-cdetrio14,0.07118773460388184,0.002586,0.004581 -v8-interpreter,bn128_add-cdetrio14,0.07174420356750488,0.002494,0.004599 -v8-interpreter,bn128_pairing-two_point_match_2,10.887310981750488,0.004216,10.814499 -v8-interpreter,bn128_pairing-two_point_match_2,10.798096179962158,0.003771,10.727205 -v8-interpreter,bn128_pairing-two_point_match_2,10.601298332214355,0.004294,10.526875 -v8-interpreter,bn128_pairing-two_point_match_2,10.505790710449219,0.004043,10.431618 -v8-interpreter,bn128_pairing-two_point_match_2,10.596463203430176,0.003966,10.524241 -v8-interpreter,bn128_pairing-two_point_match_2,10.863290071487427,0.003873,10.786713 -v8-interpreter,bls12-381-aggreg-64-pubkeys-verify-sig,50.71285128593445,0.005325,50.6376 -v8-interpreter,bls12-381-aggreg-64-pubkeys-verify-sig,50.79444432258606,0.007698,50.719576 -v8-interpreter,bls12-381-aggreg-64-pubkeys-verify-sig,51.3068642616272,0.005191,51.234056 -v8-interpreter,sha1-42488-bits,0.10106253623962402,0.003653,0.014609 -v8-interpreter,sha1-42488-bits,0.09080052375793457,0.002479,0.013356 -v8-interpreter,sha1-42488-bits,0.07917022705078125,0.002306,0.011733 -v8-interpreter,sha1-42488-bits,0.09567022323608398,0.00289,0.013516 -v8-interpreter,sha1-42488-bits,0.08264923095703125,0.00322,0.012568 -v8-interpreter,sha1-42488-bits,0.08682727813720703,0.002499,0.011835 -v8-interpreter,sha1-42488-bits,0.07870197296142578,0.002438,0.011796 -v8-interpreter,sha1-42488-bits,0.09623908996582031,0.002792,0.012787 -v8-interpreter,sha1-42488-bits,0.0934748649597168,0.002946,0.01384 -v8-interpreter,sha1-42488-bits,0.09741592407226562,0.002661,0.014432 -v8-interpreter,sha1-42488-bits,0.07906508445739746,0.002538,0.012009 -v8-interpreter,sha1-42488-bits,0.0940999984741211,0.002576,0.013171 -v8-interpreter,sha1-42488-bits,0.08022570610046387,0.002524,0.0119 -v8-interpreter,sha1-42488-bits,0.09023618698120117,0.003023,0.012637 -v8-interpreter,sha1-42488-bits,0.07976961135864258,0.002486,0.012036 -v8-interpreter,sha1-42488-bits,0.09241509437561035,0.002719,0.01264 -v8-interpreter,sha1-42488-bits,0.0960245132446289,0.003046,0.015464 -v8-interpreter,sha1-42488-bits,0.09553337097167969,0.002894,0.012809 -v8-interpreter,sha1-42488-bits,0.07965207099914551,0.002476,0.011917 -v8-interpreter,sha1-42488-bits,0.07941365242004395,0.002383,0.012696 -v8-interpreter,sha1-42488-bits,0.09865856170654297,0.002758,0.012134 -v8-interpreter,sha1-42488-bits,0.09398388862609863,0.002915,0.013117 -v8-interpreter,sha1-42488-bits,0.0862116813659668,0.002545,0.011994 -v8-interpreter,sha1-42488-bits,0.07820653915405273,0.002476,0.012221 -v8-interpreter,sha1-42488-bits,0.09110236167907715,0.002733,0.012566 -v8-interpreter,sha1-42488-bits,0.07957863807678223,0.002646,0.011862 -v8-interpreter,sha1-42488-bits,0.09078264236450195,0.002671,0.012809 -v8-interpreter,sha1-42488-bits,0.07962608337402344,0.002495,0.011853 -v8-interpreter,sha1-42488-bits,0.07996797561645508,0.0023,0.011888 -v8-interpreter,sha1-42488-bits,0.07967662811279297,0.002514,0.012073 -v8-interpreter,sha1-42488-bits,0.09794187545776367,0.00255,0.015632 -v8-interpreter,sha1-42488-bits,0.0872647762298584,0.002464,0.013305 -v8-interpreter,sha1-42488-bits,0.07894587516784668,0.002473,0.01172 -v8-interpreter,sha1-42488-bits,0.0907130241394043,0.002403,0.01172 -v8-interpreter,sha1-42488-bits,0.07925271987915039,0.002471,0.011795 -v8-interpreter,sha1-42488-bits,0.07901191711425781,0.002525,0.012059 -v8-interpreter,sha1-42488-bits,0.08085322380065918,0.002384,0.011916 -v8-interpreter,sha1-42488-bits,0.09201622009277344,0.002929,0.012746 -v8-interpreter,sha1-42488-bits,0.0913543701171875,0.002979,0.012765 -v8-interpreter,sha1-42488-bits,0.0924065113067627,0.002999,0.014136 -v8-interpreter,sha1-42488-bits,0.08862924575805664,0.002413,0.012033 -v8-interpreter,sha1-42488-bits,0.09584712982177734,0.003305,0.013228 -v8-interpreter,sha1-42488-bits,0.0953056812286377,0.003023,0.012112 -v8-interpreter,sha1-42488-bits,0.09853959083557129,0.003031,0.015277 -v8-interpreter,sha1-42488-bits,0.10015749931335449,0.003216,0.012765 -v8-interpreter,sha1-42488-bits,0.09203481674194336,0.00307,0.013361 -v8-interpreter,sha1-42488-bits,0.09129524230957031,0.002969,0.011692 -v8-interpreter,sha1-42488-bits,0.09306120872497559,0.00293,0.01264 -v8-interpreter,sha1-42488-bits,0.09940481185913086,0.003515,0.014647 -v8-interpreter,sha1-42488-bits,0.09689044952392578,0.002645,0.014113 -v8-interpreter,ecpairing,39.80319809913635,0.005705,39.729989 -v8-interpreter,ecpairing,39.77462196350098,0.005685,39.695916 -v8-interpreter,ecpairing,40.0446674823761,0.006237,39.968893 -v8-interpreter,bn128_mul-cdetrio12,0.6873922348022461,0.002596,0.620173 -v8-interpreter,bn128_mul-cdetrio12,0.6771857738494873,0.002572,0.608702 -v8-interpreter,bn128_mul-cdetrio12,0.6730365753173828,0.002514,0.605272 -v8-interpreter,bn128_mul-cdetrio12,0.6733300685882568,0.002712,0.600327 -v8-interpreter,bn128_mul-cdetrio12,0.6676428318023682,0.002696,0.60136 -v8-interpreter,bn128_mul-cdetrio12,0.7052357196807861,0.002495,0.638615 -v8-interpreter,bn128_mul-cdetrio12,0.6732258796691895,0.00259,0.60498 -v8-interpreter,bn128_mul-cdetrio12,0.6798546314239502,0.002572,0.612638 -v8-interpreter,bn128_mul-cdetrio12,0.6856038570404053,0.00271,0.613901 -v8-interpreter,bn128_mul-cdetrio12,0.7146759033203125,0.002597,0.646416 -v8-interpreter,bn128_mul-cdetrio12,0.6704075336456299,0.002634,0.602099 -v8-interpreter,bn128_mul-cdetrio12,0.6884763240814209,0.002924,0.616136 -v8-interpreter,bn128_mul-cdetrio12,0.6794016361236572,0.002742,0.611489 -v8-interpreter,bn128_mul-cdetrio12,0.6824431419372559,0.002705,0.61351 -v8-interpreter,bn128_mul-cdetrio12,0.6761362552642822,0.002536,0.605033 -v8-interpreter,bn128_mul-cdetrio12,0.6740152835845947,0.00261,0.60611 -v8-interpreter,bn128_mul-cdetrio12,0.672532320022583,0.002647,0.604416 -v8-interpreter,bn128_mul-cdetrio12,0.7046604156494141,0.002659,0.633282 -v8-interpreter,bn128_mul-cdetrio12,0.6782646179199219,0.002611,0.609891 -v8-interpreter,bn128_mul-cdetrio12,0.6719295978546143,0.002607,0.599494 -v8-interpreter,bn128_mul-cdetrio12,0.6870262622833252,0.002583,0.618511 -v8-interpreter,bn128_mul-cdetrio12,0.6750445365905762,0.002639,0.598897 -v8-interpreter,bn128_mul-cdetrio12,0.680511474609375,0.002712,0.598865 -v8-interpreter,bn128_mul-cdetrio12,0.6716163158416748,0.002542,0.603752 -v8-interpreter,bn128_mul-cdetrio12,0.669281005859375,0.002533,0.602885 -v8-interpreter,bn128_mul-cdetrio12,0.708702564239502,0.00254,0.639152 -v8-interpreter,bn128_mul-cdetrio12,0.6813271045684814,0.002594,0.610564 -v8-interpreter,bn128_mul-cdetrio12,0.6856589317321777,0.00256,0.615864 -v8-interpreter,bn128_mul-cdetrio12,0.682633638381958,0.002571,0.615508 -v8-interpreter,bn128_mul-cdetrio12,0.6819865703582764,0.002669,0.612868 -v8-interpreter,bn128_mul-cdetrio12,0.6728630065917969,0.00265,0.605004 -v8-interpreter,bn128_mul-cdetrio12,0.686241626739502,0.00261,0.617032 -v8-interpreter,bn128_mul-cdetrio12,0.6783998012542725,0.002576,0.60583 -v8-interpreter,bn128_mul-cdetrio12,0.6791050434112549,0.002706,0.611675 -v8-interpreter,bn128_mul-cdetrio12,0.6839585304260254,0.002908,0.607011 -v8-interpreter,bn128_mul-cdetrio12,0.6766586303710938,0.002569,0.608514 -v8-interpreter,bn128_mul-cdetrio12,0.6755540370941162,0.002612,0.607919 -v8-interpreter,bn128_mul-cdetrio12,0.6785073280334473,0.002873,0.607821 -v8-interpreter,bn128_mul-cdetrio12,0.6790182590484619,0.002737,0.610171 -v8-interpreter,bn128_mul-cdetrio12,0.7005064487457275,0.002626,0.629596 -v8-interpreter,bn128_mul-cdetrio12,0.6792888641357422,0.002561,0.613008 -v8-interpreter,bn128_mul-cdetrio12,0.6850855350494385,0.002682,0.61451 -v8-interpreter,bn128_mul-cdetrio12,0.6779780387878418,0.002602,0.609595 -v8-interpreter,bn128_mul-cdetrio12,0.6702880859375,0.002574,0.602887 -v8-interpreter,bn128_mul-cdetrio12,0.6769227981567383,0.002598,0.608711 -v8-interpreter,bn128_mul-cdetrio12,0.6777379512786865,0.002571,0.608733 -v8-interpreter,bn128_mul-cdetrio12,0.6707355976104736,0.002609,0.602922 -v8-interpreter,bn128_mul-cdetrio12,0.6793220043182373,0.002561,0.609809 -v8-interpreter,bn128_mul-cdetrio12,0.679894208908081,0.002597,0.612009 -v8-interpreter,bn128_mul-cdetrio12,0.6701803207397461,0.002544,0.602335 -v8-interpreter,guido-fuzzer-find-1,0.07198286056518555,0.002383,0.000404 -v8-interpreter,guido-fuzzer-find-1,0.07391357421875,0.002868,0.000861 -v8-interpreter,guido-fuzzer-find-1,0.06754755973815918,0.002124,0.000387 -v8-interpreter,guido-fuzzer-find-1,0.0687251091003418,0.002278,0.000398 -v8-interpreter,guido-fuzzer-find-1,0.06775021553039551,0.002158,0.000392 -v8-interpreter,guido-fuzzer-find-1,0.06819915771484375,0.002218,0.000395 -v8-interpreter,guido-fuzzer-find-1,0.07055878639221191,0.002281,0.000385 -v8-interpreter,guido-fuzzer-find-1,0.06725668907165527,0.002164,0.000407 -v8-interpreter,guido-fuzzer-find-1,0.06793403625488281,0.002086,0.000387 -v8-interpreter,guido-fuzzer-find-1,0.06953215599060059,0.002251,0.000396 -v8-interpreter,guido-fuzzer-find-1,0.06647706031799316,0.002102,0.000388 -v8-interpreter,guido-fuzzer-find-1,0.06860876083374023,0.002197,0.00044 -v8-interpreter,guido-fuzzer-find-1,0.06992459297180176,0.002356,0.000389 -v8-interpreter,guido-fuzzer-find-1,0.07034802436828613,0.00254,0.000392 -v8-interpreter,guido-fuzzer-find-1,0.07767939567565918,0.002165,0.000433 -v8-interpreter,guido-fuzzer-find-1,0.06929636001586914,0.002343,0.000391 -v8-interpreter,guido-fuzzer-find-1,0.06747674942016602,0.00211,0.000403 -v8-interpreter,guido-fuzzer-find-1,0.06758904457092285,0.002112,0.000385 -v8-interpreter,guido-fuzzer-find-1,0.06895852088928223,0.002371,0.000388 -v8-interpreter,guido-fuzzer-find-1,0.07002115249633789,0.002157,0.000398 -v8-interpreter,guido-fuzzer-find-1,0.06832242012023926,0.002233,0.000434 -v8-interpreter,guido-fuzzer-find-1,0.06917047500610352,0.002135,0.000401 -v8-interpreter,guido-fuzzer-find-1,0.06880378723144531,0.002132,0.000648 -v8-interpreter,guido-fuzzer-find-1,0.06829452514648438,0.002192,0.000389 -v8-interpreter,guido-fuzzer-find-1,0.07452201843261719,0.00212,0.0004 -v8-interpreter,guido-fuzzer-find-1,0.06796407699584961,0.002156,0.000412 -v8-interpreter,guido-fuzzer-find-1,0.06890344619750977,0.00218,0.000393 -v8-interpreter,guido-fuzzer-find-1,0.0675203800201416,0.002133,0.000426 -v8-interpreter,guido-fuzzer-find-1,0.06769347190856934,0.002155,0.000399 -v8-interpreter,guido-fuzzer-find-1,0.06878209114074707,0.002322,0.000391 -v8-interpreter,guido-fuzzer-find-1,0.06709432601928711,0.002344,0.000386 -v8-interpreter,guido-fuzzer-find-1,0.06933736801147461,0.002143,0.000399 -v8-interpreter,guido-fuzzer-find-1,0.06707191467285156,0.002275,0.000392 -v8-interpreter,guido-fuzzer-find-1,0.06769371032714844,0.002116,0.000402 -v8-interpreter,guido-fuzzer-find-1,0.06783032417297363,0.002399,0.000433 -v8-interpreter,guido-fuzzer-find-1,0.06968021392822266,0.00221,0.000416 -v8-interpreter,guido-fuzzer-find-1,0.06913280487060547,0.002189,0.00039 -v8-interpreter,guido-fuzzer-find-1,0.06792449951171875,0.002362,0.000393 -v8-interpreter,guido-fuzzer-find-1,0.06784701347351074,0.00209,0.000392 -v8-interpreter,guido-fuzzer-find-1,0.0675661563873291,0.002574,0.000396 -v8-interpreter,guido-fuzzer-find-1,0.0748903751373291,0.002191,0.000463 -v8-interpreter,guido-fuzzer-find-1,0.06687545776367188,0.002195,0.000402 -v8-interpreter,guido-fuzzer-find-1,0.06930804252624512,0.002263,0.000389 -v8-interpreter,guido-fuzzer-find-1,0.06923413276672363,0.002208,0.000396 -v8-interpreter,guido-fuzzer-find-1,0.06781458854675293,0.002184,0.000388 -v8-interpreter,guido-fuzzer-find-1,0.0749356746673584,0.002347,0.000462 -v8-interpreter,guido-fuzzer-find-1,0.07911181449890137,0.002391,0.000385 -v8-interpreter,guido-fuzzer-find-1,0.0704960823059082,0.00213,0.000432 -v8-interpreter,guido-fuzzer-find-1,0.06746435165405273,0.002134,0.00039 -v8-interpreter,guido-fuzzer-find-1,0.07015872001647949,0.002136,0.000392 -v8-interpreter,bn128_mul-cdetrio7,0.6835780143737793,0.002566,0.606953 -v8-interpreter,bn128_mul-cdetrio7,0.6700301170349121,0.002597,0.601563 -v8-interpreter,bn128_mul-cdetrio7,0.6824424266815186,0.002605,0.614253 -v8-interpreter,bn128_mul-cdetrio7,0.6688082218170166,0.002512,0.599357 -v8-interpreter,bn128_mul-cdetrio7,0.671501874923706,0.002552,0.602353 -v8-interpreter,bn128_mul-cdetrio7,0.688389778137207,0.002702,0.61866 -v8-interpreter,bn128_mul-cdetrio7,0.6792221069335938,0.002632,0.611244 -v8-interpreter,bn128_mul-cdetrio7,0.6812844276428223,0.002503,0.611026 -v8-interpreter,bn128_mul-cdetrio7,0.6803333759307861,0.002598,0.612173 -v8-interpreter,bn128_mul-cdetrio7,0.6738667488098145,0.002547,0.606412 -v8-interpreter,bn128_mul-cdetrio7,0.6760671138763428,0.002735,0.608476 -v8-interpreter,bn128_mul-cdetrio7,0.693115234375,0.002611,0.625827 -v8-interpreter,bn128_mul-cdetrio7,0.6728758811950684,0.002582,0.601486 -v8-interpreter,bn128_mul-cdetrio7,0.6653842926025391,0.002604,0.598817 -v8-interpreter,bn128_mul-cdetrio7,0.6724178791046143,0.00265,0.603086 -v8-interpreter,bn128_mul-cdetrio7,0.6940431594848633,0.002553,0.626221 -v8-interpreter,bn128_mul-cdetrio7,0.691727876663208,0.004026,0.6197 -v8-interpreter,bn128_mul-cdetrio7,0.694847583770752,0.002671,0.624351 -v8-interpreter,bn128_mul-cdetrio7,0.6879293918609619,0.002766,0.616861 -v8-interpreter,bn128_mul-cdetrio7,0.6872377395629883,0.002858,0.618244 -v8-interpreter,bn128_mul-cdetrio7,0.7010560035705566,0.002734,0.633053 -v8-interpreter,bn128_mul-cdetrio7,0.6854839324951172,0.003936,0.613286 -v8-interpreter,bn128_mul-cdetrio7,0.666954755783081,0.0025,0.599517 -v8-interpreter,bn128_mul-cdetrio7,0.6928582191467285,0.002598,0.624871 -v8-interpreter,bn128_mul-cdetrio7,0.6672980785369873,0.002643,0.599148 -v8-interpreter,bn128_mul-cdetrio7,0.6694614887237549,0.002662,0.599513 -v8-interpreter,bn128_mul-cdetrio7,0.6746854782104492,0.002649,0.60451 -v8-interpreter,bn128_mul-cdetrio7,0.6882622241973877,0.002673,0.617609 -v8-interpreter,bn128_mul-cdetrio7,0.6661906242370605,0.00259,0.597693 -v8-interpreter,bn128_mul-cdetrio7,0.7167513370513916,0.002699,0.644133 -v8-interpreter,bn128_mul-cdetrio7,0.6730320453643799,0.002627,0.605668 -v8-interpreter,bn128_mul-cdetrio7,0.6933562755584717,0.00258,0.622612 -v8-interpreter,bn128_mul-cdetrio7,0.6868712902069092,0.002676,0.61844 -v8-interpreter,bn128_mul-cdetrio7,0.6860275268554688,0.002697,0.617653 -v8-interpreter,bn128_mul-cdetrio7,0.6723024845123291,0.00256,0.605678 -v8-interpreter,bn128_mul-cdetrio7,0.6695952415466309,0.002588,0.602978 -v8-interpreter,bn128_mul-cdetrio7,0.6748702526092529,0.002692,0.605166 -v8-interpreter,bn128_mul-cdetrio7,0.674440860748291,0.002712,0.604086 -v8-interpreter,bn128_mul-cdetrio7,0.684624195098877,0.002574,0.614497 -v8-interpreter,bn128_mul-cdetrio7,0.6790013313293457,0.002671,0.609974 -v8-interpreter,bn128_mul-cdetrio7,0.6771626472473145,0.00263,0.608083 -v8-interpreter,bn128_mul-cdetrio7,0.6805284023284912,0.002633,0.610042 -v8-interpreter,bn128_mul-cdetrio7,0.6746406555175781,0.002559,0.607105 -v8-interpreter,bn128_mul-cdetrio7,0.6705706119537354,0.002618,0.60268 -v8-interpreter,bn128_mul-cdetrio7,0.6726086139678955,0.002594,0.603642 -v8-interpreter,bn128_mul-cdetrio7,0.6846880912780762,0.00419,0.613601 -v8-interpreter,bn128_mul-cdetrio7,0.684664249420166,0.002636,0.614984 -v8-interpreter,bn128_mul-cdetrio7,0.6813201904296875,0.002495,0.608067 -v8-interpreter,bn128_mul-cdetrio7,0.6747138500213623,0.002606,0.605983 -v8-interpreter,bn128_mul-cdetrio7,0.6685903072357178,0.002635,0.601137 -wavm,guido-fuzzer-find-2,0.0476992130279541,0.034396,0.000196 -wavm,guido-fuzzer-find-2,0.0472722053527832,0.033879,0.000201 -wavm,guido-fuzzer-find-2,0.04715085029602051,0.033866,0.000224 -wavm,guido-fuzzer-find-2,0.04713845252990723,0.034602,0.000225 -wavm,guido-fuzzer-find-2,0.0464625358581543,0.03424,0.000219 -wavm,guido-fuzzer-find-2,0.04719209671020508,0.03451,0.0002 -wavm,guido-fuzzer-find-2,0.04772043228149414,0.034091,0.000218 -wavm,guido-fuzzer-find-2,0.04792499542236328,0.034894,0.000219 -wavm,guido-fuzzer-find-2,0.048345088958740234,0.035189,0.000199 -wavm,guido-fuzzer-find-2,0.04770660400390625,0.03457,0.000225 -wavm,guido-fuzzer-find-2,0.047678232192993164,0.034364,0.000198 -wavm,guido-fuzzer-find-2,0.04840254783630371,0.034554,0.000213 -wavm,guido-fuzzer-find-2,0.0476224422454834,0.034053,0.000202 -wavm,guido-fuzzer-find-2,0.04676961898803711,0.034035,0.000236 -wavm,guido-fuzzer-find-2,0.04638242721557617,0.033994,0.000219 -wavm,guido-fuzzer-find-2,0.04731392860412598,0.034059,0.000197 -wavm,guido-fuzzer-find-2,0.047512054443359375,0.034918,0.000221 -wavm,guido-fuzzer-find-2,0.04883098602294922,0.036502,0.000227 -wavm,guido-fuzzer-find-2,0.046964406967163086,0.034089,0.000228 -wavm,guido-fuzzer-find-2,0.04664969444274902,0.033938,0.000223 -wavm,guido-fuzzer-find-2,0.04739856719970703,0.034229,0.0002 -wavm,guido-fuzzer-find-2,0.05720829963684082,0.043225,0.000224 -wavm,guido-fuzzer-find-2,0.04749560356140137,0.034534,0.000206 -wavm,guido-fuzzer-find-2,0.04713249206542969,0.034533,0.000204 -wavm,guido-fuzzer-find-2,0.05123114585876465,0.035151,0.000223 -wavm,guido-fuzzer-find-2,0.059815406799316406,0.047388,0.000228 -wavm,guido-fuzzer-find-2,0.04718947410583496,0.034818,0.000196 -wavm,guido-fuzzer-find-2,0.05039072036743164,0.036539,0.000206 -wavm,guido-fuzzer-find-2,0.048696279525756836,0.035026,0.000202 -wavm,guido-fuzzer-find-2,0.04810905456542969,0.034257,0.000219 -wavm,guido-fuzzer-find-2,0.04716205596923828,0.034269,0.000196 -wavm,guido-fuzzer-find-2,0.04713153839111328,0.034051,0.000218 -wavm,guido-fuzzer-find-2,0.04703044891357422,0.034564,0.000217 -wavm,guido-fuzzer-find-2,0.054384708404541016,0.035192,0.000195 -wavm,guido-fuzzer-find-2,0.04679083824157715,0.034215,0.000196 -wavm,guido-fuzzer-find-2,0.04696393013000488,0.034219,0.000203 -wavm,guido-fuzzer-find-2,0.04686856269836426,0.034208,0.000202 -wavm,guido-fuzzer-find-2,0.04856610298156738,0.035737,0.000215 -wavm,guido-fuzzer-find-2,0.048171281814575195,0.034612,0.000196 -wavm,guido-fuzzer-find-2,0.04848170280456543,0.036173,0.000224 -wavm,guido-fuzzer-find-2,0.04676985740661621,0.03427,0.000203 -wavm,guido-fuzzer-find-2,0.051082611083984375,0.036786,0.000222 -wavm,guido-fuzzer-find-2,0.04897904396057129,0.035872,0.000243 -wavm,guido-fuzzer-find-2,0.04918217658996582,0.035618,0.00022 -wavm,guido-fuzzer-find-2,0.04759645462036133,0.034675,0.00022 -wavm,guido-fuzzer-find-2,0.04636549949645996,0.03394,0.000225 -wavm,guido-fuzzer-find-2,0.04825115203857422,0.034438,0.000202 -wavm,guido-fuzzer-find-2,0.04758644104003906,0.03512,0.000196 -wavm,guido-fuzzer-find-2,0.04955410957336426,0.036457,0.00021 -wavm,guido-fuzzer-find-2,0.04717111587524414,0.034679,0.0002 -wavm,modexp-nagydani-1-qube,1.4351911544799805,1.418844,0.003017 -wavm,modexp-nagydani-1-qube,1.4346566200256348,1.418043,0.003092 -wavm,modexp-nagydani-1-qube,1.4429290294647217,1.426441,0.003043 -wavm,modexp-nagydani-1-qube,1.4272160530090332,1.409025,0.003095 -wavm,modexp-nagydani-1-qube,1.4347102642059326,1.418694,0.003187 -wavm,modexp-nagydani-1-qube,1.4163522720336914,1.40014,0.003544 -wavm,modexp-nagydani-1-qube,1.4598524570465088,1.44224,0.003134 -wavm,modexp-nagydani-1-qube,1.4362857341766357,1.419882,0.003273 -wavm,modexp-nagydani-1-qube,1.4321253299713135,1.414717,0.003062 -wavm,modexp-nagydani-1-qube,1.4076392650604248,1.391349,0.003059 -wavm,modexp-nagydani-1-qube,1.4157326221466064,1.399581,0.003085 -wavm,modexp-nagydani-1-qube,1.4276716709136963,1.411485,0.003092 -wavm,modexp-nagydani-1-qube,1.418330192565918,1.401962,0.003065 -wavm,modexp-nagydani-1-qube,1.4341115951538086,1.417262,0.003051 -wavm,modexp-nagydani-1-qube,1.4345979690551758,1.417534,0.003088 -wavm,modexp-nagydani-1-qube,1.4374449253082275,1.420499,0.003096 -wavm,modexp-nagydani-1-qube,1.424473762512207,1.407647,0.003076 -wavm,modexp-nagydani-1-qube,1.425154209136963,1.408461,0.003044 -wavm,modexp-nagydani-1-qube,1.426570177078247,1.409752,0.003132 -wavm,modexp-nagydani-1-qube,1.4116418361663818,1.395279,0.003081 -wavm,modexp-nagydani-1-qube,1.422196865081787,1.405193,0.00307 -wavm,modexp-nagydani-1-qube,1.4428534507751465,1.426566,0.003087 -wavm,modexp-nagydani-1-qube,1.4324030876159668,1.416522,0.003039 -wavm,modexp-nagydani-1-qube,1.450237512588501,1.432512,0.003137 -wavm,modexp-nagydani-1-qube,1.4743120670318604,1.457492,0.003201 -wavm,modexp-nagydani-1-qube,1.403120756149292,1.386665,0.003029 -wavm,modexp-nagydani-1-qube,1.4221665859222412,1.40584,0.003106 -wavm,modexp-nagydani-1-qube,1.4321959018707275,1.415225,0.003138 -wavm,modexp-nagydani-1-qube,1.4171333312988281,1.40073,0.003091 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-wamr-interp,blake2b-5610-bytes,0.004214763641357422,0.00071,0.001103 -wamr-interp,blake2b-5610-bytes,0.0037126541137695312,0.000742,0.00106 -wamr-interp,blake2b-5610-bytes,0.004086494445800781,0.000742,0.00107 -wamr-interp,blake2b-5610-bytes,0.0038919448852539062,0.000757,0.001058 -wamr-interp,blake2b-5610-bytes,0.0037736892700195312,0.000696,0.001063 -wamr-interp,blake2b-5610-bytes,0.003628253936767578,0.000685,0.00106 -wamr-interp,blake2b-5610-bytes,0.003780841827392578,0.000675,0.001124 -wamr-interp,blake2b-5610-bytes,0.0036733150482177734,0.000688,0.001084 -wamr-interp,blake2b-5610-bytes,0.003604888916015625,0.000667,0.001059 -wamr-interp,blake2b-5610-bytes,0.003573179244995117,0.000614,0.001056 -wamr-interp,blake2b-5610-bytes,0.0037310123443603516,0.000704,0.001123 -wamr-interp,blake2b-5610-bytes,0.004373311996459961,0.000758,0.001331 -wamr-interp,blake2b-5610-bytes,0.003816843032836914,0.000713,0.001088 -wamr-interp,blake2b-5610-bytes,0.0037267208099365234,0.000703,0.001131 -wamr-interp,blake2b-5610-bytes,0.0038292407989501953,0.00073,0.001091 -wamr-interp,blake2b-5610-bytes,0.0037353038787841797,0.000734,0.001059 -wamr-interp,blake2b-5610-bytes,0.003695964813232422,0.000728,0.001068 -wamr-interp,blake2b-5610-bytes,0.004571199417114258,0.000667,0.001563 -wamr-interp,blake2b-5610-bytes,0.003843069076538086,0.00075,0.001071 -wamr-interp,blake2b-5610-bytes,0.0037050247192382812,0.000722,0.001077 -wamr-interp,blake2b-5610-bytes,0.0037462711334228516,0.00072,0.001097 -wamr-interp,blake2b-5610-bytes,0.003766775131225586,0.000698,0.001082 -wamr-interp,blake2b-5610-bytes,0.003715991973876953,0.000721,0.001059 -wamr-interp,blake2b-5610-bytes,0.004030466079711914,0.000697,0.001086 -wamr-interp,blake2b-5610-bytes,0.0037729740142822266,0.000707,0.001226 -wamr-interp,blake2b-5610-bytes,0.004068613052368164,0.000727,0.001066 -wamr-interp,blake2b-5610-bytes,0.003685474395751953,0.000721,0.001065 -wamr-interp,blake2b-5610-bytes,0.003638029098510742,0.000694,0.001058 -wamr-interp,blake2b-5610-bytes,0.0037233829498291016,0.000769,0.001065 -wamr-interp,blake2b-5610-bytes,0.0037412643432617188,0.000729,0.001069 -wamr-interp,blake2b-5610-bytes,0.003704071044921875,0.000703,0.00106 -wamr-interp,blake2b-5610-bytes,0.003721475601196289,0.00072,0.001063 -wamr-interp,blake2b-5610-bytes,0.0037298202514648438,0.000682,0.001065 -wamr-interp,blake2b-5610-bytes,0.0037641525268554688,0.0007,0.001075 -wamr-interp,blake2b-5610-bytes,0.004046201705932617,0.000688,0.001072 -wamr-interp,blake2b-5610-bytes,0.0038170814514160156,0.000715,0.001147 -wamr-interp,blake2b-5610-bytes,0.0037355422973632812,0.000693,0.001071 -wamr-interp,blake2b-5610-bytes,0.0038399696350097656,0.000728,0.001083 -wamr-interp,blake2b-5610-bytes,0.003747224807739258,0.000736,0.001103 -wamr-interp,blake2b-5610-bytes,0.003763437271118164,0.000728,0.001091 -wamr-interp,blake2b-5610-bytes,0.0037355422973632812,0.000731,0.001107 -wamr-interp,blake2b-5610-bytes,0.003659963607788086,0.000676,0.001093 -wamr-interp,blake2b-5610-bytes,0.003724336624145508,0.000746,0.001123 -wamr-interp,blake2b-5610-bytes,0.0038132667541503906,0.000734,0.001065 -wamr-interp,blake2b-5610-bytes,0.003661632537841797,0.000771,0.001067 -wamr-interp,blake2b-5610-bytes,0.003651857376098633,0.000692,0.001062 -wamr-interp,blake2b-5610-bytes,0.003797292709350586,0.000698,0.00106 -wamr-interp,blake2b-5610-bytes,0.003726959228515625,0.000743,0.001056 -wamr-interp,bn128_mul-cdetrio2,0.057233572006225586,0.000778,0.05323 -wamr-interp,bn128_mul-cdetrio2,0.057279109954833984,0.000815,0.052912 -wamr-interp,bn128_mul-cdetrio2,0.05699491500854492,0.000831,0.053135 -wamr-interp,bn128_mul-cdetrio2,0.05750250816345215,0.000774,0.053471 -wamr-interp,bn128_mul-cdetrio2,0.05750560760498047,0.000723,0.053913 -wamr-interp,bn128_mul-cdetrio2,0.05739641189575195,0.000878,0.0533 -wamr-interp,bn128_mul-cdetrio2,0.05832481384277344,0.000858,0.054221 -wamr-interp,bn128_mul-cdetrio2,0.05947709083557129,0.000905,0.055224 -wamr-interp,bn128_mul-cdetrio2,0.05715751647949219,0.000743,0.053446 -wamr-interp,bn128_mul-cdetrio2,0.05822896957397461,0.000743,0.054488 -wamr-interp,bn128_mul-cdetrio2,0.05772590637207031,0.000909,0.053402 -wamr-interp,bn128_mul-cdetrio2,0.06035637855529785,0.000871,0.056078 -wamr-interp,bn128_mul-cdetrio2,0.05642342567443848,0.000741,0.052754 -wamr-interp,bn128_mul-cdetrio2,0.05783271789550781,0.000808,0.053857 -wamr-interp,bn128_mul-cdetrio2,0.0571591854095459,0.000794,0.053189 -wamr-interp,bn128_mul-cdetrio2,0.05716824531555176,0.000772,0.053272 -wamr-interp,bn128_mul-cdetrio2,0.05578255653381348,0.000779,0.052079 -wamr-interp,bn128_mul-cdetrio2,0.05895876884460449,0.000796,0.054561 -wamr-interp,bn128_mul-cdetrio2,0.05944943428039551,0.000909,0.055129 -wamr-interp,bn128_mul-cdetrio2,0.05648541450500488,0.000725,0.052859 -wamr-interp,bn128_mul-cdetrio2,0.057756662368774414,0.000852,0.053264 -wamr-interp,bn128_mul-cdetrio2,0.056716203689575195,0.000763,0.053145 -wamr-interp,bn128_mul-cdetrio2,0.05744194984436035,0.000853,0.053295 -wamr-interp,bn128_mul-cdetrio2,0.05656290054321289,0.000749,0.052644 -wamr-interp,bn128_mul-cdetrio2,0.05736374855041504,0.000859,0.053318 -wamr-interp,bn128_mul-cdetrio2,0.05811142921447754,0.000821,0.054142 -wamr-interp,bn128_mul-cdetrio2,0.05718803405761719,0.000748,0.053287 -wamr-interp,bn128_mul-cdetrio2,0.05594277381896973,0.00074,0.052304 -wamr-interp,bn128_mul-cdetrio2,0.05654597282409668,0.000731,0.052612 -wamr-interp,bn128_mul-cdetrio2,0.057617902755737305,0.000811,0.053734 -wamr-interp,bn128_mul-cdetrio2,0.05820941925048828,0.000876,0.053821 -wamr-interp,bn128_mul-cdetrio2,0.05733847618103027,0.001041,0.053125 -wamr-interp,bn128_mul-cdetrio2,0.05730128288269043,0.00075,0.053331 -wamr-interp,bn128_mul-cdetrio2,0.05650043487548828,0.000739,0.052644 -wamr-interp,bn128_mul-cdetrio2,0.05768847465515137,0.00084,0.053982 -wamr-interp,bn128_mul-cdetrio2,0.056565046310424805,0.000728,0.052837 -wamr-interp,bn128_mul-cdetrio2,0.05755257606506348,0.000968,0.053253 -wamr-interp,bn128_mul-cdetrio2,0.057703495025634766,0.000842,0.053364 -wamr-interp,bn128_mul-cdetrio2,0.05879473686218262,0.000817,0.054792 -wamr-interp,bn128_mul-cdetrio2,0.0581052303314209,0.000867,0.054015 -wamr-interp,bn128_mul-cdetrio2,0.057614803314208984,0.00085,0.053183 -wamr-interp,bn128_mul-cdetrio2,0.0616307258605957,0.000899,0.057211 -wamr-interp,bn128_mul-cdetrio2,0.058141231536865234,0.000782,0.054224 -wamr-interp,bn128_mul-cdetrio2,0.05827045440673828,0.000795,0.054489 -wamr-interp,bn128_mul-cdetrio2,0.056619882583618164,0.000727,0.052932 -wamr-interp,bn128_mul-cdetrio2,0.05681252479553223,0.000728,0.053157 -wamr-interp,bn128_mul-cdetrio2,0.056802988052368164,0.000759,0.053177 -wamr-interp,bn128_mul-cdetrio2,0.05753350257873535,0.000846,0.053204 -wamr-interp,bn128_mul-cdetrio2,0.05672597885131836,0.000806,0.052858 -wamr-interp,bn128_mul-cdetrio2,0.057188987731933594,0.000725,0.053312 -wamr-interp,modexp-eip_example1,0.14529943466186523,0.000866,0.137806 -wamr-interp,modexp-eip_example1,0.11773824691772461,0.000776,0.110382 -wamr-interp,modexp-eip_example1,0.14871740341186523,0.000771,0.141968 -wamr-interp,modexp-eip_example1,0.14585351943969727,0.000758,0.139011 -wamr-interp,modexp-eip_example1,0.13591432571411133,0.000781,0.128147 -wamr-interp,modexp-eip_example1,0.14751553535461426,0.000753,0.140951 -wamr-interp,modexp-eip_example1,0.16132354736328125,0.000766,0.153759 -wamr-interp,modexp-eip_example1,0.10328006744384766,0.000766,0.096219 -wamr-interp,modexp-eip_example1,0.13493728637695312,0.000894,0.127599 -wamr-interp,modexp-eip_example1,0.15761542320251465,0.000867,0.150713 -wamr-interp,modexp-eip_example1,0.14645695686340332,0.00078,0.13967 -wamr-interp,modexp-eip_example1,0.13924217224121094,0.000792,0.131355 -wamr-interp,modexp-eip_example1,0.1498723030090332,0.000955,0.141103 -wamr-interp,modexp-eip_example1,0.1273813247680664,0.000757,0.120422 -wamr-interp,modexp-eip_example1,0.12762713432312012,0.000746,0.121063 -wamr-interp,modexp-eip_example1,0.1512317657470703,0.000765,0.144185 -wamr-interp,modexp-eip_example1,0.13243865966796875,0.000768,0.125532 -wamr-interp,modexp-eip_example1,0.1459043025970459,0.000772,0.138738 -wamr-interp,modexp-eip_example1,0.14668512344360352,0.000763,0.139778 -wamr-interp,modexp-eip_example1,0.15039420127868652,0.000742,0.143814 -wamr-interp,modexp-eip_example1,0.14887261390686035,0.000788,0.141323 -wamr-interp,modexp-eip_example1,0.17531609535217285,0.000751,0.168814 -wamr-interp,modexp-eip_example1,0.17616057395935059,0.000767,0.169172 -wamr-interp,modexp-eip_example1,0.12720084190368652,0.000778,0.119601 -wamr-interp,modexp-eip_example1,0.15134239196777344,0.000753,0.144183 -wamr-interp,modexp-eip_example1,0.13303685188293457,0.000871,0.125051 -wamr-interp,modexp-eip_example1,0.11390328407287598,0.000762,0.106822 -wamr-interp,modexp-eip_example1,0.13097763061523438,0.000797,0.123988 -wamr-interp,modexp-eip_example1,0.11091947555541992,0.000765,0.10437 -wamr-interp,modexp-eip_example1,0.11523818969726562,0.000779,0.108246 -wamr-interp,modexp-eip_example1,0.1471855640411377,0.000864,0.139832 -wamr-interp,modexp-eip_example1,0.13001370429992676,0.000794,0.123371 -wamr-interp,modexp-eip_example1,0.13194751739501953,0.000766,0.12527 -wamr-interp,modexp-eip_example1,0.13514423370361328,0.000771,0.128056 -wamr-interp,modexp-eip_example1,0.13277268409729004,0.000748,0.125911 -wamr-interp,modexp-eip_example1,0.13717103004455566,0.000867,0.129309 -wamr-interp,modexp-eip_example1,0.12794232368469238,0.000811,0.120888 -wamr-interp,modexp-eip_example1,0.13081073760986328,0.000759,0.123514 -wamr-interp,modexp-eip_example1,0.13222813606262207,0.000779,0.125183 -wamr-interp,modexp-eip_example1,0.13428020477294922,0.001109,0.124839 -wamr-interp,modexp-eip_example1,0.1310901641845703,0.000787,0.124404 -wamr-interp,modexp-eip_example1,0.1322624683380127,0.000745,0.125271 -wamr-interp,modexp-eip_example1,0.13420581817626953,0.000769,0.127421 -wamr-interp,modexp-eip_example1,0.13235878944396973,0.000773,0.125553 -wamr-interp,modexp-eip_example1,0.13496780395507812,0.000857,0.127542 -wamr-interp,modexp-eip_example1,0.14862680435180664,0.000776,0.141186 -wamr-interp,modexp-eip_example1,0.1260356903076172,0.00082,0.119354 -wamr-interp,modexp-eip_example1,0.13328242301940918,0.000764,0.126484 -wamr-interp,modexp-eip_example1,0.11340880393981934,0.000877,0.106667 -wamr-interp,modexp-eip_example1,0.1512455940246582,0.00079,0.143645 -wamr-interp,blake2b-2805-bytes,0.0036156177520751953,0.000738,0.000615 -wamr-interp,blake2b-2805-bytes,0.003430604934692383,0.000721,0.000641 -wamr-interp,blake2b-2805-bytes,0.003504514694213867,0.000727,0.000603 -wamr-interp,blake2b-2805-bytes,0.0035295486450195312,0.00069,0.000606 -wamr-interp,blake2b-2805-bytes,0.0031893253326416016,0.000703,0.000607 -wamr-interp,blake2b-2805-bytes,0.003718137741088867,0.000852,0.000613 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-wamr-interp,bn128_mul-chfast2,0.03850126266479492,0.001027,0.033976 -wamr-interp,bn128_mul-chfast2,0.0352628231048584,0.001051,0.031037 -wamr-interp,bn128_mul-chfast2,0.035832881927490234,0.000857,0.032023 -wamr-interp,bn128_mul-chfast2,0.0348207950592041,0.000803,0.031188 -wamr-interp,bn128_mul-chfast2,0.036730051040649414,0.000869,0.032452 -wamr-interp,bn128_mul-chfast2,0.036487579345703125,0.000959,0.032246 -wamr-interp,bn128_mul-chfast2,0.043584585189819336,0.000751,0.031385 -wamr-interp,bn128_mul-chfast2,0.03487086296081543,0.000753,0.031276 -wamr-interp,bn128_mul-chfast2,0.036329030990600586,0.000789,0.032419 -wamr-interp,bn128_mul-chfast2,0.03487038612365723,0.000757,0.031187 -wamr-interp,bn128_add-cdetrio14,0.005632638931274414,0.00083,0.000713 -wamr-interp,bn128_add-cdetrio14,0.0038003921508789062,0.000778,0.000616 -wamr-interp,bn128_add-cdetrio14,0.004581451416015625,0.000703,0.000623 -wamr-interp,bn128_add-cdetrio14,0.0037026405334472656,0.000751,0.000639 -wamr-interp,bn128_add-cdetrio14,0.0037491321563720703,0.000733,0.000627 -wamr-interp,bn128_add-cdetrio14,0.004164457321166992,0.000738,0.000597 -wamr-interp,bn128_add-cdetrio14,0.00395965576171875,0.000794,0.000721 -wamr-interp,bn128_add-cdetrio14,0.0037026405334472656,0.000732,0.000591 -wamr-interp,bn128_add-cdetrio14,0.0034933090209960938,0.000707,0.000591 -wamr-interp,bn128_add-cdetrio14,0.003709077835083008,0.000717,0.000632 -wamr-interp,bn128_add-cdetrio14,0.0035376548767089844,0.000742,0.000599 -wamr-interp,bn128_add-cdetrio14,0.0036847591400146484,0.000718,0.0006 -wamr-interp,bn128_add-cdetrio14,0.003915548324584961,0.000816,0.000714 -wamr-interp,bn128_add-cdetrio14,0.0037877559661865234,0.000736,0.000591 -wamr-interp,bn128_add-cdetrio14,0.0035753250122070312,0.000729,0.000597 -wamr-interp,bn128_add-cdetrio14,0.0037949085235595703,0.000729,0.000598 -wamr-interp,bn128_add-cdetrio14,0.0035200119018554688,0.000725,0.000592 -wamr-interp,bn128_add-cdetrio14,0.0037093162536621094,0.000727,0.000597 -wamr-interp,bn128_add-cdetrio14,0.0037622451782226562,0.000734,0.000592 -wamr-interp,bn128_add-cdetrio14,0.003976106643676758,0.000795,0.000704 -wamr-interp,bn128_add-cdetrio14,0.003880023956298828,0.000733,0.000621 -wamr-interp,bn128_add-cdetrio14,0.0036716461181640625,0.000736,0.000623 -wamr-interp,bn128_add-cdetrio14,0.0038080215454101562,0.000763,0.000595 -wamr-interp,bn128_add-cdetrio14,0.003977537155151367,0.000802,0.000697 -wamr-interp,bn128_add-cdetrio14,0.004012584686279297,0.000755,0.000597 -wamr-interp,bn128_add-cdetrio14,0.004319667816162109,0.000742,0.000681 -wamr-interp,bn128_add-cdetrio14,0.0044591426849365234,0.00084,0.000647 -wamr-interp,bn128_add-cdetrio14,0.0037703514099121094,0.00073,0.000593 -wamr-interp,bn128_add-cdetrio14,0.003937721252441406,0.000758,0.000647 -wamr-interp,bn128_add-cdetrio14,0.005857944488525391,0.00075,0.001488 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-wamr-interp,bn128_add-cdetrio14,0.0038111209869384766,0.000738,0.000634 -wamr-interp,bn128_add-cdetrio14,0.004154205322265625,0.001253,0.000686 -wamr-interp,bn128_add-cdetrio14,0.0048825740814208984,0.000729,0.000685 -wamr-interp,bn128_add-cdetrio14,0.0036649703979492188,0.000729,0.000642 -wamr-interp,bn128_add-cdetrio14,0.0038177967071533203,0.000795,0.000623 -wamr-interp,bn128_add-cdetrio14,0.0038526058197021484,0.000776,0.000596 -wamr-interp,bn128_add-cdetrio14,0.0041408538818359375,0.001278,0.000601 -wamr-interp,bn128_pairing-two_point_match_2,0.9704198837280273,0.000797,0.962348 -wamr-interp,bn128_pairing-two_point_match_2,0.9637660980224609,0.001191,0.956471 -wamr-interp,bn128_pairing-two_point_match_2,0.9764902591705322,0.000902,0.968261 -wamr-interp,bn128_pairing-two_point_match_2,0.9611191749572754,0.000757,0.954602 -wamr-interp,bn128_pairing-two_point_match_2,0.9576454162597656,0.000802,0.950837 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-wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.580845355987549,0.000835,4.572296 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.62859320640564,0.000835,4.61967 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.638307094573975,0.000834,4.627262 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.687092304229736,0.000798,4.678289 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.659534215927124,0.000803,4.650069 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.617437124252319,0.000813,4.608411 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.620943784713745,0.000792,4.612436 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.601829290390015,0.000815,4.592444 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.612117767333984,0.000924,4.601382 -wamr-interp,bls12-381-aggreg-64-pubkeys-verify-sig,4.623587608337402,0.000789,4.614788 -wamr-interp,sha1-42488-bits,0.005400896072387695,0.001148,0.001244 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-wamr-interp,sha1-42488-bits,0.004400491714477539,0.000856,0.001279 -wamr-interp,sha1-42488-bits,0.00418400764465332,0.000803,0.001188 -wamr-interp,sha1-42488-bits,0.004918575286865234,0.000941,0.001314 -wamr-interp,sha1-42488-bits,0.004351139068603516,0.000896,0.001198 -wamr-interp,sha1-42488-bits,0.003787517547607422,0.000731,0.001026 -wamr-interp,sha1-42488-bits,0.00481104850769043,0.000902,0.001201 -wamr-interp,sha1-42488-bits,0.004624605178833008,0.000857,0.001244 -wamr-interp,sha1-42488-bits,0.0043087005615234375,0.000944,0.001203 -wamr-interp,sha1-42488-bits,0.00437474250793457,0.000755,0.001119 -wamr-interp,sha1-42488-bits,0.004218339920043945,0.000884,0.001213 -wamr-interp,sha1-42488-bits,0.0048601627349853516,0.000906,0.001414 -wamr-interp,sha1-42488-bits,0.005013704299926758,0.001105,0.001573 -wamr-interp,sha1-42488-bits,0.0048675537109375,0.00091,0.001333 -wamr-interp,sha1-42488-bits,0.0042629241943359375,0.000789,0.001189 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-wasmtime,bn128_mul-cdetrio2,0.4645965099334717,0.454473,0.002698 -wasmtime,bn128_mul-cdetrio2,0.4483776092529297,0.438405,0.002545 -wasmtime,bn128_mul-cdetrio2,0.4602992534637451,0.450796,0.002515 -wasmtime,bn128_mul-cdetrio2,0.4514763355255127,0.441815,0.002588 -wasmtime,bn128_mul-cdetrio2,0.45299267768859863,0.442848,0.002542 -wasmtime,bn128_mul-cdetrio2,0.45121097564697266,0.441533,0.002564 -wasmtime,bn128_mul-cdetrio2,0.47467613220214844,0.465086,0.002596 -wasmtime,bn128_mul-cdetrio2,0.474475622177124,0.464274,0.00264 -wasmtime,bn128_mul-cdetrio2,0.4785289764404297,0.468765,0.002529 -wasmtime,modexp-eip_example1,0.33588075637817383,0.326634,0.000921 -wasmtime,modexp-eip_example1,0.33524560928344727,0.327192,0.000843 -wasmtime,modexp-eip_example1,0.3367648124694824,0.32894,0.000811 -wasmtime,modexp-eip_example1,0.3291945457458496,0.32139,0.000801 -wasmtime,modexp-eip_example1,0.3314244747161865,0.322667,0.000802 -wasmtime,modexp-eip_example1,0.3332972526550293,0.325608,0.000824 -wasmtime,modexp-eip_example1,0.3310534954071045,0.322541,0.000802 -wasmtime,modexp-eip_example1,0.32846617698669434,0.320865,0.000802 -wasmtime,modexp-eip_example1,0.32953476905822754,0.320852,0.000873 -wasmtime,modexp-eip_example1,0.33001708984375,0.321527,0.000801 -wasmtime,modexp-eip_example1,0.3329169750213623,0.32481,0.000805 -wasmtime,modexp-eip_example1,0.33034729957580566,0.321795,0.000831 -wasmtime,modexp-eip_example1,0.33405160903930664,0.325087,0.000808 -wasmtime,modexp-eip_example1,0.3350791931152344,0.326889,0.000799 -wasmtime,modexp-eip_example1,0.3348844051361084,0.326546,0.000801 -wasmtime,modexp-eip_example1,0.32877182960510254,0.321103,0.000842 -wasmtime,modexp-eip_example1,0.32924318313598633,0.32158,0.000801 -wasmtime,modexp-eip_example1,0.3277876377105713,0.319674,0.000801 -wasmtime,modexp-eip_example1,0.33319544792175293,0.324282,0.001095 -wasmtime,modexp-eip_example1,0.3372514247894287,0.329595,0.000834 -wasmtime,modexp-eip_example1,0.32979655265808105,0.320611,0.000797 -wasmtime,modexp-eip_example1,0.32857608795166016,0.320311,0.000797 -wasmtime,modexp-eip_example1,0.34005236625671387,0.331896,0.000803 -wasmtime,modexp-eip_example1,0.3328890800476074,0.324886,0.000873 -wasmtime,modexp-eip_example1,0.3278629779815674,0.319908,0.000805 -wasmtime,modexp-eip_example1,0.33056163787841797,0.322809,0.000849 -wasmtime,modexp-eip_example1,0.33105039596557617,0.32307,0.000795 -wasmtime,modexp-eip_example1,0.33026766777038574,0.322106,0.000798 -wasmtime,modexp-eip_example1,0.33141613006591797,0.323161,0.000799 -wasmtime,modexp-eip_example1,0.333554744720459,0.324303,0.000846 -wasmtime,modexp-eip_example1,0.33905696868896484,0.331321,0.000802 -wasmtime,modexp-eip_example1,0.3305785655975342,0.322833,0.0008 -wasmtime,modexp-eip_example1,0.33336639404296875,0.324715,0.000824 -wasmtime,modexp-eip_example1,0.3305175304412842,0.321819,0.000796 -wasmtime,modexp-eip_example1,0.32944774627685547,0.321348,0.000878 -wasmtime,modexp-eip_example1,0.3297884464263916,0.321436,0.000806 -wasmtime,modexp-eip_example1,0.3317086696624756,0.3231,0.000826 -wasmtime,modexp-eip_example1,0.3336191177368164,0.325203,0.000808 -wasmtime,modexp-eip_example1,0.3392753601074219,0.330053,0.000799 -wasmtime,modexp-eip_example1,0.33283352851867676,0.324756,0.000833 -wasmtime,modexp-eip_example1,0.3330366611480713,0.325183,0.000813 -wasmtime,modexp-eip_example1,0.33031344413757324,0.322407,0.000843 -wasmtime,modexp-eip_example1,0.3300132751464844,0.322131,0.000803 -wasmtime,modexp-eip_example1,0.3378431797027588,0.328274,0.000848 -wasmtime,modexp-eip_example1,0.3292245864868164,0.321215,0.0008 -wasmtime,modexp-eip_example1,0.3332066535949707,0.323561,0.000801 -wasmtime,modexp-eip_example1,0.3329918384552002,0.325071,0.000812 -wasmtime,modexp-eip_example1,0.3316311836242676,0.322295,0.000798 -wasmtime,modexp-eip_example1,0.3383305072784424,0.329673,0.000824 -wasmtime,modexp-eip_example1,0.33355093002319336,0.32601,0.0008 -wasmtime,blake2b-2805-bytes,0.10041093826293945,0.093328,0.000103 -wasmtime,blake2b-2805-bytes,0.10255098342895508,0.095583,0.000134 -wasmtime,blake2b-2805-bytes,0.1001589298248291,0.093285,0.000135 -wasmtime,blake2b-2805-bytes,0.1030421257019043,0.094656,0.00013 -wasmtime,blake2b-2805-bytes,0.10510730743408203,0.095574,0.000111 -wasmtime,blake2b-2805-bytes,0.10065412521362305,0.093856,0.000107 -wasmtime,blake2b-2805-bytes,0.10071778297424316,0.093378,0.000108 -wasmtime,blake2b-2805-bytes,0.10035347938537598,0.093344,0.000133 -wasmtime,blake2b-2805-bytes,0.10166096687316895,0.094143,0.000173 -wasmtime,blake2b-2805-bytes,0.10113286972045898,0.093634,0.000108 -wasmtime,blake2b-2805-bytes,0.10147976875305176,0.094508,0.000104 -wasmtime,blake2b-2805-bytes,0.10224270820617676,0.09432,0.000138 -wasmtime,blake2b-2805-bytes,0.10036182403564453,0.093238,0.000106 -wasmtime,blake2b-2805-bytes,0.10199952125549316,0.094928,0.000106 -wasmtime,blake2b-2805-bytes,0.10439634323120117,0.09653,9.9e-05 -wasmtime,blake2b-2805-bytes,0.10687756538391113,0.099799,0.000107 -wasmtime,blake2b-2805-bytes,0.1002955436706543,0.093183,0.000107 -wasmtime,blake2b-2805-bytes,0.10166144371032715,0.09405,0.000138 -wasmtime,blake2b-2805-bytes,0.10418581962585449,0.097427,0.000103 -wasmtime,blake2b-2805-bytes,0.10105490684509277,0.094104,0.000102 -wasmtime,blake2b-2805-bytes,0.10104727745056152,0.093753,0.000101 -wasmtime,blake2b-2805-bytes,0.10321378707885742,0.095923,0.000106 -wasmtime,blake2b-2805-bytes,0.10134363174438477,0.093234,0.000213 -wasmtime,blake2b-2805-bytes,0.1040804386138916,0.095936,0.000147 -wasmtime,blake2b-2805-bytes,0.10215091705322266,0.094426,0.000104 -wasmtime,blake2b-2805-bytes,0.10120344161987305,0.093483,0.00011 -wasmtime,blake2b-2805-bytes,0.10106015205383301,0.093924,0.000105 -wasmtime,blake2b-2805-bytes,0.10170841217041016,0.094379,0.000101 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-wasmi,modexp-nagydani-1-qube,0.012500286102294922,0.004281,0.005435 -wasmi,modexp-nagydani-1-qube,0.013181686401367188,0.004331,0.005259 -wasmi,modexp-nagydani-1-qube,0.011540651321411133,0.004068,0.005249 -wasmi,modexp-nagydani-1-qube,0.012523174285888672,0.004621,0.005615 -wasmi,modexp-nagydani-1-qube,0.013183832168579102,0.005369,0.005222 -wasmi,modexp-nagydani-1-qube,0.011602163314819336,0.004085,0.005279 -wasmi,modexp-nagydani-1-qube,0.011804342269897461,0.004212,0.005214 -wasmi,modexp-nagydani-1-qube,0.011810779571533203,0.004316,0.005283 -wasmi,modexp-nagydani-1-qube,0.011795282363891602,0.00424,0.005228 -wasmi,modexp-nagydani-1-qube,0.011703968048095703,0.004215,0.005267 -wasmi,modexp-nagydani-1-qube,0.011778116226196289,0.004155,0.005338 -wasmi,modexp-nagydani-1-qube,0.013047456741333008,0.005011,0.005663 -wasmi,modexp-nagydani-1-qube,0.011610746383666992,0.004101,0.005256 -wasmi,modexp-nagydani-1-qube,0.01181650161743164,0.004325,0.005236 -wasmi,modexp-nagydani-1-qube,0.011688232421875,0.004107,0.005267 -wasmi,modexp-nagydani-1-qube,0.011692285537719727,0.004119,0.005306 -wasmi,modexp-nagydani-1-qube,0.011689186096191406,0.004202,0.00526 -wasmi,modexp-nagydani-1-qube,0.012157678604125977,0.004205,0.005315 -wasmi,modexp-nagydani-1-qube,0.011755228042602539,0.004329,0.005254 -wasmi,modexp-nagydani-1-qube,0.011776208877563477,0.004171,0.005399 -wasmi,modexp-nagydani-1-qube,0.012304544448852539,0.004656,0.005309 -wasmi,modexp-nagydani-1-qube,0.011723518371582031,0.00417,0.005281 -wasmi,modexp-nagydani-1-qube,0.011844158172607422,0.004256,0.005262 -wasmi,modexp-nagydani-1-qube,0.011947393417358398,0.00428,0.005306 -wasmi,modexp-nagydani-1-qube,0.012189865112304688,0.004269,0.005565 -wasmi,modexp-nagydani-1-qube,0.011944293975830078,0.004251,0.005306 -wasmi,modexp-nagydani-1-qube,0.011887550354003906,0.004282,0.005314 -wasmi,modexp-nagydani-1-qube,0.011880636215209961,0.004249,0.005241 -wasmi,modexp-nagydani-1-qube,0.011894702911376953,0.004332,0.005246 -wasmi,modexp-nagydani-1-qube,0.011937618255615234,0.004203,0.005355 -wasmi,modexp-nagydani-1-qube,0.01179647445678711,0.004237,0.005324 -wasmi,modexp-nagydani-1-qube,0.011757373809814453,0.004179,0.005249 -wasmi,modexp-nagydani-1-qube,0.011600017547607422,0.004064,0.005231 -wasmi,modexp-nagydani-1-qube,0.012172698974609375,0.004639,0.005233 -wasmi,modexp-nagydani-1-qube,0.012554168701171875,0.004788,0.005286 -wasmi,modexp-nagydani-1-qube,0.012540817260742188,0.004704,0.005355 -wasmi,modexp-nagydani-1-qube,0.013105392456054688,0.004846,0.005706 -wasmi,modexp-nagydani-1-qube,0.012144088745117188,0.004529,0.005306 -wasmi,modexp-nagydani-1-qube,0.012038946151733398,0.004454,0.005232 -wasmi,modexp-nagydani-1-qube,0.011874914169311523,0.004302,0.005251 -wasmi,modexp-nagydani-1-qube,0.012385368347167969,0.004257,0.005867 -wasmi,modexp-nagydani-1-qube,0.014123678207397461,0.004463,0.007334 -wasmi,modexp-nagydani-1-qube,0.01235055923461914,0.004235,0.005416 -wasmi,modexp-nagydani-1-qube,0.012763023376464844,0.004741,0.005265 -wasmi,modexp-nagydani-1-qube,0.012442350387573242,0.004337,0.005289 -wasmi,modexp-nagydani-1-qube,0.011919975280761719,0.004356,0.005268 -wasmi,modexp-nagydani-1-qube,0.011745452880859375,0.004217,0.005278 -wasmi,modexp-nagydani-1-qube,0.011917829513549805,0.004211,0.005386 -wasmi,modexp-nagydani-1-qube,0.01259469985961914,0.004822,0.005229 -wasmi,modexp-nagydani-1-qube,0.011678457260131836,0.004195,0.005237 -wasmi,sha1-21896-bits,0.00668025016784668,0.001415,0.002941 -wasmi,sha1-21896-bits,0.006399393081665039,0.00149,0.002875 -wasmi,sha1-21896-bits,0.006365060806274414,0.001359,0.002857 -wasmi,sha1-21896-bits,0.006577253341674805,0.001552,0.002917 -wasmi,sha1-21896-bits,0.0061550140380859375,0.001343,0.002815 -wasmi,sha1-21896-bits,0.006834506988525391,0.001444,0.002949 -wasmi,sha1-21896-bits,0.006090879440307617,0.001392,0.002822 -wasmi,sha1-21896-bits,0.0072972774505615234,0.001442,0.00388 -wasmi,sha1-21896-bits,0.006227731704711914,0.001413,0.002848 -wasmi,sha1-21896-bits,0.007355690002441406,0.00143,0.00351 -wasmi,sha1-21896-bits,0.006423234939575195,0.001436,0.00282 -wasmi,sha1-21896-bits,0.006082057952880859,0.001321,0.002869 -wasmi,sha1-21896-bits,0.0076334476470947266,0.002055,0.002883 -wasmi,sha1-21896-bits,0.0071637630462646484,0.001362,0.003505 -wasmi,sha1-21896-bits,0.007242441177368164,0.001417,0.002986 -wasmi,sha1-21896-bits,0.006352663040161133,0.00138,0.00293 -wasmi,sha1-21896-bits,0.007456302642822266,0.001957,0.003478 -wasmi,sha1-21896-bits,0.006409883499145508,0.001543,0.002928 -wasmi,sha1-21896-bits,0.007761955261230469,0.002102,0.002937 -wasmi,sha1-21896-bits,0.006203174591064453,0.001409,0.002867 -wasmi,sha1-21896-bits,0.007323265075683594,0.0014,0.002834 -wasmi,sha1-21896-bits,0.006274700164794922,0.001425,0.002858 -wasmi,sha1-21896-bits,0.006470441818237305,0.001473,0.002905 -wasmi,sha1-21896-bits,0.006431102752685547,0.001443,0.002854 -wasmi,sha1-21896-bits,0.0064067840576171875,0.001387,0.003014 -wasmi,sha1-21896-bits,0.006962299346923828,0.001422,0.003329 -wasmi,sha1-21896-bits,0.006895303726196289,0.001415,0.003477 -wasmi,sha1-21896-bits,0.006265401840209961,0.001416,0.0028 -wasmi,sha1-21896-bits,0.0064542293548583984,0.001375,0.003126 -wasmi,sha1-21896-bits,0.0061566829681396484,0.001346,0.002819 -wasmi,sha1-21896-bits,0.0065937042236328125,0.001392,0.003331 -wasmi,sha1-21896-bits,0.006344318389892578,0.001396,0.002808 -wasmi,sha1-21896-bits,0.006048679351806641,0.001352,0.002823 -wasmi,sha1-21896-bits,0.006353855133056641,0.001587,0.002843 -wasmi,sha1-21896-bits,0.006148576736450195,0.001406,0.002806 -wasmi,sha1-21896-bits,0.006296634674072266,0.001465,0.002902 -wasmi,sha1-21896-bits,0.006324052810668945,0.001475,0.002847 -wasmi,sha1-21896-bits,0.006352663040161133,0.001484,0.002844 -wasmi,sha1-21896-bits,0.006327390670776367,0.001432,0.002833 -wasmi,sha1-21896-bits,0.006250858306884766,0.001436,0.002819 -wasmi,sha1-21896-bits,0.006361246109008789,0.00147,0.002857 -wasmi,sha1-21896-bits,0.006339073181152344,0.001527,0.002825 -wasmi,sha1-21896-bits,0.006698131561279297,0.001651,0.00298 -wasmi,sha1-21896-bits,0.006211996078491211,0.001389,0.002838 -wasmi,sha1-21896-bits,0.006415128707885742,0.00142,0.003068 -wasmi,sha1-21896-bits,0.006190776824951172,0.00139,0.002809 -wasmi,sha1-21896-bits,0.006833553314208984,0.001591,0.003014 -wasmi,sha1-21896-bits,0.006451606750488281,0.001426,0.00284 -wasmi,sha1-21896-bits,0.006239652633666992,0.001427,0.002786 -wasmi,sha1-21896-bits,0.006342887878417969,0.001456,0.002891 -wasmi,bn128_pairing-ten_point_match_1,20.887296676635742,0.010519,20.873213 -wasmi,bn128_pairing-ten_point_match_1,20.600074529647827,0.009921,20.58659 -wasmi,bn128_pairing-ten_point_match_1,20.652863264083862,0.00975,20.640005 -wasmi,blake2b-5610-bytes,0.01015329360961914,0.00179,0.00573 -wasmi,blake2b-5610-bytes,0.009575843811035156,0.001807,0.005707 -wasmi,blake2b-5610-bytes,0.010001659393310547,0.002148,0.005832 -wasmi,blake2b-5610-bytes,0.01328587532043457,0.002035,0.008343 -wasmi,blake2b-5610-bytes,0.009478092193603516,0.00178,0.005649 -wasmi,blake2b-5610-bytes,0.010490894317626953,0.001738,0.006112 -wasmi,blake2b-5610-bytes,0.009501934051513672,0.001794,0.005691 -wasmi,blake2b-5610-bytes,0.009510278701782227,0.001747,0.005625 -wasmi,blake2b-5610-bytes,0.00953054428100586,0.001834,0.005615 -wasmi,blake2b-5610-bytes,0.009593963623046875,0.001764,0.005718 -wasmi,blake2b-5610-bytes,0.009380578994750977,0.001784,0.005581 -wasmi,blake2b-5610-bytes,0.009572744369506836,0.001813,0.005683 -wasmi,blake2b-5610-bytes,0.00983285903930664,0.001973,0.005758 -wasmi,blake2b-5610-bytes,0.009216070175170898,0.001674,0.005588 -wasmi,blake2b-5610-bytes,0.018534421920776367,0.00201,0.014316 -wasmi,blake2b-5610-bytes,0.009501934051513672,0.001812,0.0056 -wasmi,blake2b-5610-bytes,0.009551525115966797,0.001777,0.005638 -wasmi,blake2b-5610-bytes,0.009490966796875,0.001795,0.005666 -wasmi,blake2b-5610-bytes,0.009510040283203125,0.001729,0.005642 -wasmi,blake2b-5610-bytes,0.009382486343383789,0.001772,0.005626 -wasmi,blake2b-5610-bytes,0.010091543197631836,0.002042,0.005687 -wasmi,blake2b-5610-bytes,0.009492635726928711,0.001818,0.005617 -wasmi,blake2b-5610-bytes,0.009488344192504883,0.001714,0.005764 -wasmi,blake2b-5610-bytes,0.009527206420898438,0.001842,0.005607 -wasmi,blake2b-5610-bytes,0.009447336196899414,0.00185,0.005609 -wasmi,blake2b-5610-bytes,0.009604692459106445,0.001771,0.005682 -wasmi,blake2b-5610-bytes,0.010641813278198242,0.001815,0.005581 -wasmi,blake2b-5610-bytes,0.009649515151977539,0.00182,0.005636 -wasmi,blake2b-5610-bytes,0.010781288146972656,0.0019,0.006095 -wasmi,blake2b-5610-bytes,0.009618759155273438,0.00178,0.005687 -wasmi,blake2b-5610-bytes,0.010057210922241211,0.001794,0.005646 -wasmi,blake2b-5610-bytes,0.009817123413085938,0.001821,0.005798 -wasmi,blake2b-5610-bytes,0.00955057144165039,0.001716,0.005749 -wasmi,blake2b-5610-bytes,0.009740591049194336,0.001811,0.005585 -wasmi,blake2b-5610-bytes,0.009404897689819336,0.001664,0.005699 -wasmi,blake2b-5610-bytes,0.009496927261352539,0.001878,0.005595 -wasmi,blake2b-5610-bytes,0.009613037109375,0.001951,0.005656 -wasmi,blake2b-5610-bytes,0.009638547897338867,0.001757,0.005781 -wasmi,blake2b-5610-bytes,0.009371042251586914,0.001745,0.005623 -wasmi,blake2b-5610-bytes,0.009731054306030273,0.001725,0.005872 -wasmi,blake2b-5610-bytes,0.009457111358642578,0.001735,0.005616 -wasmi,blake2b-5610-bytes,0.009508609771728516,0.001786,0.005637 -wasmi,blake2b-5610-bytes,0.009658098220825195,0.001813,0.005809 -wasmi,blake2b-5610-bytes,0.009598970413208008,0.001748,0.00568 -wasmi,blake2b-5610-bytes,0.009465217590332031,0.001837,0.005571 -wasmi,blake2b-5610-bytes,0.009607791900634766,0.001758,0.005691 -wasmi,blake2b-5610-bytes,0.009494543075561523,0.0018,0.005593 -wasmi,blake2b-5610-bytes,0.009610891342163086,0.001764,0.005621 -wasmi,blake2b-5610-bytes,0.010065555572509766,0.001787,0.006129 -wasmi,blake2b-5610-bytes,0.009974241256713867,0.001771,0.005931 -wasmi,bn128_mul-cdetrio2,0.2879321575164795,0.002224,0.283062 -wasmi,bn128_mul-cdetrio2,0.28677940368652344,0.002171,0.282091 -wasmi,bn128_mul-cdetrio2,0.29493188858032227,0.002652,0.289569 -wasmi,bn128_mul-cdetrio2,0.2930479049682617,0.002651,0.287559 -wasmi,bn128_mul-cdetrio2,0.2980983257293701,0.002264,0.292935 -wasmi,bn128_mul-cdetrio2,0.28648996353149414,0.002262,0.281776 -wasmi,bn128_mul-cdetrio2,0.2899658679962158,0.002536,0.284707 -wasmi,bn128_mul-cdetrio2,0.28780579566955566,0.002563,0.282254 -wasmi,bn128_mul-cdetrio2,0.29201364517211914,0.002505,0.286612 -wasmi,bn128_mul-cdetrio2,0.29515528678894043,0.002195,0.290481 -wasmi,bn128_mul-cdetrio2,0.28795647621154785,0.002574,0.282807 -wasmi,bn128_mul-cdetrio2,0.289870023727417,0.002554,0.284736 -wasmi,bn128_mul-cdetrio2,0.2918100357055664,0.002572,0.286172 -wasmi,bn128_mul-cdetrio2,0.29132986068725586,0.002489,0.286095 -wasmi,bn128_mul-cdetrio2,0.28923964500427246,0.00258,0.283831 -wasmi,bn128_mul-cdetrio2,0.29015016555786133,0.002552,0.285103 -wasmi,bn128_mul-cdetrio2,0.2908644676208496,0.002502,0.285776 -wasmi,bn128_mul-cdetrio2,0.2903304100036621,0.002492,0.28521 -wasmi,bn128_mul-cdetrio2,0.29343175888061523,0.002664,0.28769 -wasmi,bn128_mul-cdetrio2,0.29553985595703125,0.00259,0.289961 -wasmi,bn128_mul-cdetrio2,0.2929668426513672,0.002615,0.287414 -wasmi,bn128_mul-cdetrio2,0.326646089553833,0.002412,0.321243 -wasmi,bn128_mul-cdetrio2,0.2884688377380371,0.002472,0.282956 -wasmi,bn128_mul-cdetrio2,0.29032087326049805,0.002234,0.285616 -wasmi,bn128_mul-cdetrio2,0.2959306240081787,0.002888,0.289782 -wasmi,bn128_mul-cdetrio2,0.28980135917663574,0.002194,0.285118 -wasmi,bn128_mul-cdetrio2,0.29103994369506836,0.002605,0.285795 -wasmi,bn128_mul-cdetrio2,0.29839181900024414,0.002615,0.292775 -wasmi,bn128_mul-cdetrio2,0.2894287109375,0.002582,0.284287 -wasmi,bn128_mul-cdetrio2,0.2886021137237549,0.00255,0.283321 -wasmi,bn128_mul-cdetrio2,0.2912137508392334,0.002999,0.285392 -wasmi,bn128_mul-cdetrio2,0.2883334159851074,0.002213,0.283419 -wasmi,bn128_mul-cdetrio2,0.28930187225341797,0.002535,0.284156 -wasmi,bn128_mul-cdetrio2,0.292590856552124,0.002182,0.287933 -wasmi,bn128_mul-cdetrio2,0.2872164249420166,0.002635,0.281901 -wasmi,bn128_mul-cdetrio2,0.28718090057373047,0.002272,0.282432 -wasmi,bn128_mul-cdetrio2,0.29503417015075684,0.003053,0.289284 -wasmi,bn128_mul-cdetrio2,0.29227542877197266,0.002499,0.287165 -wasmi,bn128_mul-cdetrio2,0.29060792922973633,0.002614,0.284954 -wasmi,bn128_mul-cdetrio2,0.28859686851501465,0.002277,0.283862 -wasmi,bn128_mul-cdetrio2,0.29357314109802246,0.002749,0.288133 -wasmi,bn128_mul-cdetrio2,0.2879774570465088,0.002329,0.282828 -wasmi,bn128_mul-cdetrio2,0.28710389137268066,0.002257,0.282217 -wasmi,bn128_mul-cdetrio2,0.2876405715942383,0.002308,0.282815 -wasmi,bn128_mul-cdetrio2,0.28720664978027344,0.002536,0.281838 -wasmi,bn128_mul-cdetrio2,0.2953002452850342,0.002421,0.289978 -wasmi,bn128_mul-cdetrio2,0.29471588134765625,0.002256,0.289965 -wasmi,bn128_mul-cdetrio2,0.2963995933532715,0.002609,0.29106 -wasmi,bn128_mul-cdetrio2,0.28679370880126953,0.002202,0.282097 -wasmi,bn128_mul-cdetrio2,0.29143571853637695,0.002244,0.286648 -wasmi,modexp-eip_example1,0.10692858695983887,0.004664,0.099567 -wasmi,modexp-eip_example1,0.10691475868225098,0.005246,0.098751 -wasmi,modexp-eip_example1,0.10528159141540527,0.004219,0.098374 -wasmi,modexp-eip_example1,0.10801219940185547,0.004627,0.100378 -wasmi,modexp-eip_example1,0.10433650016784668,0.004305,0.09741 -wasmi,modexp-eip_example1,0.1051793098449707,0.004565,0.097868 -wasmi,modexp-eip_example1,0.10445451736450195,0.004781,0.096909 -wasmi,modexp-eip_example1,0.1058039665222168,0.004234,0.098749 -wasmi,modexp-eip_example1,0.10560798645019531,0.00427,0.097973 -wasmi,modexp-eip_example1,0.10443997383117676,0.00424,0.097578 -wasmi,modexp-eip_example1,0.1071937084197998,0.005672,0.098544 -wasmi,modexp-eip_example1,0.10765194892883301,0.00506,0.099686 -wasmi,modexp-eip_example1,0.1073465347290039,0.004711,0.09943 -wasmi,modexp-eip_example1,0.10490846633911133,0.004302,0.097735 -wasmi,modexp-eip_example1,0.11149907112121582,0.00426,0.104504 -wasmi,modexp-eip_example1,0.11558365821838379,0.005371,0.107266 -wasmi,modexp-eip_example1,0.10523247718811035,0.00433,0.09791 -wasmi,modexp-eip_example1,0.1064293384552002,0.004892,0.09849 -wasmi,modexp-eip_example1,0.10373640060424805,0.004226,0.096844 -wasmi,modexp-eip_example1,0.10671091079711914,0.005011,0.098556 -wasmi,modexp-eip_example1,0.1049809455871582,0.004662,0.097457 -wasmi,modexp-eip_example1,0.1151423454284668,0.005052,0.10675 -wasmi,modexp-eip_example1,0.10766768455505371,0.004322,0.100608 -wasmi,modexp-eip_example1,0.10547351837158203,0.005001,0.097572 -wasmi,modexp-eip_example1,0.10471725463867188,0.004365,0.097174 -wasmi,modexp-eip_example1,0.10445380210876465,0.004803,0.096867 -wasmi,modexp-eip_example1,0.10690665245056152,0.004835,0.099384 -wasmi,modexp-eip_example1,0.10450458526611328,0.004583,0.096911 -wasmi,modexp-eip_example1,0.1053779125213623,0.004597,0.097861 -wasmi,modexp-eip_example1,0.10922026634216309,0.005128,0.097734 -wasmi,modexp-eip_example1,0.11008667945861816,0.005162,0.101255 -wasmi,modexp-eip_example1,0.10731673240661621,0.004559,0.099947 -wasmi,modexp-eip_example1,0.11436223983764648,0.004786,0.106073 -wasmi,modexp-eip_example1,0.12985801696777344,0.005672,0.121481 -wasmi,modexp-eip_example1,0.11620402336120605,0.00581,0.107631 -wasmi,modexp-eip_example1,0.11847901344299316,0.00452,0.110926 -wasmi,modexp-eip_example1,0.10462784767150879,0.004886,0.097017 -wasmi,modexp-eip_example1,0.1048283576965332,0.004596,0.097062 -wasmi,modexp-eip_example1,0.10500454902648926,0.004287,0.098008 -wasmi,modexp-eip_example1,0.10760664939880371,0.004693,0.099608 -wasmi,modexp-eip_example1,0.10725879669189453,0.004638,0.099782 -wasmi,modexp-eip_example1,0.10452675819396973,0.0043,0.096936 -wasmi,modexp-eip_example1,0.10452532768249512,0.00483,0.097 -wasmi,modexp-eip_example1,0.10855221748352051,0.004568,0.101053 -wasmi,modexp-eip_example1,0.10954809188842773,0.005276,0.101175 -wasmi,modexp-eip_example1,0.10469174385070801,0.0043,0.097741 -wasmi,modexp-eip_example1,0.10491085052490234,0.004685,0.097307 -wasmi,modexp-eip_example1,0.10715365409851074,0.004971,0.098878 -wasmi,modexp-eip_example1,0.10624933242797852,0.005038,0.098377 -wasmi,modexp-eip_example1,0.10616159439086914,0.004795,0.098197 -wasmi,blake2b-2805-bytes,0.007487058639526367,0.001718,0.003099 -wasmi,blake2b-2805-bytes,0.0068814754486083984,0.001725,0.003076 -wasmi,blake2b-2805-bytes,0.006824970245361328,0.001673,0.003092 -wasmi,blake2b-2805-bytes,0.0067386627197265625,0.00166,0.003044 -wasmi,blake2b-2805-bytes,0.00687098503112793,0.001684,0.003155 -wasmi,blake2b-2805-bytes,0.0068206787109375,0.001616,0.003066 -wasmi,blake2b-2805-bytes,0.0067021846771240234,0.001661,0.003056 -wasmi,blake2b-2805-bytes,0.006903171539306641,0.001763,0.003062 -wasmi,blake2b-2805-bytes,0.007861137390136719,0.001938,0.003756 -wasmi,blake2b-2805-bytes,0.00691986083984375,0.001712,0.003057 -wasmi,blake2b-2805-bytes,0.007302761077880859,0.001954,0.003142 -wasmi,blake2b-2805-bytes,0.0069158077239990234,0.001742,0.003147 -wasmi,blake2b-2805-bytes,0.0068509578704833984,0.001696,0.00308 -wasmi,blake2b-2805-bytes,0.008158683776855469,0.00202,0.003658 -wasmi,blake2b-2805-bytes,0.006920576095581055,0.001735,0.003058 -wasmi,blake2b-2805-bytes,0.006748199462890625,0.001714,0.003038 -wasmi,blake2b-2805-bytes,0.0067484378814697266,0.00172,0.003047 -wasmi,blake2b-2805-bytes,0.007178783416748047,0.001625,0.003522 -wasmi,blake2b-2805-bytes,0.0067899227142333984,0.001726,0.00305 -wasmi,blake2b-2805-bytes,0.006815195083618164,0.00163,0.003135 -wasmi,blake2b-2805-bytes,0.0067195892333984375,0.001703,0.003105 -wasmi,blake2b-2805-bytes,0.0068013668060302734,0.001704,0.003104 -wasmi,blake2b-2805-bytes,0.006673336029052734,0.001668,0.003072 -wasmi,blake2b-2805-bytes,0.006834268569946289,0.001665,0.00306 -wasmi,blake2b-2805-bytes,0.006804466247558594,0.001682,0.003143 -wasmi,blake2b-2805-bytes,0.006730318069458008,0.001679,0.00306 -wasmi,blake2b-2805-bytes,0.006773710250854492,0.001701,0.003058 -wasmi,blake2b-2805-bytes,0.006577491760253906,0.001598,0.003045 -wasmi,blake2b-2805-bytes,0.006778240203857422,0.001756,0.003072 -wasmi,blake2b-2805-bytes,0.007361412048339844,0.002186,0.003075 -wasmi,blake2b-2805-bytes,0.007174491882324219,0.001944,0.00312 -wasmi,blake2b-2805-bytes,0.006804227828979492,0.001648,0.003086 -wasmi,blake2b-2805-bytes,0.006765127182006836,0.001758,0.003051 -wasmi,blake2b-2805-bytes,0.0067670345306396484,0.00176,0.003036 -wasmi,blake2b-2805-bytes,0.006767749786376953,0.001672,0.003157 -wasmi,blake2b-2805-bytes,0.0066814422607421875,0.001686,0.003064 -wasmi,blake2b-2805-bytes,0.0068569183349609375,0.001649,0.003161 -wasmi,blake2b-2805-bytes,0.006865739822387695,0.001693,0.003222 -wasmi,blake2b-2805-bytes,0.007245302200317383,0.001697,0.003529 -wasmi,blake2b-2805-bytes,0.006761074066162109,0.001684,0.00305 -wasmi,blake2b-2805-bytes,0.006777048110961914,0.001611,0.003078 -wasmi,blake2b-2805-bytes,0.006882667541503906,0.00164,0.003242 -wasmi,blake2b-2805-bytes,0.006922245025634766,0.001708,0.00308 -wasmi,blake2b-2805-bytes,0.0074253082275390625,0.001906,0.003201 -wasmi,blake2b-2805-bytes,0.006941795349121094,0.001685,0.003087 -wasmi,blake2b-2805-bytes,0.0073506832122802734,0.001775,0.003223 -wasmi,blake2b-2805-bytes,0.007053375244140625,0.001767,0.003083 -wasmi,blake2b-2805-bytes,0.00732111930847168,0.00181,0.003076 -wasmi,blake2b-2805-bytes,0.006877899169921875,0.001689,0.003081 -wasmi,blake2b-2805-bytes,0.006897449493408203,0.001688,0.003045 -wasmi,sha1-10808-bits,0.006017208099365234,0.001398,0.001646 -wasmi,sha1-10808-bits,0.005252838134765625,0.001309,0.001701 -wasmi,sha1-10808-bits,0.006113767623901367,0.001392,0.001908 -wasmi,sha1-10808-bits,0.007719516754150391,0.003931,0.001689 -wasmi,sha1-10808-bits,0.005912065505981445,0.001791,0.00206 -wasmi,sha1-10808-bits,0.005559682846069336,0.001419,0.001692 -wasmi,sha1-10808-bits,0.005763053894042969,0.001373,0.002358 -wasmi,sha1-10808-bits,0.005415916442871094,0.001294,0.002108 -wasmi,sha1-10808-bits,0.005044221878051758,0.001347,0.001628 -wasmi,sha1-10808-bits,0.004893779754638672,0.001348,0.001613 -wasmi,sha1-10808-bits,0.004803657531738281,0.001306,0.001615 -wasmi,sha1-10808-bits,0.0048961639404296875,0.001347,0.001623 -wasmi,sha1-10808-bits,0.004841804504394531,0.0013,0.001605 -wasmi,sha1-10808-bits,0.005186796188354492,0.001265,0.001695 -wasmi,sha1-10808-bits,0.004808187484741211,0.001328,0.001628 -wasmi,sha1-10808-bits,0.004859447479248047,0.001275,0.00165 -wasmi,sha1-10808-bits,0.011269092559814453,0.001285,0.007982 -wasmi,sha1-10808-bits,0.0058400630950927734,0.001596,0.001854 -wasmi,sha1-10808-bits,0.005191802978515625,0.001395,0.001728 -wasmi,sha1-10808-bits,0.0058078765869140625,0.00165,0.001665 -wasmi,sha1-10808-bits,0.005352020263671875,0.001534,0.001709 -wasmi,sha1-10808-bits,0.0052318572998046875,0.001394,0.001649 -wasmi,sha1-10808-bits,0.005271196365356445,0.001371,0.001666 -wasmi,sha1-10808-bits,0.005162954330444336,0.001365,0.001697 -wasmi,sha1-10808-bits,0.0050907135009765625,0.001335,0.001631 -wasmi,sha1-10808-bits,0.004835367202758789,0.001257,0.00166 -wasmi,sha1-10808-bits,0.005221843719482422,0.001413,0.001799 -wasmi,sha1-10808-bits,0.0055942535400390625,0.001524,0.001936 -wasmi,sha1-10808-bits,0.00496673583984375,0.001314,0.001666 -wasmi,sha1-10808-bits,0.004949092864990234,0.00128,0.001621 -wasmi,sha1-10808-bits,0.006209135055541992,0.00139,0.002772 -wasmi,sha1-10808-bits,0.005257368087768555,0.00132,0.001765 -wasmi,sha1-10808-bits,0.004977703094482422,0.001279,0.001655 -wasmi,sha1-10808-bits,0.004870176315307617,0.001344,0.00162 -wasmi,sha1-10808-bits,0.005092620849609375,0.001357,0.001697 -wasmi,sha1-10808-bits,0.005910396575927734,0.00137,0.002352 -wasmi,sha1-10808-bits,0.0050351619720458984,0.00136,0.001649 -wasmi,sha1-10808-bits,0.004937171936035156,0.001305,0.001658 -wasmi,sha1-10808-bits,0.004848003387451172,0.001366,0.001635 -wasmi,sha1-10808-bits,0.004855632781982422,0.001266,0.001658 -wasmi,sha1-10808-bits,0.005316495895385742,0.00131,0.001617 -wasmi,sha1-10808-bits,0.0048334598541259766,0.001276,0.001613 -wasmi,sha1-10808-bits,0.004812479019165039,0.001268,0.001646 -wasmi,sha1-10808-bits,0.004865407943725586,0.001316,0.001624 -wasmi,sha1-10808-bits,0.004769563674926758,0.001273,0.00161 -wasmi,sha1-10808-bits,0.004849672317504883,0.001253,0.001664 -wasmi,sha1-10808-bits,0.005166769027709961,0.0015,0.001712 -wasmi,sha1-10808-bits,0.004859447479248047,0.001251,0.001615 -wasmi,sha1-10808-bits,0.004863739013671875,0.001278,0.001742 -wasmi,sha1-10808-bits,0.004862070083618164,0.001317,0.00164 -wasmi,bn128_add-cdetrio10,0.0056874752044677734,0.002261,0.001236 -wasmi,bn128_add-cdetrio10,0.005670070648193359,0.002208,0.001285 -wasmi,bn128_add-cdetrio10,0.0056018829345703125,0.002227,0.001257 -wasmi,bn128_add-cdetrio10,0.0054934024810791016,0.002118,0.001251 -wasmi,bn128_add-cdetrio10,0.005408287048339844,0.002155,0.00122 -wasmi,bn128_add-cdetrio10,0.00543522834777832,0.002133,0.001236 -wasmi,bn128_add-cdetrio10,0.005386829376220703,0.002204,0.001213 -wasmi,bn128_add-cdetrio10,0.006382942199707031,0.002142,0.001225 -wasmi,bn128_add-cdetrio10,0.005503416061401367,0.002148,0.001226 -wasmi,bn128_add-cdetrio10,0.005251646041870117,0.002049,0.001223 -wasmi,bn128_add-cdetrio10,0.005694866180419922,0.002315,0.00123 -wasmi,bn128_add-cdetrio10,0.005914211273193359,0.002148,0.001232 -wasmi,bn128_add-cdetrio10,0.0055468082427978516,0.002161,0.001246 -wasmi,bn128_add-cdetrio10,0.0054700374603271484,0.002222,0.001204 -wasmi,bn128_add-cdetrio10,0.005758047103881836,0.002382,0.001249 -wasmi,bn128_add-cdetrio10,0.005406379699707031,0.002256,0.001212 -wasmi,bn128_add-cdetrio10,0.005280733108520508,0.002099,0.001233 -wasmi,bn128_add-cdetrio10,0.0054187774658203125,0.002161,0.001229 -wasmi,bn128_add-cdetrio10,0.005458354949951172,0.002105,0.001227 -wasmi,bn128_add-cdetrio10,0.0053713321685791016,0.002165,0.001225 -wasmi,bn128_add-cdetrio10,0.005696296691894531,0.002058,0.001286 -wasmi,bn128_add-cdetrio10,0.005280971527099609,0.002142,0.001204 -wasmi,bn128_add-cdetrio10,0.005604982376098633,0.002077,0.001213 -wasmi,bn128_add-cdetrio10,0.0055730342864990234,0.002248,0.001237 -wasmi,bn128_add-cdetrio10,0.005568981170654297,0.002204,0.00126 -wasmi,bn128_add-cdetrio10,0.005413532257080078,0.002175,0.001237 -wasmi,bn128_add-cdetrio10,0.006495475769042969,0.002462,0.001282 -wasmi,bn128_add-cdetrio10,0.005620718002319336,0.002237,0.001262 -wasmi,bn128_add-cdetrio10,0.005646705627441406,0.002296,0.001242 -wasmi,bn128_add-cdetrio10,0.005532264709472656,0.002126,0.001361 -wasmi,bn128_add-cdetrio10,0.005511760711669922,0.002153,0.001238 -wasmi,bn128_add-cdetrio10,0.0055408477783203125,0.002148,0.001242 -wasmi,bn128_add-cdetrio10,0.005452632904052734,0.002122,0.00122 -wasmi,bn128_add-cdetrio10,0.0056209564208984375,0.002271,0.001231 -wasmi,bn128_add-cdetrio10,0.005641460418701172,0.002187,0.001349 -wasmi,bn128_add-cdetrio10,0.0053863525390625,0.002111,0.001221 -wasmi,bn128_add-cdetrio10,0.005825042724609375,0.002427,0.001231 -wasmi,bn128_add-cdetrio10,0.005815267562866211,0.002158,0.001267 -wasmi,bn128_add-cdetrio10,0.005347728729248047,0.002176,0.001244 -wasmi,bn128_add-cdetrio10,0.005464792251586914,0.002138,0.001245 -wasmi,bn128_add-cdetrio10,0.005346059799194336,0.002139,0.00122 -wasmi,bn128_add-cdetrio10,0.0058307647705078125,0.002198,0.001259 -wasmi,bn128_add-cdetrio10,0.005917549133300781,0.002415,0.001437 -wasmi,bn128_add-cdetrio10,0.005956411361694336,0.002399,0.001359 -wasmi,bn128_add-cdetrio10,0.005554676055908203,0.002221,0.001235 -wasmi,bn128_add-cdetrio10,0.005346775054931641,0.002044,0.001238 -wasmi,bn128_add-cdetrio10,0.005828380584716797,0.002553,0.001259 -wasmi,bn128_add-cdetrio10,0.005476474761962891,0.002155,0.001248 -wasmi,bn128_add-cdetrio10,0.005344390869140625,0.002104,0.001215 -wasmi,bn128_add-cdetrio10,0.00548100471496582,0.002172,0.001227 -wasmi,mul256-gcolvin-drag-race,7.204375982284546,0.00275,7.198864 -wasmi,mul256-gcolvin-drag-race,7.168059349060059,0.00233,7.163179 -wasmi,mul256-gcolvin-drag-race,7.120871543884277,0.002147,7.116276 -wasmi,mul256-gcolvin-drag-race,7.041967153549194,0.002067,7.03634 -wasmi,mul256-gcolvin-drag-race,7.044036388397217,0.002537,7.037486 -wasmi,mul256-gcolvin-drag-race,7.124176025390625,0.002456,7.118734 -wasmi,mul256-gcolvin-drag-race,7.078975200653076,0.002848,7.072113 -wasmi,mul256-gcolvin-drag-race,7.132174730300903,0.002338,7.127287 -wasmi,bn128_mul-chfast1,0.08068132400512695,0.002534,0.075631 -wasmi,bn128_mul-chfast1,0.0800786018371582,0.002463,0.075028 -wasmi,bn128_mul-chfast1,0.08023452758789062,0.002571,0.075171 -wasmi,bn128_mul-chfast1,0.08220934867858887,0.002285,0.077174 -wasmi,bn128_mul-chfast1,0.08004355430603027,0.002248,0.075084 -wasmi,bn128_mul-chfast1,0.08099913597106934,0.002397,0.076125 -wasmi,bn128_mul-chfast1,0.0805048942565918,0.002277,0.075123 -wasmi,bn128_mul-chfast1,0.08095574378967285,0.002221,0.076044 -wasmi,bn128_mul-chfast1,0.0827796459197998,0.003102,0.076986 -wasmi,bn128_mul-chfast1,0.08206295967102051,0.002565,0.07549 -wasmi,bn128_mul-chfast1,0.08091521263122559,0.002636,0.07571 -wasmi,bn128_mul-chfast1,0.08215880393981934,0.002672,0.075513 -wasmi,bn128_mul-chfast1,0.08094596862792969,0.002474,0.075713 -wasmi,bn128_mul-chfast1,0.08297300338745117,0.002241,0.076805 -wasmi,bn128_mul-chfast1,0.08626198768615723,0.003053,0.080559 -wasmi,bn128_mul-chfast1,0.08426618576049805,0.002555,0.079094 -wasmi,bn128_mul-chfast1,0.07978963851928711,0.002302,0.074731 -wasmi,bn128_mul-chfast1,0.0840599536895752,0.002674,0.078787 -wasmi,bn128_mul-chfast1,0.08363485336303711,0.002609,0.077168 -wasmi,bn128_mul-chfast1,0.07980084419250488,0.00248,0.074701 -wasmi,bn128_mul-chfast1,0.08077549934387207,0.002494,0.074968 -wasmi,bn128_mul-chfast1,0.08110213279724121,0.002492,0.075557 -wasmi,bn128_mul-chfast1,0.08047246932983398,0.00242,0.075535 -wasmi,bn128_mul-chfast1,0.0807352066040039,0.002521,0.075261 -wasmi,bn128_mul-chfast1,0.08101606369018555,0.002593,0.075475 -wasmi,bn128_mul-chfast1,0.07974410057067871,0.00227,0.074994 -wasmi,bn128_mul-chfast1,0.0812537670135498,0.002291,0.074851 -wasmi,bn128_mul-chfast1,0.07998251914978027,0.002264,0.075268 -wasmi,bn128_mul-chfast1,0.08064937591552734,0.002297,0.075561 -wasmi,bn128_mul-chfast1,0.08212447166442871,0.003021,0.076329 -wasmi,bn128_mul-chfast1,0.08103704452514648,0.002592,0.075878 -wasmi,bn128_mul-chfast1,0.08338022232055664,0.002584,0.077635 -wasmi,bn128_mul-chfast1,0.0813148021697998,0.002646,0.075558 -wasmi,bn128_mul-chfast1,0.07952022552490234,0.002236,0.074725 -wasmi,bn128_mul-chfast1,0.08312559127807617,0.002621,0.077492 -wasmi,bn128_mul-chfast1,0.08072996139526367,0.002644,0.075412 -wasmi,bn128_mul-chfast1,0.08269119262695312,0.002284,0.077538 -wasmi,bn128_mul-chfast1,0.08123159408569336,0.002289,0.07661 -wasmi,bn128_mul-chfast1,0.08205175399780273,0.002656,0.076377 -wasmi,bn128_mul-chfast1,0.08034157752990723,0.002184,0.075425 -wasmi,bn128_mul-chfast1,0.08149051666259766,0.002628,0.076134 -wasmi,bn128_mul-chfast1,0.08077263832092285,0.002657,0.075124 -wasmi,bn128_mul-chfast1,0.08081221580505371,0.003096,0.075015 -wasmi,bn128_mul-chfast1,0.08084917068481445,0.002654,0.075193 -wasmi,bn128_mul-chfast1,0.08390641212463379,0.002635,0.078618 -wasmi,bn128_mul-chfast1,0.08147931098937988,0.002266,0.076346 -wasmi,bn128_mul-chfast1,0.08391714096069336,0.002631,0.078761 -wasmi,bn128_mul-chfast1,0.08169198036193848,0.002675,0.076092 -wasmi,bn128_mul-chfast1,0.08132410049438477,0.002231,0.076392 -wasmi,bn128_mul-chfast1,0.08085322380065918,0.0025,0.075984 -wasmi,bls12-381-aggreg-128-pubkeys-verify-sig,36.45847940444946,0.016261,36.438784 -wasmi,bls12-381-aggreg-128-pubkeys-verify-sig,35.89940118789673,0.015935,35.8787 -wasmi,bls12-381-aggreg-128-pubkeys-verify-sig,36.61236810684204,0.016836,36.591937 -wasmi,bn128_mul-cdetrio6,0.3406500816345215,0.002301,0.335606 -wasmi,bn128_mul-cdetrio6,0.34835362434387207,0.002892,0.342885 -wasmi,bn128_mul-cdetrio6,0.3422837257385254,0.002304,0.33698 -wasmi,bn128_mul-cdetrio6,0.35332822799682617,0.002786,0.34751 -wasmi,bn128_mul-cdetrio6,0.35485243797302246,0.002266,0.349103 -wasmi,bn128_mul-cdetrio6,0.35616016387939453,0.002275,0.351278 -wasmi,bn128_mul-cdetrio6,0.3483772277832031,0.002237,0.343643 -wasmi,bn128_mul-cdetrio6,0.3507699966430664,0.002302,0.345642 -wasmi,bn128_mul-cdetrio6,0.34640979766845703,0.002301,0.341345 -wasmi,bn128_mul-cdetrio6,0.3464224338531494,0.002228,0.341414 -wasmi,bn128_mul-cdetrio6,0.350538969039917,0.002202,0.345486 -wasmi,bn128_mul-cdetrio6,0.34708118438720703,0.002307,0.34228 -wasmi,bn128_mul-cdetrio6,0.3573882579803467,0.002334,0.351069 -wasmi,bn128_mul-cdetrio6,0.36327600479125977,0.002659,0.358008 -wasmi,bn128_mul-cdetrio6,0.3437023162841797,0.002609,0.338433 -wasmi,bn128_mul-cdetrio6,0.3418087959289551,0.002585,0.336188 -wasmi,bn128_mul-cdetrio6,0.343966007232666,0.002612,0.338828 -wasmi,bn128_mul-cdetrio6,0.3489265441894531,0.00266,0.343687 -wasmi,bn128_mul-cdetrio6,0.35152578353881836,0.002667,0.345785 -wasmi,bn128_mul-cdetrio6,0.35147523880004883,0.002612,0.346195 -wasmi,bn128_mul-cdetrio6,0.34476566314697266,0.002244,0.34005 -wasmi,bn128_mul-cdetrio6,0.34322381019592285,0.002295,0.338169 -wasmi,bn128_mul-cdetrio6,0.33962512016296387,0.002379,0.334527 -wasmi,bn128_mul-cdetrio6,0.3424108028411865,0.002356,0.336971 -wasmi,bn128_mul-cdetrio6,0.3391122817993164,0.00222,0.333528 -wasmi,bn128_mul-cdetrio6,0.3566410541534424,0.002258,0.351483 -wasmi,bn128_mul-cdetrio6,0.3534221649169922,0.002232,0.348472 -wasmi,bn128_mul-cdetrio6,0.3428769111633301,0.003067,0.337115 -wasmi,bn128_mul-cdetrio6,0.34395790100097656,0.002642,0.33743 -wasmi,bn128_mul-cdetrio6,0.34053587913513184,0.002302,0.335563 -wasmi,bn128_mul-cdetrio6,0.33947277069091797,0.002496,0.333717 -wasmi,bn128_mul-cdetrio6,0.3410525321960449,0.002546,0.335904 -wasmi,bn128_mul-cdetrio6,0.34273529052734375,0.002267,0.336484 -wasmi,bn128_mul-cdetrio6,0.3452489376068115,0.002663,0.340053 -wasmi,bn128_mul-cdetrio6,0.34861254692077637,0.002516,0.342973 -wasmi,bn128_mul-cdetrio6,0.3441741466522217,0.002287,0.33946 -wasmi,bn128_mul-cdetrio6,0.35129308700561523,0.003205,0.34502 -wasmi,bn128_mul-cdetrio6,0.34503746032714844,0.002262,0.340022 -wasmi,bn128_mul-cdetrio6,0.3441610336303711,0.002991,0.338487 -wasmi,bn128_mul-cdetrio6,0.34701061248779297,0.002634,0.341327 -wasmi,bn128_mul-cdetrio6,0.3497655391693115,0.002486,0.344714 -wasmi,bn128_mul-cdetrio6,0.34161901473999023,0.002633,0.335071 -wasmi,bn128_mul-cdetrio6,0.34732484817504883,0.002957,0.341654 -wasmi,bn128_mul-cdetrio6,0.3420143127441406,0.002326,0.336706 -wasmi,bn128_mul-cdetrio6,0.35033345222473145,0.002897,0.344766 -wasmi,bn128_mul-cdetrio6,0.34508419036865234,0.002711,0.338526 -wasmi,bn128_mul-cdetrio6,0.3426992893218994,0.002998,0.336856 -wasmi,bn128_mul-cdetrio6,0.3444254398345947,0.002822,0.337474 -wasmi,bn128_mul-cdetrio6,0.35552120208740234,0.00221,0.350442 -wasmi,bn128_mul-cdetrio6,0.34568095207214355,0.002754,0.340147 -wasmi,bn128_mul-chfast3,0.3044741153717041,0.002636,0.297991 -wasmi,bn128_mul-chfast3,0.3069772720336914,0.002206,0.301167 -wasmi,bn128_mul-chfast3,0.30393505096435547,0.002282,0.298943 -wasmi,bn128_mul-chfast3,0.30041003227233887,0.003035,0.294505 -wasmi,bn128_mul-chfast3,0.3002142906188965,0.00229,0.29418 -wasmi,bn128_mul-chfast3,0.3008615970611572,0.002685,0.294954 -wasmi,bn128_mul-chfast3,0.3060574531555176,0.002515,0.299683 -wasmi,bn128_mul-chfast3,0.29804229736328125,0.002627,0.292844 -wasmi,bn128_mul-chfast3,0.3000626564025879,0.002252,0.295206 -wasmi,bn128_mul-chfast3,0.30521631240844727,0.002562,0.298621 -wasmi,bn128_mul-chfast3,0.30504560470581055,0.002963,0.299343 -wasmi,bn128_mul-chfast3,0.3033938407897949,0.002549,0.296751 -wasmi,bn128_mul-chfast3,0.30307459831237793,0.002412,0.297915 -wasmi,bn128_mul-chfast3,0.3041722774505615,0.002236,0.298306 -wasmi,bn128_mul-chfast3,0.2987077236175537,0.002223,0.293744 -wasmi,bn128_mul-chfast3,0.30370450019836426,0.002372,0.297512 -wasmi,bn128_mul-chfast3,0.30166077613830566,0.002306,0.296902 -wasmi,bn128_mul-chfast3,0.30098962783813477,0.002613,0.294433 -wasmi,bn128_mul-chfast3,0.3018362522125244,0.002267,0.295871 -wasmi,bn128_mul-chfast3,0.3020641803741455,0.002187,0.297104 -wasmi,bn128_mul-chfast3,0.3099522590637207,0.002432,0.304012 -wasmi,bn128_mul-chfast3,0.302933931350708,0.00226,0.296907 -wasmi,bn128_mul-chfast3,0.30043959617614746,0.002698,0.295137 -wasmi,bn128_mul-chfast3,0.3023695945739746,0.002222,0.296256 -wasmi,bn128_mul-chfast3,0.30257368087768555,0.002245,0.297477 -wasmi,bn128_mul-chfast3,0.3046395778656006,0.002631,0.299407 -wasmi,bn128_mul-chfast3,0.3073844909667969,0.00232,0.301168 -wasmi,bn128_mul-chfast3,0.29817628860473633,0.002219,0.292418 -wasmi,bn128_mul-chfast3,0.30103421211242676,0.002604,0.295892 -wasmi,bn128_mul-chfast3,0.30558300018310547,0.002655,0.299946 -wasmi,bn128_mul-chfast3,0.303647518157959,0.002246,0.298645 -wasmi,bn128_mul-chfast3,0.29707884788513184,0.002316,0.292214 -wasmi,bn128_mul-chfast3,0.3012514114379883,0.002301,0.296121 -wasmi,bn128_mul-chfast3,0.30003929138183594,0.002248,0.295385 -wasmi,bn128_mul-chfast3,0.3008084297180176,0.002249,0.296198 -wasmi,bn128_mul-chfast3,0.30438923835754395,0.002367,0.298127 -wasmi,bn128_mul-chfast3,0.30045032501220703,0.002215,0.294556 -wasmi,bn128_mul-chfast3,0.2997622489929199,0.00229,0.293559 -wasmi,bn128_mul-chfast3,0.30915379524230957,0.002595,0.30396 -wasmi,bn128_mul-chfast3,0.29892539978027344,0.002341,0.293733 -wasmi,bn128_mul-chfast3,0.30313777923583984,0.00268,0.297953 -wasmi,bn128_mul-chfast3,0.3042335510253906,0.002403,0.297757 -wasmi,bn128_mul-chfast3,0.30090785026550293,0.002224,0.295903 -wasmi,bn128_mul-chfast3,0.30254459381103516,0.002201,0.296747 -wasmi,bn128_mul-chfast3,0.2995595932006836,0.002859,0.293875 -wasmi,bn128_mul-chfast3,0.3016695976257324,0.002247,0.296739 -wasmi,bn128_mul-chfast3,0.30072641372680664,0.002554,0.294131 -wasmi,bn128_mul-chfast3,0.30420637130737305,0.002187,0.29923 -wasmi,bn128_mul-chfast3,0.30218935012817383,0.004112,0.295413 -wasmi,bn128_mul-chfast3,0.30239319801330566,0.002337,0.296353 -wasmi,modexp-nagydani-1-square,0.012579202651977539,0.004974,0.004793 -wasmi,modexp-nagydani-1-square,0.013831377029418945,0.005262,0.005551 -wasmi,modexp-nagydani-1-square,0.013092279434204102,0.005192,0.00487 -wasmi,modexp-nagydani-1-square,0.011405467987060547,0.004317,0.004764 -wasmi,modexp-nagydani-1-square,0.011303186416625977,0.004198,0.004813 -wasmi,modexp-nagydani-1-square,0.011220693588256836,0.00422,0.004774 -wasmi,modexp-nagydani-1-square,0.013458728790283203,0.005231,0.004925 -wasmi,modexp-nagydani-1-square,0.011939287185668945,0.004634,0.00489 -wasmi,modexp-nagydani-1-square,0.012192249298095703,0.004506,0.005033 -wasmi,modexp-nagydani-1-square,0.012247800827026367,0.004739,0.004895 -wasmi,modexp-nagydani-1-square,0.011537790298461914,0.004227,0.004923 -wasmi,modexp-nagydani-1-square,0.011713743209838867,0.004216,0.00477 -wasmi,modexp-nagydani-1-square,0.011799097061157227,0.004261,0.00493 -wasmi,modexp-nagydani-1-square,0.013653755187988281,0.005096,0.005298 -wasmi,modexp-nagydani-1-square,0.011441707611083984,0.004328,0.00479 -wasmi,modexp-nagydani-1-square,0.01569676399230957,0.006168,0.006654 -wasmi,modexp-nagydani-1-square,0.013462543487548828,0.004816,0.005756 -wasmi,modexp-nagydani-1-square,0.013692855834960938,0.005028,0.005865 -wasmi,modexp-nagydani-1-square,0.013732433319091797,0.004969,0.005489 -wasmi,modexp-nagydani-1-square,0.013001680374145508,0.004901,0.005648 -wasmi,modexp-nagydani-1-square,0.014946460723876953,0.005674,0.00588 -wasmi,modexp-nagydani-1-square,0.014120340347290039,0.004826,0.005925 -wasmi,modexp-nagydani-1-square,0.013201475143432617,0.004976,0.005583 -wasmi,modexp-nagydani-1-square,0.014082908630371094,0.004955,0.005172 -wasmi,modexp-nagydani-1-square,0.015674352645874023,0.006313,0.005923 -wasmi,modexp-nagydani-1-square,0.012997865676879883,0.004971,0.005405 -wasmi,modexp-nagydani-1-square,0.015366554260253906,0.005875,0.006234 -wasmi,modexp-nagydani-1-square,0.01257634162902832,0.004387,0.00559 -wasmi,modexp-nagydani-1-square,0.014794349670410156,0.005228,0.006284 -wasmi,modexp-nagydani-1-square,0.014285802841186523,0.005818,0.005865 -wasmi,modexp-nagydani-1-square,0.014449357986450195,0.005864,0.004826 -wasmi,modexp-nagydani-1-square,0.013992786407470703,0.005338,0.005388 -wasmi,modexp-nagydani-1-square,0.013515472412109375,0.004434,0.005795 -wasmi,modexp-nagydani-1-square,0.0134735107421875,0.005478,0.005144 -wasmi,modexp-nagydani-1-square,0.01649951934814453,0.00811,0.005559 -wasmi,modexp-nagydani-1-square,0.012936830520629883,0.004614,0.005735 -wasmi,modexp-nagydani-1-square,0.01308584213256836,0.005215,0.005025 -wasmi,modexp-nagydani-1-square,0.016428709030151367,0.006327,0.00724 -wasmi,modexp-nagydani-1-square,0.018464326858520508,0.005076,0.010452 -wasmi,modexp-nagydani-1-square,0.013442039489746094,0.004903,0.005721 -wasmi,modexp-nagydani-1-square,0.014300346374511719,0.004938,0.005303 -wasmi,modexp-nagydani-1-square,0.013242006301879883,0.005172,0.005396 -wasmi,modexp-nagydani-1-square,0.012831926345825195,0.00489,0.004918 -wasmi,modexp-nagydani-1-square,0.011710643768310547,0.00429,0.004766 -wasmi,modexp-nagydani-1-square,0.012156486511230469,0.004809,0.004778 -wasmi,modexp-nagydani-1-square,0.01679682731628418,0.00618,0.00706 -wasmi,modexp-nagydani-1-square,0.015565872192382812,0.004288,0.008544 -wasmi,modexp-nagydani-1-square,0.01285696029663086,0.004957,0.005047 -wasmi,modexp-nagydani-1-square,0.012863397598266602,0.004826,0.005524 -wasmi,modexp-nagydani-1-square,0.015258550643920898,0.005786,0.005498 -wasmi,bls12-381-aggreg-32-pubkeys-verify-sig,17.165331602096558,0.015816,17.14583 -wasmi,bls12-381-aggreg-32-pubkeys-verify-sig,17.507001876831055,0.016826,17.485284 -wasmi,bls12-381-aggreg-32-pubkeys-verify-sig,17.103804111480713,0.019365,17.079668 -wasmi,blake2b-8415-bytes,0.012761116027832031,0.001994,0.008135 -wasmi,blake2b-8415-bytes,0.01233530044555664,0.001931,0.008197 -wasmi,blake2b-8415-bytes,0.012603998184204102,0.001951,0.00824 -wasmi,blake2b-8415-bytes,0.01267385482788086,0.001955,0.008602 -wasmi,blake2b-8415-bytes,0.012489795684814453,0.001895,0.008166 -wasmi,blake2b-8415-bytes,0.012244939804077148,0.001905,0.008198 -wasmi,blake2b-8415-bytes,0.012471914291381836,0.002052,0.008113 -wasmi,blake2b-8415-bytes,0.012206315994262695,0.001966,0.008175 -wasmi,blake2b-8415-bytes,0.012657880783081055,0.001929,0.008272 -wasmi,blake2b-8415-bytes,0.012385845184326172,0.001926,0.008325 -wasmi,blake2b-8415-bytes,0.01238703727722168,0.001931,0.008126 -wasmi,blake2b-8415-bytes,0.012290477752685547,0.001972,0.008159 -wasmi,blake2b-8415-bytes,0.012497425079345703,0.001953,0.008161 -wasmi,blake2b-8415-bytes,0.014133214950561523,0.001921,0.01006 -wasmi,blake2b-8415-bytes,0.016614198684692383,0.002326,0.008631 -wasmi,blake2b-8415-bytes,0.013045072555541992,0.001965,0.008866 -wasmi,blake2b-8415-bytes,0.012825727462768555,0.001955,0.008327 -wasmi,blake2b-8415-bytes,0.013553857803344727,0.002452,0.008658 -wasmi,blake2b-8415-bytes,0.01251983642578125,0.001834,0.008621 -wasmi,blake2b-8415-bytes,0.012408018112182617,0.001957,0.008114 -wasmi,blake2b-8415-bytes,0.015096902847290039,0.003199,0.009456 -wasmi,blake2b-8415-bytes,0.012601852416992188,0.001935,0.008121 -wasmi,blake2b-8415-bytes,0.013478279113769531,0.002027,0.0088 -wasmi,blake2b-8415-bytes,0.01386880874633789,0.002188,0.009314 -wasmi,blake2b-8415-bytes,0.01247406005859375,0.00193,0.008284 -wasmi,blake2b-8415-bytes,0.01265263557434082,0.002143,0.00825 -wasmi,blake2b-8415-bytes,0.012715578079223633,0.001974,0.008262 -wasmi,blake2b-8415-bytes,0.012237548828125,0.001918,0.008149 -wasmi,blake2b-8415-bytes,0.012085199356079102,0.001849,0.008123 -wasmi,blake2b-8415-bytes,0.012646913528442383,0.002195,0.00823 -wasmi,blake2b-8415-bytes,0.013104915618896484,0.002153,0.008165 -wasmi,blake2b-8415-bytes,0.012593984603881836,0.001939,0.008473 -wasmi,blake2b-8415-bytes,0.012378931045532227,0.001955,0.008311 -wasmi,blake2b-8415-bytes,0.014022111892700195,0.001957,0.009418 -wasmi,blake2b-8415-bytes,0.012302160263061523,0.001936,0.008163 -wasmi,blake2b-8415-bytes,0.012525558471679688,0.001961,0.008149 -wasmi,blake2b-8415-bytes,0.012688636779785156,0.001943,0.008554 -wasmi,blake2b-8415-bytes,0.01266026496887207,0.001953,0.008244 -wasmi,blake2b-8415-bytes,0.012424945831298828,0.00195,0.008295 -wasmi,blake2b-8415-bytes,0.012627601623535156,0.001938,0.008271 -wasmi,blake2b-8415-bytes,0.01229238510131836,0.001933,0.008133 -wasmi,blake2b-8415-bytes,0.012552738189697266,0.001912,0.008131 -wasmi,blake2b-8415-bytes,0.012254476547241211,0.001925,0.008165 -wasmi,blake2b-8415-bytes,0.012640714645385742,0.001992,0.008333 -wasmi,blake2b-8415-bytes,0.01269984245300293,0.002211,0.008239 -wasmi,blake2b-8415-bytes,0.012122154235839844,0.001853,0.008198 -wasmi,blake2b-8415-bytes,0.012235164642333984,0.001952,0.008129 -wasmi,blake2b-8415-bytes,0.012683868408203125,0.00195,0.008186 -wasmi,blake2b-8415-bytes,0.012447595596313477,0.001916,0.008318 -wasmi,blake2b-8415-bytes,0.012457132339477539,0.001898,0.008174 -wasmi,bn128_add-cdetrio11,0.011667013168334961,0.002574,0.006663 -wasmi,bn128_add-cdetrio11,0.011431455612182617,0.002235,0.006541 -wasmi,bn128_add-cdetrio11,0.011121749877929688,0.002308,0.006513 -wasmi,bn128_add-cdetrio11,0.011484146118164062,0.002305,0.006585 -wasmi,bn128_add-cdetrio11,0.012453794479370117,0.002537,0.006733 -wasmi,bn128_add-cdetrio11,0.012642383575439453,0.002576,0.007008 -wasmi,bn128_add-cdetrio11,0.010887622833251953,0.002244,0.006389 -wasmi,bn128_add-cdetrio11,0.011296987533569336,0.002289,0.006466 -wasmi,bn128_add-cdetrio11,0.010924816131591797,0.002189,0.00653 -wasmi,bn128_add-cdetrio11,0.010879278182983398,0.002114,0.006572 -wasmi,bn128_add-cdetrio11,0.011437416076660156,0.002241,0.006613 -wasmi,bn128_add-cdetrio11,0.011374235153198242,0.002505,0.006532 -wasmi,bn128_add-cdetrio11,0.011371850967407227,0.002206,0.006536 -wasmi,bn128_add-cdetrio11,0.011323213577270508,0.002328,0.006748 -wasmi,bn128_add-cdetrio11,0.01142740249633789,0.002551,0.006511 -wasmi,bn128_add-cdetrio11,0.01166224479675293,0.002206,0.006832 -wasmi,bn128_add-cdetrio11,0.011757850646972656,0.002583,0.00661 -wasmi,bn128_add-cdetrio11,0.011918306350708008,0.002267,0.007037 -wasmi,bn128_add-cdetrio11,0.012006998062133789,0.002503,0.007048 -wasmi,bn128_add-cdetrio11,0.010834932327270508,0.002168,0.006418 -wasmi,bn128_add-cdetrio11,0.013712167739868164,0.002394,0.006482 -wasmi,bn128_add-cdetrio11,0.011100530624389648,0.002242,0.006537 -wasmi,bn128_add-cdetrio11,0.011684656143188477,0.002326,0.006643 -wasmi,bn128_add-cdetrio11,0.011046171188354492,0.002264,0.006503 -wasmi,bn128_add-cdetrio11,0.011481761932373047,0.002233,0.006612 -wasmi,bn128_add-cdetrio11,0.01227712631225586,0.002706,0.007219 -wasmi,bn128_add-cdetrio11,0.012192726135253906,0.002564,0.006749 -wasmi,bn128_add-cdetrio11,0.010929346084594727,0.002259,0.006485 -wasmi,bn128_add-cdetrio11,0.011127948760986328,0.002199,0.006491 -wasmi,bn128_add-cdetrio11,0.011027336120605469,0.00226,0.006591 -wasmi,bn128_add-cdetrio11,0.011131048202514648,0.0022,0.006511 -wasmi,bn128_add-cdetrio11,0.011026382446289062,0.002309,0.006494 -wasmi,bn128_add-cdetrio11,0.011278390884399414,0.002234,0.006511 -wasmi,bn128_add-cdetrio11,0.011060953140258789,0.002366,0.006415 -wasmi,bn128_add-cdetrio11,0.011073589324951172,0.002196,0.006474 -wasmi,bn128_add-cdetrio11,0.010971307754516602,0.00217,0.006491 -wasmi,bn128_add-cdetrio11,0.011269092559814453,0.00225,0.006455 -wasmi,bn128_add-cdetrio11,0.011004447937011719,0.002287,0.006483 -wasmi,bn128_add-cdetrio11,0.011257410049438477,0.002198,0.006524 -wasmi,bn128_add-cdetrio11,0.011242866516113281,0.002257,0.006731 -wasmi,bn128_add-cdetrio11,0.01139378547668457,0.002192,0.006583 -wasmi,bn128_add-cdetrio11,0.010968208312988281,0.002239,0.006452 -wasmi,bn128_add-cdetrio11,0.011155843734741211,0.002236,0.006592 -wasmi,bn128_add-cdetrio11,0.011409759521484375,0.002206,0.006643 -wasmi,bn128_add-cdetrio11,0.011077642440795898,0.002251,0.006453 -wasmi,bn128_add-cdetrio11,0.011316061019897461,0.002289,0.006454 -wasmi,bn128_add-cdetrio11,0.012939929962158203,0.002783,0.007088 -wasmi,bn128_add-cdetrio11,0.011621713638305664,0.002253,0.00653 -wasmi,bn128_add-cdetrio11,0.011109113693237305,0.002267,0.006481 -wasmi,bn128_add-cdetrio11,0.011245489120483398,0.002167,0.006537 -wasmi,bn128_mul-cdetrio11,0.3485262393951416,0.002422,0.343207 -wasmi,bn128_mul-cdetrio11,0.3425939083099365,0.002177,0.336731 -wasmi,bn128_mul-cdetrio11,0.3450334072113037,0.002182,0.339221 -wasmi,bn128_mul-cdetrio11,0.34400033950805664,0.002504,0.338144 -wasmi,bn128_mul-cdetrio11,0.33981966972351074,0.002502,0.334648 -wasmi,bn128_mul-cdetrio11,0.3452730178833008,0.002259,0.340522 -wasmi,bn128_mul-cdetrio11,0.34174513816833496,0.002261,0.336998 -wasmi,bn128_mul-cdetrio11,0.342484712600708,0.002526,0.337309 -wasmi,bn128_mul-cdetrio11,0.3513920307159424,0.002471,0.34621 -wasmi,bn128_mul-cdetrio11,0.3504970073699951,0.00229,0.345355 -wasmi,bn128_mul-cdetrio11,0.34043169021606445,0.002923,0.334689 -wasmi,bn128_mul-cdetrio11,0.3470499515533447,0.002258,0.342343 -wasmi,bn128_mul-cdetrio11,0.3408370018005371,0.002281,0.336079 -wasmi,bn128_mul-cdetrio11,0.34340977668762207,0.002327,0.336571 -wasmi,bn128_mul-cdetrio11,0.34595227241516113,0.002547,0.339392 -wasmi,bn128_mul-cdetrio11,0.34278297424316406,0.002611,0.337503 -wasmi,bn128_mul-cdetrio11,0.34649014472961426,0.0026,0.340866 -wasmi,bn128_mul-cdetrio11,0.3566856384277344,0.002221,0.35194 -wasmi,bn128_mul-cdetrio11,0.340878963470459,0.002618,0.335259 -wasmi,bn128_mul-cdetrio11,0.34264183044433594,0.002205,0.336779 -wasmi,bn128_mul-cdetrio11,0.34603309631347656,0.002226,0.340852 -wasmi,bn128_mul-cdetrio11,0.3486192226409912,0.00263,0.343351 -wasmi,bn128_mul-cdetrio11,0.34584593772888184,0.002267,0.341088 -wasmi,bn128_mul-cdetrio11,0.34571075439453125,0.002672,0.339987 -wasmi,bn128_mul-cdetrio11,0.343686580657959,0.002358,0.337642 -wasmi,bn128_mul-cdetrio11,0.34333372116088867,0.002167,0.337714 -wasmi,bn128_mul-cdetrio11,0.34281086921691895,0.002412,0.336929 -wasmi,bn128_mul-cdetrio11,0.341569185256958,0.00221,0.335418 -wasmi,bn128_mul-cdetrio11,0.3420109748840332,0.002252,0.337111 -wasmi,bn128_mul-cdetrio11,0.34854626655578613,0.002586,0.343342 -wasmi,bn128_mul-cdetrio11,0.3482356071472168,0.002194,0.343517 -wasmi,bn128_mul-cdetrio11,0.34742188453674316,0.00261,0.341723 -wasmi,bn128_mul-cdetrio11,0.34618639945983887,0.002294,0.341107 -wasmi,bn128_mul-cdetrio11,0.35349416732788086,0.002595,0.348293 -wasmi,bn128_mul-cdetrio11,0.3456542491912842,0.002264,0.340871 -wasmi,bn128_mul-cdetrio11,0.34560155868530273,0.002656,0.34036 -wasmi,bn128_mul-cdetrio11,0.3713977336883545,0.002214,0.366519 -wasmi,bn128_mul-cdetrio11,0.36162805557250977,0.002712,0.355407 -wasmi,bn128_mul-cdetrio11,0.3539280891418457,0.00236,0.349162 -wasmi,bn128_mul-cdetrio11,0.34720373153686523,0.002249,0.342467 -wasmi,bn128_mul-cdetrio11,0.3416152000427246,0.002626,0.336286 -wasmi,bn128_mul-cdetrio11,0.3438756465911865,0.002664,0.338181 -wasmi,bn128_mul-cdetrio11,0.3437306880950928,0.002628,0.338493 -wasmi,bn128_mul-cdetrio11,0.33974123001098633,0.002371,0.334881 -wasmi,bn128_mul-cdetrio11,0.3502373695373535,0.002247,0.345524 -wasmi,bn128_mul-cdetrio11,0.3485231399536133,0.002178,0.343153 -wasmi,bn128_mul-cdetrio11,0.34534168243408203,0.00228,0.34022 -wasmi,bn128_mul-cdetrio11,0.3462369441986084,0.002645,0.341005 -wasmi,bn128_mul-cdetrio11,0.3432009220123291,0.002497,0.337649 -wasmi,bn128_mul-cdetrio11,0.35149526596069336,0.002564,0.346359 -wasmi,bn128_pairing-one_point,4.3749542236328125,0.009618,4.360973 -wasmi,bn128_pairing-one_point,4.325135231018066,0.010652,4.311002 -wasmi,bn128_pairing-one_point,4.37919282913208,0.010514,4.365539 -wasmi,bn128_pairing-one_point,4.404733896255493,0.010505,4.38982 -wasmi,bn128_pairing-one_point,4.3278117179870605,0.009452,4.314352 -wasmi,bn128_pairing-one_point,4.31574010848999,0.009133,4.303076 -wasmi,bn128_pairing-one_point,4.33193826675415,0.010249,4.318502 -wasmi,bn128_pairing-one_point,4.3360960483551025,0.009641,4.323377 -wasmi,bn128_pairing-one_point,4.428302049636841,0.01046,4.414313 -wasmi,bn128_pairing-one_point,4.425705194473267,0.009361,4.41333 -wasmi,bn128_pairing-one_point,4.401737689971924,0.009664,4.388858 -wasmi,bn128_pairing-one_point,4.331665277481079,0.009619,4.317707 -wasmi,bn128_pairing-one_point,4.308315992355347,0.009127,4.295924 -wasmi,bn128_pairing-one_point,4.378989934921265,0.010911,4.3649 -wasmi,ed25519-verify-ten-inputs,1.2177858352661133,0.008774,1.205819 -wasmi,ed25519-verify-ten-inputs,1.2222790718078613,0.009481,1.209122 -wasmi,ed25519-verify-ten-inputs,1.231698989868164,0.009356,1.217887 -wasmi,ed25519-verify-ten-inputs,1.2315952777862549,0.009252,1.219358 -wasmi,ed25519-verify-ten-inputs,1.2421555519104004,0.008755,1.230476 -wasmi,ed25519-verify-ten-inputs,1.2958958148956299,0.009441,1.282524 -wasmi,ed25519-verify-ten-inputs,1.2451081275939941,0.008734,1.233347 -wasmi,ed25519-verify-ten-inputs,1.2109768390655518,0.008789,1.199279 -wasmi,ed25519-verify-ten-inputs,1.2705082893371582,0.009125,1.258215 -wasmi,ed25519-verify-ten-inputs,1.2276976108551025,0.009453,1.213852 -wasmi,ed25519-verify-ten-inputs,1.220491647720337,0.008792,1.207652 -wasmi,ed25519-verify-ten-inputs,1.2238223552703857,0.008749,1.21213 -wasmi,ed25519-verify-ten-inputs,1.2464823722839355,0.009454,1.23267 -wasmi,ed25519-verify-ten-inputs,1.2601268291473389,0.008746,1.247206 -wasmi,ed25519-verify-ten-inputs,1.261737585067749,0.010087,1.248498 -wasmi,ed25519-verify-ten-inputs,1.2463138103485107,0.008679,1.233356 -wasmi,ed25519-verify-ten-inputs,1.2339568138122559,0.01252,1.21846 -wasmi,ed25519-verify-ten-inputs,1.2338652610778809,0.009838,1.220006 -wasmi,ed25519-verify-ten-inputs,1.2571887969970703,0.009778,1.243299 -wasmi,ed25519-verify-ten-inputs,1.2141039371490479,0.008801,1.201254 -wasmi,ed25519-verify-ten-inputs,1.2152833938598633,0.008796,1.202515 -wasmi,ed25519-verify-ten-inputs,1.24647855758667,0.00911,1.233721 -wasmi,ed25519-verify-ten-inputs,1.2671408653259277,0.008767,1.254405 -wasmi,ed25519-verify-ten-inputs,1.2483940124511719,0.009616,1.23526 -wasmi,ed25519-verify-ten-inputs,1.24611234664917,0.008682,1.234103 -wasmi,ed25519-verify-ten-inputs,1.2377829551696777,0.008699,1.225858 -wasmi,ed25519-verify-ten-inputs,1.2626588344573975,0.008779,1.249217 -wasmi,ed25519-verify-ten-inputs,1.2304558753967285,0.010349,1.217089 -wasmi,ed25519-verify-ten-inputs,1.2296459674835205,0.009953,1.21618 -wasmi,ed25519-verify-ten-inputs,1.2255957126617432,0.008641,1.21285 -wasmi,ed25519-verify-ten-inputs,1.2302827835083008,0.010282,1.216799 -wasmi,ed25519-verify-ten-inputs,1.26810884475708,0.009039,1.256094 -wasmi,ed25519-verify-ten-inputs,1.263169527053833,0.008918,1.251265 -wasmi,ed25519-verify-ten-inputs,1.2298517227172852,0.008735,1.218138 -wasmi,ed25519-verify-ten-inputs,1.2735650539398193,0.00987,1.260694 -wasmi,ed25519-verify-ten-inputs,1.2747082710266113,0.009393,1.25976 -wasmi,ed25519-verify-ten-inputs,1.2453486919403076,0.009217,1.233219 -wasmi,ed25519-verify-ten-inputs,1.2490200996398926,0.009207,1.235463 -wasmi,ed25519-verify-ten-inputs,1.2533981800079346,0.009347,1.23653 -wasmi,ed25519-verify-ten-inputs,1.2478785514831543,0.009661,1.235213 -wasmi,ed25519-verify-ten-inputs,1.261357307434082,0.009721,1.247269 -wasmi,ed25519-verify-ten-inputs,1.2609565258026123,0.009535,1.248356 -wasmi,ed25519-verify-ten-inputs,1.2339184284210205,0.009742,1.220578 -wasmi,ed25519-verify-ten-inputs,1.2607154846191406,0.009863,1.247811 -wasmi,ed25519-verify-ten-inputs,1.2897522449493408,0.009516,1.276765 -wasmi,ed25519-verify-ten-inputs,1.2963001728057861,0.010132,1.282944 -wasmi,ed25519-verify-ten-inputs,1.248720407485962,0.0088,1.235761 -wasmi,ed25519-verify-ten-inputs,1.2402806282043457,0.008776,1.22849 -wasmi,ed25519-verify-ten-inputs,1.2957570552825928,0.010175,1.28249 -wasmi,bn128_mul-chfast2,0.17281794548034668,0.002539,0.16774 -wasmi,bn128_mul-chfast2,0.17254137992858887,0.002417,0.167204 -wasmi,bn128_mul-chfast2,0.17603302001953125,0.002649,0.170653 -wasmi,bn128_mul-chfast2,0.18271303176879883,0.002595,0.177155 -wasmi,bn128_mul-chfast2,0.17557477951049805,0.002799,0.169933 -wasmi,bn128_mul-chfast2,0.17647457122802734,0.002228,0.170786 -wasmi,bn128_mul-chfast2,0.17907023429870605,0.002294,0.172521 -wasmi,bn128_mul-chfast2,0.17478132247924805,0.002527,0.169521 -wasmi,bn128_mul-chfast2,0.17270231246948242,0.002496,0.167608 -wasmi,bn128_mul-chfast2,0.17453455924987793,0.002596,0.168992 -wasmi,bn128_mul-chfast2,0.17518877983093262,0.00301,0.169523 -wasmi,bn128_mul-chfast2,0.17321181297302246,0.002287,0.168195 -wasmi,bn128_mul-chfast2,0.1732194423675537,0.002677,0.167999 -wasmi,bn128_mul-chfast2,0.18143057823181152,0.002312,0.174558 -wasmi,bn128_mul-chfast2,0.1740124225616455,0.002213,0.169071 -wasmi,bn128_mul-chfast2,0.17458224296569824,0.002324,0.169522 -wasmi,bn128_mul-chfast2,0.17365026473999023,0.003025,0.167778 -wasmi,bn128_mul-chfast2,0.17472100257873535,0.002345,0.16956 -wasmi,bn128_mul-chfast2,0.17917919158935547,0.002294,0.172605 -wasmi,bn128_mul-chfast2,0.17807793617248535,0.002219,0.171229 -wasmi,bn128_mul-chfast2,0.17691469192504883,0.003023,0.171193 -wasmi,bn128_mul-chfast2,0.17709684371948242,0.002482,0.172055 -wasmi,bn128_mul-chfast2,0.17642927169799805,0.0025,0.171316 -wasmi,bn128_mul-chfast2,0.17223501205444336,0.002572,0.167081 -wasmi,bn128_mul-chfast2,0.17660069465637207,0.002627,0.171046 -wasmi,bn128_mul-chfast2,0.17652273178100586,0.003376,0.170421 -wasmi,bn128_mul-chfast2,0.1765155792236328,0.002228,0.171564 -wasmi,bn128_mul-chfast2,0.17189908027648926,0.002239,0.166944 -wasmi,bn128_mul-chfast2,0.17376232147216797,0.002253,0.168766 -wasmi,bn128_mul-chfast2,0.1736748218536377,0.002194,0.168793 -wasmi,bn128_mul-chfast2,0.18538880348205566,0.002681,0.179722 -wasmi,bn128_mul-chfast2,0.17215490341186523,0.002285,0.167139 -wasmi,bn128_mul-chfast2,0.18274188041687012,0.002952,0.177076 -wasmi,bn128_mul-chfast2,0.17423129081726074,0.002487,0.168802 -wasmi,bn128_mul-chfast2,0.17618370056152344,0.002879,0.170606 -wasmi,bn128_mul-chfast2,0.1721959114074707,0.002229,0.167464 -wasmi,bn128_mul-chfast2,0.178206205368042,0.002203,0.171342 -wasmi,bn128_mul-chfast2,0.17302203178405762,0.002196,0.168101 -wasmi,bn128_mul-chfast2,0.17836880683898926,0.002682,0.173099 -wasmi,bn128_mul-chfast2,0.17367148399353027,0.002188,0.169112 -wasmi,bn128_mul-chfast2,0.17409467697143555,0.002233,0.167443 -wasmi,bn128_mul-chfast2,0.17462658882141113,0.002513,0.169627 -wasmi,bn128_mul-chfast2,0.17525982856750488,0.002394,0.170102 -wasmi,bn128_mul-chfast2,0.1743917465209961,0.002965,0.168492 -wasmi,bn128_mul-chfast2,0.17468833923339844,0.002525,0.169161 -wasmi,bn128_mul-chfast2,0.172837495803833,0.002312,0.1681 -wasmi,bn128_mul-chfast2,0.17376279830932617,0.002224,0.169154 -wasmi,bn128_mul-chfast2,0.17398738861083984,0.00255,0.168864 -wasmi,bn128_mul-chfast2,0.17496609687805176,0.002269,0.169282 -wasmi,bn128_mul-chfast2,0.18465828895568848,0.002212,0.178228 -wasmi,bn128_add-cdetrio14,0.006890773773193359,0.002229,0.002363 -wasmi,bn128_add-cdetrio14,0.006723642349243164,0.002178,0.002421 -wasmi,bn128_add-cdetrio14,0.007010221481323242,0.002187,0.002388 -wasmi,bn128_add-cdetrio14,0.006915092468261719,0.002275,0.002525 -wasmi,bn128_add-cdetrio14,0.011286020278930664,0.002156,0.002445 -wasmi,bn128_add-cdetrio14,0.011874914169311523,0.00229,0.002367 -wasmi,bn128_add-cdetrio14,0.008815288543701172,0.002251,0.00237 -wasmi,bn128_add-cdetrio14,0.0067691802978515625,0.002251,0.00235 -wasmi,bn128_add-cdetrio14,0.00781702995300293,0.002769,0.002411 -wasmi,bn128_add-cdetrio14,0.0075931549072265625,0.002591,0.002678 -wasmi,bn128_add-cdetrio14,0.0067768096923828125,0.002235,0.002329 -wasmi,bn128_add-cdetrio14,0.0067555904388427734,0.002264,0.002329 -wasmi,bn128_add-cdetrio14,0.006764650344848633,0.002213,0.002361 -wasmi,bn128_add-cdetrio14,0.007233381271362305,0.002218,0.002437 -wasmi,bn128_add-cdetrio14,0.006818532943725586,0.002252,0.002367 -wasmi,bn128_add-cdetrio14,0.0072536468505859375,0.002336,0.002428 -wasmi,bn128_add-cdetrio14,0.006785869598388672,0.002241,0.002402 -wasmi,bn128_add-cdetrio14,0.007171630859375,0.002253,0.002501 -wasmi,bn128_add-cdetrio14,0.006838321685791016,0.002231,0.002423 -wasmi,bn128_add-cdetrio14,0.0066204071044921875,0.002178,0.002332 -wasmi,bn128_add-cdetrio14,0.006878376007080078,0.002207,0.00242 -wasmi,bn128_add-cdetrio14,0.007239341735839844,0.002258,0.002421 -wasmi,bn128_add-cdetrio14,0.006683826446533203,0.002188,0.002383 -wasmi,bn128_add-cdetrio14,0.007147550582885742,0.002184,0.002574 -wasmi,bn128_add-cdetrio14,0.006703376770019531,0.002259,0.002355 -wasmi,bn128_add-cdetrio14,0.007353544235229492,0.002213,0.002744 -wasmi,bn128_add-cdetrio14,0.006680488586425781,0.002237,0.002339 -wasmi,bn128_add-cdetrio14,0.006671428680419922,0.002247,0.002318 -wasmi,bn128_add-cdetrio14,0.006605863571166992,0.002147,0.002323 -wasmi,bn128_add-cdetrio14,0.007424354553222656,0.002323,0.002464 -wasmi,bn128_add-cdetrio14,0.006668567657470703,0.002182,0.002356 -wasmi,bn128_add-cdetrio14,0.007078886032104492,0.002199,0.00242 -wasmi,bn128_add-cdetrio14,0.006622791290283203,0.002212,0.002363 -wasmi,bn128_add-cdetrio14,0.007242918014526367,0.002294,0.002597 -wasmi,bn128_add-cdetrio14,0.0067768096923828125,0.002304,0.002338 -wasmi,bn128_add-cdetrio14,0.00677037239074707,0.002313,0.002339 -wasmi,bn128_add-cdetrio14,0.006612539291381836,0.002137,0.002354 -wasmi,bn128_add-cdetrio14,0.006963491439819336,0.002206,0.00242 -wasmi,bn128_add-cdetrio14,0.0068721771240234375,0.002177,0.002488 -wasmi,bn128_add-cdetrio14,0.007208347320556641,0.002558,0.002431 -wasmi,bn128_add-cdetrio14,0.0069539546966552734,0.002263,0.002373 -wasmi,bn128_add-cdetrio14,0.0066754817962646484,0.002214,0.002394 -wasmi,bn128_add-cdetrio14,0.006644487380981445,0.00224,0.002321 -wasmi,bn128_add-cdetrio14,0.007050275802612305,0.002434,0.002439 -wasmi,bn128_add-cdetrio14,0.007009744644165039,0.002211,0.002408 -wasmi,bn128_add-cdetrio14,0.0069768428802490234,0.002196,0.002401 -wasmi,bn128_add-cdetrio14,0.00700831413269043,0.002224,0.002442 -wasmi,bn128_add-cdetrio14,0.00667262077331543,0.00222,0.002334 -wasmi,bn128_add-cdetrio14,0.006687164306640625,0.002248,0.002315 -wasmi,bn128_add-cdetrio14,0.006503582000732422,0.002187,0.002312 -wasmi,bn128_pairing-two_point_match_2,5.0233917236328125,0.009329,5.010073 -wasmi,bn128_pairing-two_point_match_2,4.997360944747925,0.009495,4.983928 -wasmi,bn128_pairing-two_point_match_2,5.031081199645996,0.009347,5.018796 -wasmi,bn128_pairing-two_point_match_2,5.047340631484985,0.009348,5.035071 -wasmi,bn128_pairing-two_point_match_2,4.959155321121216,0.009424,4.945812 -wasmi,bn128_pairing-two_point_match_2,5.132933855056763,0.010494,5.119417 -wasmi,bn128_pairing-two_point_match_2,5.013496398925781,0.00943,4.999779 -wasmi,bn128_pairing-two_point_match_2,4.952533483505249,0.009545,4.939562 -wasmi,bn128_pairing-two_point_match_2,5.027895212173462,0.009644,5.014285 -wasmi,bn128_pairing-two_point_match_2,5.039261102676392,0.010011,5.024904 -wasmi,bn128_pairing-two_point_match_2,5.013251304626465,0.01016,4.999949 -wasmi,bn128_pairing-two_point_match_2,5.011639356613159,0.009336,4.999435 -wasmi,bls12-381-aggreg-64-pubkeys-verify-sig,23.47103762626648,0.015666,23.450593 -wasmi,bls12-381-aggreg-64-pubkeys-verify-sig,23.59265446662903,0.015928,23.573124 -wasmi,bls12-381-aggreg-64-pubkeys-verify-sig,23.90669083595276,0.016648,23.886167 -wasmi,sha1-42488-bits,0.011628866195678711,0.001671,0.006416 -wasmi,sha1-42488-bits,0.009588479995727539,0.001677,0.005541 -wasmi,sha1-42488-bits,0.008836030960083008,0.001658,0.005113 -wasmi,sha1-42488-bits,0.010384082794189453,0.001876,0.005952 -wasmi,sha1-42488-bits,0.009000301361083984,0.001548,0.00526 -wasmi,sha1-42488-bits,0.010232925415039062,0.001866,0.005426 -wasmi,sha1-42488-bits,0.009212493896484375,0.001596,0.00538 -wasmi,sha1-42488-bits,0.01040792465209961,0.001667,0.006197 -wasmi,sha1-42488-bits,0.010154247283935547,0.001564,0.006151 -wasmi,sha1-42488-bits,0.010715484619140625,0.001978,0.005588 -wasmi,sha1-42488-bits,0.00902557373046875,0.001573,0.005215 -wasmi,sha1-42488-bits,0.009499788284301758,0.001558,0.005593 -wasmi,sha1-42488-bits,0.008840322494506836,0.001532,0.005178 -wasmi,sha1-42488-bits,0.010839700698852539,0.001927,0.006068 -wasmi,sha1-42488-bits,0.009231090545654297,0.001816,0.005166 -wasmi,sha1-42488-bits,0.009802579879760742,0.001518,0.005892 -wasmi,sha1-42488-bits,0.008766412734985352,0.001613,0.005084 -wasmi,sha1-42488-bits,0.01164388656616211,0.00209,0.006566 -wasmi,sha1-42488-bits,0.00928497314453125,0.001751,0.005229 -wasmi,sha1-42488-bits,0.011689901351928711,0.001859,0.006814 -wasmi,sha1-42488-bits,0.00923609733581543,0.001655,0.005185 -wasmi,sha1-42488-bits,0.011607170104980469,0.002106,0.006263 -wasmi,sha1-42488-bits,0.009025096893310547,0.00154,0.005167 -wasmi,sha1-42488-bits,0.010374069213867188,0.001609,0.006204 -wasmi,sha1-42488-bits,0.009090900421142578,0.001552,0.005199 -wasmi,sha1-42488-bits,0.011520147323608398,0.001825,0.00651 -wasmi,sha1-42488-bits,0.008800029754638672,0.001611,0.005086 -wasmi,sha1-42488-bits,0.009216070175170898,0.001717,0.005239 -wasmi,sha1-42488-bits,0.01101231575012207,0.001917,0.005891 -wasmi,sha1-42488-bits,0.008933544158935547,0.001613,0.005121 -wasmi,sha1-42488-bits,0.010487079620361328,0.001541,0.005523 -wasmi,sha1-42488-bits,0.012151718139648438,0.001964,0.006673 -wasmi,sha1-42488-bits,0.011225223541259766,0.001995,0.006409 -wasmi,sha1-42488-bits,0.010689735412597656,0.001937,0.005992 -wasmi,sha1-42488-bits,0.011635541915893555,0.001825,0.006971 -wasmi,sha1-42488-bits,0.013509273529052734,0.002875,0.007825 -wasmi,sha1-42488-bits,0.010756969451904297,0.001545,0.006879 -wasmi,sha1-42488-bits,0.011701822280883789,0.002079,0.005671 -wasmi,sha1-42488-bits,0.010375738143920898,0.001787,0.005885 -wasmi,sha1-42488-bits,0.010642528533935547,0.001566,0.006422 -wasmi,sha1-42488-bits,0.010603666305541992,0.002111,0.005712 -wasmi,sha1-42488-bits,0.011579751968383789,0.001562,0.006209 -wasmi,sha1-42488-bits,0.011221885681152344,0.002798,0.006131 -wasmi,sha1-42488-bits,0.01074671745300293,0.002829,0.005288 -wasmi,sha1-42488-bits,0.01099705696105957,0.002528,0.00604 -wasmi,sha1-42488-bits,0.009745597839355469,0.001669,0.005613 -wasmi,sha1-42488-bits,0.00989842414855957,0.001593,0.00581 -wasmi,sha1-42488-bits,0.010456323623657227,0.002268,0.005477 -wasmi,sha1-42488-bits,0.01146388053894043,0.001807,0.007288 -wasmi,sha1-42488-bits,0.01069021224975586,0.002538,0.005427 -wasmi,ecpairing,17.809024333953857,0.007452,17.798658 -wasmi,ecpairing,17.74947214126587,0.007879,17.738514 -wasmi,ecpairing,17.64604425430298,0.007137,17.635017 -wasmi,bn128_mul-cdetrio12,0.2905886173248291,0.002941,0.284904 -wasmi,bn128_mul-cdetrio12,0.2910270690917969,0.0026,0.285851 -wasmi,bn128_mul-cdetrio12,0.29013872146606445,0.002254,0.285032 -wasmi,bn128_mul-cdetrio12,0.2887558937072754,0.0023,0.283776 -wasmi,bn128_mul-cdetrio12,0.2894399166107178,0.002601,0.282971 -wasmi,bn128_mul-cdetrio12,0.2923929691314697,0.002184,0.287246 -wasmi,bn128_mul-cdetrio12,0.29999804496765137,0.002391,0.29507 -wasmi,bn128_mul-cdetrio12,0.28798413276672363,0.002199,0.281777 -wasmi,bn128_mul-cdetrio12,0.29195284843444824,0.002182,0.286209 -wasmi,bn128_mul-cdetrio12,0.29108190536499023,0.00264,0.285805 -wasmi,bn128_mul-cdetrio12,0.2943398952484131,0.002566,0.289207 -wasmi,bn128_mul-cdetrio12,0.29398226737976074,0.002606,0.288264 -wasmi,bn128_mul-cdetrio12,0.29642748832702637,0.003887,0.289998 -wasmi,bn128_mul-cdetrio12,0.2969388961791992,0.002629,0.291801 -wasmi,bn128_mul-cdetrio12,0.286470890045166,0.002291,0.281725 -wasmi,bn128_mul-cdetrio12,0.29224061965942383,0.002908,0.285268 -wasmi,bn128_mul-cdetrio12,0.29038453102111816,0.002165,0.284562 -wasmi,bn128_mul-cdetrio12,0.2897021770477295,0.002204,0.283937 -wasmi,bn128_mul-cdetrio12,0.2889564037322998,0.00244,0.282856 -wasmi,bn128_mul-cdetrio12,0.287947416305542,0.002239,0.283252 -wasmi,bn128_mul-cdetrio12,0.2905762195587158,0.002537,0.284073 -wasmi,bn128_mul-cdetrio12,0.28644824028015137,0.002643,0.281299 -wasmi,bn128_mul-cdetrio12,0.28658533096313477,0.002521,0.28142 -wasmi,bn128_mul-cdetrio12,0.2964906692504883,0.002329,0.291151 -wasmi,bn128_mul-cdetrio12,0.29021334648132324,0.002255,0.285578 -wasmi,bn128_mul-cdetrio12,0.2905433177947998,0.002186,0.285916 -wasmi,bn128_mul-cdetrio12,0.28943347930908203,0.002183,0.283822 -wasmi,bn128_mul-cdetrio12,0.29175353050231934,0.002589,0.285143 -wasmi,bn128_mul-cdetrio12,0.2920212745666504,0.002985,0.286352 -wasmi,bn128_mul-cdetrio12,0.2887856960296631,0.002787,0.283399 -wasmi,bn128_mul-cdetrio12,0.30022096633911133,0.002567,0.29514 -wasmi,bn128_mul-cdetrio12,0.29033493995666504,0.002457,0.284938 -wasmi,bn128_mul-cdetrio12,0.3062138557434082,0.002435,0.300919 -wasmi,bn128_mul-cdetrio12,0.2878735065460205,0.002212,0.28197 -wasmi,bn128_mul-cdetrio12,0.2926943302154541,0.002999,0.286955 -wasmi,bn128_mul-cdetrio12,0.293426513671875,0.002193,0.288737 -wasmi,bn128_mul-cdetrio12,0.290996789932251,0.002218,0.285397 -wasmi,bn128_mul-cdetrio12,0.3268001079559326,0.002278,0.321562 -wasmi,bn128_mul-cdetrio12,0.2977101802825928,0.002257,0.292239 -wasmi,bn128_mul-cdetrio12,0.2916121482849121,0.002197,0.287025 -wasmi,bn128_mul-cdetrio12,0.29431724548339844,0.002924,0.288541 -wasmi,bn128_mul-cdetrio12,0.2906489372253418,0.002282,0.284479 -wasmi,bn128_mul-cdetrio12,0.2881200313568115,0.002588,0.283 -wasmi,bn128_mul-cdetrio12,0.2938077449798584,0.002592,0.288233 -wasmi,bn128_mul-cdetrio12,0.2922511100769043,0.003072,0.286457 -wasmi,bn128_mul-cdetrio12,0.2984645366668701,0.002353,0.292431 -wasmi,bn128_mul-cdetrio12,0.28752899169921875,0.002415,0.281428 -wasmi,bn128_mul-cdetrio12,0.2933838367462158,0.002565,0.28781 -wasmi,bn128_mul-cdetrio12,0.29462170600891113,0.002226,0.290022 -wasmi,bn128_mul-cdetrio12,0.29978251457214355,0.002506,0.293376 -wasmi,bn128_mul-cdetrio7,0.29573798179626465,0.002528,0.290182 -wasmi,bn128_mul-cdetrio7,0.29001307487487793,0.002252,0.28504 -wasmi,bn128_mul-cdetrio7,0.29311466217041016,0.002391,0.286842 -wasmi,bn128_mul-cdetrio7,0.28750133514404297,0.002183,0.282457 -wasmi,bn128_mul-cdetrio7,0.2972753047943115,0.002639,0.291914 -wasmi,bn128_mul-cdetrio7,0.29239797592163086,0.00252,0.286879 -wasmi,bn128_mul-cdetrio7,0.33679866790771484,0.003019,0.330956 -wasmi,bn128_mul-cdetrio7,0.2951791286468506,0.002323,0.289202 -wasmi,bn128_mul-cdetrio7,0.28961801528930664,0.002632,0.284399 -wasmi,bn128_mul-cdetrio7,0.28942370414733887,0.002209,0.28354 -wasmi,bn128_mul-cdetrio7,0.2876710891723633,0.002553,0.28212 -wasmi,bn128_mul-cdetrio7,0.28646326065063477,0.002241,0.281495 -wasmi,bn128_mul-cdetrio7,0.3068103790283203,0.003033,0.300923 -wasmi,bn128_mul-cdetrio7,0.2909104824066162,0.002593,0.284983 -wasmi,bn128_mul-cdetrio7,0.28746986389160156,0.002386,0.281777 -wasmi,bn128_mul-cdetrio7,0.28803372383117676,0.002463,0.282901 -wasmi,bn128_mul-cdetrio7,0.2954111099243164,0.003027,0.289612 -wasmi,bn128_mul-cdetrio7,0.2935471534729004,0.002232,0.288772 -wasmi,bn128_mul-cdetrio7,0.3070852756500244,0.00237,0.301016 -wasmi,bn128_mul-cdetrio7,0.28977060317993164,0.002301,0.28397 -wasmi,bn128_mul-cdetrio7,0.28699278831481934,0.00254,0.281682 -wasmi,bn128_mul-cdetrio7,0.28752613067626953,0.002236,0.281578 -wasmi,bn128_mul-cdetrio7,0.2908315658569336,0.002489,0.28555 -wasmi,bn128_mul-cdetrio7,0.2903628349304199,0.00298,0.284662 -wasmi,bn128_mul-cdetrio7,0.2987048625946045,0.002194,0.294029 -wasmi,bn128_mul-cdetrio7,0.29245972633361816,0.002261,0.28771 -wasmi,bn128_mul-cdetrio7,0.2930152416229248,0.002248,0.287055 -wasmi,bn128_mul-cdetrio7,0.30266237258911133,0.002685,0.297364 -wasmi,bn128_mul-cdetrio7,0.28905701637268066,0.002635,0.283437 -wasmi,bn128_mul-cdetrio7,0.2907407283782959,0.003079,0.284939 -wasmi,bn128_mul-cdetrio7,0.28777432441711426,0.002298,0.282689 -wasmi,bn128_mul-cdetrio7,0.29041266441345215,0.002205,0.284571 -wasmi,bn128_mul-cdetrio7,0.29034972190856934,0.002234,0.284586 -wasmi,bn128_mul-cdetrio7,0.2871389389038086,0.002258,0.282459 -wasmi,bn128_mul-cdetrio7,0.2909832000732422,0.002598,0.285325 -wasmi,bn128_mul-cdetrio7,0.29239630699157715,0.002596,0.287207 -wasmi,bn128_mul-cdetrio7,0.28859806060791016,0.002648,0.282897 -wasmi,bn128_mul-cdetrio7,0.28914904594421387,0.002196,0.283285 -wasmi,bn128_mul-cdetrio7,0.2952232360839844,0.002656,0.289988 -wasmi,bn128_mul-cdetrio7,0.3002490997314453,0.002286,0.294935 -wasmi,bn128_mul-cdetrio7,0.28707385063171387,0.002216,0.282031 -wasmi,bn128_mul-cdetrio7,0.28971219062805176,0.002232,0.285025 -wasmi,bn128_mul-cdetrio7,0.31508564949035645,0.002418,0.310052 -wasmi,bn128_mul-cdetrio7,0.29563379287719727,0.002442,0.289427 -wasmi,bn128_mul-cdetrio7,0.2943150997161865,0.002206,0.289638 -wasmi,bn128_mul-cdetrio7,0.3027653694152832,0.002271,0.29769 -wasmi,bn128_mul-cdetrio7,0.29886627197265625,0.002269,0.293792 -wasmi,bn128_mul-cdetrio7,0.2965738773345947,0.002202,0.290793 -wasmi,bn128_mul-cdetrio7,0.2875204086303711,0.002183,0.281643 -wasmi,bn128_mul-cdetrio7,0.2898845672607422,0.002889,0.284174 -asmble,modexp-nagydani-1-qube,2.446444511413574,2.212592,0.038374 -asmble,modexp-nagydani-1-qube,2.4908230304718018,2.269247,0.028114 -asmble,modexp-nagydani-1-qube,2.497791051864624,2.271874,0.02895 -asmble,modexp-nagydani-1-qube,2.4651927947998047,2.242152,0.028829 -asmble,modexp-nagydani-1-qube,2.504115104675293,2.281482,0.029745 -asmble,modexp-nagydani-1-qube,2.496657133102417,2.27062,0.029593 -asmble,modexp-nagydani-1-qube,2.4808084964752197,2.256027,0.030485 -asmble,modexp-nagydani-1-qube,2.3918025493621826,2.159174,0.031947 -asmble,modexp-nagydani-1-qube,2.4859883785247803,2.262191,0.029654 -asmble,modexp-nagydani-1-qube,2.442380905151367,2.209343,0.028943 -asmble,modexp-nagydani-1-qube,2.495661973953247,2.253922,0.038271 -asmble,modexp-nagydani-1-qube,2.462313175201416,2.226312,0.038568 -asmble,modexp-nagydani-1-qube,2.4732322692871094,2.22673,0.031206 -asmble,modexp-nagydani-1-qube,2.4889729022979736,2.246516,0.029978 -asmble,modexp-nagydani-1-qube,2.506051778793335,2.26862,0.038782 -asmble,modexp-nagydani-1-qube,2.5114240646362305,2.287875,0.031147 -asmble,modexp-nagydani-1-qube,2.4275426864624023,2.203077,0.032931 -asmble,modexp-nagydani-1-qube,2.4418187141418457,2.213251,0.030515 -asmble,modexp-nagydani-1-qube,2.4283506870269775,2.200774,0.030877 -asmble,modexp-nagydani-1-qube,2.447680950164795,2.227613,0.029662 -asmble,modexp-nagydani-1-qube,2.4327681064605713,2.195669,0.032527 -asmble,modexp-nagydani-1-qube,2.4058353900909424,2.183968,0.029197 -asmble,modexp-nagydani-1-qube,2.443307399749756,2.213278,0.029582 -asmble,modexp-nagydani-1-qube,2.510119915008545,2.284287,0.028679 -asmble,modexp-nagydani-1-qube,2.501019239425659,2.270215,0.032036 -asmble,sha1-21896-bits,1.9089930057525635,1.707714,0.003049 -asmble,sha1-21896-bits,1.8961710929870605,1.7058,0.002216 -asmble,sha1-21896-bits,1.9013357162475586,1.70052,0.002179 -asmble,sha1-21896-bits,1.9174957275390625,1.71276,0.003051 -asmble,sha1-21896-bits,1.8833811283111572,1.689946,0.003742 -asmble,sha1-21896-bits,1.874995470046997,1.686139,0.002492 -asmble,sha1-21896-bits,1.93575119972229,1.729119,0.00249 -asmble,sha1-21896-bits,1.9163243770599365,1.716442,0.002991 -asmble,sha1-21896-bits,1.8848400115966797,1.687164,0.001912 -asmble,sha1-21896-bits,1.9004967212677002,1.710668,0.003014 -asmble,sha1-21896-bits,1.9121453762054443,1.724193,0.002427 -asmble,sha1-21896-bits,1.911243200302124,1.709036,0.002954 -asmble,sha1-21896-bits,1.9189181327819824,1.7087,0.00224 -asmble,sha1-21896-bits,1.8867430686950684,1.691723,0.004082 -asmble,sha1-21896-bits,1.9164652824401855,1.716638,0.002489 -asmble,sha1-21896-bits,1.9125139713287354,1.723344,0.002947 -asmble,sha1-21896-bits,1.893118143081665,1.700939,0.002343 -asmble,sha1-21896-bits,1.9005019664764404,1.707676,0.002334 -asmble,sha1-21896-bits,1.8939530849456787,1.691562,0.002376 -asmble,sha1-21896-bits,1.8757188320159912,1.686015,0.002522 -asmble,sha1-21896-bits,1.9205718040466309,1.730963,0.002426 -asmble,sha1-21896-bits,1.8919672966003418,1.685059,0.003099 -asmble,sha1-21896-bits,1.9205563068389893,1.727605,0.003034 -asmble,sha1-21896-bits,1.9159667491912842,1.725942,0.002488 -asmble,sha1-21896-bits,1.9000248908996582,1.708748,0.002354 -asmble,sha1-21896-bits,1.9021027088165283,1.714189,0.002274 -asmble,sha1-21896-bits,1.9209585189819336,1.711535,0.002308 -asmble,sha1-21896-bits,1.9138739109039307,1.715263,0.003088 -asmble,sha1-21896-bits,1.8992247581481934,1.698158,0.003087 -asmble,sha1-21896-bits,1.9052021503448486,1.704723,0.002336 -asmble,sha1-21896-bits,1.903080701828003,1.7051,0.002906 -asmble,bn128_pairing-ten_point_match_1,9.099935293197632,7.544588,1.176579 -asmble,bn128_pairing-ten_point_match_1,8.612344980239868,7.290913,1.030181 -asmble,bn128_pairing-ten_point_match_1,8.76170539855957,7.48833,1.007433 -asmble,bn128_pairing-ten_point_match_1,8.591936111450195,7.322317,1.013481 -asmble,bn128_pairing-ten_point_match_1,9.337396621704102,7.443037,1.38411 -asmble,bn128_pairing-ten_point_match_1,9.469418048858643,7.569039,1.399916 -asmble,bn128_pairing-ten_point_match_1,8.95555853843689,7.699179,0.998742 -asmble,blake2b-5610-bytes,2.1182069778442383,1.901193,0.004275 -asmble,blake2b-5610-bytes,2.089123249053955,1.882477,0.003302 -asmble,blake2b-5610-bytes,2.0933268070220947,1.880951,0.003287 -asmble,blake2b-5610-bytes,2.065094470977783,1.863572,0.002616 -asmble,blake2b-5610-bytes,2.0739967823028564,1.854301,0.004309 -asmble,blake2b-5610-bytes,2.0520410537719727,1.853432,0.003002 -asmble,blake2b-5610-bytes,2.150554895401001,1.916394,0.003343 -asmble,blake2b-5610-bytes,2.0986647605895996,1.882238,0.004277 -asmble,blake2b-5610-bytes,2.092514753341675,1.880391,0.003213 -asmble,blake2b-5610-bytes,2.1137943267822266,1.904697,0.004222 -asmble,blake2b-5610-bytes,2.105041027069092,1.876493,0.004129 -asmble,blake2b-5610-bytes,2.059492588043213,1.861462,0.004164 -asmble,blake2b-5610-bytes,2.097745656967163,1.873626,0.003211 -asmble,blake2b-5610-bytes,2.0876739025115967,1.877346,0.004136 -asmble,blake2b-5610-bytes,2.1123225688934326,1.905018,0.003608 -asmble,blake2b-5610-bytes,2.0974373817443848,1.897352,0.003223 -asmble,blake2b-5610-bytes,2.098324775695801,1.878637,0.004342 -asmble,blake2b-5610-bytes,2.0539090633392334,1.843436,0.003907 -asmble,blake2b-5610-bytes,2.0672528743743896,1.860704,0.002715 -asmble,blake2b-5610-bytes,2.1165237426757812,1.905514,0.003316 -asmble,blake2b-5610-bytes,2.102534770965576,1.882741,0.004085 -asmble,blake2b-5610-bytes,2.0800955295562744,1.857031,0.003055 -asmble,blake2b-5610-bytes,2.116851568222046,1.906463,0.004094 -asmble,blake2b-5610-bytes,2.112394332885742,1.900233,0.00389 -asmble,blake2b-5610-bytes,2.0672197341918945,1.855548,0.003282 -asmble,blake2b-5610-bytes,2.0556044578552246,1.83964,0.004766 -asmble,blake2b-5610-bytes,2.1261448860168457,1.915724,0.002888 -asmble,blake2b-5610-bytes,2.081336259841919,1.860522,0.004247 -asmble,bn128_mul-cdetrio2,2.609092950820923,2.357943,0.034985 -asmble,bn128_mul-cdetrio2,2.628570795059204,2.38826,0.036422 -asmble,bn128_mul-cdetrio2,2.5976505279541016,2.338572,0.042039 -asmble,bn128_mul-cdetrio2,2.6728498935699463,2.427748,0.036378 -asmble,bn128_mul-cdetrio2,2.6298322677612305,2.386088,0.037323 -asmble,bn128_mul-cdetrio2,2.6273014545440674,2.38457,0.035651 -asmble,bn128_mul-cdetrio2,2.6098484992980957,2.368295,0.035945 -asmble,bn128_mul-cdetrio2,2.634878635406494,2.389921,0.0377 -asmble,bn128_mul-cdetrio2,2.8894259929656982,2.632255,0.03578 -asmble,bn128_mul-cdetrio2,2.627631902694702,2.381038,0.037503 -asmble,bn128_mul-cdetrio2,2.6610991954803467,2.413832,0.037563 -asmble,bn128_mul-cdetrio2,2.6021018028259277,2.358452,0.036238 -asmble,bn128_mul-cdetrio2,2.6778457164764404,2.424223,0.039131 -asmble,bn128_mul-cdetrio2,2.6515190601348877,2.403754,0.03667 -asmble,bn128_mul-cdetrio2,2.6137874126434326,2.363616,0.035913 -asmble,bn128_mul-cdetrio2,2.593069553375244,2.351167,0.036067 -asmble,bn128_mul-cdetrio2,2.624760389328003,2.362989,0.035397 -asmble,bn128_mul-cdetrio2,2.6047520637512207,2.350631,0.036521 -asmble,bn128_mul-cdetrio2,2.6769518852233887,2.424072,0.035571 -asmble,bn128_mul-cdetrio2,2.682227611541748,2.43988,0.036375 -asmble,bn128_mul-cdetrio2,2.63293719291687,2.377249,0.03938 -asmble,bn128_mul-cdetrio2,2.5985841751098633,2.355447,0.036514 -asmble,bn128_mul-cdetrio2,2.648059606552124,2.389362,0.036549 -asmble,modexp-eip_example1,2.4851908683776855,2.204404,0.069136 -asmble,modexp-eip_example1,2.451551914215088,2.186892,0.053862 -asmble,modexp-eip_example1,2.5223734378814697,2.252871,0.05391 -asmble,modexp-eip_example1,2.505584716796875,2.213942,0.062924 -asmble,modexp-eip_example1,2.5430102348327637,2.265925,0.058896 -asmble,modexp-eip_example1,2.5068728923797607,2.224598,0.056615 -asmble,modexp-eip_example1,2.556896686553955,2.294258,0.054361 -asmble,modexp-eip_example1,2.408825635910034,2.145468,0.055259 -asmble,modexp-eip_example1,2.4722256660461426,2.197763,0.061458 -asmble,modexp-eip_example1,2.539961814880371,2.258939,0.057014 -asmble,modexp-eip_example1,2.490966320037842,2.219767,0.058895 -asmble,modexp-eip_example1,2.4960010051727295,2.227262,0.053605 -asmble,modexp-eip_example1,2.4480831623077393,2.16661,0.05993 -asmble,modexp-eip_example1,2.5764272212982178,2.295942,0.056183 -asmble,modexp-eip_example1,2.498744487762451,2.233428,0.053246 -asmble,modexp-eip_example1,2.5172717571258545,2.253429,0.053937 -asmble,modexp-eip_example1,2.4972243309020996,2.206134,0.07228 -asmble,modexp-eip_example1,2.5098297595977783,2.242836,0.053727 -asmble,modexp-eip_example1,2.461289167404175,2.187342,0.062672 -asmble,modexp-eip_example1,2.5235085487365723,2.246343,0.059038 -asmble,modexp-eip_example1,2.5148582458496094,2.244932,0.053286 -asmble,modexp-eip_example1,2.523393154144287,2.253047,0.052861 -asmble,modexp-eip_example1,2.5436136722564697,2.264039,0.071435 -asmble,modexp-eip_example1,2.5606040954589844,2.292638,0.055507 -asmble,blake2b-2805-bytes,2.0081028938293457,1.798701,0.003106 -asmble,blake2b-2805-bytes,2.0197346210479736,1.815892,0.001844 -asmble,blake2b-2805-bytes,2.007296323776245,1.797442,0.001953 -asmble,blake2b-2805-bytes,2.001847505569458,1.801768,0.002893 -asmble,blake2b-2805-bytes,1.9985713958740234,1.789345,0.002921 -asmble,blake2b-2805-bytes,2.0668046474456787,1.851203,0.002953 -asmble,blake2b-2805-bytes,1.9894826412200928,1.785608,0.002346 -asmble,blake2b-2805-bytes,2.015583038330078,1.812914,0.002524 -asmble,blake2b-2805-bytes,2.0032668113708496,1.804189,0.002857 -asmble,blake2b-2805-bytes,1.9937233924865723,1.782964,0.002618 -asmble,blake2b-2805-bytes,1.9860050678253174,1.790199,0.002336 -asmble,blake2b-2805-bytes,1.9811956882476807,1.787436,0.002441 -asmble,blake2b-2805-bytes,2.013151168823242,1.81434,0.002538 -asmble,blake2b-2805-bytes,2.0011754035949707,1.797794,0.001866 -asmble,blake2b-2805-bytes,2.0044355392456055,1.786249,0.002307 -asmble,blake2b-2805-bytes,1.9750936031341553,1.775216,0.002461 -asmble,blake2b-2805-bytes,2.021624803543091,1.819534,0.005677 -asmble,blake2b-2805-bytes,1.993553876876831,1.776108,0.002817 -asmble,blake2b-2805-bytes,2.0099036693573,1.796246,0.001878 -asmble,blake2b-2805-bytes,2.038609743118286,1.82822,0.001852 -asmble,blake2b-2805-bytes,2.015768051147461,1.800054,0.003007 -asmble,blake2b-2805-bytes,2.001879930496216,1.80533,0.001868 -asmble,blake2b-2805-bytes,2.0329790115356445,1.827639,0.002374 -asmble,blake2b-2805-bytes,2.0122921466827393,1.809801,0.002366 -asmble,blake2b-2805-bytes,2.0298733711242676,1.812838,0.002378 -asmble,blake2b-2805-bytes,2.012486219406128,1.801471,0.00224 -asmble,blake2b-2805-bytes,1.9982049465179443,1.789733,0.002335 -asmble,blake2b-2805-bytes,1.9700794219970703,1.76557,0.002402 -asmble,blake2b-2805-bytes,1.9879181385040283,1.789907,0.002881 -asmble,blake2b-2805-bytes,1.9642326831817627,1.770329,0.002204 -asmble,sha1-10808-bits,1.8126652240753174,1.621756,0.001972 -asmble,sha1-10808-bits,1.8118023872375488,1.618256,0.001939 -asmble,sha1-10808-bits,1.8149094581604004,1.618028,0.001627 -asmble,sha1-10808-bits,1.8632121086120605,1.659704,0.001703 -asmble,sha1-10808-bits,1.839369297027588,1.642726,0.002067 -asmble,sha1-10808-bits,1.8475561141967773,1.654817,0.001793 -asmble,sha1-10808-bits,1.8614120483398438,1.666085,0.001643 -asmble,sha1-10808-bits,1.841174840927124,1.646146,0.001955 -asmble,sha1-10808-bits,1.83378267288208,1.64196,0.001624 -asmble,sha1-10808-bits,1.8347878456115723,1.64272,0.001643 -asmble,sha1-10808-bits,1.8753676414489746,1.676196,0.001533 -asmble,sha1-10808-bits,1.8319201469421387,1.641219,0.001701 -asmble,sha1-10808-bits,1.8442776203155518,1.649713,0.001736 -asmble,sha1-10808-bits,1.88633131980896,1.679253,0.001604 -asmble,sha1-10808-bits,1.834212303161621,1.629725,0.001845 -asmble,sha1-10808-bits,1.8557484149932861,1.664806,0.001903 -asmble,sha1-10808-bits,1.8272087574005127,1.630358,0.001522 -asmble,sha1-10808-bits,1.848741054534912,1.647636,0.001715 -asmble,sha1-10808-bits,1.8425836563110352,1.64234,0.001629 -asmble,sha1-10808-bits,1.8658883571624756,1.669726,0.001528 -asmble,sha1-10808-bits,1.8427340984344482,1.647036,0.002039 -asmble,sha1-10808-bits,1.8317909240722656,1.630954,0.001728 -asmble,sha1-10808-bits,1.881666898727417,1.676362,0.001308 -asmble,sha1-10808-bits,1.8286173343658447,1.63496,0.00163 -asmble,sha1-10808-bits,1.8506503105163574,1.643318,0.001523 -asmble,sha1-10808-bits,1.8170576095581055,1.622667,0.001698 -asmble,sha1-10808-bits,1.8582844734191895,1.662674,0.001761 -asmble,sha1-10808-bits,1.8110437393188477,1.619984,0.001975 -asmble,sha1-10808-bits,1.8276739120483398,1.635813,0.001742 -asmble,sha1-10808-bits,1.8422036170959473,1.651122,0.001536 -asmble,sha1-10808-bits,1.8324618339538574,1.639118,0.002312 -asmble,sha1-10808-bits,1.8544981479644775,1.645852,0.001974 -asmble,sha1-10808-bits,1.8564913272857666,1.648738,0.001703 -asmble,bn128_add-cdetrio10,2.5524494647979736,2.344057,0.001874 -asmble,bn128_add-cdetrio10,2.548539638519287,2.341952,0.001885 -asmble,bn128_add-cdetrio10,2.5423591136932373,2.332812,0.001938 -asmble,bn128_add-cdetrio10,2.566066265106201,2.344466,0.001977 -asmble,bn128_add-cdetrio10,2.5122618675231934,2.293062,0.00159 -asmble,bn128_add-cdetrio10,2.5226433277130127,2.297847,0.001759 -asmble,bn128_add-cdetrio10,2.543276309967041,2.335851,0.001908 -asmble,bn128_add-cdetrio10,2.519428253173828,2.313468,0.00138 -asmble,bn128_add-cdetrio10,2.5087571144104004,2.289156,0.001705 -asmble,bn128_add-cdetrio10,2.5345749855041504,2.318585,0.001857 -asmble,bn128_add-cdetrio10,2.5097975730895996,2.301711,0.001853 -asmble,bn128_add-cdetrio10,2.526914596557617,2.320787,0.001748 -asmble,bn128_add-cdetrio10,2.50457763671875,2.283508,0.001817 -asmble,bn128_add-cdetrio10,2.525609254837036,2.317906,0.001721 -asmble,bn128_add-cdetrio10,2.5688469409942627,2.352282,0.001841 -asmble,bn128_add-cdetrio10,2.546626329421997,2.329956,0.001763 -asmble,bn128_add-cdetrio10,2.6021475791931152,2.373002,0.002071 -asmble,bn128_add-cdetrio10,2.5114245414733887,2.303806,0.002006 -asmble,bn128_add-cdetrio10,2.515038013458252,2.306873,0.00152 -asmble,bn128_add-cdetrio10,2.4911696910858154,2.284633,0.001748 -asmble,bn128_add-cdetrio10,2.55814266204834,2.348777,0.001624 -asmble,bn128_add-cdetrio10,2.534945487976074,2.324433,0.002125 -asmble,bn128_add-cdetrio10,2.5126819610595703,2.305329,0.001943 -asmble,bn128_add-cdetrio10,2.5230464935302734,2.312872,0.002143 -asmble,mul256-gcolvin-drag-race,3.699488878250122,2.922082,0.550176 -asmble,mul256-gcolvin-drag-race,3.697687864303589,2.955447,0.530464 -asmble,mul256-gcolvin-drag-race,3.6632349491119385,2.926919,0.524897 -asmble,mul256-gcolvin-drag-race,3.6576406955718994,2.920394,0.525762 -asmble,mul256-gcolvin-drag-race,3.693551540374756,2.954886,0.520448 -asmble,mul256-gcolvin-drag-race,3.66208815574646,2.919325,0.530219 -asmble,mul256-gcolvin-drag-race,3.7242331504821777,2.958178,0.550092 -asmble,mul256-gcolvin-drag-race,3.653608798980713,2.893181,0.536343 -asmble,mul256-gcolvin-drag-race,3.5973684787750244,2.858385,0.528548 -asmble,mul256-gcolvin-drag-race,3.6571359634399414,2.909168,0.523801 -asmble,mul256-gcolvin-drag-race,3.690370559692383,2.938673,0.537237 -asmble,mul256-gcolvin-drag-race,3.6324520111083984,2.893314,0.527843 -asmble,mul256-gcolvin-drag-race,3.653094530105591,2.917235,0.52267 -asmble,mul256-gcolvin-drag-race,3.67362117767334,2.933727,0.526968 -asmble,mul256-gcolvin-drag-race,3.6432108879089355,2.901677,0.526656 -asmble,mul256-gcolvin-drag-race,3.685053586959839,2.927013,0.537002 -asmble,bn128_mul-chfast1,2.5896191596984863,2.351167,0.017071 -asmble,bn128_mul-chfast1,2.636716604232788,2.39986,0.01728 -asmble,bn128_mul-chfast1,2.6002347469329834,2.358087,0.018343 -asmble,bn128_mul-chfast1,2.6183865070343018,2.381996,0.018639 -asmble,bn128_mul-chfast1,2.650235891342163,2.414677,0.018077 -asmble,bn128_mul-chfast1,2.630648612976074,2.388494,0.020335 -asmble,bn128_mul-chfast1,2.620347023010254,2.382411,0.017539 -asmble,bn128_mul-chfast1,2.615943193435669,2.383011,0.017209 -asmble,bn128_mul-chfast1,2.5488131046295166,2.318364,0.01771 -asmble,bn128_mul-chfast1,2.5710256099700928,2.34064,0.017339 -asmble,bn128_mul-chfast1,2.5647106170654297,2.323862,0.017886 -asmble,bn128_mul-chfast1,2.610231637954712,2.371481,0.019421 -asmble,bn128_mul-chfast1,2.5819613933563232,2.349165,0.018135 -asmble,bn128_mul-chfast1,2.5922610759735107,2.352887,0.017443 -asmble,bn128_mul-chfast1,2.586336612701416,2.348823,0.021892 -asmble,bn128_mul-chfast1,2.6455953121185303,2.40263,0.018083 -asmble,bn128_mul-chfast1,2.635172128677368,2.394388,0.01801 -asmble,bn128_mul-chfast1,2.626690626144409,2.381136,0.017176 -asmble,bn128_mul-chfast1,2.589071273803711,2.355811,0.018948 -asmble,bn128_mul-chfast1,2.6206753253936768,2.383816,0.022531 -asmble,bn128_mul-chfast1,2.566524028778076,2.333559,0.017623 -asmble,bn128_mul-chfast1,2.6268765926361084,2.384407,0.018256 -asmble,bn128_mul-chfast1,2.5958309173583984,2.350378,0.023702 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,12.368041276931763,11.006323,1.113298 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,12.733182907104492,11.034751,1.145282 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,12.913804292678833,11.029993,1.360518 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,12.104012966156006,10.781983,1.075183 -asmble,bls12-381-aggreg-128-pubkeys-verify-sig,12.622520685195923,10.966073,1.118652 -asmble,bn128_mul-cdetrio6,2.572917938232422,2.308892,0.047009 -asmble,bn128_mul-cdetrio6,2.630544424057007,2.375743,0.04136 -asmble,bn128_mul-cdetrio6,2.5697288513183594,2.313605,0.04986 -asmble,bn128_mul-cdetrio6,2.6573996543884277,2.407311,0.04683 -asmble,bn128_mul-cdetrio6,2.6106982231140137,2.36856,0.038235 -asmble,bn128_mul-cdetrio6,2.626789093017578,2.379356,0.040801 -asmble,bn128_mul-cdetrio6,2.600196361541748,2.342707,0.041176 -asmble,bn128_mul-cdetrio6,2.6272265911102295,2.365791,0.048072 -asmble,bn128_mul-cdetrio6,2.6884429454803467,2.434441,0.038315 -asmble,bn128_mul-cdetrio6,2.600130796432495,2.355756,0.038804 -asmble,bn128_mul-cdetrio6,2.6220226287841797,2.375109,0.03831 -asmble,bn128_mul-cdetrio6,2.583214282989502,2.333357,0.038385 -asmble,bn128_mul-cdetrio6,2.6117007732391357,2.365604,0.038378 -asmble,bn128_mul-cdetrio6,2.612647294998169,2.368112,0.038259 -asmble,bn128_mul-cdetrio6,2.6428511142730713,2.401277,0.039758 -asmble,bn128_mul-cdetrio6,2.592573881149292,2.345751,0.038677 -asmble,bn128_mul-cdetrio6,2.593479633331299,2.351329,0.038652 -asmble,bn128_mul-cdetrio6,2.602905511856079,2.343816,0.039135 -asmble,bn128_mul-cdetrio6,2.689708709716797,2.436831,0.038788 -asmble,bn128_mul-cdetrio6,2.611737012863159,2.359082,0.038743 -asmble,bn128_mul-cdetrio6,2.62184739112854,2.377659,0.038848 -asmble,bn128_mul-cdetrio6,2.5803303718566895,2.33859,0.040218 -asmble,bn128_mul-cdetrio6,2.5766615867614746,2.328612,0.045331 -asmble,bn128_mul-chfast3,2.591212749481201,2.34976,0.036759 -asmble,bn128_mul-chfast3,2.5927228927612305,2.334588,0.036888 -asmble,bn128_mul-chfast3,2.7069318294525146,2.46442,0.03678 -asmble,bn128_mul-chfast3,2.6014621257781982,2.359254,0.036366 -asmble,bn128_mul-chfast3,2.656503438949585,2.41242,0.036268 -asmble,bn128_mul-chfast3,2.648648738861084,2.39711,0.037133 -asmble,bn128_mul-chfast3,2.5596683025360107,2.321454,0.03684 -asmble,bn128_mul-chfast3,2.601764440536499,2.358616,0.03669 -asmble,bn128_mul-chfast3,2.6363308429718018,2.395023,0.036182 -asmble,bn128_mul-chfast3,2.6266822814941406,2.375114,0.037493 -asmble,bn128_mul-chfast3,2.6017227172851562,2.350725,0.036451 -asmble,bn128_mul-chfast3,2.6253576278686523,2.381117,0.038648 -asmble,bn128_mul-chfast3,2.654135227203369,2.403459,0.040729 -asmble,bn128_mul-chfast3,2.623544216156006,2.376973,0.03692 -asmble,bn128_mul-chfast3,2.666496753692627,2.408096,0.043274 -asmble,bn128_mul-chfast3,2.643847703933716,2.405752,0.036961 -asmble,bn128_mul-chfast3,2.5685980319976807,2.320517,0.036298 -asmble,bn128_mul-chfast3,2.655651569366455,2.405545,0.036793 -asmble,bn128_mul-chfast3,2.6075239181518555,2.352596,0.039055 -asmble,bn128_mul-chfast3,2.564239978790283,2.319139,0.036704 -asmble,bn128_mul-chfast3,2.558952569961548,2.318809,0.036784 -asmble,bn128_mul-chfast3,2.563552141189575,2.323698,0.038273 -asmble,bn128_mul-chfast3,2.6007368564605713,2.35629,0.041521 -asmble,modexp-nagydani-1-square,2.8096187114715576,2.542432,0.031913 -asmble,modexp-nagydani-1-square,2.877849817276001,2.607839,0.039678 -asmble,modexp-nagydani-1-square,2.5190799236297607,2.254865,0.038935 -asmble,modexp-nagydani-1-square,2.768338680267334,2.515372,0.035144 -asmble,modexp-nagydani-1-square,2.5613725185394287,2.319003,0.031347 -asmble,modexp-nagydani-1-square,2.6550257205963135,2.385514,0.033845 -asmble,modexp-nagydani-1-square,2.709056854248047,2.451897,0.036165 -asmble,modexp-nagydani-1-square,2.4794366359710693,2.246949,0.030593 -asmble,modexp-nagydani-1-square,2.753831624984741,2.520305,0.034918 -asmble,modexp-nagydani-1-square,2.7654449939727783,2.516113,0.030289 -asmble,modexp-nagydani-1-square,2.6084201335906982,2.364561,0.028814 -asmble,modexp-nagydani-1-square,2.581876039505005,2.31648,0.037598 -asmble,modexp-nagydani-1-square,2.5714590549468994,2.310211,0.03414 -asmble,modexp-nagydani-1-square,2.398697853088379,2.165218,0.030589 -asmble,modexp-nagydani-1-square,2.7209911346435547,2.467614,0.034303 -asmble,modexp-nagydani-1-square,2.777989149093628,2.523732,0.032306 -asmble,modexp-nagydani-1-square,2.75588059425354,2.503569,0.035062 -asmble,modexp-nagydani-1-square,2.7085044384002686,2.460146,0.031586 -asmble,modexp-nagydani-1-square,2.7065532207489014,2.422004,0.042738 -asmble,modexp-nagydani-1-square,2.663513422012329,2.410866,0.031179 -asmble,modexp-nagydani-1-square,2.7391908168792725,2.477504,0.03489 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,12.417476892471313,11.08604,0.687071 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,12.333008050918579,11.15193,0.701383 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,12.425815343856812,11.039969,0.848101 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,12.05976128578186,10.909915,0.697403 -asmble,bls12-381-aggreg-32-pubkeys-verify-sig,12.496412754058838,10.930351,0.943079 -asmble,blake2b-8415-bytes,2.2032358646392822,2.005911,0.004346 -asmble,blake2b-8415-bytes,2.2043874263763428,2.005474,0.003596 -asmble,blake2b-8415-bytes,2.184643268585205,1.982517,0.003926 -asmble,blake2b-8415-bytes,2.2198097705841064,2.008472,0.005883 -asmble,blake2b-8415-bytes,2.2166247367858887,2.007908,0.004701 -asmble,blake2b-8415-bytes,2.2050046920776367,1.986924,0.004035 -asmble,blake2b-8415-bytes,2.2340810298919678,2.033911,0.004069 -asmble,blake2b-8415-bytes,2.1766560077667236,1.977589,0.003861 -asmble,blake2b-8415-bytes,2.200061321258545,2.002834,0.003963 -asmble,blake2b-8415-bytes,2.2157909870147705,2.009708,0.003345 -asmble,blake2b-8415-bytes,2.2471189498901367,2.045746,0.00398 -asmble,blake2b-8415-bytes,2.2012722492218018,2.004242,0.00459 -asmble,blake2b-8415-bytes,2.1899900436401367,1.986158,0.003727 -asmble,blake2b-8415-bytes,2.2094969749450684,2.000157,0.004339 -asmble,blake2b-8415-bytes,2.1971447467803955,1.992527,0.003769 -asmble,blake2b-8415-bytes,2.1948986053466797,1.996467,0.004063 -asmble,blake2b-8415-bytes,2.218261480331421,2.005362,0.004942 -asmble,blake2b-8415-bytes,2.1701433658599854,1.962871,0.00419 -asmble,blake2b-8415-bytes,2.21879506111145,2.018749,0.004246 -asmble,blake2b-8415-bytes,2.224727153778076,2.0166,0.004411 -asmble,blake2b-8415-bytes,2.186103343963623,1.978188,0.004078 -asmble,blake2b-8415-bytes,2.2322282791137695,2.034256,0.004074 -asmble,blake2b-8415-bytes,2.149653911590576,1.949615,0.003263 -asmble,blake2b-8415-bytes,2.1687493324279785,1.970245,0.003497 -asmble,blake2b-8415-bytes,2.207860231399536,2.000556,0.003381 -asmble,blake2b-8415-bytes,2.158416748046875,1.961669,0.003814 -asmble,blake2b-8415-bytes,2.1805508136749268,1.980677,0.0049 -asmble,bn128_add-cdetrio11,2.500354290008545,2.28456,0.004947 -asmble,bn128_add-cdetrio11,2.5321502685546875,2.323157,0.004803 -asmble,bn128_add-cdetrio11,2.5339608192443848,2.328431,0.005135 -asmble,bn128_add-cdetrio11,2.5182576179504395,2.311883,0.004761 -asmble,bn128_add-cdetrio11,2.514075756072998,2.309634,0.004725 -asmble,bn128_add-cdetrio11,2.574230432510376,2.358447,0.005193 -asmble,bn128_add-cdetrio11,2.5360469818115234,2.324062,0.005569 -asmble,bn128_add-cdetrio11,2.489494562149048,2.283924,0.004003 -asmble,bn128_add-cdetrio11,2.4922778606414795,2.286995,0.003965 -asmble,bn128_add-cdetrio11,2.5191125869750977,2.307034,0.004639 -asmble,bn128_add-cdetrio11,2.5289669036865234,2.319033,0.005463 -asmble,bn128_add-cdetrio11,2.4896929264068604,2.286007,0.004242 -asmble,bn128_add-cdetrio11,2.50455904006958,2.298789,0.004724 -asmble,bn128_add-cdetrio11,2.5280473232269287,2.310621,0.004769 -asmble,bn128_add-cdetrio11,2.5494558811187744,2.335561,0.004768 -asmble,bn128_add-cdetrio11,2.556800603866577,2.32744,0.00529 -asmble,bn128_add-cdetrio11,2.5265510082244873,2.316795,0.0049 -asmble,bn128_add-cdetrio11,2.580230474472046,2.362979,0.00565 -asmble,bn128_add-cdetrio11,2.5188534259796143,2.298214,0.00549 -asmble,bn128_add-cdetrio11,2.4934163093566895,2.278933,0.005449 -asmble,bn128_add-cdetrio11,2.523275852203369,2.313102,0.005497 -asmble,bn128_add-cdetrio11,2.510798215866089,2.304238,0.004827 -asmble,bn128_add-cdetrio11,2.497424602508545,2.292423,0.004615 -asmble,bn128_add-cdetrio11,2.515772819519043,2.30052,0.005169 -asmble,bn128_mul-cdetrio11,2.615605354309082,2.357172,0.045679 -asmble,bn128_mul-cdetrio11,2.579760789871216,2.341472,0.038853 -asmble,bn128_mul-cdetrio11,2.61470890045166,2.37643,0.038098 -asmble,bn128_mul-cdetrio11,2.6062700748443604,2.365769,0.040985 -asmble,bn128_mul-cdetrio11,2.6040875911712646,2.365887,0.039386 -asmble,bn128_mul-cdetrio11,2.5698583126068115,2.32569,0.039826 -asmble,bn128_mul-cdetrio11,2.6155283451080322,2.362592,0.039152 -asmble,bn128_mul-cdetrio11,2.609567880630493,2.356682,0.038849 -asmble,bn128_mul-cdetrio11,2.603954792022705,2.362293,0.039605 -asmble,bn128_mul-cdetrio11,2.614128351211548,2.374705,0.038759 -asmble,bn128_mul-cdetrio11,2.6667518615722656,2.419006,0.041196 -asmble,bn128_mul-cdetrio11,2.6443769931793213,2.403639,0.039153 -asmble,bn128_mul-cdetrio11,2.592961072921753,2.34729,0.045285 -asmble,bn128_mul-cdetrio11,2.6324706077575684,2.387932,0.039056 -asmble,bn128_mul-cdetrio11,2.6591854095458984,2.414591,0.039227 -asmble,bn128_mul-cdetrio11,2.6104955673217773,2.372802,0.038449 -asmble,bn128_mul-cdetrio11,2.5500569343566895,2.303897,0.039435 -asmble,bn128_mul-cdetrio11,2.575369358062744,2.333572,0.043383 -asmble,bn128_mul-cdetrio11,2.573974609375,2.338091,0.038865 -asmble,bn128_mul-cdetrio11,2.568854331970215,2.33039,0.039961 -asmble,bn128_mul-cdetrio11,2.6168458461761475,2.368167,0.043645 -asmble,bn128_mul-cdetrio11,2.68575119972229,2.443827,0.038412 -asmble,bn128_mul-cdetrio11,2.5983967781066895,2.353614,0.041288 -asmble,bn128_pairing-one_point,8.389341592788696,7.551063,0.321533 -asmble,bn128_pairing-one_point,8.217315435409546,7.329359,0.276545 -asmble,bn128_pairing-one_point,8.267932176589966,7.368191,0.275454 -asmble,bn128_pairing-one_point,8.25463056564331,7.423895,0.320635 -asmble,bn128_pairing-one_point,8.30286955833435,7.322969,0.372702 -asmble,bn128_pairing-one_point,8.282937049865723,7.420129,0.324258 -asmble,bn128_pairing-one_point,8.162838459014893,7.331817,0.31531 -asmble,bn128_mul-chfast2,2.627145290374756,2.383406,0.030191 -asmble,bn128_mul-chfast2,2.6242501735687256,2.377895,0.029657 -asmble,bn128_mul-chfast2,2.665915012359619,2.422567,0.029504 -asmble,bn128_mul-chfast2,2.595767021179199,2.365774,0.02929 -asmble,bn128_mul-chfast2,2.577434778213501,2.34907,0.030413 -asmble,bn128_mul-chfast2,2.677075147628784,2.417546,0.037342 -asmble,bn128_mul-chfast2,2.6185247898101807,2.375429,0.02916 -asmble,bn128_mul-chfast2,2.6184980869293213,2.391171,0.029984 -asmble,bn128_mul-chfast2,2.612943649291992,2.361862,0.029591 -asmble,bn128_mul-chfast2,2.607863664627075,2.369931,0.029791 -asmble,bn128_mul-chfast2,2.647683620452881,2.398853,0.030861 -asmble,bn128_mul-chfast2,2.6712076663970947,2.389973,0.038331 -asmble,bn128_mul-chfast2,2.6154885292053223,2.373634,0.030419 -asmble,bn128_mul-chfast2,2.637176275253296,2.394659,0.029356 -asmble,bn128_mul-chfast2,2.5591986179351807,2.331263,0.029256 -asmble,bn128_mul-chfast2,2.576706886291504,2.345455,0.029353 -asmble,bn128_mul-chfast2,2.5694901943206787,2.322258,0.031211 -asmble,bn128_mul-chfast2,2.5634469985961914,2.322343,0.03006 -asmble,bn128_mul-chfast2,2.6071722507476807,2.37798,0.029747 -asmble,bn128_mul-chfast2,2.597118377685547,2.3662,0.029539 -asmble,bn128_mul-chfast2,2.6180191040039062,2.379106,0.029239 -asmble,bn128_mul-chfast2,2.599855422973633,2.35214,0.034913 -asmble,bn128_mul-chfast2,2.569269895553589,2.331671,0.030448 -asmble,bn128_add-cdetrio14,2.5461459159851074,2.331855,0.00257 -asmble,bn128_add-cdetrio14,2.4991068840026855,2.286972,0.003263 -asmble,bn128_add-cdetrio14,2.525981903076172,2.321918,0.002771 -asmble,bn128_add-cdetrio14,2.5348987579345703,2.322266,0.002598 -asmble,bn128_add-cdetrio14,2.5797595977783203,2.365422,0.002673 -asmble,bn128_add-cdetrio14,2.5504887104034424,2.349229,0.002664 -asmble,bn128_add-cdetrio14,2.517303466796875,2.314226,0.002409 -asmble,bn128_add-cdetrio14,2.4733223915100098,2.26966,0.002826 -asmble,bn128_add-cdetrio14,2.470057964324951,2.265629,0.002426 -asmble,bn128_add-cdetrio14,2.5367143154144287,2.322863,0.002135 -asmble,bn128_add-cdetrio14,2.5650596618652344,2.349011,0.003046 -asmble,bn128_add-cdetrio14,2.5299930572509766,2.31535,0.003255 -asmble,bn128_add-cdetrio14,2.511432409286499,2.309782,0.002485 -asmble,bn128_add-cdetrio14,2.5230484008789062,2.304016,0.003181 -asmble,bn128_add-cdetrio14,2.524221420288086,2.301864,0.002471 -asmble,bn128_add-cdetrio14,2.5353760719299316,2.326134,0.002601 -asmble,bn128_add-cdetrio14,2.5338938236236572,2.320003,0.003265 -asmble,bn128_add-cdetrio14,2.5913431644439697,2.385391,0.002917 -asmble,bn128_add-cdetrio14,2.5130815505981445,2.309311,0.00256 -asmble,bn128_add-cdetrio14,2.5163283348083496,2.306432,0.003018 -asmble,bn128_add-cdetrio14,2.504206418991089,2.300807,0.002571 -asmble,bn128_add-cdetrio14,2.5562045574188232,2.353506,0.002298 -asmble,bn128_add-cdetrio14,2.502471685409546,2.295281,0.002708 -asmble,bn128_add-cdetrio14,2.5371205806732178,2.330316,0.002376 -asmble,bn128_pairing-two_point_match_2,8.492995500564575,7.601201,0.33473 -asmble,bn128_pairing-two_point_match_2,8.385441780090332,7.423356,0.347591 -asmble,bn128_pairing-two_point_match_2,8.674234867095947,7.531252,0.382708 -asmble,bn128_pairing-two_point_match_2,8.516985416412354,7.373468,0.39596 -asmble,bn128_pairing-two_point_match_2,8.71794319152832,7.730879,0.483872 -asmble,bn128_pairing-two_point_match_2,8.253236770629883,7.340239,0.345092 -asmble,bn128_pairing-two_point_match_2,8.464428663253784,7.335331,0.395088 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,12.717787265777588,11.133135,1.064839 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,12.734298467636108,11.018247,1.127222 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,12.08002781867981,10.883961,0.954774 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,12.156179666519165,10.920168,0.988865 -asmble,bls12-381-aggreg-64-pubkeys-verify-sig,12.84730052947998,11.252846,1.013555 -asmble,sha1-42488-bits,2.1837565898895264,1.938528,0.00451 -asmble,sha1-42488-bits,2.157374382019043,1.936588,0.003922 -asmble,sha1-42488-bits,2.1281368732452393,1.904628,0.004136 -asmble,sha1-42488-bits,2.2378311157226562,2.0143,0.003567 -asmble,sha1-42488-bits,2.274587869644165,2.060139,0.004095 -asmble,sha1-42488-bits,2.0697691440582275,1.845275,0.003576 -asmble,sha1-42488-bits,2.15588641166687,1.937102,0.003508 -asmble,sha1-42488-bits,2.079852819442749,1.871749,0.00316 -asmble,sha1-42488-bits,2.1431713104248047,1.935515,0.005425 -asmble,sha1-42488-bits,2.08251953125,1.856176,0.003376 -asmble,sha1-42488-bits,2.1913199424743652,1.985119,0.004402 -asmble,sha1-42488-bits,2.12856125831604,1.911927,0.005187 -asmble,sha1-42488-bits,2.100417137145996,1.884331,0.003469 -asmble,sha1-42488-bits,2.0583133697509766,1.854813,0.003959 -asmble,sha1-42488-bits,2.0650951862335205,1.845798,0.00344 -asmble,sha1-42488-bits,2.2050936222076416,1.986657,0.004144 -asmble,sha1-42488-bits,2.196526527404785,1.962388,0.003966 -asmble,sha1-42488-bits,1.9683430194854736,1.765857,0.004684 -asmble,sha1-42488-bits,2.121093988418579,1.89757,0.003919 -asmble,sha1-42488-bits,2.1062674522399902,1.891543,0.003054 -asmble,sha1-42488-bits,2.167454719543457,1.934043,0.003517 -asmble,sha1-42488-bits,2.0780177116394043,1.878469,0.00466 -asmble,sha1-42488-bits,2.087718963623047,1.859259,0.00385 -asmble,sha1-42488-bits,2.2172176837921143,2.000375,0.004189 -asmble,sha1-42488-bits,2.1087536811828613,1.901258,0.003558 -asmble,sha1-42488-bits,2.1697287559509277,1.952738,0.004998 -asmble,sha1-42488-bits,2.246290445327759,2.019536,0.00532 -asmble,ecpairing,4.153680801391602,3.442493,0.339461 -asmble,ecpairing,4.11287784576416,3.388339,0.357964 -asmble,ecpairing,4.146919012069702,3.429312,0.34876 -asmble,ecpairing,4.193979978561401,3.45098,0.34436 -asmble,ecpairing,4.08641505241394,3.353212,0.355188 -asmble,ecpairing,4.158374071121216,3.422385,0.35142 -asmble,ecpairing,4.035571575164795,3.443341,0.334809 -asmble,ecpairing,4.0993335247039795,3.373746,0.36404 -asmble,ecpairing,4.141124725341797,3.435376,0.34632 -asmble,ecpairing,4.147173881530762,3.424982,0.351424 -asmble,ecpairing,4.041876792907715,3.331594,0.342394 -asmble,ecpairing,4.067102432250977,3.328076,0.363126 -asmble,ecpairing,4.153122663497925,3.43941,0.353108 -asmble,ecpairing,4.2372801303863525,3.526874,0.350941 -asmble,bn128_mul-cdetrio12,2.5662295818328857,2.333067,0.036175 -asmble,bn128_mul-cdetrio12,2.633525848388672,2.400023,0.036231 -asmble,bn128_mul-cdetrio12,2.6016335487365723,2.364467,0.035867 -asmble,bn128_mul-cdetrio12,2.5940041542053223,2.334466,0.036328 -asmble,bn128_mul-cdetrio12,2.6209607124328613,2.368468,0.042037 -asmble,bn128_mul-cdetrio12,2.6366257667541504,2.386479,0.038314 -asmble,bn128_mul-cdetrio12,2.5767040252685547,2.337568,0.036345 -asmble,bn128_mul-cdetrio12,2.6393842697143555,2.389664,0.048993 -asmble,bn128_mul-cdetrio12,2.5696797370910645,2.335521,0.035602 -asmble,bn128_mul-cdetrio12,2.6293091773986816,2.386014,0.03577 -asmble,bn128_mul-cdetrio12,2.5564472675323486,2.321413,0.03629 -asmble,bn128_mul-cdetrio12,2.5858452320098877,2.347205,0.040279 -asmble,bn128_mul-cdetrio12,2.584092855453491,2.346541,0.035587 -asmble,bn128_mul-cdetrio12,2.5735981464385986,2.328464,0.035417 -asmble,bn128_mul-cdetrio12,2.6293561458587646,2.39382,0.036269 -asmble,bn128_mul-cdetrio12,2.6421031951904297,2.406155,0.036068 -asmble,bn128_mul-cdetrio12,2.6258602142333984,2.387768,0.036494 -asmble,bn128_mul-cdetrio12,2.5777220726013184,2.341091,0.036377 -asmble,bn128_mul-cdetrio12,2.547635078430176,2.313584,0.035285 -asmble,bn128_mul-cdetrio12,2.585404872894287,2.346097,0.035857 -asmble,bn128_mul-cdetrio12,2.611539840698242,2.369855,0.038214 -asmble,bn128_mul-cdetrio12,2.6009843349456787,2.363569,0.038029 -asmble,bn128_mul-cdetrio12,2.5782010555267334,2.330895,0.037304 -asmble,bn128_mul-cdetrio7,2.6263976097106934,2.374927,0.039101 -asmble,bn128_mul-cdetrio7,2.6412668228149414,2.385054,0.03546 -asmble,bn128_mul-cdetrio7,2.6083176136016846,2.370625,0.035376 -asmble,bn128_mul-cdetrio7,2.6286990642547607,2.397113,0.035983 -asmble,bn128_mul-cdetrio7,2.6501057147979736,2.41423,0.037507 -asmble,bn128_mul-cdetrio7,2.564429521560669,2.328084,0.037154 -asmble,bn128_mul-cdetrio7,2.6545729637145996,2.410523,0.04195 -asmble,bn128_mul-cdetrio7,2.641759157180786,2.390482,0.035606 -asmble,bn128_mul-cdetrio7,2.646613836288452,2.389933,0.035943 -asmble,bn128_mul-cdetrio7,2.5967414379119873,2.363568,0.035488 -asmble,bn128_mul-cdetrio7,2.6333584785461426,2.398502,0.035112 -asmble,bn128_mul-cdetrio7,2.5636940002441406,2.319073,0.035638 -asmble,bn128_mul-cdetrio7,2.6214728355407715,2.381371,0.039736 -asmble,bn128_mul-cdetrio7,2.594848871231079,2.359831,0.036069 -asmble,bn128_mul-cdetrio7,2.5983774662017822,2.34903,0.038731 -asmble,bn128_mul-cdetrio7,2.637495517730713,2.399941,0.036156 -asmble,bn128_mul-cdetrio7,2.579249858856201,2.336581,0.036474 -asmble,bn128_mul-cdetrio7,2.6321675777435303,2.395296,0.035871 -asmble,bn128_mul-cdetrio7,2.586143732070923,2.348836,0.038718 -asmble,bn128_mul-cdetrio7,2.5901401042938232,2.344872,0.036491 -asmble,bn128_mul-cdetrio7,2.578982353210449,2.336386,0.035738 -asmble,bn128_mul-cdetrio7,2.602656602859497,2.365486,0.035469 -asmble,bn128_mul-cdetrio7,2.631363868713379,2.383006,0.035126 -wasm3,modexp-nagydani-1-qube,0.004453420639038086,2.8e-05,0.00157 -wasm3,modexp-nagydani-1-qube,0.004494667053222656,2.6e-05,0.001363 -wasm3,modexp-nagydani-1-qube,0.004410982131958008,2.4e-05,0.001352 -wasm3,modexp-nagydani-1-qube,0.0036787986755371094,2.5e-05,0.001367 -wasm3,modexp-nagydani-1-qube,0.003877401351928711,2.4e-05,0.001403 -wasm3,modexp-nagydani-1-qube,0.004895925521850586,2.5e-05,0.002564 -wasm3,modexp-nagydani-1-qube,0.0037763118743896484,2.4e-05,0.00136 -wasm3,modexp-nagydani-1-qube,0.0037775039672851562,2.5e-05,0.001381 -wasm3,modexp-nagydani-1-qube,0.003844022750854492,2.4e-05,0.001364 -wasm3,modexp-nagydani-1-qube,0.005367755889892578,2.6e-05,0.001392 -wasm3,modexp-nagydani-1-qube,0.003779172897338867,2.4e-05,0.001392 -wasm3,modexp-nagydani-1-qube,0.003769397735595703,2.5e-05,0.001384 -wasm3,modexp-nagydani-1-qube,0.003859996795654297,2.4e-05,0.001395 -wasm3,modexp-nagydani-1-qube,0.00423741340637207,2.7e-05,0.001604 -wasm3,modexp-nagydani-1-qube,0.00376129150390625,2.4e-05,0.001369 -wasm3,modexp-nagydani-1-qube,0.0037059783935546875,2.5e-05,0.001373 -wasm3,modexp-nagydani-1-qube,0.003827333450317383,2.5e-05,0.001341 -wasm3,modexp-nagydani-1-qube,0.0037543773651123047,2.4e-05,0.001356 -wasm3,modexp-nagydani-1-qube,0.003693819046020508,2.9e-05,0.001337 -wasm3,modexp-nagydani-1-qube,0.004538774490356445,2.4e-05,0.002065 -wasm3,modexp-nagydani-1-qube,0.0039000511169433594,2.4e-05,0.001399 -wasm3,modexp-nagydani-1-qube,0.0037920475006103516,2.5e-05,0.001399 -wasm3,modexp-nagydani-1-qube,0.0038106441497802734,2.4e-05,0.001389 -wasm3,modexp-nagydani-1-qube,0.0037877559661865234,2.5e-05,0.001416 -wasm3,modexp-nagydani-1-qube,0.0037276744842529297,2.4e-05,0.001361 -wasm3,modexp-nagydani-1-qube,0.003757953643798828,2.5e-05,0.001367 -wasm3,modexp-nagydani-1-qube,0.003928422927856445,3.3e-05,0.001426 -wasm3,modexp-nagydani-1-qube,0.003852367401123047,2.4e-05,0.001362 -wasm3,modexp-nagydani-1-qube,0.003877878189086914,2.5e-05,0.001373 -wasm3,modexp-nagydani-1-qube,0.0037126541137695312,2.5e-05,0.001354 -wasm3,modexp-nagydani-1-qube,0.003879070281982422,2.5e-05,0.001387 -wasm3,modexp-nagydani-1-qube,0.0038411617279052734,2.7e-05,0.001396 -wasm3,modexp-nagydani-1-qube,0.0038890838623046875,2.5e-05,0.001399 -wasm3,modexp-nagydani-1-qube,0.0037696361541748047,2.5e-05,0.001402 -wasm3,modexp-nagydani-1-qube,0.0042688846588134766,2.5e-05,0.001386 -wasm3,modexp-nagydani-1-qube,0.003757953643798828,2.5e-05,0.001352 -wasm3,modexp-nagydani-1-qube,0.0037207603454589844,2.4e-05,0.001359 -wasm3,modexp-nagydani-1-qube,0.0038139820098876953,2.5e-05,0.001467 -wasm3,modexp-nagydani-1-qube,0.0044138431549072266,3.7e-05,0.001569 -wasm3,modexp-nagydani-1-qube,0.0037822723388671875,2.4e-05,0.00135 -wasm3,modexp-nagydani-1-qube,0.003731966018676758,2.4e-05,0.001342 -wasm3,modexp-nagydani-1-qube,0.0037631988525390625,2.7e-05,0.001359 -wasm3,modexp-nagydani-1-qube,0.00376129150390625,2.5e-05,0.001365 -wasm3,modexp-nagydani-1-qube,0.003777027130126953,2.4e-05,0.00139 -wasm3,modexp-nagydani-1-qube,0.0037386417388916016,2.5e-05,0.001423 -wasm3,modexp-nagydani-1-qube,0.0037262439727783203,2.5e-05,0.001387 -wasm3,modexp-nagydani-1-qube,0.0037987232208251953,2.5e-05,0.001404 -wasm3,modexp-nagydani-1-qube,0.003988027572631836,2.4e-05,0.001391 -wasm3,modexp-nagydani-1-qube,0.003864288330078125,2.3e-05,0.001403 -wasm3,modexp-nagydani-1-qube,0.004563093185424805,2.5e-05,0.001373 -wasm3,sha1-21896-bits,0.0029785633087158203,1.6e-05,0.000281 -wasm3,sha1-21896-bits,0.0029287338256835938,1.3e-05,0.000318 -wasm3,sha1-21896-bits,0.003085613250732422,1.4e-05,0.000307 -wasm3,sha1-21896-bits,0.0028221607208251953,1.4e-05,0.000275 -wasm3,sha1-21896-bits,0.0027856826782226562,1.4e-05,0.000279 -wasm3,sha1-21896-bits,0.002859830856323242,1.4e-05,0.000281 -wasm3,sha1-21896-bits,0.002755880355834961,1.4e-05,0.000293 -wasm3,sha1-21896-bits,0.0027375221252441406,1.4e-05,0.000278 -wasm3,sha1-21896-bits,0.002736330032348633,1.4e-05,0.000272 -wasm3,sha1-21896-bits,0.0028066635131835938,1.4e-05,0.000314 -wasm3,sha1-21896-bits,0.002720355987548828,1.4e-05,0.000275 -wasm3,sha1-21896-bits,0.0028531551361083984,1.4e-05,0.000276 -wasm3,sha1-21896-bits,0.0026984214782714844,1.4e-05,0.000295 -wasm3,sha1-21896-bits,0.0031316280364990234,1.4e-05,0.000276 -wasm3,sha1-21896-bits,0.002823352813720703,1.4e-05,0.000325 -wasm3,sha1-21896-bits,0.002791881561279297,1.2e-05,0.000277 -wasm3,sha1-21896-bits,0.0028030872344970703,1.4e-05,0.000278 -wasm3,sha1-21896-bits,0.0027434825897216797,1.4e-05,0.000288 -wasm3,sha1-21896-bits,0.004699230194091797,1.4e-05,0.000272 -wasm3,sha1-21896-bits,0.002945423126220703,1.4e-05,0.000276 -wasm3,sha1-21896-bits,0.0027990341186523438,1.4e-05,0.000305 -wasm3,sha1-21896-bits,0.002866506576538086,1.3e-05,0.000274 -wasm3,sha1-21896-bits,0.0026895999908447266,1.4e-05,0.000276 -wasm3,sha1-21896-bits,0.0027616024017333984,1.4e-05,0.000291 -wasm3,sha1-21896-bits,0.002831697463989258,1.4e-05,0.000292 -wasm3,sha1-21896-bits,0.003028392791748047,1.2e-05,0.000279 -wasm3,sha1-21896-bits,0.0028553009033203125,1.4e-05,0.000282 -wasm3,sha1-21896-bits,0.002859354019165039,1.4e-05,0.000295 -wasm3,sha1-21896-bits,0.002731800079345703,1.2e-05,0.000279 -wasm3,sha1-21896-bits,0.002694368362426758,1.4e-05,0.000278 -wasm3,sha1-21896-bits,0.002774477005004883,1.5e-05,0.00029 -wasm3,sha1-21896-bits,0.002887248992919922,1.4e-05,0.000384 -wasm3,sha1-21896-bits,0.0031387805938720703,1.4e-05,0.000308 -wasm3,sha1-21896-bits,0.0029103755950927734,1.4e-05,0.000295 -wasm3,sha1-21896-bits,0.0027685165405273438,1.4e-05,0.000278 -wasm3,sha1-21896-bits,0.0026731491088867188,1.4e-05,0.00028 -wasm3,sha1-21896-bits,0.002742290496826172,1.4e-05,0.000276 -wasm3,sha1-21896-bits,0.0031485557556152344,1.5e-05,0.000281 -wasm3,sha1-21896-bits,0.0027163028717041016,1.2e-05,0.000275 -wasm3,sha1-21896-bits,0.0027375221252441406,1.4e-05,0.000324 -wasm3,sha1-21896-bits,0.0027534961700439453,1.4e-05,0.000276 -wasm3,sha1-21896-bits,0.0027480125427246094,1.4e-05,0.000277 -wasm3,sha1-21896-bits,0.002761363983154297,1.4e-05,0.000293 -wasm3,sha1-21896-bits,0.0028798580169677734,1.4e-05,0.000277 -wasm3,sha1-21896-bits,0.0028281211853027344,1.4e-05,0.000303 -wasm3,sha1-21896-bits,0.0032532215118408203,1.5e-05,0.00033 -wasm3,sha1-21896-bits,0.003160238265991211,1.7e-05,0.000366 -wasm3,sha1-21896-bits,0.0032761096954345703,1.5e-05,0.000309 -wasm3,sha1-21896-bits,0.002804279327392578,1.4e-05,0.00029 -wasm3,sha1-21896-bits,0.0026962757110595703,1.4e-05,0.000277 -wasm3,bn128_pairing-ten_point_match_1,1.0052988529205322,3e-05,1.001272 -wasm3,bn128_pairing-ten_point_match_1,1.008852481842041,2.8e-05,1.004402 -wasm3,bn128_pairing-ten_point_match_1,1.0260837078094482,3e-05,1.020522 -wasm3,bn128_pairing-ten_point_match_1,1.0047171115875244,2.4e-05,1.000829 -wasm3,bn128_pairing-ten_point_match_1,1.0052170753479004,3e-05,1.001363 -wasm3,bn128_pairing-ten_point_match_1,1.0008413791656494,2.6e-05,0.99669 -wasm3,bn128_pairing-ten_point_match_1,1.0193493366241455,2.3e-05,1.015466 -wasm3,bn128_pairing-ten_point_match_1,1.0067546367645264,2.7e-05,1.002307 -wasm3,bn128_pairing-ten_point_match_1,1.0113201141357422,2.3e-05,1.007714 -wasm3,bn128_pairing-ten_point_match_1,1.0385842323303223,2.4e-05,1.02925 -wasm3,bn128_pairing-ten_point_match_1,1.0279533863067627,2.2e-05,1.024068 -wasm3,bn128_pairing-ten_point_match_1,1.0055456161499023,2.6e-05,1.001674 -wasm3,bn128_pairing-ten_point_match_1,1.001713514328003,2.3e-05,0.997722 -wasm3,bn128_pairing-ten_point_match_1,1.0117015838623047,2.3e-05,1.007706 -wasm3,bn128_pairing-ten_point_match_1,1.0060157775878906,2.7e-05,1.001493 -wasm3,bn128_pairing-ten_point_match_1,1.0033807754516602,2.4e-05,0.999065 -wasm3,bn128_pairing-ten_point_match_1,1.0136468410491943,2.4e-05,1.00973 -wasm3,bn128_pairing-ten_point_match_1,1.0182080268859863,2.6e-05,1.013735 -wasm3,bn128_pairing-ten_point_match_1,1.0111618041992188,2.7e-05,1.006664 -wasm3,bn128_pairing-ten_point_match_1,1.0036664009094238,2.3e-05,0.999159 -wasm3,bn128_pairing-ten_point_match_1,1.0093822479248047,2.6e-05,1.005341 -wasm3,bn128_pairing-ten_point_match_1,1.022078514099121,2.3e-05,1.018352 -wasm3,bn128_pairing-ten_point_match_1,1.0097622871398926,2.3e-05,1.005956 -wasm3,bn128_pairing-ten_point_match_1,1.0157489776611328,2.7e-05,1.011585 -wasm3,bn128_pairing-ten_point_match_1,1.0098273754119873,3e-05,1.005691 -wasm3,bn128_pairing-ten_point_match_1,1.0075933933258057,2.3e-05,1.003596 -wasm3,bn128_pairing-ten_point_match_1,1.011979579925537,3.6e-05,1.008049 -wasm3,bn128_pairing-ten_point_match_1,1.015500783920288,2.2e-05,1.011744 -wasm3,bn128_pairing-ten_point_match_1,1.011627197265625,2.6e-05,1.007377 -wasm3,bn128_pairing-ten_point_match_1,1.0250890254974365,3.2e-05,1.020517 -wasm3,bn128_pairing-ten_point_match_1,1.006399393081665,2.7e-05,1.002308 -wasm3,bn128_pairing-ten_point_match_1,1.027362585067749,2.1e-05,1.02336 -wasm3,bn128_pairing-ten_point_match_1,1.004774570465088,2.1e-05,1.000849 -wasm3,bn128_pairing-ten_point_match_1,1.008237361907959,2.3e-05,1.004596 -wasm3,bn128_pairing-ten_point_match_1,0.9995055198669434,2.3e-05,0.995506 -wasm3,bn128_pairing-ten_point_match_1,1.0111777782440186,2.3e-05,1.007398 -wasm3,bn128_pairing-ten_point_match_1,1.0105576515197754,2.6e-05,1.006576 -wasm3,bn128_pairing-ten_point_match_1,1.018594741821289,2e-05,1.014853 -wasm3,bn128_pairing-ten_point_match_1,1.0006625652313232,2.3e-05,0.996951 -wasm3,bn128_pairing-ten_point_match_1,0.9999966621398926,2.3e-05,0.996361 -wasm3,bn128_pairing-ten_point_match_1,1.0014839172363281,2.3e-05,0.997703 -wasm3,bn128_pairing-ten_point_match_1,0.9960448741912842,2.7e-05,0.992066 -wasm3,bn128_pairing-ten_point_match_1,0.9992854595184326,2.4e-05,0.995545 -wasm3,bn128_pairing-ten_point_match_1,1.009742021560669,2.8e-05,1.00569 -wasm3,bn128_pairing-ten_point_match_1,1.017136812210083,2.3e-05,1.013342 -wasm3,bn128_pairing-ten_point_match_1,1.0241119861602783,2.6e-05,1.019805 -wasm3,bn128_pairing-ten_point_match_1,1.0065648555755615,2.3e-05,1.002762 -wasm3,bn128_pairing-ten_point_match_1,0.9923789501190186,2.3e-05,0.988389 -wasm3,bn128_pairing-ten_point_match_1,1.0076091289520264,2.4e-05,1.003191 -wasm3,bn128_pairing-ten_point_match_1,0.9966435432434082,2.3e-05,0.992685 -wasm3,blake2b-5610-bytes,0.004438877105712891,2.4e-05,0.000846 -wasm3,blake2b-5610-bytes,0.003284931182861328,1.4e-05,0.000873 -wasm3,blake2b-5610-bytes,0.0031905174255371094,1.4e-05,0.000663 -wasm3,blake2b-5610-bytes,0.0030007362365722656,1.4e-05,0.000721 -wasm3,blake2b-5610-bytes,0.0033540725708007812,1.4e-05,0.000707 -wasm3,blake2b-5610-bytes,0.003051280975341797,1.4e-05,0.00071 -wasm3,blake2b-5610-bytes,0.0029740333557128906,1.4e-05,0.000661 -wasm3,blake2b-5610-bytes,0.0029141902923583984,1.4e-05,0.000655 -wasm3,blake2b-5610-bytes,0.0029115676879882812,1.2e-05,0.000664 -wasm3,blake2b-5610-bytes,0.0029981136322021484,1.4e-05,0.000659 -wasm3,blake2b-5610-bytes,0.003246307373046875,2.1e-05,0.000763 -wasm3,blake2b-5610-bytes,0.002991199493408203,1.4e-05,0.00071 -wasm3,blake2b-5610-bytes,0.003064393997192383,1.4e-05,0.000729 -wasm3,blake2b-5610-bytes,0.0033369064331054688,1.3e-05,0.000661 -wasm3,blake2b-5610-bytes,0.003302335739135742,1.4e-05,0.000731 -wasm3,blake2b-5610-bytes,0.0029006004333496094,1.4e-05,0.000693 -wasm3,blake2b-5610-bytes,0.002953052520751953,1.4e-05,0.000659 -wasm3,blake2b-5610-bytes,0.0029065608978271484,1.4e-05,0.000658 -wasm3,blake2b-5610-bytes,0.003216981887817383,1.4e-05,0.000701 -wasm3,blake2b-5610-bytes,0.0029566287994384766,1.5e-05,0.000682 -wasm3,blake2b-5610-bytes,0.0030231475830078125,1.4e-05,0.000702 -wasm3,blake2b-5610-bytes,0.0030553340911865234,1.3e-05,0.000711 -wasm3,blake2b-5610-bytes,0.002946138381958008,1.4e-05,0.00068 -wasm3,blake2b-5610-bytes,0.003339529037475586,1.4e-05,0.000656 -wasm3,blake2b-5610-bytes,0.002972126007080078,1.4e-05,0.000661 -wasm3,blake2b-5610-bytes,0.002970457077026367,1.4e-05,0.000684 -wasm3,blake2b-5610-bytes,0.003008127212524414,1.2e-05,0.000658 -wasm3,blake2b-5610-bytes,0.003033161163330078,1.2e-05,0.00066 -wasm3,blake2b-5610-bytes,0.003325223922729492,1.4e-05,0.000665 -wasm3,blake2b-5610-bytes,0.002927541732788086,1.4e-05,0.0007 -wasm3,blake2b-5610-bytes,0.0030295848846435547,1.3e-05,0.0007 -wasm3,blake2b-5610-bytes,0.002939939498901367,1.4e-05,0.000657 -wasm3,blake2b-5610-bytes,0.0030333995819091797,1.3e-05,0.000661 -wasm3,blake2b-5610-bytes,0.003040790557861328,1.4e-05,0.000671 -wasm3,blake2b-5610-bytes,0.002974987030029297,1.4e-05,0.000664 -wasm3,blake2b-5610-bytes,0.0033621788024902344,1.4e-05,0.00066 -wasm3,blake2b-5610-bytes,0.003336668014526367,1.4e-05,0.000671 -wasm3,blake2b-5610-bytes,0.0031495094299316406,1.2e-05,0.000658 -wasm3,blake2b-5610-bytes,0.003041505813598633,1.4e-05,0.000661 -wasm3,blake2b-5610-bytes,0.0030517578125,1.4e-05,0.00069 -wasm3,blake2b-5610-bytes,0.0039255619049072266,1.4e-05,0.00082 -wasm3,blake2b-5610-bytes,0.0030336380004882812,1.2e-05,0.000701 -wasm3,blake2b-5610-bytes,0.003036975860595703,1.4e-05,0.000709 -wasm3,blake2b-5610-bytes,0.0029506683349609375,1.4e-05,0.000657 -wasm3,blake2b-5610-bytes,0.002928018569946289,1.3e-05,0.000658 -wasm3,blake2b-5610-bytes,0.0030007362365722656,1.4e-05,0.000653 -wasm3,blake2b-5610-bytes,0.0030333995819091797,1.5e-05,0.000683 -wasm3,blake2b-5610-bytes,0.0030434131622314453,1.4e-05,0.000665 -wasm3,blake2b-5610-bytes,0.0033071041107177734,1.4e-05,0.000774 -wasm3,blake2b-5610-bytes,0.0034170150756835938,1.5e-05,0.000701 -wasm3,bn128_mul-cdetrio2,0.016505002975463867,1.6e-05,0.012934 -wasm3,bn128_mul-cdetrio2,0.016710519790649414,1.6e-05,0.013012 -wasm3,bn128_mul-cdetrio2,0.0162506103515625,1.5e-05,0.013003 -wasm3,bn128_mul-cdetrio2,0.016185998916625977,1.5e-05,0.01306 -wasm3,bn128_mul-cdetrio2,0.016367197036743164,1.5e-05,0.013148 -wasm3,bn128_mul-cdetrio2,0.016370773315429688,1.5e-05,0.013229 -wasm3,bn128_mul-cdetrio2,0.016303062438964844,1.5e-05,0.013063 -wasm3,bn128_mul-cdetrio2,0.01655101776123047,1.3e-05,0.013212 -wasm3,bn128_mul-cdetrio2,0.020641326904296875,1.5e-05,0.017308 -wasm3,bn128_mul-cdetrio2,0.018034934997558594,1.9e-05,0.014116 -wasm3,bn128_mul-cdetrio2,0.016490936279296875,1.5e-05,0.013148 -wasm3,bn128_mul-cdetrio2,0.0161283016204834,1.5e-05,0.012898 -wasm3,bn128_mul-cdetrio2,0.016544580459594727,1.5e-05,0.013099 -wasm3,bn128_mul-cdetrio2,0.01626873016357422,1.6e-05,0.012938 -wasm3,bn128_mul-cdetrio2,0.01677536964416504,1.9e-05,0.013297 -wasm3,bn128_mul-cdetrio2,0.016227006912231445,1.5e-05,0.012926 -wasm3,bn128_mul-cdetrio2,0.01679062843322754,1.5e-05,0.013364 -wasm3,bn128_mul-cdetrio2,0.016498327255249023,1.5e-05,0.012988 -wasm3,bn128_mul-cdetrio2,0.016231775283813477,1.4e-05,0.012983 -wasm3,bn128_mul-cdetrio2,0.01668238639831543,1.5e-05,0.01347 -wasm3,bn128_mul-cdetrio2,0.016188859939575195,1.5e-05,0.012977 -wasm3,bn128_mul-cdetrio2,0.017096996307373047,1.7e-05,0.013595 -wasm3,bn128_mul-cdetrio2,0.016856908798217773,1.5e-05,0.013621 -wasm3,bn128_mul-cdetrio2,0.01671457290649414,1.6e-05,0.013457 -wasm3,bn128_mul-cdetrio2,0.01632523536682129,1.5e-05,0.012962 -wasm3,bn128_mul-cdetrio2,0.016780376434326172,1.5e-05,0.013288 -wasm3,bn128_mul-cdetrio2,0.016294002532958984,1.5e-05,0.013003 -wasm3,bn128_mul-cdetrio2,0.016182899475097656,1.5e-05,0.01302 -wasm3,bn128_mul-cdetrio2,0.016466617584228516,1.5e-05,0.012875 -wasm3,bn128_mul-cdetrio2,0.016225099563598633,1.5e-05,0.012868 -wasm3,bn128_mul-cdetrio2,0.016280174255371094,1.3e-05,0.013108 -wasm3,bn128_mul-cdetrio2,0.0166165828704834,1.5e-05,0.01325 -wasm3,bn128_mul-cdetrio2,0.016950130462646484,1.6e-05,0.013392 -wasm3,bn128_mul-cdetrio2,0.016163349151611328,1.5e-05,0.012964 -wasm3,bn128_mul-cdetrio2,0.0170137882232666,1.5e-05,0.013556 -wasm3,bn128_mul-cdetrio2,0.01717543601989746,1.7e-05,0.013375 -wasm3,bn128_mul-cdetrio2,0.01679205894470215,2.3e-05,0.013347 -wasm3,bn128_mul-cdetrio2,0.016284465789794922,1.5e-05,0.012868 -wasm3,bn128_mul-cdetrio2,0.016732454299926758,3.6e-05,0.013228 -wasm3,bn128_mul-cdetrio2,0.01629471778869629,1.5e-05,0.013092 -wasm3,bn128_mul-cdetrio2,0.016891956329345703,1.5e-05,0.013524 -wasm3,bn128_mul-cdetrio2,0.01658773422241211,1.5e-05,0.01324 -wasm3,bn128_mul-cdetrio2,0.01670217514038086,1.6e-05,0.013156 -wasm3,bn128_mul-cdetrio2,0.017537832260131836,1.7e-05,0.013646 -wasm3,bn128_mul-cdetrio2,0.017276525497436523,1.7e-05,0.01383 -wasm3,bn128_mul-cdetrio2,0.016632795333862305,1.9e-05,0.013313 -wasm3,bn128_mul-cdetrio2,0.017139673233032227,1.7e-05,0.013448 -wasm3,bn128_mul-cdetrio2,0.016318082809448242,1.5e-05,0.012872 -wasm3,bn128_mul-cdetrio2,0.01674342155456543,2.1e-05,0.013448 -wasm3,bn128_mul-cdetrio2,0.016548633575439453,1.5e-05,0.013261 -wasm3,modexp-eip_example1,0.007697582244873047,2.5e-05,0.004952 -wasm3,modexp-eip_example1,0.007709503173828125,2.4e-05,0.005095 -wasm3,modexp-eip_example1,0.007536649703979492,2.3e-05,0.004955 -wasm3,modexp-eip_example1,0.0077800750732421875,2.3e-05,0.004886 -wasm3,modexp-eip_example1,0.0074694156646728516,2.3e-05,0.004956 -wasm3,modexp-eip_example1,0.007472991943359375,2.3e-05,0.004946 -wasm3,modexp-eip_example1,0.00732111930847168,2.3e-05,0.004924 -wasm3,modexp-eip_example1,0.00732731819152832,2.3e-05,0.004915 -wasm3,modexp-eip_example1,0.007563591003417969,2.4e-05,0.005033 -wasm3,modexp-eip_example1,0.007636547088623047,2.3e-05,0.005099 -wasm3,modexp-eip_example1,0.007498979568481445,2.3e-05,0.005064 -wasm3,modexp-eip_example1,0.0073626041412353516,2.3e-05,0.00497 -wasm3,modexp-eip_example1,0.007627248764038086,2.1e-05,0.005048 -wasm3,modexp-eip_example1,0.0074427127838134766,2.2e-05,0.004984 -wasm3,modexp-eip_example1,0.007745027542114258,2.3e-05,0.005253 -wasm3,modexp-eip_example1,0.0075604915618896484,2.3e-05,0.004985 -wasm3,modexp-eip_example1,0.00832366943359375,2.7e-05,0.005659 -wasm3,modexp-eip_example1,0.007525205612182617,2.3e-05,0.005046 -wasm3,modexp-eip_example1,0.007475376129150391,2.5e-05,0.005036 -wasm3,modexp-eip_example1,0.007394552230834961,2.3e-05,0.00494 -wasm3,modexp-eip_example1,0.008011817932128906,2.3e-05,0.005457 -wasm3,modexp-eip_example1,0.0074689388275146484,2.3e-05,0.004937 -wasm3,modexp-eip_example1,0.008460521697998047,2.7e-05,0.005697 -wasm3,modexp-eip_example1,0.007531881332397461,2.4e-05,0.004953 -wasm3,modexp-eip_example1,0.008127212524414062,2.3e-05,0.00527 -wasm3,modexp-eip_example1,0.00794839859008789,2.4e-05,0.005291 -wasm3,modexp-eip_example1,0.008427858352661133,2.4e-05,0.00503 -wasm3,modexp-eip_example1,0.007793426513671875,2.2e-05,0.005229 -wasm3,modexp-eip_example1,0.007683992385864258,2.2e-05,0.004996 -wasm3,modexp-eip_example1,0.007647037506103516,2.1e-05,0.005094 -wasm3,modexp-eip_example1,0.007489919662475586,2.2e-05,0.005043 -wasm3,modexp-eip_example1,0.007620811462402344,2.1e-05,0.00507 -wasm3,modexp-eip_example1,0.007512092590332031,2.3e-05,0.005003 -wasm3,modexp-eip_example1,0.007482767105102539,2.3e-05,0.004963 -wasm3,modexp-eip_example1,0.007424354553222656,2.4e-05,0.004994 -wasm3,modexp-eip_example1,0.00761866569519043,2.3e-05,0.005084 -wasm3,modexp-eip_example1,0.007317543029785156,2.2e-05,0.004898 -wasm3,modexp-eip_example1,0.0075685977935791016,2.3e-05,0.005039 -wasm3,modexp-eip_example1,0.007534503936767578,2.4e-05,0.00507 -wasm3,modexp-eip_example1,0.008092880249023438,2.4e-05,0.005431 -wasm3,modexp-eip_example1,0.0074808597564697266,2.3e-05,0.004945 -wasm3,modexp-eip_example1,0.008079051971435547,2.5e-05,0.005427 -wasm3,modexp-eip_example1,0.007511615753173828,2.2e-05,0.004901 -wasm3,modexp-eip_example1,0.010352611541748047,2.4e-05,0.00606 -wasm3,modexp-eip_example1,0.008738040924072266,2.4e-05,0.00533 -wasm3,modexp-eip_example1,0.008054018020629883,2.4e-05,0.005026 -wasm3,modexp-eip_example1,0.008220911026000977,2.8e-05,0.005339 -wasm3,modexp-eip_example1,0.00762939453125,2.4e-05,0.004954 -wasm3,modexp-eip_example1,0.007653951644897461,2.4e-05,0.005034 -wasm3,modexp-eip_example1,0.007567882537841797,2.4e-05,0.005003 -wasm3,blake2b-2805-bytes,0.003078460693359375,1.8e-05,0.000301 -wasm3,blake2b-2805-bytes,0.002918243408203125,1.4e-05,0.00031 -wasm3,blake2b-2805-bytes,0.002948760986328125,1.5e-05,0.0003 -wasm3,blake2b-2805-bytes,0.0030393600463867188,1.6e-05,0.0003 -wasm3,blake2b-2805-bytes,0.0029897689819335938,1.4e-05,0.000298 -wasm3,blake2b-2805-bytes,0.00289154052734375,1.5e-05,0.000302 -wasm3,blake2b-2805-bytes,0.0029935836791992188,1.5e-05,0.000301 -wasm3,blake2b-2805-bytes,0.0028755664825439453,1.5e-05,0.000299 -wasm3,blake2b-2805-bytes,0.0029909610748291016,1.6e-05,0.000378 -wasm3,blake2b-2805-bytes,0.0029354095458984375,1.5e-05,0.000301 -wasm3,blake2b-2805-bytes,0.002865314483642578,1.5e-05,0.000298 -wasm3,blake2b-2805-bytes,0.002935647964477539,1.5e-05,0.0003 -wasm3,blake2b-2805-bytes,0.0029387474060058594,1.6e-05,0.000336 -wasm3,blake2b-2805-bytes,0.0028831958770751953,1.2e-05,0.000296 -wasm3,blake2b-2805-bytes,0.002893686294555664,1.5e-05,0.000298 -wasm3,blake2b-2805-bytes,0.0028066635131835938,1.5e-05,0.000328 -wasm3,blake2b-2805-bytes,0.002729654312133789,1.3e-05,0.000299 -wasm3,blake2b-2805-bytes,0.003177165985107422,1.5e-05,0.000302 -wasm3,blake2b-2805-bytes,0.002812623977661133,2.3e-05,0.0003 -wasm3,blake2b-2805-bytes,0.0030939579010009766,1.5e-05,0.000308 -wasm3,blake2b-2805-bytes,0.003055095672607422,1.6e-05,0.000297 -wasm3,blake2b-2805-bytes,0.0033702850341796875,1.5e-05,0.000344 -wasm3,blake2b-2805-bytes,0.002930164337158203,1.6e-05,0.000324 -wasm3,blake2b-2805-bytes,0.00287628173828125,1.5e-05,0.000295 -wasm3,blake2b-2805-bytes,0.0028829574584960938,1.6e-05,0.000302 -wasm3,blake2b-2805-bytes,0.0031213760375976562,1.6e-05,0.000472 -wasm3,blake2b-2805-bytes,0.003281116485595703,1.5e-05,0.0003 -wasm3,blake2b-2805-bytes,0.0031843185424804688,1.5e-05,0.0003 -wasm3,blake2b-2805-bytes,0.01212763786315918,1.4e-05,0.000304 -wasm3,blake2b-2805-bytes,0.0037076473236083984,2e-05,0.000425 -wasm3,blake2b-2805-bytes,0.003223896026611328,1.8e-05,0.000366 -wasm3,blake2b-2805-bytes,0.003242969512939453,1.5e-05,0.000408 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-wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.951375961303711,3e-05,1.947762 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9895317554473877,4.2e-05,1.985932 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9656028747558594,3.2e-05,1.960732 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,2.028028964996338,2.9e-05,2.02467 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9660723209381104,3e-05,1.961555 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,2.080871820449829,2.7e-05,2.077204 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9887018203735352,2.8e-05,1.984277 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9665732383728027,2.8e-05,1.962967 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9757599830627441,3e-05,1.970267 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9519684314727783,2.8e-05,1.947637 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,2.0025718212127686,2.8e-05,1.998199 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9995126724243164,3e-05,1.99582 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,2.0118181705474854,3.4e-05,2.006772 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,2.0120623111724854,3.2e-05,2.008553 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9910778999328613,3.3e-05,1.987173 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9758374691009521,3.3e-05,1.972287 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9847149848937988,2.8e-05,1.981356 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9595892429351807,2.8e-05,1.95514 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,2.0186400413513184,3.7e-05,2.015095 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9637460708618164,2.8e-05,1.960349 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9539659023284912,2.7e-05,1.950548 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9559369087219238,2.8e-05,1.952397 -wasm3,bls12-381-aggreg-128-pubkeys-verify-sig,1.9614214897155762,2.8e-05,1.957866 -wasm3,bn128_mul-cdetrio6,0.02006840705871582,1.6e-05,0.015607 -wasm3,bn128_mul-cdetrio6,0.01945328712463379,2.5e-05,0.01581 -wasm3,bn128_mul-cdetrio6,0.019643783569335938,2.1e-05,0.015881 -wasm3,bn128_mul-cdetrio6,0.02001500129699707,1.8e-05,0.016007 -wasm3,bn128_mul-cdetrio6,0.01894402503967285,1.5e-05,0.015474 -wasm3,bn128_mul-cdetrio6,0.019974708557128906,1.9e-05,0.016398 -wasm3,bn128_mul-cdetrio6,0.019126415252685547,1.6e-05,0.015578 -wasm3,bn128_mul-cdetrio6,0.01875138282775879,1.7e-05,0.015469 -wasm3,bn128_mul-cdetrio6,0.019486427307128906,1.6e-05,0.015857 -wasm3,bn128_mul-cdetrio6,0.01879739761352539,1.6e-05,0.015502 -wasm3,bn128_mul-cdetrio6,0.01988363265991211,1.4e-05,0.015721 -wasm3,bn128_mul-cdetrio6,0.019623517990112305,2.3e-05,0.016107 -wasm3,bn128_mul-cdetrio6,0.020082712173461914,1.8e-05,0.016236 -wasm3,bn128_mul-cdetrio6,0.021825075149536133,1.7e-05,0.017529 -wasm3,bn128_mul-cdetrio6,0.020288467407226562,1.8e-05,0.016016 -wasm3,bn128_mul-cdetrio6,0.020354747772216797,1.7e-05,0.016695 -wasm3,bn128_mul-cdetrio6,0.019638538360595703,1.6e-05,0.015957 -wasm3,bn128_mul-cdetrio6,0.018862485885620117,1.6e-05,0.01563 -wasm3,bn128_mul-cdetrio6,0.01911616325378418,1.6e-05,0.01556 -wasm3,bn128_mul-cdetrio6,0.01941084861755371,1.6e-05,0.01574 -wasm3,bn128_mul-cdetrio6,0.020515918731689453,1.9e-05,0.016497 -wasm3,bn128_mul-cdetrio6,0.021054744720458984,1.5e-05,0.017543 -wasm3,bn128_mul-cdetrio6,0.020424365997314453,1.7e-05,0.016685 -wasm3,bn128_mul-cdetrio6,0.019269704818725586,1.7e-05,0.015614 -wasm3,bn128_mul-cdetrio6,0.019619226455688477,1.5e-05,0.01604 -wasm3,bn128_mul-cdetrio6,0.01919865608215332,1.6e-05,0.015576 -wasm3,bn128_mul-cdetrio6,0.020467042922973633,1.6e-05,0.01711 -wasm3,bn128_mul-cdetrio6,0.01882457733154297,1.6e-05,0.015542 -wasm3,bn128_mul-cdetrio6,0.019261837005615234,1.7e-05,0.01563 -wasm3,bn128_mul-cdetrio6,0.02055525779724121,1.6e-05,0.016051 -wasm3,bn128_mul-cdetrio6,0.01920318603515625,1.7e-05,0.015594 -wasm3,bn128_mul-cdetrio6,0.018644332885742188,1.4e-05,0.015446 -wasm3,bn128_mul-cdetrio6,0.019081830978393555,1.6e-05,0.01555 -wasm3,bn128_mul-cdetrio6,0.01954030990600586,1.6e-05,0.016137 -wasm3,bn128_mul-cdetrio6,0.020283222198486328,1.6e-05,0.016683 -wasm3,bn128_mul-cdetrio6,0.020336151123046875,1.6e-05,0.016743 -wasm3,bn128_mul-cdetrio6,0.019308805465698242,1.5e-05,0.015691 -wasm3,bn128_mul-cdetrio6,0.01938343048095703,1.3e-05,0.015904 -wasm3,bn128_mul-cdetrio6,0.019407272338867188,1.4e-05,0.015904 -wasm3,bn128_mul-cdetrio6,0.019112348556518555,1.6e-05,0.015647 -wasm3,bn128_mul-cdetrio6,0.019863128662109375,1.5e-05,0.016226 -wasm3,bn128_mul-cdetrio6,0.02355647087097168,1.8e-05,0.019832 -wasm3,bn128_mul-cdetrio6,0.02037811279296875,1.9e-05,0.01639 -wasm3,bn128_mul-cdetrio6,0.019518136978149414,1.6e-05,0.015606 -wasm3,bn128_mul-cdetrio6,0.019147396087646484,1.8e-05,0.015483 -wasm3,bn128_mul-cdetrio6,0.01925206184387207,1.4e-05,0.015699 -wasm3,bn128_mul-cdetrio6,0.018677711486816406,1.5e-05,0.015399 -wasm3,bn128_mul-cdetrio6,0.01909780502319336,1.6e-05,0.015589 -wasm3,bn128_mul-cdetrio6,0.019431114196777344,1.4e-05,0.01589 -wasm3,bn128_mul-cdetrio6,0.019959449768066406,2e-05,0.016339 -wasm3,bn128_mul-chfast3,0.018000125885009766,1.5e-05,0.014872 -wasm3,bn128_mul-chfast3,0.017168045043945312,1.7e-05,0.013735 -wasm3,bn128_mul-chfast3,0.01865100860595703,1.7e-05,0.014861 -wasm3,bn128_mul-chfast3,0.017876386642456055,1.6e-05,0.014401 -wasm3,bn128_mul-chfast3,0.017740726470947266,1.6e-05,0.013926 -wasm3,bn128_mul-chfast3,0.017992496490478516,1.6e-05,0.014455 -wasm3,bn128_mul-chfast3,0.017480850219726562,1.7e-05,0.013901 -wasm3,bn128_mul-chfast3,0.018982887268066406,1.5e-05,0.015045 -wasm3,bn128_mul-chfast3,0.017155885696411133,1.6e-05,0.013908 -wasm3,bn128_mul-chfast3,0.017289161682128906,1.7e-05,0.013771 -wasm3,bn128_mul-chfast3,0.021254539489746094,2.3e-05,0.017322 -wasm3,bn128_mul-chfast3,0.01763606071472168,1.6e-05,0.013989 -wasm3,bn128_mul-chfast3,0.017740964889526367,1.4e-05,0.014162 -wasm3,bn128_mul-chfast3,0.018080711364746094,1.6e-05,0.014361 -wasm3,bn128_mul-chfast3,0.028690814971923828,1.9e-05,0.025014 -wasm3,bn128_mul-chfast3,0.017215490341186523,1.7e-05,0.013846 -wasm3,bn128_mul-chfast3,0.017352819442749023,1.6e-05,0.013801 -wasm3,bn128_mul-chfast3,0.01728987693786621,1.6e-05,0.01396 -wasm3,bn128_mul-chfast3,0.0199129581451416,1.6e-05,0.01635 -wasm3,bn128_mul-chfast3,0.018379688262939453,1.8e-05,0.014533 -wasm3,bn128_mul-chfast3,0.019240856170654297,1.9e-05,0.015329 -wasm3,bn128_mul-chfast3,0.017404556274414062,1.7e-05,0.014159 -wasm3,bn128_mul-chfast3,0.018228769302368164,1.7e-05,0.013778 -wasm3,bn128_mul-chfast3,0.017763137817382812,1.6e-05,0.014067 -wasm3,bn128_mul-chfast3,0.017696619033813477,2.5e-05,0.014074 -wasm3,bn128_mul-chfast3,0.018030881881713867,1.6e-05,0.01406 -wasm3,bn128_mul-chfast3,0.019149303436279297,2.4e-05,0.015333 -wasm3,bn128_mul-chfast3,0.017417430877685547,1.6e-05,0.013824 -wasm3,bn128_mul-chfast3,0.017852067947387695,1.4e-05,0.014408 -wasm3,bn128_mul-chfast3,0.01747727394104004,1.6e-05,0.013953 -wasm3,bn128_mul-chfast3,0.018845558166503906,1.6e-05,0.015285 -wasm3,bn128_mul-chfast3,0.017258405685424805,1.6e-05,0.013754 -wasm3,bn128_mul-chfast3,0.017383575439453125,1.5e-05,0.01394 -wasm3,bn128_mul-chfast3,0.018719196319580078,1.9e-05,0.015098 -wasm3,bn128_mul-chfast3,0.018923521041870117,1.9e-05,0.0149 -wasm3,bn128_mul-chfast3,0.017835378646850586,1.6e-05,0.014293 -wasm3,bn128_mul-chfast3,0.017496109008789062,1.6e-05,0.013972 -wasm3,bn128_mul-chfast3,0.01842498779296875,1.6e-05,0.01491 -wasm3,bn128_mul-chfast3,0.0173492431640625,1.6e-05,0.013831 -wasm3,bn128_mul-chfast3,0.017206668853759766,1.6e-05,0.013734 -wasm3,bn128_mul-chfast3,0.017920494079589844,2.2e-05,0.014409 -wasm3,bn128_mul-chfast3,0.01740121841430664,1.6e-05,0.013919 -wasm3,bn128_mul-chfast3,0.017704010009765625,1.7e-05,0.014234 -wasm3,bn128_mul-chfast3,0.017459392547607422,1.6e-05,0.013872 -wasm3,bn128_mul-chfast3,0.01854419708251953,1.5e-05,0.014821 -wasm3,bn128_mul-chfast3,0.017378807067871094,1.8e-05,0.013876 -wasm3,bn128_mul-chfast3,0.017774581909179688,1.6e-05,0.014072 -wasm3,bn128_mul-chfast3,0.017887353897094727,1.7e-05,0.014403 -wasm3,bn128_mul-chfast3,0.017504215240478516,1.6e-05,0.01397 -wasm3,bn128_mul-chfast3,0.017900466918945312,2e-05,0.014288 -wasm3,modexp-nagydani-1-square,0.005390167236328125,3.8e-05,0.001507 -wasm3,modexp-nagydani-1-square,0.004019260406494141,2.4e-05,0.001481 -wasm3,modexp-nagydani-1-square,0.0050013065338134766,2.8e-05,0.001689 -wasm3,modexp-nagydani-1-square,0.003870248794555664,2.6e-05,0.001348 -wasm3,modexp-nagydani-1-square,0.0043773651123046875,2.7e-05,0.001605 -wasm3,modexp-nagydani-1-square,0.00488591194152832,2.5e-05,0.001697 -wasm3,modexp-nagydani-1-square,0.0043277740478515625,3.7e-05,0.001635 -wasm3,modexp-nagydani-1-square,0.0047838687896728516,5.3e-05,0.001704 -wasm3,modexp-nagydani-1-square,0.003917694091796875,2.6e-05,0.001359 -wasm3,modexp-nagydani-1-square,0.003985404968261719,2.7e-05,0.001385 -wasm3,modexp-nagydani-1-square,0.0052835941314697266,2.7e-05,0.001744 -wasm3,modexp-nagydani-1-square,0.004036664962768555,2.7e-05,0.001357 -wasm3,modexp-nagydani-1-square,0.0039327144622802734,2.7e-05,0.001351 -wasm3,modexp-nagydani-1-square,0.003911495208740234,2.6e-05,0.001387 -wasm3,modexp-nagydani-1-square,0.004765033721923828,2.9e-05,0.001681 -wasm3,modexp-nagydani-1-square,0.003907680511474609,2.7e-05,0.001335 -wasm3,modexp-nagydani-1-square,0.004986286163330078,2.8e-05,0.001701 -wasm3,modexp-nagydani-1-square,0.004934072494506836,2.4e-05,0.001704 -wasm3,modexp-nagydani-1-square,0.003960132598876953,2.8e-05,0.001375 -wasm3,modexp-nagydani-1-square,0.004191875457763672,2.5e-05,0.001553 -wasm3,modexp-nagydani-1-square,0.00390625,2.8e-05,0.001347 -wasm3,modexp-nagydani-1-square,0.003974437713623047,2.7e-05,0.001358 -wasm3,modexp-nagydani-1-square,0.0038878917694091797,2.5e-05,0.00135 -wasm3,modexp-nagydani-1-square,0.0039234161376953125,2.6e-05,0.001449 -wasm3,modexp-nagydani-1-square,0.0050754547119140625,2.7e-05,0.001707 -wasm3,modexp-nagydani-1-square,0.0038394927978515625,3.3e-05,0.001369 -wasm3,modexp-nagydani-1-square,0.003948211669921875,2.6e-05,0.001352 -wasm3,modexp-nagydani-1-square,0.0051727294921875,2.6e-05,0.001732 -wasm3,modexp-nagydani-1-square,0.003973484039306641,2.6e-05,0.001414 -wasm3,modexp-nagydani-1-square,0.004673480987548828,2.6e-05,0.001669 -wasm3,modexp-nagydani-1-square,0.003955364227294922,2.5e-05,0.001336 -wasm3,modexp-nagydani-1-square,0.004227161407470703,3.4e-05,0.001336 -wasm3,modexp-nagydani-1-square,0.0037794113159179688,2.5e-05,0.001335 -wasm3,modexp-nagydani-1-square,0.0043964385986328125,2.6e-05,0.001519 -wasm3,modexp-nagydani-1-square,0.003943681716918945,2.7e-05,0.001382 -wasm3,modexp-nagydani-1-square,0.005130767822265625,2.7e-05,0.001735 -wasm3,modexp-nagydani-1-square,0.004079341888427734,2.3e-05,0.001453 -wasm3,modexp-nagydani-1-square,0.003909587860107422,2.7e-05,0.00138 -wasm3,modexp-nagydani-1-square,0.00461578369140625,2.7e-05,0.001634 -wasm3,modexp-nagydani-1-square,0.00403904914855957,2.4e-05,0.00135 -wasm3,modexp-nagydani-1-square,0.003981351852416992,2.8e-05,0.001348 -wasm3,modexp-nagydani-1-square,0.0046274662017822266,4.3e-05,0.001425 -wasm3,modexp-nagydani-1-square,0.0037641525268554688,2.7e-05,0.001337 -wasm3,modexp-nagydani-1-square,0.005418062210083008,2.7e-05,0.001682 -wasm3,modexp-nagydani-1-square,0.00405430793762207,2.7e-05,0.00144 -wasm3,modexp-nagydani-1-square,0.003868579864501953,2.4e-05,0.001344 -wasm3,modexp-nagydani-1-square,0.0038504600524902344,2.5e-05,0.001349 -wasm3,modexp-nagydani-1-square,0.003935098648071289,2.4e-05,0.001378 -wasm3,modexp-nagydani-1-square,0.004425764083862305,2.8e-05,0.001477 -wasm3,modexp-nagydani-1-square,0.004090785980224609,2.6e-05,0.001548 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9818923473358154,2.9e-05,0.977486 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9700276851654053,3.7e-05,0.966055 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9763126373291016,3.4e-05,0.972597 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9750761985778809,9.2e-05,0.971581 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9787502288818359,3e-05,0.975301 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9764692783355713,2.8e-05,0.973209 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9749095439910889,3e-05,0.970963 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9872229099273682,4e-05,0.98381 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9776549339294434,3e-05,0.974241 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9779448509216309,2.9e-05,0.974319 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9706573486328125,3e-05,0.967115 -wasm3,bls12-381-aggreg-32-pubkeys-verify-sig,0.9876706600189209,3.3e-05,0.982836 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-fizzy,sha1-42488-bits,2.8432555198669434,0.000315,0.000817 -fizzy,sha1-42488-bits,2.696218729019165,0.000267,0.000806 -fizzy,sha1-42488-bits,2.7349655628204346,0.000291,0.000796 -fizzy,sha1-42488-bits,2.653003454208374,0.000292,0.000846 -fizzy,sha1-42488-bits,2.673128604888916,0.000256,0.000803 -fizzy,sha1-42488-bits,2.7126286029815674,0.000282,0.000756 -fizzy,sha1-42488-bits,2.625326156616211,0.000263,0.000763 -fizzy,ecpairing,6.729661464691162,0.001915,2.453242 -fizzy,ecpairing,6.732894659042358,0.001859,2.457002 -fizzy,ecpairing,6.801199674606323,0.001927,2.506947 -fizzy,ecpairing,6.705196380615234,0.001867,2.460562 -fizzy,ecpairing,6.712744474411011,0.001883,2.458099 -fizzy,ecpairing,6.7713463306427,0.001949,2.46046 -fizzy,ecpairing,6.735263347625732,0.001863,2.453225 -fizzy,ecpairing,6.752073287963867,0.001872,2.460825 -fizzy,ecpairing,6.781409978866577,0.001854,2.475311 -fizzy,bn128_mul-cdetrio12,3.548471212387085,0.000417,0.041769 -fizzy,bn128_mul-cdetrio12,3.040480852127075,0.000473,0.043019 -fizzy,bn128_mul-cdetrio12,3.5957231521606445,0.000474,0.041611 -fizzy,bn128_mul-cdetrio12,3.11348032951355,0.000482,0.042153 -fizzy,bn128_mul-cdetrio12,3.6391825675964355,0.000486,0.041754 -fizzy,bn128_mul-cdetrio12,3.6370675563812256,0.000471,0.042187 -fizzy,bn128_mul-cdetrio12,3.052422285079956,0.000461,0.042053 -fizzy,bn128_mul-cdetrio12,3.6051995754241943,0.000482,0.042205 -fizzy,bn128_mul-cdetrio12,3.6023998260498047,0.00046,0.041726 -fizzy,bn128_mul-cdetrio12,3.6282553672790527,0.000478,0.041284 -fizzy,bn128_mul-cdetrio12,3.0247581005096436,0.000454,0.041459 -fizzy,bn128_mul-cdetrio12,3.6170785427093506,0.000464,0.041916 -fizzy,bn128_mul-cdetrio12,3.6328513622283936,0.000468,0.041381 -fizzy,bn128_mul-cdetrio12,3.1177773475646973,0.000494,0.041284 -fizzy,bn128_mul-cdetrio12,3.6503357887268066,0.000487,0.042018 -fizzy,bn128_mul-cdetrio12,3.614023208618164,0.000462,0.041884 -fizzy,bn128_mul-cdetrio12,3.6085498332977295,0.000456,0.041687 -fizzy,bn128_mul-cdetrio7,3.6014575958251953,0.000456,0.042135 -fizzy,bn128_mul-cdetrio7,3.6203699111938477,0.000462,0.04178 -fizzy,bn128_mul-cdetrio7,3.5991854667663574,0.000455,0.041541 -fizzy,bn128_mul-cdetrio7,3.5704007148742676,0.00046,0.0419 -fizzy,bn128_mul-cdetrio7,3.098189115524292,0.000486,0.04136 -fizzy,bn128_mul-cdetrio7,3.631542682647705,0.000467,0.041855 -fizzy,bn128_mul-cdetrio7,3.5944278240203857,0.000484,0.041281 -fizzy,bn128_mul-cdetrio7,3.625917673110962,0.000475,0.041433 -fizzy,bn128_mul-cdetrio7,3.6085686683654785,0.000474,0.04179 -fizzy,bn128_mul-cdetrio7,3.636383295059204,0.000464,0.042009 -fizzy,bn128_mul-cdetrio7,3.587620258331299,0.000468,0.04174 -fizzy,bn128_mul-cdetrio7,3.6426477432250977,0.000478,0.042079 -fizzy,bn128_mul-cdetrio7,3.6343834400177,0.000496,0.042968 -fizzy,bn128_mul-cdetrio7,3.1161978244781494,0.000476,0.044727 -fizzy,bn128_mul-cdetrio7,3.6299421787261963,0.000477,0.042181 -fizzy,bn128_mul-cdetrio7,3.09567928314209,0.000456,0.042688 -fizzy,bn128_mul-cdetrio7,3.6141724586486816,0.000475,0.041849 -ssvm,modexp-nagydani-1-qube,0.016301393508911133,0.002681,0.003662 -ssvm,modexp-nagydani-1-qube,0.01506805419921875,0.002583,0.003602 -ssvm,modexp-nagydani-1-qube,0.01675581932067871,0.002661,0.003493 -ssvm,modexp-nagydani-1-qube,0.015617609024047852,0.002724,0.003519 -ssvm,modexp-nagydani-1-qube,0.015601873397827148,0.002915,0.003743 -ssvm,modexp-nagydani-1-qube,0.01570415496826172,0.002829,0.003497 -ssvm,modexp-nagydani-1-qube,0.014992952346801758,0.002628,0.003457 -ssvm,modexp-nagydani-1-qube,0.01632523536682129,0.002717,0.004771 -ssvm,modexp-nagydani-1-qube,0.015915632247924805,0.003544,0.003489 -ssvm,modexp-nagydani-1-qube,0.015228033065795898,0.00253,0.003566 -ssvm,modexp-nagydani-1-qube,0.015418291091918945,0.002517,0.003523 -ssvm,modexp-nagydani-1-qube,0.016650915145874023,0.002519,0.003534 -ssvm,modexp-nagydani-1-qube,0.01494908332824707,0.002537,0.00352 -ssvm,modexp-nagydani-1-qube,0.015412330627441406,0.00252,0.003539 -ssvm,modexp-nagydani-1-qube,0.01498103141784668,0.00255,0.003519 -ssvm,modexp-nagydani-1-qube,0.015540122985839844,0.002507,0.003626 -ssvm,modexp-nagydani-1-qube,0.015097856521606445,0.002594,0.003438 -ssvm,modexp-nagydani-1-qube,0.015368461608886719,0.002573,0.003464 -ssvm,modexp-nagydani-1-qube,0.014750003814697266,0.002522,0.003558 -ssvm,modexp-nagydani-1-qube,0.015975236892700195,0.002533,0.003796 -ssvm,modexp-nagydani-1-qube,0.015592336654663086,0.002529,0.003511 -ssvm,modexp-nagydani-1-qube,0.01532602310180664,0.002585,0.003466 -ssvm,modexp-nagydani-1-qube,0.014853239059448242,0.002559,0.003514 -ssvm,modexp-nagydani-1-qube,0.01458430290222168,0.002486,0.003392 -ssvm,modexp-nagydani-1-qube,0.015328168869018555,0.00252,0.003463 -ssvm,modexp-nagydani-1-qube,0.014734983444213867,0.002484,0.003428 -ssvm,modexp-nagydani-1-qube,0.015351057052612305,0.00252,0.003449 -ssvm,modexp-nagydani-1-qube,0.014702081680297852,0.002511,0.00342 -ssvm,modexp-nagydani-1-qube,0.015413761138916016,0.002521,0.003371 -ssvm,modexp-nagydani-1-qube,0.014798164367675781,0.002445,0.003511 -ssvm,modexp-nagydani-1-qube,0.015261650085449219,0.002508,0.003388 -ssvm,modexp-nagydani-1-qube,0.014780998229980469,0.002488,0.003423 -ssvm,modexp-nagydani-1-qube,0.014785289764404297,0.002503,0.003462 -ssvm,modexp-nagydani-1-qube,0.014745712280273438,0.002527,0.003472 -ssvm,modexp-nagydani-1-qube,0.014572620391845703,0.002498,0.003419 -ssvm,modexp-nagydani-1-qube,0.01595020294189453,0.002641,0.003508 -ssvm,modexp-nagydani-1-qube,0.015154600143432617,0.002544,0.003568 -ssvm,modexp-nagydani-1-qube,0.015244007110595703,0.002641,0.003487 -ssvm,modexp-nagydani-1-qube,0.015460968017578125,0.002559,0.003509 -ssvm,modexp-nagydani-1-qube,0.01535344123840332,0.002585,0.003464 -ssvm,modexp-nagydani-1-qube,0.0150909423828125,0.002491,0.003424 -ssvm,modexp-nagydani-1-qube,0.014845848083496094,0.002577,0.0035 -ssvm,modexp-nagydani-1-qube,0.014959573745727539,0.00254,0.003478 -ssvm,modexp-nagydani-1-qube,0.0153656005859375,0.002509,0.003431 -ssvm,modexp-nagydani-1-qube,0.014720916748046875,0.002476,0.00341 -ssvm,modexp-nagydani-1-qube,0.014712810516357422,0.002498,0.003464 -ssvm,modexp-nagydani-1-qube,0.015001535415649414,0.002596,0.003554 -ssvm,modexp-nagydani-1-qube,0.014786481857299805,0.002509,0.003479 -ssvm,modexp-nagydani-1-qube,0.015959978103637695,0.002551,0.003468 -ssvm,modexp-nagydani-1-qube,0.0159761905670166,0.002622,0.003526 -ssvm,sha1-21896-bits,0.006997346878051758,0.001011,0.001363 -ssvm,sha1-21896-bits,0.010559797286987305,0.001936,0.004497 -ssvm,sha1-21896-bits,0.006577491760253906,0.001041,0.001291 -ssvm,sha1-21896-bits,0.00645756721496582,0.000995,0.001318 -ssvm,sha1-21896-bits,0.006348848342895508,0.000957,0.001284 -ssvm,sha1-21896-bits,0.006349325180053711,0.001043,0.001318 -ssvm,sha1-21896-bits,0.006730318069458008,0.001049,0.001335 -ssvm,sha1-21896-bits,0.006493806838989258,0.000994,0.001471 -ssvm,sha1-21896-bits,0.006333827972412109,0.000998,0.0013 -ssvm,sha1-21896-bits,0.006225109100341797,0.000952,0.001283 -ssvm,sha1-21896-bits,0.006247758865356445,0.000998,0.001268 -ssvm,sha1-21896-bits,0.00633692741394043,0.000947,0.00132 -ssvm,sha1-21896-bits,0.006269931793212891,0.000967,0.001274 -ssvm,sha1-21896-bits,0.006369352340698242,0.000984,0.001269 -ssvm,sha1-21896-bits,0.00673365592956543,0.001097,0.001564 -ssvm,sha1-21896-bits,0.006784915924072266,0.000942,0.001395 -ssvm,sha1-21896-bits,0.006242513656616211,0.001001,0.001309 -ssvm,sha1-21896-bits,0.0061511993408203125,0.001014,0.001271 -ssvm,sha1-21896-bits,0.006319761276245117,0.000965,0.001341 -ssvm,sha1-21896-bits,0.0062313079833984375,0.000975,0.001287 -ssvm,sha1-21896-bits,0.006181001663208008,0.000961,0.001268 -ssvm,sha1-21896-bits,0.0062749385833740234,0.001013,0.001288 -ssvm,sha1-21896-bits,0.0063054561614990234,0.000953,0.001318 -ssvm,sha1-21896-bits,0.006376981735229492,0.001118,0.001312 -ssvm,sha1-21896-bits,0.006126880645751953,0.00096,0.001283 -ssvm,sha1-21896-bits,0.006522655487060547,0.000981,0.001318 -ssvm,sha1-21896-bits,0.0062601566314697266,0.000959,0.001268 -ssvm,sha1-21896-bits,0.006315946578979492,0.000961,0.001278 -ssvm,sha1-21896-bits,0.006351470947265625,0.001004,0.001331 -ssvm,sha1-21896-bits,0.00653076171875,0.000968,0.001448 -ssvm,sha1-21896-bits,0.006229877471923828,0.000956,0.001284 -ssvm,sha1-21896-bits,0.006051301956176758,0.000912,0.001267 -ssvm,sha1-21896-bits,0.006635189056396484,0.000975,0.001441 -ssvm,sha1-21896-bits,0.006291866302490234,0.000994,0.001289 -ssvm,sha1-21896-bits,0.00620722770690918,0.000948,0.001276 -ssvm,sha1-21896-bits,0.0064733028411865234,0.001027,0.00129 -ssvm,sha1-21896-bits,0.006499767303466797,0.000972,0.001299 -ssvm,sha1-21896-bits,0.0067195892333984375,0.001041,0.001314 -ssvm,sha1-21896-bits,0.006512641906738281,0.000972,0.001288 -ssvm,sha1-21896-bits,0.0064640045166015625,0.001005,0.00133 -ssvm,sha1-21896-bits,0.006701231002807617,0.000975,0.001309 -ssvm,sha1-21896-bits,0.0065844058990478516,0.001094,0.001325 -ssvm,sha1-21896-bits,0.006265401840209961,0.000968,0.001282 -ssvm,sha1-21896-bits,0.0061948299407958984,0.000919,0.001293 -ssvm,sha1-21896-bits,0.006338834762573242,0.000971,0.00132 -ssvm,sha1-21896-bits,0.006223440170288086,0.001002,0.001289 -ssvm,sha1-21896-bits,0.00623011589050293,0.000994,0.001274 -ssvm,sha1-21896-bits,0.006436347961425781,0.001039,0.001326 -ssvm,sha1-21896-bits,0.006224632263183594,0.000978,0.001285 -ssvm,sha1-21896-bits,0.006533384323120117,0.001019,0.001301 -ssvm,bn128_pairing-ten_point_match_1,9.481350183486938,0.005435,9.455884 -ssvm,bn128_pairing-ten_point_match_1,9.597113132476807,0.005403,9.56953 -ssvm,bn128_pairing-ten_point_match_1,9.471672296524048,0.00539,9.447299 -ssvm,bn128_pairing-ten_point_match_1,9.463564157485962,0.005459,9.438724 -ssvm,bn128_pairing-ten_point_match_1,9.53922700881958,0.005438,9.515225 -ssvm,bn128_pairing-ten_point_match_1,9.588239431381226,0.005864,9.563967 -ssvm,blake2b-5610-bytes,0.00888824462890625,0.001235,0.002598 -ssvm,blake2b-5610-bytes,0.008163690567016602,0.001078,0.002586 -ssvm,blake2b-5610-bytes,0.00846099853515625,0.001176,0.002574 -ssvm,blake2b-5610-bytes,0.008446455001831055,0.001154,0.0026 -ssvm,blake2b-5610-bytes,0.011391401290893555,0.001375,0.003298 -ssvm,blake2b-5610-bytes,0.009054899215698242,0.001203,0.0026 -ssvm,blake2b-5610-bytes,0.008472919464111328,0.001185,0.002556 -ssvm,blake2b-5610-bytes,0.009118795394897461,0.001092,0.002609 -ssvm,blake2b-5610-bytes,0.008791923522949219,0.001153,0.002928 -ssvm,blake2b-5610-bytes,0.010153532028198242,0.001282,0.00281 -ssvm,blake2b-5610-bytes,0.009214639663696289,0.001187,0.002673 -ssvm,blake2b-5610-bytes,0.008230924606323242,0.001085,0.002552 -ssvm,blake2b-5610-bytes,0.0184481143951416,0.002411,0.009635 -ssvm,blake2b-5610-bytes,0.009209871292114258,0.0011,0.002607 -ssvm,blake2b-5610-bytes,0.008973360061645508,0.001214,0.002669 -ssvm,blake2b-5610-bytes,0.009124040603637695,0.001136,0.002871 -ssvm,blake2b-5610-bytes,0.009961128234863281,0.001198,0.00264 -ssvm,blake2b-5610-bytes,0.008963584899902344,0.001188,0.002627 -ssvm,blake2b-5610-bytes,0.008586406707763672,0.001147,0.002608 -ssvm,blake2b-5610-bytes,0.009080171585083008,0.001618,0.002657 -ssvm,blake2b-5610-bytes,0.010664701461791992,0.001415,0.004525 -ssvm,blake2b-5610-bytes,0.00854635238647461,0.001165,0.002624 -ssvm,blake2b-5610-bytes,0.00930643081665039,0.001147,0.002596 -ssvm,blake2b-5610-bytes,0.008588552474975586,0.00114,0.002872 -ssvm,blake2b-5610-bytes,0.008784770965576172,0.001131,0.00264 -ssvm,blake2b-5610-bytes,0.008519649505615234,0.001152,0.002697 -ssvm,blake2b-5610-bytes,0.008452653884887695,0.001184,0.002585 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-ssvm,bn128_mul-cdetrio2,0.13917183876037598,0.001747,0.13031 -ssvm,bn128_mul-cdetrio2,0.13793039321899414,0.001439,0.130105 -ssvm,bn128_mul-cdetrio2,0.1417701244354248,0.001605,0.132915 -ssvm,bn128_mul-cdetrio2,0.13836193084716797,0.001451,0.130901 -ssvm,bn128_mul-cdetrio2,0.14100980758666992,0.001496,0.133566 -ssvm,bn128_mul-cdetrio2,0.13878345489501953,0.001394,0.131237 -ssvm,bn128_mul-cdetrio2,0.13781332969665527,0.001601,0.129514 -ssvm,bn128_mul-cdetrio2,0.13814377784729004,0.001505,0.130118 -ssvm,bn128_mul-cdetrio2,0.13704490661621094,0.001526,0.128838 -ssvm,bn128_mul-cdetrio2,0.13848161697387695,0.001681,0.130298 -ssvm,bn128_mul-cdetrio2,0.13825273513793945,0.001498,0.129921 -ssvm,bn128_mul-cdetrio2,0.14073824882507324,0.001467,0.133317 -ssvm,bn128_mul-cdetrio2,0.13738465309143066,0.001501,0.129695 -ssvm,bn128_mul-cdetrio2,0.13805699348449707,0.001697,0.129852 -ssvm,bn128_mul-cdetrio2,0.13872098922729492,0.001669,0.130369 -ssvm,bn128_mul-cdetrio2,0.13992929458618164,0.001469,0.132511 -ssvm,bn128_mul-cdetrio2,0.13858819007873535,0.001477,0.130733 -ssvm,bn128_mul-cdetrio2,0.1368117332458496,0.001476,0.129235 -ssvm,bn128_mul-cdetrio2,0.13989520072937012,0.001502,0.131632 -ssvm,bn128_mul-cdetrio2,0.13940811157226562,0.001476,0.130252 -ssvm,bn128_mul-cdetrio2,0.14091992378234863,0.001614,0.13254 -ssvm,bn128_mul-cdetrio2,0.1416158676147461,0.001445,0.132982 -ssvm,bn128_mul-cdetrio2,0.14019060134887695,0.001679,0.131751 -ssvm,bn128_mul-cdetrio2,0.13795995712280273,0.001399,0.130539 -ssvm,bn128_mul-cdetrio2,0.13993024826049805,0.001491,0.132231 -ssvm,bn128_mul-cdetrio2,0.13778972625732422,0.001417,0.130368 -ssvm,bn128_mul-cdetrio2,0.14301681518554688,0.001597,0.135191 -ssvm,bn128_mul-cdetrio2,0.14260625839233398,0.001476,0.132615 -ssvm,bn128_mul-cdetrio2,0.13747310638427734,0.001464,0.130009 -ssvm,bn128_mul-cdetrio2,0.1443922519683838,0.001568,0.135573 -ssvm,bn128_mul-cdetrio2,0.13782691955566406,0.001464,0.129884 -ssvm,bn128_mul-cdetrio2,0.1436450481414795,0.001723,0.134671 -ssvm,bn128_mul-cdetrio2,0.14345622062683105,0.001481,0.134793 -ssvm,bn128_mul-cdetrio2,0.14211726188659668,0.001793,0.133117 -ssvm,bn128_mul-cdetrio2,0.1420438289642334,0.001695,0.133819 -ssvm,bn128_mul-cdetrio2,0.13746213912963867,0.001484,0.129136 -ssvm,bn128_mul-cdetrio2,0.1376476287841797,0.001529,0.12994 -ssvm,bn128_mul-cdetrio2,0.13812041282653809,0.0015,0.130517 -ssvm,bn128_mul-cdetrio2,0.14080262184143066,0.00147,0.133357 -ssvm,bn128_mul-cdetrio2,0.13952159881591797,0.001581,0.130501 -ssvm,bn128_mul-cdetrio2,0.1454787254333496,0.001698,0.136431 -ssvm,bn128_mul-cdetrio2,0.14217185974121094,0.00143,0.134119 -ssvm,bn128_mul-cdetrio2,0.13692879676818848,0.001475,0.129196 -ssvm,modexp-eip_example1,0.0670320987701416,0.002694,0.053871 -ssvm,modexp-eip_example1,0.0660398006439209,0.002662,0.053565 -ssvm,modexp-eip_example1,0.06683588027954102,0.002732,0.053505 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-ssvm,modexp-eip_example1,0.06609201431274414,0.002636,0.053319 -ssvm,modexp-eip_example1,0.06882429122924805,0.002987,0.055426 -ssvm,modexp-eip_example1,0.0664207935333252,0.002663,0.054351 -ssvm,modexp-eip_example1,0.06702613830566406,0.00262,0.053633 -ssvm,modexp-eip_example1,0.0670156478881836,0.002864,0.053829 -ssvm,modexp-eip_example1,0.0663907527923584,0.002715,0.053518 -ssvm,modexp-eip_example1,0.06585836410522461,0.00259,0.053481 -ssvm,modexp-eip_example1,0.06674432754516602,0.002695,0.054281 -ssvm,modexp-eip_example1,0.06838774681091309,0.002675,0.05587 -ssvm,modexp-eip_example1,0.07343077659606934,0.002669,0.057941 -ssvm,modexp-eip_example1,0.06725072860717773,0.003404,0.054234 -ssvm,modexp-eip_example1,0.07232952117919922,0.002683,0.059448 -ssvm,modexp-eip_example1,0.06608033180236816,0.002647,0.053337 -ssvm,modexp-eip_example1,0.06634879112243652,0.002615,0.053703 -ssvm,modexp-eip_example1,0.06761789321899414,0.002806,0.054416 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-ssvm,modexp-eip_example1,0.0675649642944336,0.002684,0.054961 -ssvm,modexp-eip_example1,0.0661463737487793,0.002596,0.054263 -ssvm,blake2b-2805-bytes,0.00866556167602539,0.001799,0.001417 -ssvm,blake2b-2805-bytes,0.007292270660400391,0.001181,0.001395 -ssvm,blake2b-2805-bytes,0.007309913635253906,0.001183,0.001368 -ssvm,blake2b-2805-bytes,0.007146120071411133,0.001158,0.001376 -ssvm,blake2b-2805-bytes,0.0071489810943603516,0.001163,0.001385 -ssvm,blake2b-2805-bytes,0.007079362869262695,0.001123,0.001407 -ssvm,blake2b-2805-bytes,0.00695347785949707,0.001081,0.001388 -ssvm,blake2b-2805-bytes,0.006884574890136719,0.001081,0.001369 -ssvm,blake2b-2805-bytes,0.0070302486419677734,0.001197,0.001378 -ssvm,blake2b-2805-bytes,0.0068759918212890625,0.001097,0.001357 -ssvm,blake2b-2805-bytes,0.0068836212158203125,0.001122,0.00141 -ssvm,blake2b-2805-bytes,0.006937265396118164,0.001143,0.001368 -ssvm,blake2b-2805-bytes,0.007047414779663086,0.001161,0.001424 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-ssvm,sha1-10808-bits,0.005652427673339844,0.000933,0.000706 -ssvm,sha1-10808-bits,0.005631446838378906,0.000987,0.000735 -ssvm,sha1-10808-bits,0.005787372589111328,0.001,0.000713 -ssvm,sha1-10808-bits,0.005908012390136719,0.000925,0.000705 -ssvm,sha1-10808-bits,0.005681753158569336,0.000959,0.000722 -ssvm,sha1-10808-bits,0.005777835845947266,0.000951,0.00074 -ssvm,sha1-10808-bits,0.005858659744262695,0.001098,0.000772 -ssvm,sha1-10808-bits,0.0065381526947021484,0.00096,0.000716 -ssvm,sha1-10808-bits,0.005852460861206055,0.000991,0.000721 -ssvm,bn128_add-cdetrio10,0.009445428848266602,0.001471,0.00051 -ssvm,bn128_add-cdetrio10,0.007149934768676758,0.001338,0.000498 -ssvm,bn128_add-cdetrio10,0.007697582244873047,0.001489,0.000502 -ssvm,bn128_add-cdetrio10,0.010550498962402344,0.001408,0.000514 -ssvm,bn128_add-cdetrio10,0.009618759155273438,0.001364,0.000533 -ssvm,bn128_add-cdetrio10,0.007723569869995117,0.001648,0.00055 -ssvm,bn128_add-cdetrio10,0.008184432983398438,0.002119,0.000504 -ssvm,bn128_add-cdetrio10,0.0075223445892333984,0.001475,0.000508 -ssvm,bn128_add-cdetrio10,0.008582353591918945,0.001967,0.000554 -ssvm,bn128_add-cdetrio10,0.008113622665405273,0.002146,0.000506 -ssvm,bn128_add-cdetrio10,0.008043766021728516,0.001404,0.000492 -ssvm,bn128_add-cdetrio10,0.007504463195800781,0.001449,0.000502 -ssvm,bn128_add-cdetrio10,0.007460594177246094,0.001448,0.000527 -ssvm,bn128_add-cdetrio10,0.0074121952056884766,0.001424,0.000508 -ssvm,bn128_add-cdetrio10,0.007372140884399414,0.001415,0.000497 -ssvm,bn128_add-cdetrio10,0.0073833465576171875,0.0014,0.000498 -ssvm,bn128_add-cdetrio10,0.007164955139160156,0.001383,0.000497 -ssvm,bn128_add-cdetrio10,0.00730586051940918,0.001392,0.000499 -ssvm,bn128_add-cdetrio10,0.00722503662109375,0.001428,0.000495 -ssvm,bn128_add-cdetrio10,0.008606195449829102,0.00135,0.000523 -ssvm,bn128_add-cdetrio10,0.007403135299682617,0.001397,0.000573 -ssvm,bn128_add-cdetrio10,0.007292747497558594,0.001398,0.0005 -ssvm,bn128_add-cdetrio10,0.007307529449462891,0.001367,0.000497 -ssvm,bn128_add-cdetrio10,0.009123563766479492,0.002047,0.00137 -ssvm,bn128_add-cdetrio10,0.007453441619873047,0.001479,0.000498 -ssvm,bn128_add-cdetrio10,0.007500886917114258,0.001468,0.000495 -ssvm,bn128_add-cdetrio10,0.007659435272216797,0.00148,0.000499 -ssvm,bn128_add-cdetrio10,0.007309913635253906,0.00148,0.00049 -ssvm,bn128_add-cdetrio10,0.007576704025268555,0.001415,0.0005 -ssvm,bn128_add-cdetrio10,0.0072803497314453125,0.001454,0.000534 -ssvm,bn128_add-cdetrio10,0.00738072395324707,0.001471,0.0005 -ssvm,bn128_add-cdetrio10,0.00782918930053711,0.001454,0.000504 -ssvm,bn128_add-cdetrio10,0.007364511489868164,0.001441,0.000498 -ssvm,bn128_add-cdetrio10,0.007249593734741211,0.001407,0.000494 -ssvm,bn128_add-cdetrio10,0.007257938385009766,0.00141,0.000496 -ssvm,bn128_add-cdetrio10,0.0072934627532958984,0.001446,0.000493 -ssvm,bn128_add-cdetrio10,0.0074253082275390625,0.001448,0.000502 -ssvm,bn128_add-cdetrio10,0.008920431137084961,0.001425,0.000698 -ssvm,bn128_add-cdetrio10,0.007650136947631836,0.001439,0.000506 -ssvm,bn128_add-cdetrio10,0.007633686065673828,0.001371,0.000501 -ssvm,bn128_add-cdetrio10,0.007389545440673828,0.001435,0.000503 -ssvm,bn128_add-cdetrio10,0.00719141960144043,0.001334,0.000494 -ssvm,bn128_add-cdetrio10,0.008149147033691406,0.001455,0.000604 -ssvm,bn128_add-cdetrio10,0.007643699645996094,0.001427,0.000499 -ssvm,bn128_add-cdetrio10,0.007579803466796875,0.001471,0.000531 -ssvm,bn128_add-cdetrio10,0.007717132568359375,0.001452,0.000545 -ssvm,bn128_add-cdetrio10,0.008625984191894531,0.001888,0.000551 -ssvm,bn128_add-cdetrio10,0.007317304611206055,0.00144,0.000498 -ssvm,bn128_add-cdetrio10,0.0073413848876953125,0.001408,0.000525 -ssvm,bn128_add-cdetrio10,0.008018016815185547,0.001557,0.000503 -ssvm,mul256-gcolvin-drag-race,2.9688518047332764,0.00141,2.960447 -ssvm,mul256-gcolvin-drag-race,2.97039532661438,0.001389,2.96288 -ssvm,mul256-gcolvin-drag-race,2.96012806892395,0.001383,2.952188 -ssvm,mul256-gcolvin-drag-race,2.985844373703003,0.001408,2.978284 -ssvm,mul256-gcolvin-drag-race,3.0542855262756348,0.001613,3.045949 -ssvm,mul256-gcolvin-drag-race,2.946176767349243,0.001404,2.937875 -ssvm,mul256-gcolvin-drag-race,2.953186511993408,0.001358,2.945497 -ssvm,mul256-gcolvin-drag-race,3.0688440799713135,0.001397,3.061123 -ssvm,mul256-gcolvin-drag-race,3.005263328552246,0.001354,2.998061 -ssvm,mul256-gcolvin-drag-race,2.9912800788879395,0.001372,2.983189 -ssvm,mul256-gcolvin-drag-race,3.0230398178100586,0.00143,3.014546 -ssvm,mul256-gcolvin-drag-race,2.971985101699829,0.001345,2.964531 -ssvm,mul256-gcolvin-drag-race,2.99249005317688,0.001408,2.984301 -ssvm,mul256-gcolvin-drag-race,2.9636900424957275,0.001443,2.95579 -ssvm,mul256-gcolvin-drag-race,2.957923650741577,0.001381,2.947567 -ssvm,mul256-gcolvin-drag-race,3.016258478164673,0.001463,3.007096 -ssvm,mul256-gcolvin-drag-race,2.9923174381256104,0.001399,2.984945 -ssvm,mul256-gcolvin-drag-race,2.9615607261657715,0.001361,2.954513 -ssvm,mul256-gcolvin-drag-race,2.990638494491577,0.001405,2.983104 -ssvm,mul256-gcolvin-drag-race,2.94301700592041,0.001358,2.935965 -ssvm,bn128_mul-chfast1,0.0424349308013916,0.001481,0.034724 -ssvm,bn128_mul-chfast1,0.04332876205444336,0.001479,0.03481 -ssvm,bn128_mul-chfast1,0.043909549713134766,0.001485,0.035251 -ssvm,bn128_mul-chfast1,0.04207277297973633,0.001416,0.03438 -ssvm,bn128_mul-chfast1,0.04323005676269531,0.001534,0.034731 -ssvm,bn128_mul-chfast1,0.046417236328125,0.001475,0.03841 -ssvm,bn128_mul-chfast1,0.04491829872131348,0.001421,0.037374 -ssvm,bn128_mul-chfast1,0.04294633865356445,0.001499,0.035386 -ssvm,bn128_mul-chfast1,0.04342484474182129,0.001683,0.034732 -ssvm,bn128_mul-chfast1,0.04418301582336426,0.001501,0.035942 -ssvm,bn128_mul-chfast1,0.04427385330200195,0.001748,0.035434 -ssvm,bn128_mul-chfast1,0.04361724853515625,0.001486,0.034979 -ssvm,bn128_mul-chfast1,0.04342794418334961,0.001501,0.035457 -ssvm,bn128_mul-chfast1,0.044034719467163086,0.00167,0.035484 -ssvm,bn128_mul-chfast1,0.04306459426879883,0.001516,0.034826 -ssvm,bn128_mul-chfast1,0.04247260093688965,0.001463,0.034801 -ssvm,bn128_mul-chfast1,0.043111562728881836,0.001427,0.035403 -ssvm,bn128_mul-chfast1,0.04513812065124512,0.001532,0.036611 -ssvm,bn128_mul-chfast1,0.04420137405395508,0.001694,0.034551 -ssvm,bn128_mul-chfast1,0.043915510177612305,0.00148,0.03556 -ssvm,bn128_mul-chfast1,0.04419302940368652,0.001468,0.035614 -ssvm,bn128_mul-chfast1,0.04341912269592285,0.001681,0.034869 -ssvm,bn128_mul-chfast1,0.04241585731506348,0.001479,0.034638 -ssvm,bn128_mul-chfast1,0.04272055625915527,0.001477,0.034842 -ssvm,bn128_mul-chfast1,0.04320025444030762,0.001819,0.034472 -ssvm,bn128_mul-chfast1,0.043122053146362305,0.001472,0.034894 -ssvm,bn128_mul-chfast1,0.04317760467529297,0.001724,0.035227 -ssvm,bn128_mul-chfast1,0.04307198524475098,0.00171,0.034926 -ssvm,bn128_mul-chfast1,0.04447031021118164,0.001469,0.035947 -ssvm,bn128_mul-chfast1,0.04444527626037598,0.001683,0.035613 -ssvm,bn128_mul-chfast1,0.044587135314941406,0.001516,0.036222 -ssvm,bn128_mul-chfast1,0.04203224182128906,0.001461,0.034755 -ssvm,bn128_mul-chfast1,0.043792009353637695,0.001685,0.035051 -ssvm,bn128_mul-chfast1,0.046982526779174805,0.001466,0.038083 -ssvm,bn128_mul-chfast1,0.04267692565917969,0.001542,0.034949 -ssvm,bn128_mul-chfast1,0.04267287254333496,0.001472,0.034793 -ssvm,bn128_mul-chfast1,0.04260897636413574,0.001552,0.034754 -ssvm,bn128_mul-chfast1,0.043961524963378906,0.001692,0.035105 -ssvm,bn128_mul-chfast1,0.04297447204589844,0.00148,0.034584 -ssvm,bn128_mul-chfast1,0.04339146614074707,0.001482,0.035921 -ssvm,bn128_mul-chfast1,0.04284024238586426,0.001506,0.035027 -ssvm,bn128_mul-chfast1,0.04415535926818848,0.001493,0.035861 -ssvm,bn128_mul-chfast1,0.04577445983886719,0.001512,0.03831 -ssvm,bn128_mul-chfast1,0.04647254943847656,0.001635,0.037275 -ssvm,bn128_mul-chfast1,0.042326927185058594,0.001419,0.034778 -ssvm,bn128_mul-chfast1,0.043248653411865234,0.001577,0.034647 -ssvm,bn128_mul-chfast1,0.04283738136291504,0.001474,0.034898 -ssvm,bn128_mul-chfast1,0.04775071144104004,0.00153,0.039981 -ssvm,bn128_mul-chfast1,0.043036460876464844,0.001432,0.034572 -ssvm,bn128_mul-chfast1,0.04463481903076172,0.001675,0.035771 -ssvm,bls12-381-aggreg-128-pubkeys-verify-sig,17.219837188720703,0.009193,17.177861 -ssvm,bls12-381-aggreg-128-pubkeys-verify-sig,17.28324317932129,0.008792,17.245444 -ssvm,bls12-381-aggreg-128-pubkeys-verify-sig,17.521987199783325,0.0087,17.483895 -ssvm,bn128_mul-cdetrio6,0.16256189346313477,0.001482,0.154612 -ssvm,bn128_mul-cdetrio6,0.16314411163330078,0.001503,0.154953 -ssvm,bn128_mul-cdetrio6,0.16353178024291992,0.001505,0.155599 -ssvm,bn128_mul-cdetrio6,0.16031575202941895,0.001402,0.153054 -ssvm,bn128_mul-cdetrio6,0.1671435832977295,0.001693,0.157321 -ssvm,bn128_mul-cdetrio6,0.1617586612701416,0.001455,0.154521 -ssvm,bn128_mul-cdetrio6,0.16199421882629395,0.001473,0.153729 -ssvm,bn128_mul-cdetrio6,0.16080832481384277,0.001475,0.153256 -ssvm,bn128_mul-cdetrio6,0.1640017032623291,0.001476,0.15595 -ssvm,bn128_mul-cdetrio6,0.1635570526123047,0.001428,0.155167 -ssvm,bn128_mul-cdetrio6,0.16295576095581055,0.001549,0.154116 -ssvm,bn128_mul-cdetrio6,0.16096830368041992,0.001571,0.153514 -ssvm,bn128_mul-cdetrio6,0.16298985481262207,0.001489,0.153589 -ssvm,bn128_mul-cdetrio6,0.16920685768127441,0.001454,0.16061 -ssvm,bn128_mul-cdetrio6,0.16429734230041504,0.001638,0.155523 -ssvm,bn128_mul-cdetrio6,0.16521978378295898,0.001461,0.1572 -ssvm,bn128_mul-cdetrio6,0.16840720176696777,0.001508,0.160366 -ssvm,bn128_mul-cdetrio6,0.1628406047821045,0.00145,0.15499 -ssvm,bn128_mul-cdetrio6,0.16857218742370605,0.001687,0.160307 -ssvm,bn128_mul-cdetrio6,0.16457629203796387,0.001441,0.156705 -ssvm,bn128_mul-cdetrio6,0.16475343704223633,0.002036,0.155403 -ssvm,bn128_mul-cdetrio6,0.16137027740478516,0.001503,0.15319 -ssvm,bn128_mul-cdetrio6,0.16290688514709473,0.001522,0.153537 -ssvm,bn128_mul-cdetrio6,0.1669907569885254,0.001498,0.158433 -ssvm,bn128_mul-cdetrio6,0.1705322265625,0.001534,0.160926 -ssvm,bn128_mul-cdetrio6,0.16470646858215332,0.001433,0.156894 -ssvm,bn128_mul-cdetrio6,0.16519713401794434,0.001508,0.155911 -ssvm,bn128_mul-cdetrio6,0.16094017028808594,0.001455,0.15326 -ssvm,bn128_mul-cdetrio6,0.16862893104553223,0.001509,0.158925 -ssvm,bn128_mul-cdetrio6,0.16603946685791016,0.001486,0.157275 -ssvm,bn128_mul-cdetrio6,0.16165447235107422,0.001414,0.154263 -ssvm,bn128_mul-cdetrio6,0.1617422103881836,0.001434,0.15436 -ssvm,bn128_mul-cdetrio6,0.1648871898651123,0.001492,0.157392 -ssvm,bn128_mul-cdetrio6,0.1632087230682373,0.001493,0.155338 -ssvm,bn128_mul-cdetrio6,0.16201162338256836,0.001463,0.154116 -ssvm,bn128_mul-cdetrio6,0.16382765769958496,0.001473,0.154059 -ssvm,bn128_mul-cdetrio6,0.1632063388824463,0.001697,0.153523 -ssvm,bn128_mul-cdetrio6,0.17010259628295898,0.001678,0.161881 -ssvm,bn128_mul-cdetrio6,0.16573739051818848,0.001727,0.157087 -ssvm,bn128_mul-cdetrio6,0.16144323348999023,0.001422,0.152999 -ssvm,bn128_mul-cdetrio6,0.1622471809387207,0.001484,0.153355 -ssvm,bn128_mul-cdetrio6,0.16382384300231934,0.001578,0.154978 -ssvm,bn128_mul-cdetrio6,0.16452527046203613,0.001729,0.155734 -ssvm,bn128_mul-cdetrio6,0.1667618751525879,0.001449,0.159309 -ssvm,bn128_mul-cdetrio6,0.1698148250579834,0.001474,0.161872 -ssvm,bn128_mul-cdetrio6,0.1624283790588379,0.001436,0.15363 -ssvm,bn128_mul-cdetrio6,0.16118955612182617,0.001411,0.15343 -ssvm,bn128_mul-cdetrio6,0.16780328750610352,0.00169,0.158928 -ssvm,bn128_mul-cdetrio6,0.17238450050354004,0.001478,0.163541 -ssvm,bn128_mul-cdetrio6,0.1621229648590088,0.001413,0.153659 -ssvm,bn128_mul-chfast3,0.14396238327026367,0.001471,0.134872 -ssvm,bn128_mul-chfast3,0.14905285835266113,0.001488,0.141216 -ssvm,bn128_mul-chfast3,0.14815378189086914,0.001454,0.140374 -ssvm,bn128_mul-chfast3,0.14445066452026367,0.001488,0.136328 -ssvm,bn128_mul-chfast3,0.14253735542297363,0.001445,0.135258 -ssvm,bn128_mul-chfast3,0.14856934547424316,0.001475,0.140688 -ssvm,bn128_mul-chfast3,0.14410758018493652,0.001493,0.13492 -ssvm,bn128_mul-chfast3,0.14410853385925293,0.001411,0.136311 -ssvm,bn128_mul-chfast3,0.15084385871887207,0.001595,0.140729 -ssvm,bn128_mul-chfast3,0.14614343643188477,0.001463,0.136889 -ssvm,bn128_mul-chfast3,0.1496572494506836,0.001585,0.14172 -ssvm,bn128_mul-chfast3,0.14785289764404297,0.001451,0.140284 -ssvm,bn128_mul-chfast3,0.14591622352600098,0.001682,0.137218 -ssvm,bn128_mul-chfast3,0.1432511806488037,0.001506,0.134965 -ssvm,bn128_mul-chfast3,0.14685344696044922,0.001538,0.138945 -ssvm,bn128_mul-chfast3,0.15222692489624023,0.001494,0.143499 -ssvm,bn128_mul-chfast3,0.1445789337158203,0.001955,0.136179 -ssvm,bn128_mul-chfast3,0.14307069778442383,0.001559,0.135185 -ssvm,bn128_mul-chfast3,0.14553475379943848,0.001456,0.138104 -ssvm,bn128_mul-chfast3,0.1460881233215332,0.001453,0.138304 -ssvm,bn128_mul-chfast3,0.14272260665893555,0.001449,0.134622 -ssvm,bn128_mul-chfast3,0.1455521583557129,0.001456,0.137731 -ssvm,bn128_mul-chfast3,0.14457035064697266,0.001489,0.136834 -ssvm,bn128_mul-chfast3,0.14466476440429688,0.00171,0.136092 -ssvm,bn128_mul-chfast3,0.14316892623901367,0.001412,0.135476 -ssvm,bn128_mul-chfast3,0.1421065330505371,0.001458,0.134233 -ssvm,bn128_mul-chfast3,0.14380621910095215,0.00142,0.136459 -ssvm,bn128_mul-chfast3,0.14468097686767578,0.001809,0.135879 -ssvm,bn128_mul-chfast3,0.14355897903442383,0.001455,0.135019 -ssvm,bn128_mul-chfast3,0.14576244354248047,0.001526,0.137413 -ssvm,bn128_mul-chfast3,0.14370226860046387,0.001988,0.134804 -ssvm,bn128_mul-chfast3,0.14293718338012695,0.001462,0.134371 -ssvm,bn128_mul-chfast3,0.14264273643493652,0.001469,0.134823 -ssvm,bn128_mul-chfast3,0.14902853965759277,0.001487,0.140946 -ssvm,bn128_mul-chfast3,0.14398407936096191,0.001434,0.136215 -ssvm,bn128_mul-chfast3,0.14313650131225586,0.001676,0.134659 -ssvm,bn128_mul-chfast3,0.14417386054992676,0.001711,0.135492 -ssvm,bn128_mul-chfast3,0.14516758918762207,0.001513,0.136548 -ssvm,bn128_mul-chfast3,0.1430208683013916,0.001458,0.134831 -ssvm,bn128_mul-chfast3,0.1416943073272705,0.001468,0.134244 -ssvm,bn128_mul-chfast3,0.14944076538085938,0.001431,0.141434 -ssvm,bn128_mul-chfast3,0.1436924934387207,0.001689,0.134468 -ssvm,bn128_mul-chfast3,0.1470327377319336,0.001725,0.138474 -ssvm,bn128_mul-chfast3,0.14394927024841309,0.0015,0.135128 -ssvm,bn128_mul-chfast3,0.14772629737854004,0.00152,0.140212 -ssvm,bn128_mul-chfast3,0.1433875560760498,0.001453,0.135514 -ssvm,bn128_mul-chfast3,0.14240241050720215,0.001446,0.134698 -ssvm,bn128_mul-chfast3,0.14602875709533691,0.001806,0.137183 -ssvm,bn128_mul-chfast3,0.1446847915649414,0.001704,0.135022 -ssvm,bn128_mul-chfast3,0.14539647102355957,0.001452,0.136925 -ssvm,modexp-nagydani-1-square,0.016867399215698242,0.00288,0.003904 -ssvm,modexp-nagydani-1-square,0.015182256698608398,0.002585,0.003436 -ssvm,modexp-nagydani-1-square,0.015213966369628906,0.002574,0.003389 -ssvm,modexp-nagydani-1-square,0.014813661575317383,0.002536,0.003324 -ssvm,modexp-nagydani-1-square,0.015148401260375977,0.002531,0.003263 -ssvm,modexp-nagydani-1-square,0.014563322067260742,0.002469,0.003195 -ssvm,modexp-nagydani-1-square,0.014994382858276367,0.00246,0.00335 -ssvm,modexp-nagydani-1-square,0.016277551651000977,0.002882,0.003861 -ssvm,modexp-nagydani-1-square,0.015350341796875,0.002529,0.003522 -ssvm,modexp-nagydani-1-square,0.014957666397094727,0.002505,0.003297 -ssvm,modexp-nagydani-1-square,0.014905214309692383,0.002496,0.003275 -ssvm,modexp-nagydani-1-square,0.015295028686523438,0.002531,0.003372 -ssvm,modexp-nagydani-1-square,0.015145063400268555,0.002449,0.00355 -ssvm,modexp-nagydani-1-square,0.015090465545654297,0.002485,0.003364 -ssvm,modexp-nagydani-1-square,0.015009403228759766,0.002534,0.003269 -ssvm,modexp-nagydani-1-square,0.014635324478149414,0.002507,0.003304 -ssvm,modexp-nagydani-1-square,0.01455235481262207,0.002493,0.003248 -ssvm,modexp-nagydani-1-square,0.01487278938293457,0.002497,0.003343 -ssvm,modexp-nagydani-1-square,0.018053054809570312,0.002505,0.005743 -ssvm,modexp-nagydani-1-square,0.015161991119384766,0.002606,0.003283 -ssvm,modexp-nagydani-1-square,0.015045881271362305,0.002559,0.003216 -ssvm,modexp-nagydani-1-square,0.014486074447631836,0.002529,0.003238 -ssvm,modexp-nagydani-1-square,0.014872550964355469,0.002541,0.003297 -ssvm,modexp-nagydani-1-square,0.01462101936340332,0.002509,0.00328 -ssvm,modexp-nagydani-1-square,0.014814138412475586,0.002454,0.003303 -ssvm,modexp-nagydani-1-square,0.014979124069213867,0.002624,0.003438 -ssvm,modexp-nagydani-1-square,0.015019655227661133,0.002496,0.003302 -ssvm,modexp-nagydani-1-square,0.015292882919311523,0.002499,0.003378 -ssvm,modexp-nagydani-1-square,0.014931678771972656,0.002497,0.003284 -ssvm,modexp-nagydani-1-square,0.01441049575805664,0.002486,0.003269 -ssvm,modexp-nagydani-1-square,0.014460563659667969,0.002462,0.00321 -ssvm,modexp-nagydani-1-square,0.014474153518676758,0.002445,0.003315 -ssvm,modexp-nagydani-1-square,0.014697551727294922,0.00245,0.003329 -ssvm,modexp-nagydani-1-square,0.015100479125976562,0.00248,0.003362 -ssvm,modexp-nagydani-1-square,0.015028238296508789,0.002536,0.003243 -ssvm,modexp-nagydani-1-square,0.014489173889160156,0.002469,0.003313 -ssvm,modexp-nagydani-1-square,0.014931917190551758,0.002476,0.003439 -ssvm,modexp-nagydani-1-square,0.014587640762329102,0.00247,0.003232 -ssvm,modexp-nagydani-1-square,0.01507711410522461,0.002461,0.003239 -ssvm,modexp-nagydani-1-square,0.01562952995300293,0.002504,0.003622 -ssvm,modexp-nagydani-1-square,0.015244245529174805,0.002538,0.003612 -ssvm,modexp-nagydani-1-square,0.015174150466918945,0.002531,0.003391 -ssvm,modexp-nagydani-1-square,0.01499629020690918,0.002561,0.003326 -ssvm,modexp-nagydani-1-square,0.015392541885375977,0.002499,0.003303 -ssvm,modexp-nagydani-1-square,0.016222715377807617,0.002475,0.004632 -ssvm,modexp-nagydani-1-square,0.01607823371887207,0.002617,0.003214 -ssvm,modexp-nagydani-1-square,0.016055822372436523,0.002662,0.003275 -ssvm,modexp-nagydani-1-square,0.015723705291748047,0.002622,0.003265 -ssvm,modexp-nagydani-1-square,0.01609969139099121,0.002551,0.003263 -ssvm,modexp-nagydani-1-square,0.015136957168579102,0.002509,0.003201 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.256357431411743,0.00869,8.218549 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.270900249481201,0.008612,8.232099 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.337239265441895,0.008616,8.298858 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.404983520507812,0.008639,8.366384 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.240446329116821,0.008889,8.200569 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.288805723190308,0.009728,8.249641 -ssvm,bls12-381-aggreg-32-pubkeys-verify-sig,8.344321250915527,0.008609,8.306578 -ssvm,blake2b-8415-bytes,0.010900259017944336,0.001276,0.003829 -ssvm,blake2b-8415-bytes,0.010266304016113281,0.001211,0.003791 -ssvm,blake2b-8415-bytes,0.010020017623901367,0.00124,0.003963 -ssvm,blake2b-8415-bytes,0.009883880615234375,0.00123,0.003787 -ssvm,blake2b-8415-bytes,0.010135173797607422,0.001203,0.003797 -ssvm,blake2b-8415-bytes,0.010387659072875977,0.001357,0.003874 -ssvm,blake2b-8415-bytes,0.01174783706665039,0.001406,0.00446 -ssvm,blake2b-8415-bytes,0.009801864624023438,0.001187,0.003849 -ssvm,blake2b-8415-bytes,0.01011514663696289,0.0012,0.003796 -ssvm,blake2b-8415-bytes,0.009844779968261719,0.00123,0.00384 -ssvm,blake2b-8415-bytes,0.010088920593261719,0.001216,0.003792 -ssvm,blake2b-8415-bytes,0.010046720504760742,0.001204,0.003898 -ssvm,blake2b-8415-bytes,0.009818553924560547,0.001188,0.003806 -ssvm,blake2b-8415-bytes,0.010106563568115234,0.001241,0.003808 -ssvm,blake2b-8415-bytes,0.009981155395507812,0.001198,0.003863 -ssvm,blake2b-8415-bytes,0.009662389755249023,0.001172,0.003827 -ssvm,blake2b-8415-bytes,0.01021122932434082,0.001214,0.003902 -ssvm,blake2b-8415-bytes,0.01085805892944336,0.001202,0.004246 -ssvm,blake2b-8415-bytes,0.01096796989440918,0.001234,0.003814 -ssvm,blake2b-8415-bytes,0.010058403015136719,0.001194,0.003812 -ssvm,blake2b-8415-bytes,0.011166572570800781,0.001597,0.003842 -ssvm,blake2b-8415-bytes,0.010066747665405273,0.001197,0.003814 -ssvm,blake2b-8415-bytes,0.010124444961547852,0.001187,0.00384 -ssvm,blake2b-8415-bytes,0.009915590286254883,0.001246,0.003754 -ssvm,blake2b-8415-bytes,0.0103302001953125,0.001187,0.00387 -ssvm,blake2b-8415-bytes,0.009906768798828125,0.001204,0.003873 -ssvm,blake2b-8415-bytes,0.009678363800048828,0.001175,0.003763 -ssvm,blake2b-8415-bytes,0.010961294174194336,0.001216,0.003795 -ssvm,blake2b-8415-bytes,0.015069723129272461,0.001218,0.003936 -ssvm,blake2b-8415-bytes,0.010571956634521484,0.001175,0.00412 -ssvm,blake2b-8415-bytes,0.009950876235961914,0.001226,0.003813 -ssvm,blake2b-8415-bytes,0.010963916778564453,0.001245,0.003798 -ssvm,blake2b-8415-bytes,0.01003122329711914,0.00127,0.003816 -ssvm,blake2b-8415-bytes,0.009855985641479492,0.001156,0.003803 -ssvm,blake2b-8415-bytes,0.010176897048950195,0.001218,0.003823 -ssvm,blake2b-8415-bytes,0.010416030883789062,0.001237,0.003868 -ssvm,blake2b-8415-bytes,0.010291576385498047,0.001289,0.004017 -ssvm,blake2b-8415-bytes,0.010001420974731445,0.001216,0.003873 -ssvm,blake2b-8415-bytes,0.013453006744384766,0.001439,0.004529 -ssvm,blake2b-8415-bytes,0.01040792465209961,0.001219,0.00417 -ssvm,blake2b-8415-bytes,0.011623144149780273,0.001236,0.004913 -ssvm,blake2b-8415-bytes,0.01042795181274414,0.001233,0.003817 -ssvm,blake2b-8415-bytes,0.010493755340576172,0.001284,0.003853 -ssvm,blake2b-8415-bytes,0.01034402847290039,0.001207,0.004251 -ssvm,blake2b-8415-bytes,0.012075662612915039,0.001227,0.005428 -ssvm,blake2b-8415-bytes,0.010254859924316406,0.001211,0.003824 -ssvm,blake2b-8415-bytes,0.010769844055175781,0.001561,0.003835 -ssvm,blake2b-8415-bytes,0.010251283645629883,0.001221,0.003887 -ssvm,blake2b-8415-bytes,0.010088443756103516,0.001199,0.003817 -ssvm,blake2b-8415-bytes,0.009732246398925781,0.001163,0.003771 -ssvm,bn128_add-cdetrio11,0.010519981384277344,0.001482,0.003255 -ssvm,bn128_add-cdetrio11,0.011383056640625,0.001609,0.003217 -ssvm,bn128_add-cdetrio11,0.010150671005249023,0.001415,0.003258 -ssvm,bn128_add-cdetrio11,0.010127544403076172,0.001422,0.00327 -ssvm,bn128_add-cdetrio11,0.011298894882202148,0.001437,0.003247 -ssvm,bn128_add-cdetrio11,0.010099172592163086,0.001435,0.003331 -ssvm,bn128_add-cdetrio11,0.01038503646850586,0.001424,0.003249 -ssvm,bn128_add-cdetrio11,0.010180473327636719,0.001402,0.003209 -ssvm,bn128_add-cdetrio11,0.010013341903686523,0.001408,0.003369 -ssvm,bn128_add-cdetrio11,0.010314226150512695,0.001432,0.003173 -ssvm,bn128_add-cdetrio11,0.010174274444580078,0.001403,0.003288 -ssvm,bn128_add-cdetrio11,0.010923385620117188,0.001421,0.0033 -ssvm,bn128_add-cdetrio11,0.010237455368041992,0.00137,0.003531 -ssvm,bn128_add-cdetrio11,0.010297298431396484,0.001444,0.003171 -ssvm,bn128_add-cdetrio11,0.010395288467407227,0.001394,0.003399 -ssvm,bn128_add-cdetrio11,0.009929418563842773,0.001348,0.003219 -ssvm,bn128_add-cdetrio11,0.010480403900146484,0.001451,0.003303 -ssvm,bn128_add-cdetrio11,0.010271787643432617,0.001433,0.00325 -ssvm,bn128_add-cdetrio11,0.009953498840332031,0.001374,0.003275 -ssvm,bn128_add-cdetrio11,0.010317087173461914,0.001438,0.003171 -ssvm,bn128_add-cdetrio11,0.015352725982666016,0.00149,0.003274 -ssvm,bn128_add-cdetrio11,0.013149738311767578,0.001657,0.003271 -ssvm,bn128_add-cdetrio11,0.010554313659667969,0.001496,0.003306 -ssvm,bn128_add-cdetrio11,0.010824441909790039,0.001514,0.00331 -ssvm,bn128_add-cdetrio11,0.011012077331542969,0.001502,0.003226 -ssvm,bn128_add-cdetrio11,0.010920286178588867,0.001454,0.00332 -ssvm,bn128_add-cdetrio11,0.011301755905151367,0.001495,0.003365 -ssvm,bn128_add-cdetrio11,0.010572671890258789,0.001486,0.003321 -ssvm,bn128_add-cdetrio11,0.01082468032836914,0.001462,0.003299 -ssvm,bn128_add-cdetrio11,0.010932683944702148,0.001466,0.003279 -ssvm,bn128_add-cdetrio11,0.010767936706542969,0.00172,0.003227 -ssvm,bn128_add-cdetrio11,0.010163545608520508,0.00147,0.003192 -ssvm,bn128_add-cdetrio11,0.010480642318725586,0.001412,0.003335 -ssvm,bn128_add-cdetrio11,0.010083913803100586,0.001399,0.003241 -ssvm,bn128_add-cdetrio11,0.010711431503295898,0.00145,0.003499 -ssvm,bn128_add-cdetrio11,0.01026153564453125,0.00147,0.003199 -ssvm,bn128_add-cdetrio11,0.01070404052734375,0.001416,0.003216 -ssvm,bn128_add-cdetrio11,0.010133504867553711,0.001408,0.003241 -ssvm,bn128_add-cdetrio11,0.010309457778930664,0.001448,0.003211 -ssvm,bn128_add-cdetrio11,0.010242223739624023,0.001411,0.003238 -ssvm,bn128_add-cdetrio11,0.01037287712097168,0.001455,0.003432 -ssvm,bn128_add-cdetrio11,0.010190010070800781,0.00143,0.003228 -ssvm,bn128_add-cdetrio11,0.010549068450927734,0.001457,0.003212 -ssvm,bn128_add-cdetrio11,0.010603189468383789,0.001447,0.003427 -ssvm,bn128_add-cdetrio11,0.011579036712646484,0.001442,0.003781 -ssvm,bn128_add-cdetrio11,0.010116100311279297,0.001431,0.003252 -ssvm,bn128_add-cdetrio11,0.010737180709838867,0.001394,0.003251 -ssvm,bn128_add-cdetrio11,0.010660409927368164,0.001612,0.003219 -ssvm,bn128_add-cdetrio11,0.011197328567504883,0.001467,0.003701 -ssvm,bn128_add-cdetrio11,0.010468721389770508,0.001443,0.003251 -ssvm,bn128_mul-cdetrio11,0.16125917434692383,0.00146,0.153583 -ssvm,bn128_mul-cdetrio11,0.16249465942382812,0.001703,0.15363 -ssvm,bn128_mul-cdetrio11,0.17409658432006836,0.001683,0.165397 -ssvm,bn128_mul-cdetrio11,0.1605663299560547,0.001491,0.153112 -ssvm,bn128_mul-cdetrio11,0.16049814224243164,0.001499,0.152919 -ssvm,bn128_mul-cdetrio11,0.16927385330200195,0.001487,0.159703 -ssvm,bn128_mul-cdetrio11,0.1609947681427002,0.001468,0.152984 -ssvm,bn128_mul-cdetrio11,0.16387081146240234,0.001703,0.154207 -ssvm,bn128_mul-cdetrio11,0.16461634635925293,0.001705,0.155742 -ssvm,bn128_mul-cdetrio11,0.1768183708190918,0.001409,0.169109 -ssvm,bn128_mul-cdetrio11,0.16338777542114258,0.001658,0.154457 -ssvm,bn128_mul-cdetrio11,0.1661510467529297,0.001464,0.157739 -ssvm,bn128_mul-cdetrio11,0.16563916206359863,0.001409,0.158252 -ssvm,bn128_mul-cdetrio11,0.16299152374267578,0.001481,0.154656 -ssvm,bn128_mul-cdetrio11,0.16253018379211426,0.001463,0.15334 -ssvm,bn128_mul-cdetrio11,0.16105937957763672,0.001472,0.152929 -ssvm,bn128_mul-cdetrio11,0.16116070747375488,0.001452,0.153309 -ssvm,bn128_mul-cdetrio11,0.16604351997375488,0.001396,0.158637 -ssvm,bn128_mul-cdetrio11,0.1630241870880127,0.001675,0.154138 -ssvm,bn128_mul-cdetrio11,0.1618976593017578,0.001656,0.153618 -ssvm,bn128_mul-cdetrio11,0.16938328742980957,0.001469,0.160531 -ssvm,bn128_mul-cdetrio11,0.16429710388183594,0.001463,0.154211 -ssvm,bn128_mul-cdetrio11,0.16209840774536133,0.001482,0.153463 -ssvm,bn128_mul-cdetrio11,0.16135835647583008,0.001516,0.153406 -ssvm,bn128_mul-cdetrio11,0.1629486083984375,0.001422,0.153815 -ssvm,bn128_mul-cdetrio11,0.1641712188720703,0.00149,0.156283 -ssvm,bn128_mul-cdetrio11,0.1627063751220703,0.001682,0.153816 -ssvm,bn128_mul-cdetrio11,0.16355419158935547,0.00161,0.155399 -ssvm,bn128_mul-cdetrio11,0.16064047813415527,0.001426,0.152985 -ssvm,bn128_mul-cdetrio11,0.16214227676391602,0.001455,0.154345 -ssvm,bn128_mul-cdetrio11,0.1653282642364502,0.001433,0.156481 -ssvm,bn128_mul-cdetrio11,0.16303277015686035,0.00169,0.153505 -ssvm,bn128_mul-cdetrio11,0.1624281406402588,0.001663,0.154012 -ssvm,bn128_mul-cdetrio11,0.17026424407958984,0.001444,0.162324 -ssvm,bn128_mul-cdetrio11,0.16517925262451172,0.001583,0.15563 -ssvm,bn128_mul-cdetrio11,0.16484355926513672,0.001485,0.156254 -ssvm,bn128_mul-cdetrio11,0.17108774185180664,0.001713,0.162252 -ssvm,bn128_mul-cdetrio11,0.1636335849761963,0.001715,0.154737 -ssvm,bn128_mul-cdetrio11,0.16858148574829102,0.001491,0.159055 -ssvm,bn128_mul-cdetrio11,0.17324209213256836,0.001481,0.159372 -ssvm,bn128_mul-cdetrio11,0.1635899543762207,0.001672,0.154821 -ssvm,bn128_mul-cdetrio11,0.16277241706848145,0.001484,0.154179 -ssvm,bn128_mul-cdetrio11,0.1646583080291748,0.001473,0.155699 -ssvm,bn128_mul-cdetrio11,0.16845464706420898,0.001698,0.16031 -ssvm,bn128_mul-cdetrio11,0.1612098217010498,0.001501,0.15264 -ssvm,bn128_mul-cdetrio11,0.16574597358703613,0.001597,0.157894 -ssvm,bn128_mul-cdetrio11,0.16272950172424316,0.001398,0.155438 -ssvm,bn128_mul-cdetrio11,0.16226720809936523,0.001482,0.154486 -ssvm,bn128_mul-cdetrio11,0.1624770164489746,0.001449,0.153955 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-ssvm,ed25519-verify-ten-inputs,0.5622491836547852,0.004974,0.538254 -ssvm,ed25519-verify-ten-inputs,0.5696942806243896,0.004984,0.546915 -ssvm,ed25519-verify-ten-inputs,0.5529153347015381,0.00494,0.530446 -ssvm,ed25519-verify-ten-inputs,0.5611040592193604,0.004929,0.537935 -ssvm,ed25519-verify-ten-inputs,0.5489122867584229,0.004961,0.526611 -ssvm,ed25519-verify-ten-inputs,0.5488185882568359,0.00501,0.525134 -ssvm,ed25519-verify-ten-inputs,0.5479483604431152,0.004906,0.525885 -ssvm,ed25519-verify-ten-inputs,0.5554192066192627,0.005231,0.531737 -ssvm,bn128_mul-chfast2,0.08583259582519531,0.001608,0.076257 -ssvm,bn128_mul-chfast2,0.08545732498168945,0.001435,0.076999 -ssvm,bn128_mul-chfast2,0.08568310737609863,0.001668,0.077605 -ssvm,bn128_mul-chfast2,0.08750033378601074,0.001432,0.078649 -ssvm,bn128_mul-chfast2,0.08802223205566406,0.001468,0.078569 -ssvm,bn128_mul-chfast2,0.09019064903259277,0.001428,0.08268 -ssvm,bn128_mul-chfast2,0.0945289134979248,0.001459,0.086979 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-ssvm,bn128_mul-chfast2,0.08614611625671387,0.001428,0.078646 -ssvm,bn128_mul-chfast2,0.08518862724304199,0.001463,0.076803 -ssvm,bn128_mul-chfast2,0.08558130264282227,0.001669,0.076956 -ssvm,bn128_mul-chfast2,0.08488607406616211,0.001454,0.077207 -ssvm,bn128_mul-chfast2,0.08920764923095703,0.001457,0.079414 -ssvm,bn128_mul-chfast2,0.08582234382629395,0.001672,0.077679 -ssvm,bn128_mul-chfast2,0.08735418319702148,0.001465,0.077682 -ssvm,bn128_mul-chfast2,0.08859801292419434,0.001463,0.08039 -ssvm,bn128_mul-chfast2,0.0891573429107666,0.001782,0.079849 -ssvm,bn128_mul-chfast2,0.08660554885864258,0.0017,0.077801 -ssvm,bn128_mul-chfast2,0.08430075645446777,0.001405,0.07699 -ssvm,bn128_add-cdetrio14,0.009388208389282227,0.001475,0.001034 -ssvm,bn128_add-cdetrio14,0.007819890975952148,0.001377,0.001029 -ssvm,bn128_add-cdetrio14,0.008840560913085938,0.001444,0.000996 -ssvm,bn128_add-cdetrio14,0.007856607437133789,0.001458,0.001079 -ssvm,bn128_add-cdetrio14,0.007858991622924805,0.001405,0.000996 -ssvm,bn128_add-cdetrio14,0.008211851119995117,0.001408,0.001003 -ssvm,bn128_add-cdetrio14,0.008082151412963867,0.001411,0.000996 -ssvm,bn128_add-cdetrio14,0.008467912673950195,0.001391,0.00107 -ssvm,bn128_add-cdetrio14,0.008019685745239258,0.001435,0.00099 -ssvm,bn128_add-cdetrio14,0.00819849967956543,0.001429,0.001165 -ssvm,bn128_add-cdetrio14,0.008658409118652344,0.001399,0.001042 -ssvm,bn128_add-cdetrio14,0.008512496948242188,0.001489,0.001067 -ssvm,bn128_add-cdetrio14,0.008121013641357422,0.001492,0.000996 -ssvm,bn128_add-cdetrio14,0.008079051971435547,0.00146,0.00099 -ssvm,bn128_add-cdetrio14,0.007880210876464844,0.001405,0.001009 -ssvm,bn128_add-cdetrio14,0.007770061492919922,0.001435,0.000994 -ssvm,bn128_add-cdetrio14,0.009017467498779297,0.001408,0.001036 -ssvm,bn128_add-cdetrio14,0.008375167846679688,0.001466,0.001005 -ssvm,bn128_add-cdetrio14,0.011167764663696289,0.001681,0.001022 -ssvm,bn128_add-cdetrio14,0.009035587310791016,0.001415,0.000999 -ssvm,bn128_add-cdetrio14,0.007933855056762695,0.001352,0.001006 -ssvm,bn128_add-cdetrio14,0.009578466415405273,0.001722,0.001266 -ssvm,bn128_add-cdetrio14,0.008563756942749023,0.001696,0.001016 -ssvm,bn128_add-cdetrio14,0.008311271667480469,0.001597,0.001058 -ssvm,bn128_add-cdetrio14,0.00827932357788086,0.001447,0.001057 -ssvm,bn128_add-cdetrio14,0.007973432540893555,0.001421,0.001075 -ssvm,bn128_add-cdetrio14,0.008298397064208984,0.001455,0.000997 -ssvm,bn128_add-cdetrio14,0.00783228874206543,0.001472,0.000991 -ssvm,bn128_add-cdetrio14,0.007880926132202148,0.001419,0.00099 -ssvm,bn128_add-cdetrio14,0.007670164108276367,0.001348,0.001007 -ssvm,bn128_add-cdetrio14,0.008032083511352539,0.001411,0.001004 -ssvm,bn128_add-cdetrio14,0.007946252822875977,0.001441,0.001062 -ssvm,bn128_add-cdetrio14,0.008147001266479492,0.001413,0.00104 -ssvm,bn128_add-cdetrio14,0.008247137069702148,0.001463,0.001033 -ssvm,bn128_add-cdetrio14,0.00912785530090332,0.001464,0.00173 -ssvm,bn128_add-cdetrio14,0.008002996444702148,0.001431,0.001002 -ssvm,bn128_add-cdetrio14,0.00802469253540039,0.00141,0.001012 -ssvm,bn128_add-cdetrio14,0.007837057113647461,0.001406,0.001057 -ssvm,bn128_add-cdetrio14,0.008261680603027344,0.001455,0.001016 -ssvm,bn128_add-cdetrio14,0.007886409759521484,0.00145,0.001002 -ssvm,bn128_add-cdetrio14,0.008182525634765625,0.001548,0.000994 -ssvm,bn128_add-cdetrio14,0.007917165756225586,0.001363,0.001008 -ssvm,bn128_add-cdetrio14,0.008912086486816406,0.00157,0.001381 -ssvm,bn128_add-cdetrio14,0.008102655410766602,0.001422,0.001035 -ssvm,bn128_add-cdetrio14,0.008463144302368164,0.00164,0.001107 -ssvm,bn128_add-cdetrio14,0.008141517639160156,0.00141,0.001027 -ssvm,bn128_add-cdetrio14,0.009118795394897461,0.001496,0.001175 -ssvm,bn128_add-cdetrio14,0.008215904235839844,0.001582,0.001073 -ssvm,bn128_add-cdetrio14,0.008555173873901367,0.001454,0.00102 -ssvm,bn128_add-cdetrio14,0.008177042007446289,0.001416,0.001158 -ssvm,bn128_pairing-two_point_match_2,2.342532157897949,0.005334,2.318813 -ssvm,bn128_pairing-two_point_match_2,2.3334529399871826,0.005314,2.309756 -ssvm,bn128_pairing-two_point_match_2,2.3388054370880127,0.005469,2.314795 -ssvm,bn128_pairing-two_point_match_2,2.3399503231048584,0.005302,2.316058 -ssvm,bn128_pairing-two_point_match_2,2.3078885078430176,0.005329,2.282975 -ssvm,bn128_pairing-two_point_match_2,2.3581109046936035,0.005291,2.332785 -ssvm,bn128_pairing-two_point_match_2,2.3473479747772217,0.00532,2.32211 -ssvm,bn128_pairing-two_point_match_2,2.3259315490722656,0.005305,2.300456 -ssvm,bn128_pairing-two_point_match_2,2.3357303142547607,0.005424,2.309715 -ssvm,bn128_pairing-two_point_match_2,2.364558696746826,0.005412,2.340129 -ssvm,bn128_pairing-two_point_match_2,2.3400866985321045,0.005447,2.315923 -ssvm,bn128_pairing-two_point_match_2,2.343613862991333,0.005485,2.319438 -ssvm,bn128_pairing-two_point_match_2,2.3419084548950195,0.005324,2.317769 -ssvm,bn128_pairing-two_point_match_2,2.3419361114501953,0.005435,2.317507 -ssvm,bn128_pairing-two_point_match_2,2.362657308578491,0.005471,2.336619 -ssvm,bn128_pairing-two_point_match_2,2.3352527618408203,0.005416,2.310892 -ssvm,bn128_pairing-two_point_match_2,2.332482099533081,0.005321,2.307514 -ssvm,bn128_pairing-two_point_match_2,2.3345389366149902,0.007548,2.307906 -ssvm,bn128_pairing-two_point_match_2,2.320204973220825,0.005332,2.295433 -ssvm,bn128_pairing-two_point_match_2,2.3490068912506104,0.005331,2.325371 -ssvm,bn128_pairing-two_point_match_2,2.329911947250366,0.005346,2.306605 -ssvm,bn128_pairing-two_point_match_2,2.332184314727783,0.00531,2.308693 -ssvm,bn128_pairing-two_point_match_2,2.312028408050537,0.005437,2.285846 -ssvm,bn128_pairing-two_point_match_2,2.3208909034729004,0.00553,2.295791 -ssvm,bn128_pairing-two_point_match_2,2.3785529136657715,0.005513,2.353546 -ssvm,bn128_pairing-two_point_match_2,2.3240246772766113,0.005375,2.298906 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.266736268997192,0.008855,11.229299 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.277406215667725,0.008856,11.238647 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.2653067111969,0.008536,11.228154 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.473584413528442,0.008601,11.434972 -ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.355401039123535,0.010189,11.314283 -ssvm,sha1-42488-bits,0.009251832962036133,0.001069,0.002463 -ssvm,sha1-42488-bits,0.008974075317382812,0.001244,0.003028 -ssvm,sha1-42488-bits,0.010164976119995117,0.001337,0.002877 -ssvm,sha1-42488-bits,0.008047819137573242,0.001059,0.002432 -ssvm,sha1-42488-bits,0.01010751724243164,0.0014,0.00301 -ssvm,sha1-42488-bits,0.008034706115722656,0.001037,0.002491 -ssvm,sha1-42488-bits,0.00984334945678711,0.001276,0.003418 -ssvm,sha1-42488-bits,0.010453462600708008,0.001475,0.003253 -ssvm,sha1-42488-bits,0.00829625129699707,0.001058,0.002433 -ssvm,sha1-42488-bits,0.010437488555908203,0.001278,0.003101 -ssvm,sha1-42488-bits,0.008538484573364258,0.001067,0.002604 -ssvm,sha1-42488-bits,0.011729955673217773,0.003757,0.002931 -ssvm,sha1-42488-bits,0.008630037307739258,0.0011,0.002585 -ssvm,sha1-42488-bits,0.0098114013671875,0.001062,0.003006 -ssvm,sha1-42488-bits,0.010111808776855469,0.00125,0.002739 -ssvm,sha1-42488-bits,0.009294748306274414,0.001072,0.002602 -ssvm,sha1-42488-bits,0.009126663208007812,0.001242,0.003006 -ssvm,sha1-42488-bits,0.008295536041259766,0.001077,0.002418 -ssvm,sha1-42488-bits,0.008594036102294922,0.00113,0.002457 -ssvm,sha1-42488-bits,0.008245706558227539,0.001045,0.002385 -ssvm,sha1-42488-bits,0.008995532989501953,0.001261,0.002845 -ssvm,sha1-42488-bits,0.008732080459594727,0.001069,0.002717 -ssvm,sha1-42488-bits,0.009501934051513672,0.001242,0.002964 -ssvm,sha1-42488-bits,0.01172947883605957,0.001476,0.003783 -ssvm,sha1-42488-bits,0.011945486068725586,0.001132,0.00577 -ssvm,sha1-42488-bits,0.010699272155761719,0.001314,0.002449 -ssvm,sha1-42488-bits,0.008887052536010742,0.001278,0.002881 -ssvm,sha1-42488-bits,0.010434627532958984,0.001271,0.003668 -ssvm,sha1-42488-bits,0.009535789489746094,0.001327,0.003296 -ssvm,sha1-42488-bits,0.009084701538085938,0.001221,0.002489 -ssvm,sha1-42488-bits,0.00959324836730957,0.001328,0.002813 -ssvm,sha1-42488-bits,0.009912490844726562,0.001271,0.002478 -ssvm,sha1-42488-bits,0.00954890251159668,0.001085,0.002845 -ssvm,sha1-42488-bits,0.008391857147216797,0.001064,0.002482 -ssvm,sha1-42488-bits,0.009207725524902344,0.001188,0.002826 -ssvm,sha1-42488-bits,0.009881019592285156,0.001257,0.003013 -ssvm,sha1-42488-bits,0.008376359939575195,0.001085,0.002407 -ssvm,sha1-42488-bits,0.00821375846862793,0.001147,0.002464 -ssvm,sha1-42488-bits,0.008544683456420898,0.00106,0.002503 -ssvm,sha1-42488-bits,0.008048772811889648,0.001059,0.002439 -ssvm,sha1-42488-bits,0.008873462677001953,0.00106,0.002774 -ssvm,sha1-42488-bits,0.009867429733276367,0.001243,0.002574 -ssvm,sha1-42488-bits,0.008482217788696289,0.001056,0.00243 -ssvm,sha1-42488-bits,0.008609294891357422,0.001087,0.002567 -ssvm,sha1-42488-bits,0.008025884628295898,0.001015,0.002456 -ssvm,sha1-42488-bits,0.009894847869873047,0.001221,0.003324 -ssvm,sha1-42488-bits,0.008017778396606445,0.001057,0.00243 -ssvm,sha1-42488-bits,0.01085042953491211,0.001457,0.003137 -ssvm,sha1-42488-bits,0.00821232795715332,0.001117,0.002434 -ssvm,sha1-42488-bits,0.010938882827758789,0.001567,0.002432 -ssvm,ecpairing,8.795855283737183,0.004243,8.776731 -ssvm,ecpairing,8.760790348052979,0.00433,8.742011 -ssvm,ecpairing,8.796538352966309,0.004233,8.778044 -ssvm,ecpairing,8.796890020370483,0.004238,8.77823 -ssvm,ecpairing,8.792567253112793,0.004433,8.772785 -ssvm,ecpairing,8.910470485687256,0.004293,8.890176 -ssvm,ecpairing,8.688583850860596,0.00419,8.668887 -ssvm,bn128_mul-cdetrio12,0.1369316577911377,0.001494,0.129611 -ssvm,bn128_mul-cdetrio12,0.13766765594482422,0.001671,0.129076 -ssvm,bn128_mul-cdetrio12,0.13924503326416016,0.001523,0.131797 -ssvm,bn128_mul-cdetrio12,0.13808608055114746,0.001461,0.129539 -ssvm,bn128_mul-cdetrio12,0.1369791030883789,0.00147,0.12901 -ssvm,bn128_mul-cdetrio12,0.14043545722961426,0.001804,0.131647 -ssvm,bn128_mul-cdetrio12,0.13765668869018555,0.001535,0.129317 -ssvm,bn128_mul-cdetrio12,0.13743019104003906,0.001479,0.12959 -ssvm,bn128_mul-cdetrio12,0.14369583129882812,0.001489,0.135847 -ssvm,bn128_mul-cdetrio12,0.14029884338378906,0.001437,0.132199 -ssvm,bn128_mul-cdetrio12,0.13943767547607422,0.001688,0.130507 -ssvm,bn128_mul-cdetrio12,0.13645577430725098,0.001391,0.129171 -ssvm,bn128_mul-cdetrio12,0.13747501373291016,0.001447,0.129719 -ssvm,bn128_mul-cdetrio12,0.1405963897705078,0.001486,0.133201 -ssvm,bn128_mul-cdetrio12,0.13737010955810547,0.00146,0.129695 -ssvm,bn128_mul-cdetrio12,0.1401221752166748,0.001396,0.132228 -ssvm,bn128_mul-cdetrio12,0.1483907699584961,0.001554,0.138313 -ssvm,bn128_mul-cdetrio12,0.13730192184448242,0.001405,0.129974 -ssvm,bn128_mul-cdetrio12,0.1385483741760254,0.001416,0.131262 -ssvm,bn128_mul-cdetrio12,0.13734912872314453,0.001478,0.129067 -ssvm,bn128_mul-cdetrio12,0.1387777328491211,0.001662,0.13058 -ssvm,bn128_mul-cdetrio12,0.1383967399597168,0.001403,0.131007 -ssvm,bn128_mul-cdetrio12,0.13758492469787598,0.00144,0.129522 -ssvm,bn128_mul-cdetrio12,0.14097881317138672,0.001756,0.132723 -ssvm,bn128_mul-cdetrio12,0.1378324031829834,0.001449,0.129896 -ssvm,bn128_mul-cdetrio12,0.1398181915283203,0.001662,0.130301 -ssvm,bn128_mul-cdetrio12,0.13864779472351074,0.001429,0.130961 -ssvm,bn128_mul-cdetrio12,0.1394495964050293,0.001486,0.131296 -ssvm,bn128_mul-cdetrio12,0.14168810844421387,0.001521,0.132865 -ssvm,bn128_mul-cdetrio12,0.1372814178466797,0.001403,0.129633 -ssvm,bn128_mul-cdetrio12,0.1390972137451172,0.00165,0.130796 -ssvm,bn128_mul-cdetrio12,0.140791654586792,0.001753,0.132709 -ssvm,bn128_mul-cdetrio12,0.14138460159301758,0.001775,0.132336 -ssvm,bn128_mul-cdetrio12,0.13988661766052246,0.00167,0.131123 -ssvm,bn128_mul-cdetrio12,0.13901925086975098,0.001427,0.130351 -ssvm,bn128_mul-cdetrio12,0.14044499397277832,0.00148,0.13113 -ssvm,bn128_mul-cdetrio12,0.13647198677062988,0.00142,0.128639 -ssvm,bn128_mul-cdetrio12,0.14185094833374023,0.001444,0.133425 -ssvm,bn128_mul-cdetrio12,0.1411426067352295,0.001573,0.132561 -ssvm,bn128_mul-cdetrio12,0.1428210735321045,0.002519,0.13391 -ssvm,bn128_mul-cdetrio12,0.14812660217285156,0.001491,0.134707 -ssvm,bn128_mul-cdetrio12,0.13898110389709473,0.001441,0.131606 -ssvm,bn128_mul-cdetrio12,0.1385343074798584,0.001471,0.130096 -ssvm,bn128_mul-cdetrio12,0.1365983486175537,0.00145,0.129195 -ssvm,bn128_mul-cdetrio12,0.1382904052734375,0.001475,0.129609 -ssvm,bn128_mul-cdetrio12,0.139190673828125,0.001405,0.131412 -ssvm,bn128_mul-cdetrio12,0.13974761962890625,0.001558,0.130937 -ssvm,bn128_mul-cdetrio12,0.1383509635925293,0.001653,0.128675 -ssvm,bn128_mul-cdetrio12,0.13857054710388184,0.001481,0.131107 -ssvm,bn128_mul-cdetrio12,0.1401209831237793,0.001473,0.130761 -ssvm,bn128_mul-cdetrio7,0.139387845993042,0.001468,0.130829 -ssvm,bn128_mul-cdetrio7,0.1399393081665039,0.001422,0.132101 -ssvm,bn128_mul-cdetrio7,0.14360785484313965,0.00164,0.135342 -ssvm,bn128_mul-cdetrio7,0.1404249668121338,0.001464,0.13208 -ssvm,bn128_mul-cdetrio7,0.14010000228881836,0.001429,0.131556 -ssvm,bn128_mul-cdetrio7,0.13769078254699707,0.001504,0.129727 -ssvm,bn128_mul-cdetrio7,0.14152240753173828,0.001688,0.132838 -ssvm,bn128_mul-cdetrio7,0.1406230926513672,0.001469,0.132577 -ssvm,bn128_mul-cdetrio7,0.13706541061401367,0.001667,0.128748 -ssvm,bn128_mul-cdetrio7,0.13909149169921875,0.001503,0.130149 -ssvm,bn128_mul-cdetrio7,0.13920378684997559,0.001457,0.131366 -ssvm,bn128_mul-cdetrio7,0.13706684112548828,0.001472,0.128837 -ssvm,bn128_mul-cdetrio7,0.14107060432434082,0.001758,0.132134 -ssvm,bn128_mul-cdetrio7,0.13944196701049805,0.001554,0.131501 -ssvm,bn128_mul-cdetrio7,0.14551115036010742,0.001452,0.138082 -ssvm,bn128_mul-cdetrio7,0.13892292976379395,0.001459,0.130831 -ssvm,bn128_mul-cdetrio7,0.14176726341247559,0.001676,0.132137 -ssvm,bn128_mul-cdetrio7,0.13841962814331055,0.001671,0.130117 -ssvm,bn128_mul-cdetrio7,0.13816523551940918,0.00141,0.130791 -ssvm,bn128_mul-cdetrio7,0.13878560066223145,0.001499,0.130036 -ssvm,bn128_mul-cdetrio7,0.13795232772827148,0.00141,0.129411 -ssvm,bn128_mul-cdetrio7,0.13707995414733887,0.001455,0.129663 -ssvm,bn128_mul-cdetrio7,0.13849878311157227,0.001494,0.130564 -ssvm,bn128_mul-cdetrio7,0.13794422149658203,0.001502,0.130126 -ssvm,bn128_mul-cdetrio7,0.143599271774292,0.00143,0.135803 -ssvm,bn128_mul-cdetrio7,0.14169096946716309,0.001632,0.132496 -ssvm,bn128_mul-cdetrio7,0.13901853561401367,0.001467,0.13132 -ssvm,bn128_mul-cdetrio7,0.14491033554077148,0.001526,0.13577 -ssvm,bn128_mul-cdetrio7,0.1419212818145752,0.001804,0.132934 -ssvm,bn128_mul-cdetrio7,0.13817310333251953,0.001687,0.129937 -ssvm,bn128_mul-cdetrio7,0.14640545845031738,0.001495,0.138272 -ssvm,bn128_mul-cdetrio7,0.14307188987731934,0.001661,0.134276 -ssvm,bn128_mul-cdetrio7,0.14266157150268555,0.001575,0.133477 -ssvm,bn128_mul-cdetrio7,0.14940643310546875,0.001679,0.140975 -ssvm,bn128_mul-cdetrio7,0.13711833953857422,0.001462,0.128924 -ssvm,bn128_mul-cdetrio7,0.13940119743347168,0.001698,0.131523 -ssvm,bn128_mul-cdetrio7,0.15302658081054688,0.001657,0.14456 -ssvm,bn128_mul-cdetrio7,0.14385485649108887,0.001474,0.135289 -ssvm,bn128_mul-cdetrio7,0.14784526824951172,0.001457,0.139691 -ssvm,bn128_mul-cdetrio7,0.1397402286529541,0.001541,0.132306 -ssvm,bn128_mul-cdetrio7,0.13949108123779297,0.002219,0.130255 -ssvm,bn128_mul-cdetrio7,0.13962101936340332,0.001601,0.132091 -ssvm,bn128_mul-cdetrio7,0.14444756507873535,0.001414,0.136657 -ssvm,bn128_mul-cdetrio7,0.14911437034606934,0.001478,0.131099 -ssvm,bn128_mul-cdetrio7,0.13785624504089355,0.001661,0.129678 -ssvm,bn128_mul-cdetrio7,0.1390531063079834,0.001496,0.13094 -ssvm,bn128_mul-cdetrio7,0.14573287963867188,0.001509,0.13716 -ssvm,bn128_mul-cdetrio7,0.13896775245666504,0.001479,0.130078 -ssvm,bn128_mul-cdetrio7,0.13760590553283691,0.001396,0.130369 -ssvm,bn128_mul-cdetrio7,0.1388540267944336,0.001421,0.130627 -eos-vm,modexp-nagydani-1-qube,0.0071620941162109375,0.001698,0.002043 -eos-vm,modexp-nagydani-1-qube,0.006087303161621094,0.001274,0.002002 -eos-vm,modexp-nagydani-1-qube,0.00590205192565918,0.001187,0.001992 -eos-vm,modexp-nagydani-1-qube,0.005756378173828125,0.001181,0.001954 -eos-vm,modexp-nagydani-1-qube,0.005854368209838867,0.00124,0.002052 -eos-vm,modexp-nagydani-1-qube,0.005983114242553711,0.001367,0.002 -eos-vm,modexp-nagydani-1-qube,0.006254434585571289,0.001505,0.002022 -eos-vm,modexp-nagydani-1-qube,0.0057103633880615234,0.00123,0.001963 -eos-vm,modexp-nagydani-1-qube,0.0068781375885009766,0.001385,0.002477 -eos-vm,modexp-nagydani-1-qube,0.0059354305267333984,0.001187,0.002001 -eos-vm,modexp-nagydani-1-qube,0.005722522735595703,0.001171,0.001958 -eos-vm,modexp-nagydani-1-qube,0.005774497985839844,0.00121,0.001942 -eos-vm,modexp-nagydani-1-qube,0.0056552886962890625,0.001218,0.001939 -eos-vm,modexp-nagydani-1-qube,0.005745649337768555,0.00116,0.002044 -eos-vm,modexp-nagydani-1-qube,0.005756378173828125,0.001216,0.001947 -eos-vm,modexp-nagydani-1-qube,0.005660057067871094,0.00117,0.001995 -eos-vm,modexp-nagydani-1-qube,0.005869865417480469,0.001217,0.001944 -eos-vm,modexp-nagydani-1-qube,0.0056569576263427734,0.001169,0.001955 -eos-vm,modexp-nagydani-1-qube,0.005751609802246094,0.001179,0.001998 -eos-vm,modexp-nagydani-1-qube,0.005667448043823242,0.001171,0.001948 -eos-vm,modexp-nagydani-1-qube,0.005777120590209961,0.001209,0.001989 -eos-vm,modexp-nagydani-1-qube,0.0058383941650390625,0.001216,0.001949 -eos-vm,modexp-nagydani-1-qube,0.006017208099365234,0.001229,0.001997 -eos-vm,modexp-nagydani-1-qube,0.005774497985839844,0.001235,0.002021 -eos-vm,modexp-nagydani-1-qube,0.005700111389160156,0.001193,0.002 -eos-vm,modexp-nagydani-1-qube,0.005645275115966797,0.001183,0.001928 -eos-vm,modexp-nagydani-1-qube,0.005756378173828125,0.001186,0.002027 -eos-vm,modexp-nagydani-1-qube,0.005675554275512695,0.001189,0.001922 -eos-vm,modexp-nagydani-1-qube,0.0059354305267333984,0.001162,0.001948 -eos-vm,modexp-nagydani-1-qube,0.006117582321166992,0.00138,0.00205 -eos-vm,modexp-nagydani-1-qube,0.0057964324951171875,0.001233,0.002054 -eos-vm,modexp-nagydani-1-qube,0.0057637691497802734,0.001209,0.00195 -eos-vm,modexp-nagydani-1-qube,0.0056574344635009766,0.001187,0.001936 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+wasmi,sha1-42488-bits,0.00890040397644043,0.001541,0.005116 +wasmi,sha1-42488-bits,0.008874654769897461,0.001538,0.005199 +wasmi,sha1-42488-bits,0.008726835250854492,0.001557,0.005104 +wasmi,sha1-42488-bits,0.008844852447509766,0.001505,0.005188 +wasmi,sha1-42488-bits,0.008768320083618164,0.00151,0.005138 +wasmi,sha1-42488-bits,0.009046554565429688,0.001744,0.005139 +wasmi,sha1-42488-bits,0.00863027572631836,0.001432,0.005167 +wasmi,sha1-42488-bits,0.008809089660644531,0.001555,0.00512 +wasmi,sha1-42488-bits,0.009124279022216797,0.001633,0.005399 +wasmi,sha1-42488-bits,0.008809804916381836,0.00163,0.005124 +wasmi,sha1-42488-bits,0.008859872817993164,0.001538,0.005091 +wasmi,sha1-42488-bits,0.008781909942626953,0.001516,0.00525 +wasmi,sha1-42488-bits,0.008751153945922852,0.001494,0.005143 +wasmi,sha1-42488-bits,0.008904695510864258,0.001676,0.00515 +wasmi,sha1-42488-bits,0.008597612380981445,0.001474,0.005099 +wasmi,sha1-42488-bits,0.008606910705566406,0.001482,0.005133 +wasmi,sha1-42488-bits,0.008773565292358398,0.001519,0.005214 +wasmi,sha1-42488-bits,0.008563041687011719,0.001544,0.005073 +wasmi,sha1-42488-bits,0.009849786758422852,0.001474,0.00629 +wasmi,sha1-42488-bits,0.008622407913208008,0.001535,0.005077 +wasmi,sha1-42488-bits,0.008847951889038086,0.001602,0.005071 +wasmi,sha1-42488-bits,0.008653640747070312,0.001514,0.005177 +wasmi,sha1-42488-bits,0.008679866790771484,0.001502,0.005091 +wasmi,sha1-42488-bits,0.008607149124145508,0.001547,0.005125 +wasmi,sha1-42488-bits,0.008590936660766602,0.001497,0.005091 +wasmi,sha1-42488-bits,0.008509159088134766,0.001466,0.005098 +wasmi,sha1-42488-bits,0.008747100830078125,0.001608,0.005114 +wasmi,sha1-42488-bits,0.009289026260375977,0.001727,0.005363 +wasmi,sha1-42488-bits,0.009545564651489258,0.001514,0.005475 +wasmi,sha1-42488-bits,0.009329080581665039,0.001533,0.005212 +wasmi,sha1-42488-bits,0.008915185928344727,0.001677,0.00508 +wasmi,sha1-42488-bits,0.00944972038269043,0.001642,0.005469 +wasmi,sha1-42488-bits,0.00868368148803711,0.001485,0.005156 +wasmi,sha1-42488-bits,0.009298086166381836,0.001698,0.005447 +wasmi,sha1-42488-bits,0.009548425674438477,0.001518,0.005114 +wasmi,sha1-42488-bits,0.009340286254882812,0.00171,0.005414 +wasmi,sha1-42488-bits,0.008814096450805664,0.001533,0.005161 +wasmi,sha1-42488-bits,0.008971691131591797,0.001614,0.005202 +wasmi,sha1-42488-bits,0.009015321731567383,0.00155,0.005247 +wasmi,sha1-42488-bits,0.008970975875854492,0.001499,0.005178 +wasmi,sha1-42488-bits,0.009691715240478516,0.001773,0.005618 +wasmi,sha1-42488-bits,0.008685827255249023,0.001626,0.005109 +wasmi,sha1-42488-bits,0.009062528610229492,0.001552,0.005163 +wasmi,sha1-42488-bits,0.00865626335144043,0.001523,0.005144 +wasmi,ecpairing,17.65157151222229,0.007216,17.641588 +wasmi,ecpairing,17.86950969696045,0.007796,17.858778 +wasmi,ecpairing,17.934886932373047,0.008187,17.923684 +wasmi,bn128_mul-cdetrio12,0.2866511344909668,0.002474,0.281156 +wasmi,bn128_mul-cdetrio12,0.28871607780456543,0.002544,0.283509 +wasmi,bn128_mul-cdetrio12,0.2882962226867676,0.002605,0.283154 +wasmi,bn128_mul-cdetrio12,0.29665708541870117,0.002229,0.291838 +wasmi,bn128_mul-cdetrio12,0.28744006156921387,0.002203,0.282716 +wasmi,bn128_mul-cdetrio12,0.29002833366394043,0.002872,0.283987 +wasmi,bn128_mul-cdetrio12,0.2982656955718994,0.002165,0.293684 +wasmi,bn128_mul-cdetrio12,0.28923869132995605,0.002611,0.283519 +wasmi,bn128_mul-cdetrio12,0.2906770706176758,0.002589,0.285538 +wasmi,bn128_mul-cdetrio12,0.28719305992126465,0.002202,0.282305 +wasmi,bn128_mul-cdetrio12,0.28847670555114746,0.002748,0.283163 +wasmi,bn128_mul-cdetrio12,0.28720688819885254,0.002514,0.28218 +wasmi,bn128_mul-cdetrio12,0.2893705368041992,0.002188,0.284778 +wasmi,bn128_mul-cdetrio12,0.2904317378997803,0.002196,0.285351 +wasmi,bn128_mul-cdetrio12,0.2857973575592041,0.002529,0.280663 +wasmi,bn128_mul-cdetrio12,0.30770111083984375,0.002578,0.302462 +wasmi,bn128_mul-cdetrio12,0.2917792797088623,0.00226,0.287072 +wasmi,bn128_mul-cdetrio12,0.2924807071685791,0.002178,0.287838 +wasmi,bn128_mul-cdetrio12,0.29500246047973633,0.002203,0.290014 +wasmi,bn128_mul-cdetrio12,0.2895176410675049,0.003732,0.283061 +wasmi,bn128_mul-cdetrio12,0.28874921798706055,0.002544,0.283507 +wasmi,bn128_mul-cdetrio12,0.2882344722747803,0.002469,0.282844 +wasmi,bn128_mul-cdetrio12,0.29198646545410156,0.002515,0.286851 +wasmi,bn128_mul-cdetrio12,0.2965116500854492,0.002472,0.291126 +wasmi,bn128_mul-cdetrio12,0.29189276695251465,0.002447,0.286879 +wasmi,bn128_mul-cdetrio12,0.2871575355529785,0.002605,0.281881 +wasmi,bn128_mul-cdetrio12,0.288057804107666,0.002351,0.283036 +wasmi,bn128_mul-cdetrio12,0.2889559268951416,0.002505,0.283965 +wasmi,bn128_mul-cdetrio12,0.2890775203704834,0.002256,0.284301 +wasmi,bn128_mul-cdetrio12,0.29339170455932617,0.002652,0.288009 +wasmi,bn128_mul-cdetrio12,0.2888202667236328,0.003047,0.283059 +wasmi,bn128_mul-cdetrio12,0.2862849235534668,0.002907,0.280279 +wasmi,bn128_mul-cdetrio12,0.28676414489746094,0.002151,0.282284 +wasmi,bn128_mul-cdetrio12,0.28908371925354004,0.002261,0.283884 +wasmi,bn128_mul-cdetrio12,0.29863643646240234,0.002417,0.293843 +wasmi,bn128_mul-cdetrio12,0.28714776039123535,0.002239,0.282506 +wasmi,bn128_mul-cdetrio12,0.28943920135498047,0.002533,0.284338 +wasmi,bn128_mul-cdetrio12,0.2989206314086914,0.002572,0.293725 +wasmi,bn128_mul-cdetrio12,0.2906961441040039,0.002841,0.285101 +wasmi,bn128_mul-cdetrio12,0.2974073886871338,0.002573,0.291662 +wasmi,bn128_mul-cdetrio12,0.29109835624694824,0.002399,0.285868 +wasmi,bn128_mul-cdetrio12,0.29202914237976074,0.002219,0.286964 +wasmi,bn128_mul-cdetrio12,0.29105329513549805,0.002235,0.286065 +wasmi,bn128_mul-cdetrio12,0.3095591068267822,0.002788,0.303971 +wasmi,bn128_mul-cdetrio12,0.3215467929840088,0.003472,0.315718 +wasmi,bn128_mul-cdetrio12,0.2960519790649414,0.002491,0.290999 +wasmi,bn128_mul-cdetrio12,0.28783082962036133,0.002591,0.282561 +wasmi,bn128_mul-cdetrio12,0.30214357376098633,0.00224,0.297494 +wasmi,bn128_mul-cdetrio12,0.3097805976867676,0.00223,0.305111 +wasmi,bn128_mul-cdetrio12,0.3069603443145752,0.003916,0.299954 +wasmi,bn128_mul-cdetrio7,0.2870519161224365,0.002244,0.282401 +wasmi,bn128_mul-cdetrio7,0.28969526290893555,0.002973,0.284148 +wasmi,bn128_mul-cdetrio7,0.2896077632904053,0.002634,0.28373 +wasmi,bn128_mul-cdetrio7,0.2897355556488037,0.002282,0.285014 +wasmi,bn128_mul-cdetrio7,0.2883305549621582,0.00226,0.283361 +wasmi,bn128_mul-cdetrio7,0.285353422164917,0.002414,0.280118 +wasmi,bn128_mul-cdetrio7,0.2858562469482422,0.002342,0.280458 +wasmi,bn128_mul-cdetrio7,0.2982938289642334,0.002571,0.292754 +wasmi,bn128_mul-cdetrio7,0.2889516353607178,0.00256,0.283789 +wasmi,bn128_mul-cdetrio7,0.29401445388793945,0.002529,0.288482 +wasmi,bn128_mul-cdetrio7,0.2926366329193115,0.003395,0.286314 +wasmi,bn128_mul-cdetrio7,0.2918357849121094,0.002663,0.286397 +wasmi,bn128_mul-cdetrio7,0.28738880157470703,0.002156,0.282677 +wasmi,bn128_mul-cdetrio7,0.2888181209564209,0.002517,0.283694 +wasmi,bn128_mul-cdetrio7,0.2936842441558838,0.002437,0.288759 +wasmi,bn128_mul-cdetrio7,0.29779887199401855,0.00236,0.292397 +wasmi,bn128_mul-cdetrio7,0.300931453704834,0.0022,0.296235 +wasmi,bn128_mul-cdetrio7,0.29900431632995605,0.002216,0.294241 +wasmi,bn128_mul-cdetrio7,0.3114745616912842,0.002207,0.306743 +wasmi,bn128_mul-cdetrio7,0.29715538024902344,0.002184,0.291169 +wasmi,bn128_mul-cdetrio7,0.29117536544799805,0.002225,0.286123 +wasmi,bn128_mul-cdetrio7,0.2921133041381836,0.002844,0.286125 +wasmi,bn128_mul-cdetrio7,0.29012441635131836,0.002585,0.285024 +wasmi,bn128_mul-cdetrio7,0.2885279655456543,0.002552,0.283341 +wasmi,bn128_mul-cdetrio7,0.28905510902404785,0.002599,0.283524 +wasmi,bn128_mul-cdetrio7,0.2909419536590576,0.002387,0.285512 +wasmi,bn128_mul-cdetrio7,0.29719066619873047,0.002591,0.291587 +wasmi,bn128_mul-cdetrio7,0.2877535820007324,0.002389,0.282638 +wasmi,bn128_mul-cdetrio7,0.29053759574890137,0.002253,0.285526 +wasmi,bn128_mul-cdetrio7,0.28748655319213867,0.002615,0.281854 +wasmi,bn128_mul-cdetrio7,0.2889101505279541,0.002194,0.284224 +wasmi,bn128_mul-cdetrio7,0.29770874977111816,0.002976,0.292094 +wasmi,bn128_mul-cdetrio7,0.29102206230163574,0.00251,0.285457 +wasmi,bn128_mul-cdetrio7,0.28827810287475586,0.00241,0.28315 +wasmi,bn128_mul-cdetrio7,0.28685665130615234,0.002188,0.282196 +wasmi,bn128_mul-cdetrio7,0.2875173091888428,0.002472,0.282483 +wasmi,bn128_mul-cdetrio7,0.2954127788543701,0.002419,0.29058 +wasmi,bn128_mul-cdetrio7,0.2980947494506836,0.002501,0.292947 +wasmi,bn128_mul-cdetrio7,0.2880702018737793,0.002164,0.283313 +wasmi,bn128_mul-cdetrio7,0.2908773422241211,0.002264,0.286123 +wasmi,bn128_mul-cdetrio7,0.2868170738220215,0.002423,0.281865 +wasmi,bn128_mul-cdetrio7,0.3013284206390381,0.002187,0.296326 +wasmi,bn128_mul-cdetrio7,0.2894108295440674,0.002248,0.2848 +wasmi,bn128_mul-cdetrio7,0.2967536449432373,0.002509,0.291413 +wasmi,bn128_mul-cdetrio7,0.2925739288330078,0.002475,0.287605 +wasmi,bn128_mul-cdetrio7,0.28798770904541016,0.002228,0.283115 +wasmi,bn128_mul-cdetrio7,0.28586602210998535,0.002238,0.281125 +wasmi,bn128_mul-cdetrio7,0.2902681827545166,0.00223,0.285573 +wasmi,bn128_mul-cdetrio7,0.299379825592041,0.002237,0.294309 +wasmi,bn128_mul-cdetrio7,0.2889552116394043,0.002653,0.283116 +asmble,modexp-nagydani-1-qube,2.4393322467803955,2.218818,0.030016 +asmble,modexp-nagydani-1-qube,2.462970018386841,2.249512,0.027831 +asmble,modexp-nagydani-1-qube,2.4325625896453857,2.202399,0.029137 +asmble,modexp-nagydani-1-qube,2.382439374923706,2.165477,0.030225 +asmble,modexp-nagydani-1-qube,2.406527042388916,2.181357,0.031897 +asmble,modexp-nagydani-1-qube,2.428969621658325,2.203558,0.029878 +asmble,modexp-nagydani-1-qube,2.3537590503692627,2.129826,0.037552 +asmble,modexp-nagydani-1-qube,2.432197332382202,2.212633,0.036408 +asmble,modexp-nagydani-1-qube,2.446315050125122,2.231111,0.028704 +asmble,modexp-nagydani-1-qube,2.3747458457946777,2.152515,0.038242 +asmble,modexp-nagydani-1-qube,2.3717281818389893,2.145415,0.038366 +asmble,modexp-nagydani-1-qube,2.4250359535217285,2.212996,0.03026 +asmble,modexp-nagydani-1-qube,2.4191384315490723,2.196672,0.032501 +asmble,modexp-nagydani-1-qube,2.407700777053833,2.189298,0.033433 +asmble,modexp-nagydani-1-qube,2.4102096557617188,2.190966,0.028877 +asmble,modexp-nagydani-1-qube,2.431313991546631,2.208288,0.028957 +asmble,modexp-nagydani-1-qube,2.453911304473877,2.232979,0.028879 +asmble,modexp-nagydani-1-qube,2.4214730262756348,2.209488,0.028871 +asmble,modexp-nagydani-1-qube,2.4298043251037598,2.209964,0.0289 +asmble,modexp-nagydani-1-qube,2.4280402660369873,2.215445,0.029329 +asmble,modexp-nagydani-1-qube,2.3626601696014404,2.138184,0.030802 +asmble,modexp-nagydani-1-qube,2.3570868968963623,2.137682,0.034386 +asmble,modexp-nagydani-1-qube,2.4268958568573,2.211818,0.030272 +asmble,modexp-nagydani-1-qube,2.4192652702331543,2.20232,0.028831 +asmble,modexp-nagydani-1-qube,2.4595718383789062,2.238525,0.02994 +asmble,sha1-21896-bits,1.8617963790893555,1.667399,0.002486 +asmble,sha1-21896-bits,1.8898975849151611,1.698328,0.002427 +asmble,sha1-21896-bits,1.89634108543396,1.689838,0.002348 +asmble,sha1-21896-bits,1.833740234375,1.650938,0.002383 +asmble,sha1-21896-bits,1.8811612129211426,1.688355,0.003077 +asmble,sha1-21896-bits,1.8251535892486572,1.638309,0.004159 +asmble,sha1-21896-bits,1.8720736503601074,1.674658,0.001989 +asmble,sha1-21896-bits,1.8633043766021729,1.674871,0.002433 +asmble,sha1-21896-bits,1.840590238571167,1.657797,0.003035 +asmble,sha1-21896-bits,1.8424878120422363,1.663658,0.001917 +asmble,sha1-21896-bits,1.8621654510498047,1.674437,0.00189 +asmble,sha1-21896-bits,1.8649322986602783,1.670312,0.003388 +asmble,sha1-21896-bits,1.913569450378418,1.723638,0.002777 +asmble,sha1-21896-bits,1.8698887825012207,1.668671,0.00244 +asmble,sha1-21896-bits,1.868528127670288,1.671912,0.003535 +asmble,sha1-21896-bits,1.8170154094696045,1.637328,0.002649 +asmble,sha1-21896-bits,1.87624192237854,1.686404,0.002273 +asmble,sha1-21896-bits,1.8966634273529053,1.709299,0.00246 +asmble,sha1-21896-bits,1.8693556785583496,1.674851,0.002456 +asmble,sha1-21896-bits,1.8948659896850586,1.692311,0.00247 +asmble,sha1-21896-bits,1.865058422088623,1.679272,0.002517 +asmble,sha1-21896-bits,1.856092929840088,1.676678,0.001866 +asmble,sha1-21896-bits,1.8823215961456299,1.695971,0.002317 +asmble,sha1-21896-bits,1.886946439743042,1.700366,0.002419 +asmble,sha1-21896-bits,1.859330415725708,1.677116,0.002468 +asmble,sha1-21896-bits,1.8556852340698242,1.67602,0.002046 +asmble,sha1-21896-bits,1.8910369873046875,1.703725,0.003232 +asmble,sha1-21896-bits,1.8811542987823486,1.674665,0.002982 +asmble,sha1-21896-bits,1.8882901668548584,1.703813,0.002173 +asmble,sha1-21896-bits,1.8483355045318604,1.663235,0.002344 +asmble,sha1-21896-bits,1.863459825515747,1.670517,0.00229 +asmble,sha1-21896-bits,1.9143493175506592,1.715582,0.002941 +asmble,bn128_pairing-ten_point_match_1,9.434830904006958,7.54066,1.41556 +asmble,bn128_pairing-ten_point_match_1,8.462138414382935,7.222382,0.990745 +asmble,bn128_pairing-ten_point_match_1,8.834999084472656,7.252052,1.220411 +asmble,bn128_pairing-ten_point_match_1,8.883713006973267,7.013814,1.361868 +asmble,bn128_pairing-ten_point_match_1,8.991611957550049,7.411773,1.185515 +asmble,bn128_pairing-ten_point_match_1,9.286068201065063,7.381226,1.404695 +asmble,blake2b-5610-bytes,2.035651445388794,1.834235,0.004251 +asmble,blake2b-5610-bytes,2.0842015743255615,1.877939,0.004405 +asmble,blake2b-5610-bytes,2.0601439476013184,1.85692,0.004141 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+asmble,blake2b-2805-bytes,1.9530329704284668,1.763989,0.002569 +asmble,blake2b-2805-bytes,1.9992008209228516,1.801287,0.002308 +asmble,blake2b-2805-bytes,1.9411418437957764,1.751968,0.002135 +asmble,blake2b-2805-bytes,1.9502453804016113,1.760732,0.002135 +asmble,blake2b-2805-bytes,1.9589824676513672,1.771987,0.002217 +asmble,blake2b-2805-bytes,1.9780635833740234,1.770783,0.002991 +asmble,blake2b-2805-bytes,1.9551994800567627,1.756487,0.002889 +asmble,blake2b-2805-bytes,1.9583282470703125,1.758828,0.002563 +asmble,blake2b-2805-bytes,1.9725251197814941,1.772742,0.002599 +asmble,blake2b-2805-bytes,1.9854259490966797,1.774525,0.003301 +asmble,blake2b-2805-bytes,1.9641270637512207,1.765502,0.002946 +asmble,blake2b-2805-bytes,1.9775235652923584,1.775422,0.002133 +asmble,blake2b-2805-bytes,1.975844144821167,1.786469,0.002436 +asmble,blake2b-2805-bytes,1.9563329219818115,1.762528,0.002874 +asmble,sha1-10808-bits,1.7959823608398438,1.612794,0.001659 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+ssvm,bn128_pairing-two_point_match_2,2.3262972831726074,0.00538,2.302696 +ssvm,bn128_pairing-two_point_match_2,2.334580183029175,0.005385,2.310068 +ssvm,bn128_pairing-two_point_match_2,2.347043037414551,0.005542,2.323373 +ssvm,bn128_pairing-two_point_match_2,2.312727928161621,0.006874,2.287634 +ssvm,bn128_pairing-two_point_match_2,2.3362934589385986,0.005394,2.312165 +ssvm,bn128_pairing-two_point_match_2,2.3469481468200684,0.005327,2.321885 +ssvm,bn128_pairing-two_point_match_2,2.3521993160247803,0.005278,2.329062 +ssvm,bn128_pairing-two_point_match_2,2.3232545852661133,0.005454,2.298236 +ssvm,bn128_pairing-two_point_match_2,2.336850643157959,0.005292,2.313562 +ssvm,bn128_pairing-two_point_match_2,2.3502492904663086,0.005276,2.3271 +ssvm,bn128_pairing-two_point_match_2,2.3244316577911377,0.005225,2.300546 +ssvm,bn128_pairing-two_point_match_2,2.3320960998535156,0.005287,2.309022 +ssvm,bn128_pairing-two_point_match_2,2.3637382984161377,0.005612,2.339408 +ssvm,bn128_pairing-two_point_match_2,2.363947868347168,0.005352,2.334501 +ssvm,bn128_pairing-two_point_match_2,2.3182408809661865,0.00532,2.295156 +ssvm,bn128_pairing-two_point_match_2,2.362596035003662,0.005479,2.339039 +ssvm,bn128_pairing-two_point_match_2,2.325479745864868,0.005403,2.302026 +ssvm,bn128_pairing-two_point_match_2,2.352008819580078,0.005499,2.327817 +ssvm,bn128_pairing-two_point_match_2,2.338815450668335,0.005319,2.31524 +ssvm,bn128_pairing-two_point_match_2,2.3176255226135254,0.005336,2.293622 +ssvm,bn128_pairing-two_point_match_2,2.352602005004883,0.005321,2.326212 +ssvm,bn128_pairing-two_point_match_2,2.3374083042144775,0.005349,2.313993 +ssvm,bn128_pairing-two_point_match_2,2.3438708782196045,0.005312,2.320355 +ssvm,bn128_pairing-two_point_match_2,2.350982427597046,0.006651,2.325889 +ssvm,bn128_pairing-two_point_match_2,2.3518409729003906,0.005335,2.328082 +ssvm,bn128_pairing-two_point_match_2,2.3422324657440186,0.005476,2.316721 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.298321723937988,0.010162,11.257351 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.495190620422363,0.008568,11.458189 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.275238990783691,0.008493,11.237398 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.230291843414307,0.008669,11.192326 +ssvm,bls12-381-aggreg-64-pubkeys-verify-sig,11.311065196990967,0.0086,11.272287 +ssvm,sha1-42488-bits,0.008588314056396484,0.00107,0.002447 +ssvm,sha1-42488-bits,0.008324384689331055,0.001121,0.002452 +ssvm,sha1-42488-bits,0.0078089237213134766,0.001013,0.002447 +ssvm,sha1-42488-bits,0.008083343505859375,0.001026,0.002436 +ssvm,sha1-42488-bits,0.007643222808837891,0.001013,0.002382 +ssvm,sha1-42488-bits,0.007774829864501953,0.001057,0.002563 +ssvm,sha1-42488-bits,0.008142709732055664,0.001,0.002443 +ssvm,sha1-42488-bits,0.0076634883880615234,0.001018,0.002461 +ssvm,sha1-42488-bits,0.007706165313720703,0.001038,0.002385 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'eos-vm']\n", + "INTERPRETER_ENGINES = ['life', 'ssvm', 'wagon', 'wasmi', 'wabt', 'v8-interpreter', 'wasm3', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm']\n", "COMPILER_ENGINES = ['lifePolymerase', 'wasmtime', 'wavm', 'v8-liftoff', 'v8-turbofan', 'asmble', 'wamr-jit', 'wamr-aot']\n", "\n", "wasm_vm_names = INTERPRETER_ENGINES + COMPILER_ENGINES" @@ -2852,7 +2852,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -2888,7 +2888,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
        " ] @@ -3267,41 +3267,41 @@ " 0\n", " wabt\n", " guido-fuzzer-find-2\n", - " 0.005597\n", - " 0.001723\n", - " 0.000537\n", + " 0.004699\n", + " 0.001505\n", + " 0.000478\n", " \n", " \n", " 1\n", " wabt\n", " guido-fuzzer-find-2\n", - " 0.004742\n", - " 0.001499\n", - " 0.000551\n", + " 0.004398\n", + " 0.001419\n", + " 0.000470\n", " \n", " \n", " 2\n", " wabt\n", " guido-fuzzer-find-2\n", - " 0.004475\n", - " 0.001485\n", - " 0.000470\n", + " 0.004420\n", + " 0.001520\n", + " 0.000445\n", " \n", " \n", " 3\n", " wabt\n", " guido-fuzzer-find-2\n", - " 0.004814\n", - " 0.001639\n", - " 0.000537\n", + " 0.004247\n", + " 0.001431\n", + " 0.000433\n", " \n", " \n", " 4\n", " wabt\n", " guido-fuzzer-find-2\n", - " 0.004264\n", - " 0.001420\n", - " 0.000433\n", + " 0.004336\n", + " 0.001451\n", + " 0.000440\n", " \n", " \n", " ...\n", @@ -3312,65 +3312,65 @@ " ...\n", " \n", " \n", - " 19996\n", + " 21311\n", " eos-vm\n", " bn128_mul-cdetrio7\n", - " 0.072624\n", - " 0.000536\n", - " 0.068666\n", + " 0.076709\n", + " 0.000786\n", + " 0.071580\n", " \n", " \n", - " 19997\n", + " 21312\n", " eos-vm\n", " bn128_mul-cdetrio7\n", - " 0.072460\n", - " 0.000546\n", - " 0.068768\n", + " 0.077250\n", + " 0.000530\n", + " 0.073415\n", " \n", " \n", - " 19998\n", + " 21313\n", " eos-vm\n", " bn128_mul-cdetrio7\n", - " 0.073741\n", - " 0.000533\n", - " 0.069656\n", + " 0.073925\n", + " 0.000708\n", + " 0.069117\n", " \n", " \n", - " 19999\n", + " 21314\n", " eos-vm\n", " bn128_mul-cdetrio7\n", - " 0.073263\n", - " 0.000540\n", - " 0.069355\n", + " 0.072747\n", + " 0.000613\n", + " 0.068662\n", " \n", " \n", - " 20000\n", + " 21315\n", " eos-vm\n", " bn128_mul-cdetrio7\n", - " 0.072965\n", - " 0.000594\n", - " 0.069327\n", + " 0.077770\n", + " 0.000540\n", + " 0.073848\n", " \n", " \n", "\n", - "

        20001 rows × 5 columns

        \n", + "

        21316 rows × 5 columns

        \n", "" ], "text/plain": [ " engine test_name elapsed_time compile_time exec_time\n", - "0 wabt guido-fuzzer-find-2 0.005597 0.001723 0.000537\n", - "1 wabt guido-fuzzer-find-2 0.004742 0.001499 0.000551\n", - "2 wabt guido-fuzzer-find-2 0.004475 0.001485 0.000470\n", - "3 wabt guido-fuzzer-find-2 0.004814 0.001639 0.000537\n", - "4 wabt guido-fuzzer-find-2 0.004264 0.001420 0.000433\n", + "0 wabt guido-fuzzer-find-2 0.004699 0.001505 0.000478\n", + "1 wabt guido-fuzzer-find-2 0.004398 0.001419 0.000470\n", + "2 wabt guido-fuzzer-find-2 0.004420 0.001520 0.000445\n", + "3 wabt guido-fuzzer-find-2 0.004247 0.001431 0.000433\n", + "4 wabt guido-fuzzer-find-2 0.004336 0.001451 0.000440\n", "... ... ... ... ... ...\n", - "19996 eos-vm bn128_mul-cdetrio7 0.072624 0.000536 0.068666\n", - "19997 eos-vm bn128_mul-cdetrio7 0.072460 0.000546 0.068768\n", - "19998 eos-vm bn128_mul-cdetrio7 0.073741 0.000533 0.069656\n", - "19999 eos-vm bn128_mul-cdetrio7 0.073263 0.000540 0.069355\n", - "20000 eos-vm bn128_mul-cdetrio7 0.072965 0.000594 0.069327\n", + "21311 eos-vm bn128_mul-cdetrio7 0.076709 0.000786 0.071580\n", + "21312 eos-vm bn128_mul-cdetrio7 0.077250 0.000530 0.073415\n", + "21313 eos-vm bn128_mul-cdetrio7 0.073925 0.000708 0.069117\n", + "21314 eos-vm bn128_mul-cdetrio7 0.072747 0.000613 0.068662\n", + "21315 eos-vm bn128_mul-cdetrio7 0.077770 0.000540 0.073848\n", "\n", - "[20001 rows x 5 columns]" + "[21316 rows x 5 columns]" ] }, "execution_count": 71, @@ -3955,7 +3955,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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N1tbWyj5JSUmwt7fXibNkyZJMj1GxYkV88803+PHHH3Hu3DmD7LxaWlrqzaJqY2ODWrVqISoqCpUqVdLpqObU4cOHERcXpwwdfvr0KbZu3YomTZpkuW/Dhg3x7bffomjRosrdqozOAXg1fNXOzk5n/7Vr18LW1lYZavu2cnI969evj5UrV2Lz5s1o1qxZumUCAwOxbds2PH36VKnz06dPsXnzZtSpU+cf1fVN27ZtQ2JiojLU9Pr16zh8+DBGjRoF4FXbBqAzxPzly5dYsWJFtuJnt714eHjA09MTq1ev1rmruHbt2ixnbwaAKlWqZKs+r1u9erXOCIqVK1fCxMQE1atXT7d8SkoKNBqNzmsBINMJnjp16gRTU1N06dIFWq0W4eHhAF61vxkzZiAhIQFBQUGZ1nP9+vXo2bMnevfujZkzZ2ZaNqvrSUT0IWLnlYjytbp162LAgAEwNTVFrVq1ALyaidjOzg4RERGYMGGCTvm0D6JffvklqlWrhj179uC3337TKXPmzBkMHDgQHTp0QMmSJaHRaPDzzz/DzMxM5wO0ISlTpgz27duHLVu2oEiRInB2doa3tze++eYb1K5dGw0aNMBnn30GV1dXPHjwACdPnoRGo9GbgTYjhQsXRv369TFx4kRltuHExESMHz8+y30HDx6MVatWoVatWhg8eDB8fX2RmJiIixcvYt++fdi4caNyDgAwa9YsNGrUCKampqhSpQq6dOmCJUuWICgoCEOHDkWFChXw4sULXL16FZs2bcKGDRt0vqB409tez7SfB+rUqRNGjx6N6tWr4+nTp9ixYwcGDRoEPz8/jB8/Hlu2bEFQUBBGjhwJlUqFGTNmICkpSa/t/VNqtRr169fH8OHDkZKSgtDQUNjb22Pw4MEAgNKlS8PLywtjx46FqakpzM3NlQ5YdmWnvZiYmCA0NBS9e/dGz5490bFjR1y5cgXTp0/X+2LoXdm2bRuGDx+O+vXr4+jRo5g0aRK6deuGUqVKpVvewcEBNWrUwKxZs+Dq6gpnZ2f89NNPWQ7Jbd++PUxNTdGpUydoNBrMnTsXderUQadOndC2bVsMGTIE1apVg4mJCa5fv45t27ZhxowZ8PHxQWRkJDp16oQKFSqgR48eOs9iW1pa4uOPP9Y5VlbXk4jog5SXs0UREeW16OhoAaA3o3Dz5s0FgEREROisT0pKkn79+omzs7PY2tpKkyZNJDY2VgBIaGioiIjcvXtXunXrJqVKlRK1Wi2Ojo5Su3Zt2b59uxInbWbbnTt36sTv3r27uLu769UTgIwdOzbTc8lotuE390tvZtULFy5IQECAqNVqvRlfo6OjpUOHDuLi4iIWFhbi7u4uzZo1k61bt2ZZb5H/zWS8aNEiKV68uFhYWEjFihVl9+7d2Tp3EZH4+HgZNGiQeHt7i7m5ubi4uEhAQICEh4crZVJTU6V///7i4uIiKpVK57V4/vy5hIaGiq+vr1hYWIijo6NUqVJFQkNDldmJM7om2bmeGXn69KkMGzZMihYtKubm5lKkSBFp06aNMsOxiMjhw4clKChIbGxsxNraWurVqydHjhzJ1muT3vVNm2H39RlqAciYMWNk6tSp4u7uLpaWlhIQEKA30+2pU6fE399f1Gq1uLu7y/jx42XRokUCQK5du6aUy2h2apHstRcRkdmzZ0vRokXF0tJSKleuLPv27RMvL69cmW1479690rx5c7GxsRFHR0fp37+/JCUlKeXS+5u4du2aNGzYUGxtbcXFxUUGDBggW7Zs0csLabMNv279+vViYWEh/fv3F61WKxqNRmbPni3ly5cXS0tLsbe3l/Lly8vw4cPl8ePHIvK/v9/0/nl5eenEz+71JCL60KhEsjFNHxER0Vvy9vZGQEAAli9fntdVybdUKhXGjh2LsLCwvK4KERHRW+Nsw0RERERERGTw2HklIiIiIiIig8dhw0RERERERGTweOeViIiIiIiIDB47r0RERERERGTw2HklIiIiIiIig8fOKxERERERERk8dl6JiIiIiIjI4LHzSkRERERERAaPnVciIiIiIiIyeOy8EhERERERkcFj55WIiIiIiIgMHjuvREREREREZPDYeSUiIiIiIiKDx84rERERERERGTx2XomIiIiIiMjgsfNKREREREREBo+dVyIiIiIiIjJ47LwSERERERGRwWPnlYiIiIiIiAweO69ERERERERk8Nh5NQJ16tRB7969M9zeo0cPBAcH5yimt7c3wsLC/mnVsqRSqbB8+fJcP05eeV+vI1F+wFxnuJjriN4d5jrD9aGf34eAnVd6Kzdv3kTfvn1RqlQpqNVqeHh4oGfPnrh169Y7if/111/jk08+gaOjIwoUKICAgABs375dr9z333+PMmXKwNraGq6urujevTvu3r2rU+bSpUto0KABrK2t4ezsjH79+iExMVGnjEql0vvXtWvXd3IuWVm+fDlUKtV7ORYR5Uxu57qJEyemm3+uXLmiUy4pKQmjRo2Ct7c3LCws4O7ujsmTJyvb79y5gy5duqBs2bIwMzPL8IPvnTt30L59e9jb28Pe3h4dO3bEvXv33sm5ZIW5jshw5Xau02q1mDx5MkqWLAm1Wo2iRYviiy++0Ps8liY6Oho2NjYwMzPTWZ+dXHf9+vV08+q4cePeyblkJSwsDN7e3u/lWPmRWdZFiPTFxMQgMTERs2fPhp+fH+7cuYMhQ4agYcOGOH36NExNTf9R/D179qBXr16oWrUqrK2tsXjxYjRt2hR79+6Fv78/AGDNmjUYOHAgfvjhBwQHB+Ovv/5Cv3790K1bN+zYsQMA8OzZMwQFBaF8+fI4ePAg4uPj0atXLzx+/BgrV67UOea8efPQpk0bZVmtVv+jcyAi45fbuQ54dcfk0KFDOutcXFyU/2s0GjRp0gRPnjzBggUL4Ovri4cPH+LBgwdKmZSUFDg5OWHIkCFYs2YNUlNT9Y6j1WrRtGlTmJiYYOfOnRAR9O/fHy1btsSBAwfYsSTKx3I7182aNQszZ87EkiVLULlyZcTExKBnz55ISUnBggULdMomJSWhffv2qFevHn7//XedbdnJdWk2btyIatWqKcu2trb/6BzIQAgZvMDAQOnZs6eMHDlSChYsKHZ2dtKnTx95/vy5iIh0795dgoKClPInTpyQhg0biouLi9jY2EiVKlXk999/14np5eUlU6ZMUZZ37twpDg4OEh4eLiIiT58+lS+++ELc3NxErVZLxYoVZe3atZnW88SJEwJAzpw5o6wDILNnz5bWrVuLtbW1uLm5yezZs9/qdShXrpwMGTJEWR44cKBUqlRJp8zcuXOlQIECyvKCBQvEyspKHj9+rKzbsmWLAJDY2Fidei5btizHdfLy8pIxY8bIZ599JnZ2dlKwYEEZPXq0aDQaEREJDQ0VHx8fvf169uwp9erVk4iICAGg86979+465+Pr6yuWlpZSsmRJCQsLk5cvXyrbN2zYIBUrVhS1Wi0ODg5StWpVOXnyZI7Pg8gQ5MdcFxoaKiVKlMi0zE8//SR2dnZy9+7dLOOJ6L9OaXbs2CEA5OLFi8q6c+fOCQCJiIjINCZzHdG7kx9zXYsWLaR169Y664YMGSIVK1bUK9ujRw/p27evLFmyRExNTTOMmVGuu3btmgCQffv2ZVmvN2V1ft27d5eQkBC9/erWrSu9evWSJUuW6OW60NBQERF58eKFhIaGire3t1haWkqZMmVk/vz5OnEWLVokfn5+YmlpKY6OjlKrVi2Ji4vL8Xl8yNh5NQKBgYFiZ2cnvXv3lujoaNm0aZO4uLjIoEGDRET/jzciIkKWLFki586dk5iYGBk7dqyYm5tLTEyMUub1JLd8+XKxtbWV//73vyIiotVqpU6dOhIYGCj79u2Tq1evyoIFC8Tc3Fx27dqVYT13794tAOTKlSvKOgDi6Ogoc+fOlZiYGJk9e7aYmprKhg0bcvQaaDQa8fLykvHjxyvr1qxZI2q1WiIiIkSr1cqdO3ekdu3a0qVLF6VMt27dpG7dujqxXrx4ISYmJjqdVQDi5uYmTk5OUr58eRk3bpwkJiZmWS8vLy+xs7OT8ePHy8WLF2Xp0qVibW2tJLq4uDgxNTWVP//8U9nnyZMnYmNjIytXrpSUlBSZN2+eAJA7d+7InTt3lI52aGioFC1aVNatWyexsbGydetW8fT0lHHjxomIyJ07d8Tc3FxmzJghsbGxEh0dLStWrNB5kyEyJvkx14WGhoqlpaW4u7uLu7u7NGzYUA4cOKBTpkmTJhIUFCRjxowRDw8PKVasmPTu3VsePHiQbsyMPtBNmDBBihUrprfew8ND50NvepjriN6d/Jjrvv76aylcuLBERUWJiMjVq1fFz89Pxo4dq1Pul19+kbJly0pSUtI/7rx6enpKwYIFpXLlyjJr1ix58eJFpnXMzvkdPHhQVCqVzg2Qy5cvi0qlksOHD0tSUpKMHDlSPDw8lFz39OlTpb7lypWTHTt2SGxsrKxcuVIcHBxk8eLFIiJy/PhxMTU1lV9++UWuX78uZ86ckUWLFrHz+gZ2Xo1AYGCgeHl5SWpqqrJuwYIFYmlpKc+ePcvwj/d15cuXl7CwMGU5Lcl9/fXXYm9vr5O8IiIixNLSUudupcirb9BbtGiRbvynT59KhQoVpE2bNjrrAUjXrl111nXq1EkCAgIyP+k3TJkyRRwcHPT+gBcvXixqtVrMzMwEgDRp0kSSk5OV7SEhIdKpUye9eM7OzvLVV18pyxMnTpS9e/dKVFSU/PTTT+Lq6iq1atUSrVabab28vLz0zmX06NHi4eGhLDdr1kynQz1//nxxdnaWlJQUERFZtmyZvDkIIjExUdRqtd43q7/88os4ODiIiMjJkycFgFy7di3TOhIZi/yY67Zu3Sq//vqrnD59WiIjI6VLly5iYmIif/zxh1Im7Vv4kJAQOXTokOzatUvKlSsnAQEB6eaojF6nPn36yCeffKK3vkqVKtK/f/9M68lcR/Tu5Mdcp9VqZcqUKWJqaqp8ZuvTp49ODouOjhZnZ2c5e/asiMhbd17v378vX331lRw4cEBOnTolc+bMEXt7e716pyc751euXDmdTveoUaOkfPnyyvKUKVPEy8tLJ0ZsbKyoVCq5cOGCzvpJkyZJhQoVRERk3bp1Ym9vLwkJCVnWMz9j59UIBAYGSrt27XTWpQ31ioqK0vvjvXfvnvz73/8WX19fcXBwEBsbGzE1NZU+ffooZby8vMTT01MsLS3l+PHjOrG/+uorUalUYmNjo/PP3NxcypQpo1e/Z8+eSd26daVy5cp6iRGAfPfddzrr5s2bJ46OjiIiMnXqVJ1jREZG6sX/7rvvRK1Wy86dO3XWR0ZGSqFChWTevHkSFRUl27Ztk7Jly0rnzp2VMtntvL5pz549AkC5A9K3b1+det64cUN5HYcPH66zb9qw5LTks2XLFrGyspL4+HgREalcubIMHTpUKZ/eB7qjR48KALG2ttY5rpWVlQCQe/fuSWpqqjRo0EBsbGykZcuWMnv2bLl582aG50Rk6PJ7rnv9dXh9WJqPj49YWFjIw4cPlXXHjh0TAHLixAm9/f9J55W5jij35cdct3r1anF1dZWlS5fKmTNnZM2aNeLh4SFjxowREZHk5GQpW7aszjDat+28puenn34SAPLXX3+JiEjDhg116pnd80tbdnNzk9TUVHn58qUUKVJEvv32W2V7ep3X1atXCwC9a2BpaSnW1tYi8uoLg4oVK4qTk5N06NBBFixYIPfv38/W+eUnnLDpA9SjRw/cvHkTX331FYoVKwa1Wo2OHTvixYsXOuU++eQT7NmzBz/++CMqVaqkTNah1Wrh4OCAY8eO6cW2sLDQWU5ISECTJk3w8uVL7Nq1Cw4ODjmqa79+/dC+fXtl2d3dXWf7zJkzERoaik2bNunNKDd27Fi0bt0aAwYMAACUL18etra2qF27NiZNmoSSJUvC1dUVcXFxOvu9fPkS8fHxcHV1zbBen3zyCYBXM9bVrFkTkydPxrBhw5Ttbm5u2T7HRo0aoVChQli2bBlq166NEydOYMWKFZnuo9VqAbyalMrHx0dvu5OTE0xNTfH777/j2LFj2LVrF9auXYtRo2JqSxoAACAASURBVEZhzZo1aNq0abbrR2SsPqRc92Z9165dqyy7uroqk5SkKVu2LADgxo0bqFSpUrbq4Orqil27dumtv3v3rpIPmeuIDM+HkOuGDh2KgQMH4tNPPwUAlCtXDs+fP0evXr0wfvx4/P333zh//jwGDBigfK4TEWi1WpiZmWHy5MkYM2ZMjuryupo1awJ4lTPd3d2xePFiPH/+/K1iffrppxg5ciS2bt0KrVaLhISELH+hIi3XHTx4ENbW1jrb0q6Tra0tjh8/jgMHDmDXrl2YP38+RowYgd27d6Ny5cpvVdcPETuvRuLYsWPQaDTKbG8HDx6EpaUlSpQooVc2MjISX331FZo3bw4ASExMRGxsLD766COdcuXKlcOECRMQFBSEly9fYuHChVCpVKhSpQoeP36M5ORkvX1e9+DBA9SvXx/W1tbYuXMn7O3t0y13+PBh9O/fX1k+ePAgypQpA+DVB5PXP5C9bsKECQgPD8e2bdsQGBiotz0xMREmJrq/9pT2+ogIAMDf3x8DBw7EkydPlPrt3LkTWq1WmbU4PadOnQIAeHp6AgAKFSqEQoUKZXh+rzt48CDc3d2V45mYmKBPnz5YtGgRYmJiULt2bfj6+irl0944Xr++ZcuWhZWVFWJjY9G4ceMM66lSqVCtWjVUq1YNY8aMQcOGDbFkyRJ+oCOjlR9z3ZtOnjyp5B4AqFWrFg4dOoSEhATlg2RMTAwA5OjnGPz9/TF58mRcvnwZpUqVAvDq5yji4uIQEBAAgLmO6H3Jb7kuo89s8moUKNzd3XH27Fmd7Rs3bkRoaChOnz6NwoULZ1jv7Dh58iQAwMPDA0DmXyBmdn4AlJ8ZW7RoEbRaLdq1a4cCBQoo2y0sLKDRaHRipnU+b968mWneMjU1Re3atZUbMWXKlMGvv/7Kzuvr8vbGL2VH2oP9ffv2lejoaNmyZYsULlxYvvjiCxHRHzZRuXJl8ff3lzNnzsipU6ekWbNmYm9vrzOz4+sP9l+4cEHc3Nyke/fuotFoRKvVSnBwsJQqVUrWr18vV69elePHj8vcuXNl4cKFIiJy+/ZtKV26tFSqVEmuXLmiPJR+584d5fkmkf89+P7tt9/KpUuXZO7cuWJqairr1q3L9JwHDhwoVlZWsn79ep3Yrw9fmTx5sqjVavn5558lNjZWIiMjpVKlSlK+fHllBsynT5+Kh4eHNGnSRE6fPi179uwRb29v6dChgxJn06ZN8sMPP0hUVJTExsbK2rVrpVixYlKtWjUlTkbSJjEJDQ2VmJgYWbFihdjY2Mg333yjU+727dtiZmYmFhYWsnz5cp1tacPm1q1bJ/fu3VMe7J88ebLY2dnJvHnz5OLFi3Lu3Dn573//KyNGjBARkQMHDsjkyZPl8OHDcuPGDdm1a5e4uroqk5wQGZv8mOsGDx4su3fvlqtXr8qpU6ekf//+olKpZNOmTUqZ27dvS4ECBaR58+Zy9uxZOXLkiFSpUkUCAwN1nhc7deqU8jpUr15dWU6j0WikUqVKUq1aNTly5IgcPnxYKleuLDVq1MjW8/3MdUTvRn7Mdb169ZJChQrJunXr5Nq1a7J9+3YpVqyYNG3aNMN9Mho2nFWuW7JkiSxdulTOnTsnV65ckSVLloizs7O0bds20zrm5PyOHj0qpqamYmpqKvv379fZtnr1ajEzM5ODBw/K/fv3lQlAe/XqJUWKFJGlS5fK5cuX5fTp0/Ljjz/K9OnTReTVrOrffPONHD9+XG7cuCHr1q0TGxsbZUIneoWdVyOQNqX6sGHDxMnJSWxtbeWzzz6TpKQkEdFPcmfOnJFPPvlErKysxMvLS7777jsJCgrKMMmJvJopzdPTU7p06SKpqanKbGne3t5ibm4uhQsXlgYNGsju3btFRNKdCjzt3+s/uQBAwsPDpUWLFqJWq6VIkSIya9asLM85o9ivn0NqaqpMnTpVfHx8xMrKSlxdXaVz587KM1ppLl68KCEhIaJWq8XJyUn+9a9/ybNnz5Tt27dvl8qVK4udnZ1YWVmJj4+PjBo1Su85j/Sk/XxEjx49xM7OTpycnGTkyJHpdnpbtmwpTk5OOhNKpRk4cKC4uLjoneOiRYukQoUKYmlpKQUKFJBq1arJ999/LyKvno9p1KiRFC5cWCwsLKRo0aIybNgwnTcZImOSH3Ndx44dxd3dXSwsLMTFxUWCgoKUY7/u5MmTUqdOHbGyshI3Nzfp3bu3zjOwaXVI79/rbt++LW3bthVbW1uxs7OT9u3bZ+sneJjriN6d/Jjrnj17JsOGDZNixYqJpaWleHp6yr///W+9PPa6jDqvWeW6X375RT766COxsbERa2trKVu2rMyYMSPdnJRe7OyeX8WKFdN9ZvjFixfSqVMncXR01PmpnNTUVJkxY4b4+vqKubm5FCxYUGrXri2rV68WEZG9e/dK3bp1xdnZWfnZsGnTpmVZ5/xGJfL/4yuJKFdVq1YN/v7+CA8Pz+uqEBHlGuY6IvrQvXz5Et7e3hgxYgQGDhyY19XJV/jMK1Eue/DgAbZs2YKTJ09i5cqVeV0dIqJcwVxHRB86rVaLBw8eYMGCBUhMTETPnj3zukr5DjuvRLnMxcUFjo6OmDt3LooXL57X1SEiyhXMdUT0obt58yaKFSsGV1dX/PTTTxlOakW5h8OGiYiIiIiIyOCZZF2EiIiIiIiIKG+x80pEREREREQGzyifeb19+3a2yzo7O+PBgwe5Vhdjjm/MdWf8Dzt+TmO7ubnlSj3yGnOd4cdmfMZ/3/E/xHzHXGcc8Y257oxvfPEzynW880pEREREREQGj51XIiIiIiIiMnjsvBIREREREZHBM8pnXoneBRFBcnIytFotVCqV3va7d+8iJSUl147P+DmLLSIwMTGBlZVVuteLiNLHXGd88fN7vsuszX6I19tY4mcUO7+3V3q/2HmlfCs5ORnm5uYwM0v/z8DMzAympqa5dnzGz3ns1NRUJCcnQ61W58pxiT5EzHXGGT8/57vM2uyHer2NIX5msfNze6X3i8OGKd/SarUZfpgjw2RmZgatVpvX1SAyKsx1xik/5zu2WeOTn9srvV/svFK+xaEtxonXjShn+DdjvPLrtcuv523seN0+DAkJCfjiiy9QunRplCpVCq1bt9Yrc/z4cTRv3hylS5dG6dKl0adPHzx8+PC91I9faxERERERERGGDh2KHTt2oHfv3ihVqhSOHz+uVyY2NhZOTk4YM2YMDh8+jA0bNsDW1hbh4eG5Xj92Xon+n6ZPc93lfxjPdNGmt9pv0aJF6Nq1a46fG1m1ahUCAwNRpEiRtzru6xISErB+/Xr06NEDAPD3339j/PjxWLRo0T+OTUR5i7nuf5jrjMPrbfaftleAbZYoIzdu3MDvv/+O1q1bY/To0TA1NUXnzp31yrVs2RLt27cHALRq1QobNmzApUuXALxq70OGDEGLFi0QHR2N+Ph4TJs2DXv27MHGjRtRu3ZtLFy4ECYmJhg9ejS2bNmC5ORkeHp6IiwsDAEBAZnWkcOGiQzM4sWL8fz58xzto9FosGbNGty9e/ed1OHJkydYunSpslykSBG+MRLRO8VcR8aGbZY+dGkd0NOnT6NUqVIoVaoUpk6dqlfOwsJC+f+ff/4JAKhevbpOmWPHjqFbt26Ij49Hv3794ODggGrVqmHHjh3YtWsXoqOjsXz5cgQEBGDatGlo0KABNJqsv55i55UojyQmJuLTTz9FcHAw6tWrh40bN+LHH3/E3bt30a5dO7Rt2xYAMGrUKDRq1Ah169bFzJkzlf2rV6+OqVOnokGDBtiwYQOioqLwn//8ByEhIXj+/DmqVKmC+Ph4AEBUVJQSb9asWfj888/RrFkz+Pv7Y8WKFXp1+/LLL3Hjxg2EhIRgypQpiIuLQ7169QC8+katV69eaNeuHapXr44lS5ZgwYIFqF+/Ppo2bYpHjx4BAK5fv44uXbqgYcOGaNWqFa5cuZKrrycRGSbmOjI2SUlJudpmq1evnmtttnv37ujYsSPbLL2VFy9eAHj1N/DDDz+gSpUq+P777xEZGZlu+WPHjmHo0KEoX748hg4dqrOtbdu26NWrFwoXLgwAmDlzJpo1awYAuHnzJgoXLgy1Wo3z588jKioKfn5+qFmzZpZ15LBhojwSERGBIkWKYNmyZQBefZtqb2+PhQsXYs2aNXBycgIAjBw5Eo6OjtBoNOjQoQOio6NRpkwZAICjoyN27NgBAPjvf/+L8ePHo0KFClke+8KFC9i8eTOeP3+O+vXrIygoSGc405gxYxATE4OdO3cCAOLi4nT2j4mJwe7du5GYmAh/f3+MGTMGf/zxB0JDQ/Hbb7+hT58+GDFiBKZPn47ixYvj5MmTGD16NNasWfPPXzgiMirMdWRscrPNZjWL8j9tsxcvXsSOHTuQkpLCNks5VrRoUQCvvoBp3LgxHj58iAMHDuDGjRtITk6GiYmJctf18OHD6NatG7y9vbFixQrY2NjoxHJwcADwaiZqKysrWFhYwMTk1X1TrVYLFxcXREREYPv27Th16hT+85//4NKlSxg5cmSmdeSdV6I8Urp0aURGRmLq1Kk4cuQI7O3t0y23efNmNGjQAA0aNEBMTAwuX76sbGvevHm6+2SlQYMGUKvVcHJyQs2aNXH69Okc7V+zZk3Y2tqiYMGCsLOzQ0hIiHJOcXFxSExMxIkTJ9C3b1+EhIRg5MiRuHfv3lvVlYiMG3MdGRs/Pz+jbbP+/v5ss/TWPvroI5QuXRr79+/HihUrsGrVKpiamqJq1aooUaIEGjZsCAA4e/YsunbtCo1Gg86dO2Pfvn34448/cnSsq1ev4vvvv4eNjQ0+/vhjAMjW8HreeSXKIyVKlMD27duxZ88efPXVVwgICMDgwYN1yty8eRMLFizA1q1bUaBAAQwaNAjJycnKdmtr6wzjm5qaKr+5lpKSorPtzensczq9/evPOpiYmMDS0lKJo9FooNVqYW9vr3wzTET5F3MdGZvcbrOv/ybqu26zaW0UYJulnFOpVPjuu+8wbNgwjB8/Hm5ubpgzZw78/Px0ykVHRyvPf48dOxYA4OHhgfr162f7WFZWVjh79izWrl0LjUaDKlWqoH///lnuxzuvRHnk77//hlqtRps2bdCvXz+cPXsWAGBra4tnz54BAJ4+fQq1Wg17e3vcv38fERERGcazsbFR9gMAT09PnDlzBgCwdetWnbI7duxAcnIy4uPjcejQIb3hd2/Gyik7Ozt4enpi8+bNAAARwfnz5986HhEZL+Y6Mja53WY9PDzYZslg+fr6YvPmzYiNjcX+/fvRqlUrAMCtW7ewZ88eAECHDh1w69YtnX9HjhzR2davXz8AwJEjR5RRCa9vc3d3x5YtW3Dp0iVcvXoVGzduRMmSJbOsH++8Ev2/N6fONzMzQ2pqaq4d78KFC5g0aRJUKhXMzc0xbdo0AECXLl3QpUsXFC5cGL/99hs++ugj1K5dG25ubqhatWqG8dq3b49Ro0bBysoKmzZtwrBhwzBo0CB8/fXX+OSTT3TKli5dGu3atUN8fDwGDRqkN32/k5MTqlatinr16qFu3brKlPw5MW/ePIwePRpz5sxBamoqWrRogbJly+Y4DhG9W8x1/8NcZxxeb7O53V6BV8+NhoWF5Uqb3bZtG4YMGYKhQ4eyzRK9BZWISF5XIqdu376d7bLOzs548OBBrtXFmOMbc93fRfykpKQsh/Xk5htkXsWfNWsWbGxslG/E3nX8dyGz2OldNzc3t1ypR15jrjP82MYQn7nOcHNdVvHzS757M9dl1mY/1PYKvJs2m1fvzUDWuSYrhp5LGT97Wqy4mKPyG7v4pbs+o1zHYcNERERERERk8DhsmCifefN3uIiIPkTMdWRs2GaJssY7r0RERERERGTw2HklIiIiIiIig8fOKxERERERERk8dl6JiIiIiIjI4HHCJqL/l9OpvbOS0dTfee3gwYMwNzdXfpNu6dKlUKvVaNeu3T+KGxcXh+PHjys/Zh0VFYXffvsNU6ZM+cd1JqJ3h7mOuc7YsM2yzRKlYeeVKJ85dOgQbGxslDfHbt26vZO4cXFxWL9+vfLmWKFCBVSoUOGdxCYiyinmOjI2bLNEWeOwYaI8tHbtWjRp0gQhISEYMWIENBoNTp8+jeDgYCQnJyMpKQl169bFxYsXkZSUhCFDhqBJkyaoX78+duzYAQDQaDSYPHky6tWrh+DgYPz0008AgCpVqiA+Ph7Aq29Z27Zti7i4OCxbtgyLFi1CSEgIjhw5glmzZmH+/PkAgHPnzqFp06YIDg7GZ599hsePHwMA2rZti6lTp6JJkyYICAjAkSNH9M7lyy+/xNGjRxESEoKFCxfi4MGDyhvvrFmzMHDgQLRq1QrVqlXDtm3bEBYWhqCgIHTp0gUvX74EAJw5cwZt2rRBSEgIOnfujLt37+buBSCi94K5Lv1c17BhQ3To0IG5zgDlZputXr16rrXZw4cP653Lu2qzLVu2RMOGDfn+THmKnVeiPHLp0iVs2rQJGzZswM6dO2Fqaop169ahYsWKCAkJwVdffYWwsDC0bt0afn5+mDNnDvz9/bF161asWbMGU6ZMQVJSEpYvX464uDj88ccf2LVrl/LNano8PT3x6aefok+fPti5cyeqV6+us33QoEEYO3Ysdu3aBT8/P3zzzTfKttTUVGzduhWTJk3SWZ9mzJgxqFatGnbu3Il//etfettv3LiB1atXY8mSJfj8889Rs2ZN7N69G1ZWVti9ezdevnyJcePGYeHChdi5cyc6dOiAGTNm/INXmIgMAXNdxrlu+/bt6NSpE3Odgbl8+bLRttmZM2fqxX5XbXbx4sXYvn07358pT3HYMFEe2bdvH86ePYvGjRsDAJKTk+Hs7AwAGDx4MBo3bgwrKyvlmZTIyEjs3LlT+RY2JSUFt27dwv79+/Hpp5/CzOzVn7Ojo+Nb1efJkydISEjAJ598AgBo164d+vbtq2xPq2f58uXx119/5Th+3bp1YW5ujtKlS0Or1aJu3boAAD8/P8TFxeHq1auIiYlBx44doVKpoNFoUKhQobc6FyIyHMx1Gec6ANBqtcx1Bmb//v1G22bj4uJyHD+7bbZ9+/YQEbZZylPsvBLlERFBu3btMHr0aL1tjx49QlJSElJTU5GSkgJra2uICBYuXIiSJUtmK76pqSm0Wi2AV2+k/5SFhYUSNzU1Ncf7W1paAgBMTExgZmYGlUqlLGs0GogIfHx8sHnzZpiZmb3VMYjI8DDXZZzrADDfGaDcbrNmZma51mY1Gk2O989um/3999/ZVinPcdgwUR6pVasWtmzZggcPHgB49YaY9i3/yJEjMXz4cLRq1QpTp04FAAQGBmLJkiUQEQCvnn9Ji7Ns2TLlDeXRo0cAXg1BOnPmDABg69atynFtbGzw7NkzvfrY29vDwcFBecZr7dq1qFGjRrbPx9bWFomJidl/Ad5QokQJxMfH4/jx4wCAly9fIiYm5q3jEZFhYK7TxVxn+AICAnK1zXp4eBhlmz127BgAtlnKW7zzSvT/3pw6P7e/Dff19cWIESPQqVMniAjMzMwwdepUHDp0CObm5mjVqhU0Gg1atGiB/fv3Y9CgQQgNDUVwcDC0Wi08PT2xdOlSdO7cGbGxsQgODoaZmRm6dOmCnj17YtiwYRg0aBC+/vprZagRAISEhKBv377YsWMHwsLCdOo0e/ZsjBo1CsnJyShatGi6z3tlpHTp0jAxMUFwcDDat2+Pjz76KEevh4WFBRYsWIAJEybg6dOnSE1NRe/eveHr65ujOESUOeY6w8l1T548gVarxWeffcZcl4nX2+z7uFPt4+OTa222T58+GDJkCIYOHWp0bTY0NBQJCQnQaDR8f6Y8o5K0r4mMyO3bt7Nd1tnZWfnmLDcYc3xjrvu7iJ+UlARra+sMt+f2GyTjv13s9K6bm5tbrtQjrzHXGX5sY4jPXGe88fNLvnsz12XWZj/k623o8bOKnVWuyYqh51LGz56c/i5zRr+7nFGu47BhIiIiIiIiMnjsvBIREREREZHBY+eV8i0jHDFP4HUjyin+zRiv/Hrt8ut5GzteN3of2HmlfMvExIRTvhuZ1NRUmJgwbRHlBHOdccrP+Y5t1vjk5/ZK7xdnG6Z8y8rKCsnJyUhJSVF+0+x1lpaW7+T31zLC+DmLLSIwMTGBlZVVrhyT6EPFXGd88fN7vsuszX6I19tY4mcUO7+3V3q/2HmlfEulUkGtVme43VhmdfsQ4+d23YnyE+a6/B3fGGXWZo39ehhzfLZVMgS8v09EREREREQGj51XIiIiIiIiMnjsvBIREREREZHBY+eViIiIiIiIDB47r0RERERERGTw2HklIiIiIiIig8fOKxERERERERm89/Y7rwMGDICVlRVMTExgamqK6dOn49mzZwgPD8f9+/fh4uKCwYMHw9bW9n1ViYjonWOuI6L8gLmOiPLCe+u8AkBoaCjs7e2V5Q0bNqBcuXJo2bIlNmzYgA0bNqBr167vs0pERO8ccx0R5QfMdUT0vuXpsOFjx44hMDAQABAYGIhjx47lZXWIiHIFcx0R5QfMdUTGIzk5GbVq1YK7uzvGjh0LAFi/fj1q1aqF4sWLo3LlypgxY0a6+65atQru7u56/+Li4nK93u/1zuvUqVMBACEhIQgODkZCQgIcHR0BAAUKFEBCQkK6++3atQu7du0CAEyfPh3Ozs7ZPqaZmVmOyueUMcc35roz/ocdP7frntuY6wwrvjHXnfEZ35Ax1+Wv+MZcd8bXN378ePz9998AACsrK7x48QKDBg2Cvb09pk+fjsWLF2Pu3Llo0aIFAgICdPZt3LgxXFxcAACpqano27cvHB0d8dFHHwGRR3JUj5ye03vrvE6ZMgVOTk5ISEhAWFgY3NzcdLarVCqoVKp09w0ODkZwcLCy/ODBg2wf19nZOUflc8qY4xtz3Rn/w46f09hv5pO8xFxnePGNue6Mz/hvMpR8x1yX/+Ibc90ZX1d0dDTmzp2L4cOHY8qUKUhOTkZKSgpMTExgb2+PSpUqwdXVFefPn4dWq9U7rp2dHerVqwcA2LJlC168eIF27dohISEBT66exqUFQ+HgVx0vnz1GyoO/4N6oD1Ie/IX7R7bA2r0USvYIg5naFrf++AXuX3XA06dP4erqimHDhqFVq1YAMs51723YsJOTEwDAwcEBVatWxZUrV+Dg4IBHjx4BAB49eqTz3AQRkTFiriOi/IC5jsg4abVaDB8+HN27d0f58uWV9XZ2dpg5cyZu3bqFwMBA7Nq1CyNGjECZMmUyjbd8+XKYmJjoPd/+7Po5OFepDwC4uWEuXiTcR4Gy/nh27SweHt+B1KSnuLNrKXx8fDBjxgy0bt0aWq02y/q/l85rcnIynj9/rvz/zJkzKFq0KKpUqYK9e/cCAPbu3YuqVau+j+oQEeUK5joiyg+Y64iM16pVqxAXF4e2bdsqw4afPHmCu3fv4vvvv0ehQoWwaNEiBAYGIjw8HFFRURnGun79Ovbv3486derA09NTZ5tD6RooVLMlrAp7A6KFe6PecK7SEACQEn8HJpZqmNs5ITY2FseOHYOrqysaN26cZf3fy7DhhIQEzJw5EwCg0WgQEBCAihUrokSJEggPD8eePXuUKdWJiIwVcx0R5QfMdUTG6/bt23j48CFCQkKUdevWrUN8fDwuXryITp06oXHjxnj+/Dn27t2LgwcPokKFCkhJSQEAWFpaKvstX74cIoJu3brpHcdU/epnslSmr7qbplY2gMmr+6YiWpiYmqHM4IXoYHUJ58+fx6hRo3Do0CF8++23mdb/vXReCxcujK+//lpvvZ2dHSZMmPA+qkBElOuY64goP2CuIzJezZo1g6+vLwDg0qVLmDVrFurWrYsJEyZg//792L17N5YvX441a9YAAEqUKAEAqF27NuLj43H58mUAwIsXL7B69Wq4u7sjKCgox/XQJCfhr60LYNIuCOXLl8f69euVO8GZea+zDRMREREREVHe8PHxgY+PDwDg4MGDAAAvLy/UrFkT4eHhmD17NiZMmABHR0cMHDgQ9evXTzfO77//jocPH2L48OEwMcn5k6gqU1OkPLqHadOmITk5GSVLlsSIESOy3I+dVyIiIiIionymZs2auHXrlrLcunVrtG7dOt2yR47o/gROixYt0KJFC71y9iUqospXu5Vlv37fKP83T2fbxi5+Oarze5ttmIiIiIiIiOht8c4rERERUTYkJycjJCQEsbGx6NGjB6ZOnapXZvz48di0aRMePHiAoKAgLF26NA9qSkSUN9b9mfXQXx1dNuWoOO+8EhEREWVDeHg47ty5k2W59IbSERHRP8fOKxEREVEWoqOjsXjxYgwbNizTclOmTEGfPn3S3ebu7o6AgAD861//go+PD4YMGYKVK1eiXLlyqFmzJs6ePQsA2L59O/z9/VGsWDFUqlQJkyZNeufnQ0RkjNh5JSIiIsqEVqvF8OHD0b17d5QvX/4fxbp27Rp8fHxQokQJrFq1CuHh4ejVqxdu3LiB8PBwAMDMmTORnJyMGTNmoG/fvrC2tn4Xp0FEZPTYeSUiIiLKxKpVqxAXF4e2bdsqv0P45MkTPHz4MMexihQpgmHDhiEwMBAA0K9fP3zxxRcAgJs3bwIAihUrhsePH2Pv3r0QEXTp0uUdnQkRkXHjhE1EREREmbh9+zYePnyIkJAQZd26detgaWmpTNpkaWmZrVgODg4AAHNzc2XZ1NQUwKs7vAAwb948/P7774iKisIPP/yARYsW4cSJE+/sfIiIjBU7r0RERESZaNasGXx9fQEAly5dwqxZs1C3bl1069YNtWvXRnx8PC5fvgwA2LVrF2JiYgC86vT++uuvqFGjBooXL57t402bNg0eHh4oU6YMIiMjERsbi9TUVJiZ8WMbEeVvzIJEK9ScIgAAIABJREFUREREmfDx8YGPjw8A4ODBgwAALy+vdJ9/nT9/Pg4dOgQAuHDhAoYPH45vvvkmR53X1NRUfPfdd3j06BEKFy6MsLAwdlyJiMDOKxEREVG21axZE7du3VKWjxw5orP9t99+y3Df1/cbOnQohg4dCmdnZzx48EBnW1hYGMLCwt5hrYmIPgycsImIiIiIiIgMHu+8EhEREeWyFisu5qj8xi5+uVQTIiLjxTuvREREREREZPDYeSUiIiIiIiKDx84rERERERERGTx2XomIiIiIiMjgsfNKREREREREBo+dVyIiIiIiIjJ47LwSERERERGRwWPnlYiIiIiIiAweO69ERERERERk8Nh5JSIiIiIiIoPHzisREREREREZPHZeiYiIiIiIyOCx80pEREREREQGj51XIiIiIiIiMnjsvBIREREREZHBY+eViIiIiIiIDB47r0RERET/Lzk5GbVq1YK7uzvGjh0LAOjTpw9Kly6N4sWLo27duti6dWuG+2/fvh3+/v4oXrw42rZti5s3b76vqhMRffDYeSUiIiL6f+Hh4bhz547OOl9fX4wfPx5jx47F7du3MXDgQKSmpurte+/ePfTv3x+2trYYN24czpw5g0GDBr2vqhMRffDYeSUiIiICEB0djcWLF2PYsGE664cNG4ZGjRohICAA9vb2UKlU6e6/YcMGpKSk4D//+Q969eqFhg0b4siRI7h+/ToeHN+O4yOCELsiDOdm9sTpSW3w6GwkYn/9EifHNsGVX8ZDNBqIVosba8NRtmxZlChRAnXq1MH/sXfnYVVW6//H32wGURNFUVTCUhBJBNNwwhk150wzTA2njmmFfX8pDhxz+mI5JEo5l1oRWlhpmpomlqY5HCqzcswZwYnBGUTY/P7g6z4SYGBs2MjndV1eh/0867n3veiwrn3vtZ717Nq1qyi6LyJi8WyKOwERERGR4mY0Ghk7diyDBw/Gx8cnx3k/Pz+uXbtGmTJlmD9/PjY2OT9CxcbGAlC9enUAatSoAZBt6fCNMwdxbhtA7PqFnIgMpWrzHjxSuwFXDu7myuE9lHF05vK+DfTo0YMOHTpw4sQJMjIyzNFlEZESRzOvIiIiUupFRUURGxtL3759uXDhAgDXrl3j8uXLACxfvpywsDDKly/P7NmzuX379gO9T5XGnXBu2RvbCpUBcO35Ko4+bQG4nXQBW4cqGGztOXjwIAcOHMDT0xM/P79C6KGISMmn4lVERERKvfj4eBITE+nUqROjRo0CYM2aNUyaNAnImnl94YUX8Pf35/jx4xw5cgTI2uApLS0NAFdXVwDTPbN3/7dWrVqm97Eu+wgAVtY2GGztMNjYYmX4v49jmUZsK1TGa8xyBg8eTHJyMkFBQcydO9fMvRcRKRm0bFhERERKvZ49e1KvXj0Ajh07RlhYGO3bt2fAgAGMHDmSli1bcvPmTTZv3oy9vb2pIHVzc6NevXp899139OrVixkzZrBo0SISEhLYvHkzTZs25fHHH893HqmXY7m4aw3l+7SmUaNGrFu3josXL5qjyyIiJY6KVxERESn1PDw88PDwAGD37t0APPbYYzz22GOcPn2a6OhoDAYDHh4eBAcH4+jomCOGs7MzCxcuZPr06YSGhtKoUaMCz5pa2dhxK+5Ppk7dRkZGBr6+vrz66qv/vIMiIg8BFa8iIiIi9/Dz8yMuLg4AJycnNm/enGfbu+3u6tatG926dcvRzsm3C06+XUyvfUJW5XnuiaAFrBvo+cD5i4g8rHTPq4iIiIiIiFg8zbyKiIiImNma7eMKdsHA9eZJRESkBNPMq4g8sJMnT9K3b1+8vLzw8PDghRde4PTp0znaffvtt3Tu3BkPDw8aNGjA6NGjSUlJKfqERURERKTEUvEqIg/swoULZGZmEhwcTL9+/di5cyfBwcE52h08eBAPDw+mTJmCj48PUVFRLF68uBgyFhEREZGSSsuGReSB+fr68uWXX5per1mzhmPHjuVo99prr2FnZwdA48aN2bFjB0ePHgUgLCyMuXPn8sILL7Bz504Ali5dyjvvvENMTAy9e/dm9uzZpKSk8Prrr7Nz507S09OpXbs2CxYsMD3aQkREREQebpp5FZEHdrcgBThw4ABXrlyhWbNm9223Y8cOAJo3b56tzYEDB+jfvz9xcXE888wzNG7cGDc3N1auXMkff/zB9u3b2bRpE71792b69Om0aNGCO3fumKlnIiIiImJpVLyKyD92/Phxhg4diqurK9OnT8+z3caNG5k5cyb+/v4MGjQo27lhw4YRFBQEQM2aNQkODsbf3x+A2NhYatWqhcFg4Oeff+bIkSO0atUKLy8v83VKRERERCyKilcR+UeOHTtG3759sbW1ZfXq1Tg7O5OZmUlqamq2mdH169fz6quv4ufnxwcffIC1tXW2OA4ODtja2pp+BkxtMjIy8PLyIjo6mmeffZYTJ04wdOhQPv300yLqpYiIiIgUNxWvIvLA4uLieP7550lKSiIwMJD9+/ezbt06zp07h5ubGy+99BIA0dHRBAUF4eDgQK9evdiyZQu7du0q0Hvt27ePqKgoqlSpQoMGDQC4ePFiofdJRERERCyTNmwSkQd25swZEhISAJgxY4bp+N69e7O1O3DgABkZGSQlJTF69GgAWrRoQatWrfL9XmXLlmXXrl1ERERgMBho164dgYGBhdALERERESkJVLyKyAPz8/MjLi4u13P3Hh8zZgxjxozJtd1fz8XFxeHk5ERCQkKOc99++20hZS4iIiIiJY2WDYuIiIiIiIjF08yriBSrXiuP5LvtuoGeZsxERERERCyZZl5FRERERETE4ql4FREREREREYun4lVEREREREQsnopXEflbPXr0wMPDAzc3N7p27Wp6FM57773HU089hbu7OyNHjuT69eu5Xr9q1Srat2+Pm5sbjRo1Yvr06WRmZhZlF0RERESkhNOGTSLyt5566ikCAwO5dOkS77zzDsHBwdy5c4dZs2bRpUsXfHx8mD17Nk5OTkyfPj3H9b/++ivNmjVj+PDhREZGsnjxYjw8PAgICCiG3oiIiIhISVSkxavRaGTChAlUrlyZCRMmcOnSJcLDw7l+/Tp16tRh1KhR2NionhaxNFOnTiU5OZkzZ87w7rvvYjAY+OGHHwAYOXIkTZo04aOPPuLzzz/PtXidPn06dnZ2ADg5OTF06FCOHTsGwKmoWST+/C1VWzxD8u87sSlXgVrPvs65bz4g9VIs1dsGULNjIHduJBMQEMD+/fsxGAzUrVuXjz/+mCpVqhTdLyKfNNaJSGmgsU5EilqRLhvetGkTLi4upteRkZF0796d+fPnU758eb777ruiTEdE8unatWt4e3vTo0cP7OzsmDNnDlWrVgVg9+7d/PrrryQlJXHjxg2SkpJyXH+3cAXYsWMHAM2aNcvWJvXSWSo/6U/qpbP8uTyEyg3bY1OuAvHREaTfvEriL9v48ccfGTFiBJMnT6Z+/fpkZGSYsdcPTmOdiJQGGutEpKgVWfGamJjIL7/8QocOHQDIzMzk4MGDNG/eHIB27doRExNTVOmISAGUL1+eTz/9lNDQUG7fvs0777zDyy+/jLu7O7Nnz6Z79+6UKVMGAHt7+zzjLFu2jI8++ogXX3yRTp06ZTtXw38A1Vo8k/V+rvWo3uZ5HqntDUYjaVcuYe+U9QFp165dnDlzhmeeeYZq1aqZqccPTmOdiJQGGutEpDgU2VqOux9YU1JSALh+/TrlypXD2toagMqVK+c6YwMQHR1NdHQ0ADNnzsTJySnf72tjY1Og9gVVkuOX5NwVv+jj9+nTB4Bvv/2WnTt3YmNjw/79+/n9999xcHCgd+/e3L59m1q1amE0GklLS8PGxsa0ZGzevHlMmTKFwMBA3n//fQyG7N+dWds/gpW1zf/9XB4AK6usNplGI5Xqt2Dnzp1s27aNb7/9loULF7Jp0ybTBydLobHO8uKX5NwV/+GJf7GA7c3Zp8Kgsa70xS/JuSt+0cU391hXJMXrzz//TMWKFalTpw4HDx4s8PUdO3akY8eOptcJCQn5vtbJyalA7QuqJMcvybkrftHF3759O19//TW+vr7Ex8ezZ88eqlatys2bNwkNDaVOnTps376dP//8k9DQUBISEti9ezfPP/88Q4YM4a233iIiIoKQkBAef/xxmjVrxocffoirqyuNGzfOdx5Jv+3gi7irPP7449SuXZvdu3dz7NgxGjZsSM2aNf9xPwuDxjrLjF+Sc1f8hz9+XvJ6T0sY7zTWlc74JTl3xS/++Hkp6FhXJMXr0aNH+emnn9i/fz9paWmkpKTw0UcfcevWLTIyMrC2tiYpKYnKlSsXRToiUgCVKlVi//79fPXVV9jZ2dGkSRPefPNNrK2t2bx5M2fPnsXR0ZHRo0czdOjQXGP88ssvAJw+fZqgoCAAnn/++QIVrwZbezZt+pTY2FjKlCnDM888Q48ePf55BwuRxjoRKQ001olIcSmS4nXAgAEMGDAAgIMHD/L111/z+uuvM3fuXPbu3UvLli3Zvn07vr6+RZGOiBTAk08+meumG05OTqbNl/7Kz8+PuLg40+vw8HDCw8NzbVu733hq9xtveu07e1ue59ZNH1zg/IuSxjoRKQ001olIcSnS3Yb/auDAgWzYsIFRo0Zx48YN/P39izMdERGz0FgnIqWBxjoRMbcif/iWl5cXXl5eADg7OzNjxoyiTkFELMia7ePy33jgevMlUsg01olIaaCxTkSKUrHOvIqIiIiIiIjkh4pXERERERERsXgqXkVERERERMTiqXgVERERERERi6fiVURERERERCyeilcRERERERGxeCpeRURERERExOKpeBURERERERGLp+JVRERERERELJ6KVxEREREREbF4Kl5FRERERETE4ql4FREREREREYun4lVEREREREQsnopXERERERERsXgqXkVERERERMTiqXgVERERERERi6fiVURERERERCyeilcRERERERGxeCpeRURERERExOKpeBURERERERGLp+JVRERERERELJ6KVxEREREREbF4Kl5FRERERETE4ql4FREREREREYun4lVEREREREQsnopXERERERERsXgqXkVERERERMTiqXgVERERERERi6fiVURERERERCyeilcRERERERGxeCpeRURERERExOKpeBURERERERGLp+JVRERERERELJ6KVxEREREREbF4Kl5FRERERETE4tnkt+Eff/xBtWrVqFatGsnJyaxcuRKDwcCAAQOoVKmSOXMUERERERGRUi7fM6/Lly/HYMhqHhERQUZGBlZWVixdutRsyYmIiIiIiIhAAWZek5KScHJyIiMjgwMHDrBo0SJsbGwYMWKEOfMTERERERERyX/xWrZsWa5cuUJsbCyPPvoo9vb2pKenk56ebs78RERERERERPJfvHbp0oWQkBDS09MZMmQIAEeOHMHFxcVcuYmIiIiIiIgABShen332WZo2bYrBYKB69eoAVK5cmZEjR5otOREREREREREoQPEKULNmzfu+FhERERERETGH+xavr7zySr6CLF68uFCSEREREREREcnNfYvXUaNGmX4+fvw4O3bsoGvXrlStWpXLly+zZcsW2rRpY/YkRUREREREpHS7b/Fav35908/Lly9n4sSJVK5c2XSsUaNGvP322/Ts2dN8GYqIiIiIiEipZ8hvw6SkJOzt7bMds7e3JykpqdCTEhEREREREblXvjds8vX1ZdasWTz33HNUrlyZxMREvvrqK5566ilz5iciIiIiIiKS/+J1+PDhfP7553zwwQckJSXh6OhIixYteP75582Zn4iIiIiIiEj+i1c7OzsGDhzIwIEDzZmPiIiIiIiISA4Fes5rfHw8p0+fJjU1Ndtxf3//Qk1KRERERERE5F75Ll7XrFnDl19+yWOPPUaZMmWynVPxKiIiIiIiIuaU7+J106ZNvP322zz22GPmzEdEREREREQkh3w/KsfOzg4XFxdz5iIiIiIiIiKSq3wXr/369WPFihUkJydjNBqz/RMRERERERExp3wvG160aBEA27Zty3EuKiqq8DISERERERER+Yt8F68LFiwwZx4iIiIiIiIiecp38Vq1alUAjEYjV69epWLFihgM+V51LCIiIiIiIvLA8l283rp1ixUrVvDjjz9iNBqxtrbGz8+PYcOGUa5cuftem5aWxpQpU0hPTycjI4PmzZsTEBDApUuXCA8P5/r169SpU4dRo0ZhY1OgR8+KiFgMjXUiUhporBOR4pLvEeXDDz8kNTWVsLAwqlatyuXLl/nss89YsWIFQUFB973W1taWKVOmYG9vT3p6OpMnT+bJJ59kw4YNdO/enZYtW/L+++/z3Xff8fTTT//jTomIFAeNdSJSGmisE5Hiku91v7/++iujRo2iZs2a2NraUrNmTV599VUOHDjwt9daWVlhb28PQEZGBhkZGVhZWXHw4EGaN28OQLt27YiJiXnAboiIFD+NdSJSGmisE5Hiku+ZVzs7O65du2a69xXg2rVr+V4OYjQaGT9+PBcuXKBz5844OztTrlw5rK2tAahcuTJJSUm5XhsdHU10dDQAM2fOxMnJKb9pY2NjU6D2BVWS45fk3BX/4Yl/sQBtzdmfwqKxzvLil+TcFf/hiV+QsQ4sf7zTWFf64pfk3BW/6OKbe6zLd/Hq7+/P9OnT6d69u2nZ8MaNG+nYsWO+rjcYDLzzzjvcvHmTOXPmEB8fn+8kO3bsmO19EhIS8n2tk5NTgdoXVEmOX5JzV/yHP35u8nq/mjVrFmke96OxzvLil+TcFf/hj58XSx/vNNaVvvglOXfFL/74eSnoWJfv4rVPnz44Ojry448/kpSUROXKlenVqxft27cvUILly5fHy8uLY8eOcevWLTIyMrC2tjbFFBF5GGisE5HSQGOdiBSlfBevVlZW+Pv74+/vX+A3uXbtGtbW1pQvX560tDR+++03evXqhZeXF3v37qVly5Zs374dX1/fAscWEbEUGutEpDTQWCcixSXfxeuKFSto2bIl9erVMx07evQoe/bsYciQIfe9Njk5mYULF2I0GsnMzKRFixY89dRTPProo4SHh/PZZ59Ru3btByqMRUQshcY6ESkNNNaJSHHJd/H6448/MmjQoGzH6tSpwzvvvPO3xetjjz3G7Nmzcxx3dnZmxowZ+U1BRMSiaawTkdJAY52IFJd8PyrHysoKo9GY7djdb9xEREREREREzCnfxaunpyefffaZqYA1Go18/vnneHp6mi05ERERERERESjAsuGhQ4cyc+ZMRowYYdpK2dHRkfHjx5szPxEREREREZH8F69VqlRh1qxZHD9+nMTERKpUqYK7uzsGQ74nb0VEREREREQeSIEqT6PRSEZGBpmZmXh4eJCWlkZqaqq5chMREREREREBCjDzevbsWWbNmoWtrS2JiYn4+flx6NAhduzYwRtvvGHOHEVERERERKSUy/fM6wcffEC/fv0IDw/Hxiar5q1fvz5HjhwxW3IiIiIiIiIiUIDi9dy5c7Ru3TrbMXt7e9LS0go9KREREREREZF75bt4rVq1KidPnsx27Pjx41SvXr3QkxIRERERERG5V77vee3Xrx8zZ86kU6dOpKens3btWrZu3cqIESPMmZ+IiIiIiIhI/mden3rqKf79739z7do16tevz+XLlwkODqZhw4bmzE9EREREREQk/zOvALVr1+Zf//qXuXIRERERERERyVW+Z143bNjA6dOnATh27BivvPIKr732GseOHTNXbiIiIiIiIiJAAYrXjRs3Uq1aNQA+/fRTevTowXPPPcdHH31krtxEREREREREgAIUr7du3aJcuXKkpKRw+vRpunbtir+/P/Hx8ebMT0RERERERCT/97xWqVKFo0ePEhsbyxNPPIHBYODWrVsYDPmuf0VEREREREQeSL6L1xdffJG5c+diY2PDmDFjAPjll19wd3c3W3IiIiIiIiIiUIDitXHjxixdujTbsebNm9O8efNCT0pERERERETkXvctXi9dumTapOnixYt5tnN2di7crERERERERETucd/iNTg4mIiICABef/31PNtFRUUVblYiIiIiIiIi97hv8Xq3cAUVqCIiIiIiIlJ8tFWwiIiIiIiIWLz7zrxOnjwZKyurvw0ybdq0QktIRERERERE5K/uW7z6+/sXVR4iIiIiIiIiebpv8dquXbsiSkNEREREREQkb/ctXr/77rt8BdEMrYiIiIiIiJjTfYvXnTt35iuIilcRERERERExp/sWr1OmTCmqPERERERERETydN/iNTMz07TbsNFozLOdwaAn7oiIiIiIiIj53Ld4HTJkCB9//DEA/fv3z7NdVFRU4WYlIiIiIiIico/7Fq9hYWGmnxcsWGD2ZERERERERERyc9/i1cnJyfRz+fLl2bRpE6dPnyY1NTVbuzfffNM82YmIiIiIiIjwN8XrvebOnYvRaKRp06bY2dmZMycRERERERGRbPJdvP75558sX74cG5t8XyIiIiIiIiJSKPK9TbCnpydxcXHmzEVEREREREQkV/meRn311VeZMWMG7u7uVKpUKdu5vn37FnpiIiIiIiIiInflu3j99NNPSUxMpGrVqqSkpJiO330OrIiIiIiIiIi55Lt43b17N++++y6Ojo7mzEdEREREREQkh3zf8+rs7Iy1tbU5cxERERERERHJVb5nXlu3bs3s2bPp0qVLjnteGzRoUOiJiYiIiIiIiNyV7+J1y5YtQNa9r/eysrJiwYIFhZuViIiIiIiI/K2oqChGjx6d4/jevXtxdXXNduyTTz4hPDycK1eu0KZNG8LCwqhcuXJRpfqP5bt4XbhwoTnzEBERERERkQJq0aIFixYtAiA9PZ3g4GAqVqxI9erVs7X7448/mDBhAq1bt6ZNmzbMnDmTqVOn8t577xVH2g8k3/e8ioiIiIiIiGWpVasWvXr1olevXpQpU4a0tDT69euHra1ttnarV68GYMKECbz66qv4+vqybt06UlNTCQ0NxcXFhTFjxtC0aVOaNm3Kjh07GDBgAHXr1mXcuHEApKSkMHz4cDw9PXF3d6dTp04cPXq0yPqq4lVEREREROQhEBkZicFg4MUXX8xx7uzZswCmGdkaNWqQnp5OfHy8qc2BAwfo378/cXFxvPjiizRu3Bg3NzdWrlzJH3/8wfbt29m0aRO9e/dm+vTptGjRgjt37hRN51DxKiIiIiIiUuKdPn2aXbt20a5duxz3uuYmMzMzx7Fhw4YRFBQEZD1tJjg4GH9/fwBiY2OpVasWBoOBn3/+mSNHjtCqVSu8vLwKtyP3oeJVRERERESkhIuMjCQzM5NBgwYBWcVpamqqaWa0Vq1aAJw/fx6ACxcuYGNjQ82aNU0xHBwcTMuNHRwcAEyPS83IyMDLy4vo6GieffZZTpw4wdChQ3Ns6GtOKl5FRERERERKsLS0NFavXo2LiwsdOnQA4Ny5c7i5ufHSSy8B0LdvXwBmzZrFokWL+Omnn3jmmWewt7fP9/vs27ePqKgoqlSpYnpc6sWLFwu5N3nL927DIiIiIiIiYnm++eYbEhMTGTt2LAZD7vOTPj4+vPXWW8yfP5///Oc/tG/fnmnTphXofcqWLcuuXbuIiIjAYDDQrl07AgMDC6ML+aLiVUREREREpAS7u9vwvVxdXYmLi8t2bMiQIQwZMiTH9ZMmTeKVV14xvb73ujFjxjBmzBjT62+//baQsi44LRsWERERERERi6fiVURERERERCyelg2LiIiIiIhYgF4rjxSo/bqBnhYV39w08yoiIiIiIiIWTzOvIiIiIiIihWzSpEmsX7+ehIQEOnToQEREBABr165l7ty5xMXF4ejoSEBAAOPHj89xfcJPmzm9+p0cx70nrKRM5epmz98SaeZVRERERETEDP66A3BKSgr/7//9P5KSkpg0aRKVKlXivffeY9++fTmurVCnIXUGTKTOgInUfmECVta22DziiG1Fp6JK3+KoeBURERERESlkoaGhDB8+PNuxjIwMDAYDlSpVonXr1jz66KMAVKhQIcf1ZSrXoPKT/lR+0h8rGzsyM+7g1KQLBmsbrp34lZ/GdSAwMJBu3brxxBNPEBERwbRp06hbty59+vTh6tWrAISFhdGwYUPq1KnD77MCSdy/zfydNxMVryIiIiIiIkXgkUceYc6cOcTFxdG2bVuio6MZN24c9evXv+91l/dtACsDVZv1yHY8JiaGgIAAMjMzmThxIvHx8XTp0oV9+/axevVqrly5wty5c/Hw8GDWrFlUbtQRMo3m7KJZFck9rwkJCSxcuJArV65gZWVFx44d6datGzdu3GDevHlcvnyZqlWr8sYbb/DII48URUoiIoVOY52IlAYa60QeXFpaGosWLaJatWpMnTqVyMhI5s2bR7t27WjYsGGu16QmxnP9+H4q1mua417XTp06MWTIENauXctPP/1ESEgIsbGxrFmzhtjYWMqXL0+1atU4efIkMTEx2FV0plKD1kXRVbMokuLV2tqawMBA6tSpQ0pKChMmTMDHx4ft27fj7e3Ns88+y1dffcVXX33Fiy++WBQpiYgUOo11IlIaaKwTeXCHDh3iyJEj9O/fn27dupGSksKOHTvYvXs3DRs2xJieBoDBxs50zeW9X0NmJlWb98wRz8HBAQBbW1vTa2trayBribKtrS1bt25l48aNHDx4kDNrw7l+8gB1+v/b3F01iyJZNuzo6EidOnUAKFu2LC4uLiQlJRETE0Pbtm0BaNu2LTExMUWRjoiIWWisE7FMqamptG7dGhcXFyZOnJhrm88++ww/Pz/c3NwYMGAA58+fL+IsSw6NdSL5Ex0dzfr16wGIj49n1apV3L59GxsbG7Zt20ZkZKRpB2I3NzcA/nhnCL9O7W2KYUy/Q+JP32JXqRrolSfdAAAgAElEQVQVPZsVOIcbN24QGhqKwWDAx8cHg40dd64lFkLvikeRPyrn0qVLnDp1Cnd3d65evYqjoyMAlSpVMt1U/FfR0dFER0cDMHPmTJyc8r/Dlo2NTYHaF1RJjl+Sc1f8hyf+xQK0NWd/CpvGOsuJX5JzV/zCiT9p0iQuXLgAgL29fY72P//8M8HBwbRs2ZLXX3+dkJAQJk+ezNq1a4tlrIOSM95prCs98Uty7sUVf/ny5fzwww8AHD58mLFjx/LBBx+wbNky3n77bSZPnoyTkxMhISEMGDAg17hX/thJ+s0r1Ow8FCtDznnHu2Pa3ZnXypUrU7FiRdM5Z2dnLl26xMyZM0lJSaGMkysunYflu18F/Z2Ze6wr0uI1NTWVsLAwhgwZQrly5bKds7KywsrKKtfrOnbsSMeOHU2vExIS8v2eTk5OBWpfUCU5fknOXfEf/vi5yev9atasWaR5/B2NdZYVvyTnrvj/PP6hQ4d47733GDt2LKGhoaSmpuZov3nzZjIzM+nXrx99+vRh5cqVfPPNNxw7dozz58/z9NNP4+/vT2JiIqdOnSIkJIRTp04RGRmJt7c3H374IRUrViQsLIyIiAiuX79OjRo1CA4Opnfv3nlkdn8lYbzTWFe64pfk3Isr/qeffppn+06dOmV7ffdan5BV2Y7f3W34rxzcnsR39jYmDfQkISEh23t5eXkRFxcHwM2bN7Od67XySD57lD0vcynoWFdkuw2np6cTFhZG69atadYsa8q7YsWKJCcnA5CcnGxasy0iUlJprBOxHEajkbFjxzJ48GB8fHzybFelShUA/vOf/3D8+HFOnTpFZmYm586dM7Up6I6effr0wWgsuTt6/h2NdSJSHIqkeM3MzGTJkiW4uLjQo8d/t3f29fVlx44dAOzYsYMmTZoURToiImahsU7EskRFRREbG0vfvn1Ny4avXbtGYmL2+7169uxJkyZN+OSTT2jbti137twBoEyZMqY2d3f0rFevHkajkZCQEAICAgBy3dGzRo0adOvWrYh6WrQ01olIcSmSZcNHjx7lhx9+oFatWowdOxaA/v378+yzzzJv3jy+++4705bqIiIllcY6EcsSHx9PYmJituV5a9asoUyZMrz11ltAVoFapkwZ1qxZw+HDh7GxsWHKlCnExMRQq1YtTp48CRR8R88JEyawZ88e5s+fX5RdLhIa60SkuBRJ8erp6cnq1atzPTd58uSiSEFExOw01olYlp49e1KvXj0Ajh07RlhYGO3bt2fQoEG0adOGpKQk/vzzTzIyMpg2bRpeXl4cOHCAnTt38vLLL1O2bNl8v9fdHT19fX3x8fFh7dq1ptneh43GOhEpLkW+27CIiIhIUfDw8MDDwwOA3bt3A/DYY4/luP/VysqKPXv2EBkZSdmyZRk6dCgTJkwo0HtZW1sTFxfH1q1bSU1Nxd3dnXHjxhVOR0REBFDxKiIiIqWAn5+fafdNgH379pl+NhgMbN26Ndfr2rZtm+26L774Is+Y954TEZHCV2S7DYuIiIiIiIg8KM28ioiISKlX0GcfrhvoaaZMREQkL5p5FREREREREYun4lVEREREREQsnopXERERERERsXgqXkVERERERMTiqXgVERERERERi6fiVURERERERCyeilcRERERERGxeCpeRURERERExOKpeBURERERERGLp+JVRERERERELJ6KVxEREREREbF4Kl5FRESkyEyaNImGDRvi4uLCoEGDAEhOTiYwMJCGDRvi5uZGz549+e2333K9PiwsDBcXF9O/MmXK4OLiUpRdEBGRYmJT3AmIiIhI6dKrVy+WL19uen3jxg0uXLjAa6+9xo0bN5g7dy4vv/wye/fuzXFt9+7dcXd3B7KK3okTJ9KgQYMiy11ERIqPilcREREpMqGhocTGxmYrXmvUqMGWLVswGLIWhH377bf8/vvvpKSkULZs2WzXe3p64unpCcCSJUsACAwMBCAqKorRo0fTq1cvDh06RFJSEjNmzOCbb75h8+bNtGnThvfffx+DwUBISAgbNmwgNTUVV1dXrNqPwMG9UVH8CkRE5AFp2bCIiIgUKxsbG1Pheu7cOY4fP46Pj0+OwvVemZmZREZG4uDgQJ8+fbKdi4mJYdCgQSQlJTFy5EgcHBxo2rQpW7ZsITo6mkOHDhEZGUmrVq2YMWMGnTt3JtOYYdY+iojIP6fiVURERCzCpUuXCAwMpEyZMoSHh9+37Y8//sipU6fo378/5cqVy3aub9++DBs2DGdnZwCmTp1Kz549ATh79izOzs6ULVuWgwcPcuDAATw9Pang9qR5OiUiIoVGxauIiIgUuwsXLtC3b18uXbrEqlWrqFevnulcamoqaWlp2dp/8sknAIwYMSJHrIoVKwJZM7r29vbY2dmZZnaNRiNVq1bl+++/Z/DgwSQnJxMUFMT5rRHm6pqISKE7u24Bv/7vc9k2v7srMzOTvn375nruXkeWjOancR1M//ZPfsbcaf9jKl5FRESkyERHR7N+/XoA4uPjWbVqFYcPH6Zv376cOHGC/v37c/r0adatW8etW7cAcHNzo0uXLqYYly9fZsuWLTRp0gQvL68C53DixAkWLVpE+fLladQo6z7XtGuJhdA7EZGiU7lh+1yPr1y5kl9//TVfMeyr1aLOgInUGTCRx58fW5jpmYU2bBIphU6ePMm4ceM4fPgwd+7coXHjxsycOZPHH3881/Z//vknnTt35vbt2yxdupQePXoUbcIi8tBYsmQJe/bsAeDw4cOMHTuWuXPncurUKQAWL15sart3794cS4Iha2OmO3fumDZqKih7e3t+//13vvzySzIyMvD19SW13QsPFEtEpDjU6hXE7aQLXPpxbbbjFy9e5K233mLcuHFMmzbtb+PYPOJIRc/mWNtnH2t/GteBMk4uvLzjSbZv306PHj1o3bo1kydPpkKFCixduhRvb282b95MaGgo8fHxODo68ky5TCY94Vqofc2Wr9kii4jFunDhApmZmQQHB3Py5ElWrFhBcHAwX3zxRY62mZmZjB071rTkTkTkn8htnAHo169fntfExcVlex0UFERQUFCuMe6Ns2/fvjzPbdiwIdu1vVYeuX/iIiIlwJtvvkmrVq3o2rVrvorXG6d+Y//knhjKlKN6uxeo2WGg6dzthDg8PAKIjY0lKiqKgwcPMmzYMObMmcO8efNYsWIFc+bMITU1lVmzZpGcnMzVVR+Ys3taNixSGvn6+vLll18ydOhQQkNDqVSpEseOHcu17ccff8y5c+d48cUXsx3fsWMHLi4uBAYG0q1bN5544gkiIiKYNm0adevWpU+fPly9ehWAsLAwGjZsSJ06dWjZsiVr167N7a1ERERE5AHt3LmT7777juHDh3Pu3DkAUlJSuHDhQq7tHb1bU/uFf1PnxcnYVapK/JYVXD/1m+m8bUUngoODadu2LQBDhgzh9ddfB7I2vwOoXbs2V65cYceOHWRmZjLA1cmcXdTMq0hpZGdnZ/r5wIEDXLlyhW7duuVod/78eWbOnMn8+fP57bffcpyHrEdSTJgwgZkzZzJx4kS6detGly5dWLNmDatXr+b5559n7ty5+Pn5ERAQwNmzZzEajWbrm4g8nAo6M7puoKeZMhERsUzx8fGkpqbSu3dv07Hdu3fzP//zP0RFRZGWlobxThoG26zPgc4t/9vuzvUkYtctIPXiGSrU9gHA2v4RAGxtbQGoUKEC1tbWAKbPcgsWLOCbb77hwIEDLF68mA9uXOU//j5m66NmXkVKsePHjzN06FBcXV2ZPn16jvNvv/02Pj4+uLu7c+XKFSBro5SbN2+a2nTq1IkhQ4ZQr149jEYjISEhBAQEABAbG0v58uWpVq0aJ0+eJCYmhho1auRaKIuIiIhI/lw5vJekA98D/938rlatWixdupSlS5fy9ttvA+Dj48Po0aMBGDBgAL9M7Mqdm1dJT7nBkcVvcHHnl1ze+zWXdn4JVgbKPVovz/fMzYwZM0hISKB+/fo4OTmRlJZOujGzcDt7D828ipRSx44dIyAggDJlyrB69WqcnZ3JzMzk9u3bWFtbY2try/nz59mzZw+tWrUyXffmm2/i4OCAp2fWrIaDgwPw32/lHBwcTN/KZWRkYGtry9atW9m4cSMHDx5kwoQJ7Nmzh/nz5xdxj0VEREQeDhd2rObGyQNA9s3v7t7bHxsbC0DVqlVp1qxZjusNNnbYPlKR899/SkbqTcpUqUHtfuMp/6hHgfJIT09n4cKFJCcn4+zszP/Wd8XGYPUPe5c3Fa8ipVBcXBzPP/88ycnJjBs3jv3797N//34aN25M8+bN6dChAxEREYwZM4bExKzHR3z99dds2LCBESNG0Lx5c9NM7N+5ceMGoaGh+Pr64uPjw9q1a/O890JERERE/p7nyLlA3rdIuLq65tjs7osvvsh2C4Zb4NQ84/vO3mb6ecyYMYwZM8b0+t6406dPz7Z6L2O4eZ8Vq+JVpBQ6c+YMCQkJQNZyj7v27t2brV2LFi1MPx89ehSAxo0b4+Liku/i1dramri4OLZu3Upqairu7u6MGzfun3ZBREREREoZFa8ipZCfn1+Ob+Puyuv4X791a9u2bba29z7+4q/x83o0hoiIiIhIfql4FRERERERKQXWbC/g6reB682TyANS8Soi96XHU4iIiIiIJdCjckRERERERMTiqXgVERERERERi6fiVYrNpEmTaNiwIS4uLgwaNOi+bVNTU2ndujUuLi5MnDixiDIUERERERFLoXtepVj16tWL5cuX/227efPmcf78+SLISERESqOSvomJiEhpoJlXKTahoaEMHz78b9sdOnSIZcuWERwcnOOci4sLrVq14uWXX8bDw4PRo0ezdu1avL298fPz4/fffwdg8+bNtGzZktq1a9O4cWOmTZtW6P0REZHid3bdAn793+dyrOoZPnw4TzzxBHXq1KF9+/Zs3Lgx1+vnHoun1qafc/wTEZHip+JVLJrRaGTs2LEMHjwYHx+fXNucOnUKDw8P3NzciIqKYsmSJQwbNowzZ84wb948AObMmUNqaiqzZs1ixIgRlCtXrii7YRHyWqY9f/58mjRpgouLC/7+/veNkbh/G7/PHszP/+7CgekBxG1eYe60RUQKrHLD9jmO1atXj0mTJjFx4kTi4+P5n//5H9LT03O0617DkQVP1mbBk7UJre8KQAOHsmbPWURE/p6KV7FoUVFRxMbG0rdvXy5cuADAtWvXSExMNLWpXr06wcHBtG3bFoAhQ4bw+uuvA3D27FkAateuzZUrV9ixYweZmZkMHDiwiHtiGXr16pXjWHp6On369PnbazPSUjkdNYv0W1dx7T4Sm3IOnP9uJddP/WaOVEVEHkitXkE4t+6b43hwcDBdu3alVatWODg4YGVllev19SqU5ZmalXmmZmVSjUYABtaqCsDn5xKotelngvafpF27dvj4+LBx40aCgoJwd3dn2LBhpKenYzQaGT9+PF5eXri5udGuXTt+TLhmvk6LiJQSKl7F4ty+fZvbt28DEB8fT2JiIp06dWLUqFEArFmzhhkzZpjaV6xYEQBbW1sAKlSogLW1NZA1cwuwYMECwsLCqFatGosXL6Znz55F1h9Lkdcy7TfeeIOQkJC/D2A0gpUBm7IOVKjbGDtHZwCs7csD8NO4Dvw+e1CBl3CHHo4tvE6KiNyHn58f/v7+JCYmEh4ejo1N3lt/ZGZmsupsAhVsDPSuWTnbuZ+SbzBo0CCSkpIYOXIkDg4ONG3alC1bthAdHc2hQ4eIjIykVatWzJgxg86dO5ORae7eiYg8/FS8SrGJjo5m/fqsDS/i4+NZtWoVJ0+epE2bNjRo0ACAnj17snTpUpYuXcqYMWMAaN++/d/uTvxXM2bMICEhgfr16+Pk5ERSUlKuy8Ukb9b25Xj8+TGkXbnIwTlDuXp4LzU7D6NcDTdTm9sJcQVfwv1/XzSIiJjb8uXLCQsLo3z58syePdv0RWludide59St2/SuWYVyNtnHqedcqjBs2DCcnbO+xJs6darpS9GzZ8/i7OxM2bJlOXjwIAcOHMDT05MWVSqYr2MiIqWEilcpNkuWLOHtt98G4PDhw4wdO5aYmJhsbTw8POjRowc9evSgefPmADz22GN53v+al/T0dBYuXMjYsWO5ceMG06dPv+837pKTMf0OF7ZHYVuhMm6BU3Hw8OV8dAQ3Y4+a2thWdCrwEu4Brk5F3xkRKZX8/Px44YUX8Pf35/jx4xw5cgTIehxb2v+t1Lkr8mwCAIGPVc0Rx8E2q5i1sbHB3t4eOzs7DIasj1RGo5GqVavy/fffM3jwYJKTkwkKCiL8z3hzdk1EpFTQp3cpNl988UWux/v165frcT8/P+Li4rIdu/f1mDFjTLOzfz03ffp0pk+f/k/SLZXS0tIw3knDYGtHyvkTpFw4hVOTrjh6t8Z4J5Vrx37i+olfKe9aDwBr+0eAv1/C/c0333DgwAEWL17MBzeu8h//gn0ZISKSlyuH95Jy4RTw31U9jRo14t1336Vly5bcvHmTzZs3Y29vT61atQBwc3PD4xF7ott4AXD59h2+vXgFX8fy1KtQ8M2aTpw4wbJly/D29qZRo0asW7eOi7fvFF4nRURKKRWvIqVEdHQ0R49mzZLe/UDXvHlzLl26xMmTJwG4evUqq1atwtvbG29vbwYMGMAve/bQcMoa7CpVw8pgzdUj+7i8dwMJP38LgH1V1wLlMWPGDB599FHq16/PDz/8wMmkRNKNmdgYct88RUSkIC7sWM2NkweA/67qGTNmDKdPnyY6OhqDwYCHhwfBwcE4OjrmGmP1uUTuZGbyYq2cs675YW9vz++//86XX35JRkYGvr6+vFIu5YH7JCIiWVS8ipQSS5YsYc+ePcB/P9DNnTuXPXv28PnnnwNw4cIFxo4dy+jRo/H29s52vW2FyjweMI7z2yI5u34BNuUrUqPDi1Ty8itQHneXcCcnJ+Ps7Mz/1ndV4SoihcZz5FwA1g30zHZ89OjReV4TFxdHxvBnTK9fc6vOa27Vc7R7/lEnnn/0v7c67Nu3z/Rzv379sq0c2rBhQ7Zr740vIiIPRsWrSClxv2Xa4eHheV7Ta+UR0+sqjTtSpXHHXNv6zt5m+rkgS7j1gU5EREQswQcffMCyZcu4dOkSzs7OvPzyywwbNizXtomJibRt25bk5GQmTZrEm2++WcTZlk7asEnyNGnSJBo2bIiLi8t9d/eNiYmhY8eO1K5dm86dO5seiSIiIiIiUhKcPHmSqVOnYjAYmDJlCnfu3GHSpEk59lu5a/LkyaSmphZxlqKZV7mvXr16sXz58jzPp6amMnz4cOzt7ZkyZQrz58/n5ZdfZteuXUWYpZjTmu3jCnbBwPXmSURERETETO5uLFm9enVatWpFVFQUycnJ2Nvb52i7bds2tm7dymuvvcacOXNMx2NjY2nevDm+vr7Y29uzf/9+hg8fToUKFQgPD8fV1ZUVK1bg6urKJ598wrvvvktiYiJOTk689NJLjBw5ssj6W1Jp5lXyFBoayvDhw+/b5vvvv+fy5csMHjyYIUOG8MILL3D27Fl2797Njh07cHFxITAwkG7duvHEE08QERHBtGnTqFu3Ln369OHq1asAhIWF0bBhQ+rUqUPLli1Zu3ZtUXRRRERERAR3d3f+/e9/ExMTQ9u2bfnjjz+YNWsWVapUydbu5s2bhISEEBISQs2aNXON9euvv+Lv74+joyPh4eF8//33BAQEcOjQIT744AMA3nrrLSpVqsTs2bMZPHiwHuGYType5R+5++zO6tWzNraoUaNGtuOQtaw4ICCAzMxMJk6cSHx8PF26dGHfvn2sXr2aK1euMHfuXDw8PJg1axZ9+vQxffslIiIiImJuiYmJrFixAi8vL1asWEH9+vV58803iY/P/ozmhQsXUrZsWdq0aUNiYiIAycnJJCcnm9o0atSIESNG0KRJEwCCgoJM987GxsYCWc+9P3/+PD/++CPlypXjueeeK4pulngqXqVQZWZm5jjWqVMnhgwZQr169TAajYSEhBAQEABk/QGXL1+eatWqcfLkSWJiYqhRowbdunUr6tRFREREpJTavXs3Fy5coGvXrnTu3JmuXbty48YNfv75Z1JTU0lLSwOyHjd4/Phx2rRpw1tvvQVkPcN+yZIlplgODg4AptlUBwcH03PvMzIyAFi9ejWTJ0/mkUceYcaMGQwdOrTI+lqSqXiVArt9+za3b98GMD3g/fz580DWo1buPQ7//QO2tbU1vb73D9jW1patW7fy+uuvAzBhwgTGjSvgfZYiIiIiIg/o7mfXNWvW8Omnn5puYatTpw5ubm506dIFgKFDh7J06VKWLl3KkCFDAOjbty+9e/cu0PtNmTKFlJQUvL29cXBw4OLFi4XXmYeYilfJU3R0NOvXZ22+Ex8fz6pVqzh58iRt2rShQYMGALRv3x4nJyciIiL4+OOP+eyzz3B1dcXPL//P/rxx4wahoaEYDAZ8fHwoU6aMqQgWERERETG3hg0bMnnyZNLS0pg4cSJpaWm89dZbeHl55WjXo0cPevTogY+PDwBPPPEEnp6euYXN07Vr15gzZw4TJkygfPnyTJ06tbC68lDTncGSpyVLlrBnzx4ADh8+zNixY5k7d262Nvb29ixdupSJEycyZcoUPDw8eOedd0wzq/lhbW1NXFwcW7duJTU1FXd3d828AlevXmXSpEls3bqV9PR0vL29WbNmTbY2YWFhOf6bAHlu6y4iIiIiuRsxYgQjRozIcTyvz1X9+vWjX79+pteurq7Z2oaHhxMeHp5rnGXLlhVGyqWOilfJ0xdffJHr8Xv/SAGaN2/Otm3bcrRr27Zttj/Se+P5+fnleU6yjBkzhi1btvCvf/2LunXr8tNPP+Vo0717d9zd3YGszQImTpxomhUXEREREXmYaNmwiAU6c+YM33zzDc8++ywhISH069cv1xlWT09PevXqRa9evUwPyg4MDAQgIiICFxcXXn31Vdq1a4ePjw8bN24kKCgId3d3hg0bRnp6OkajkfHjx+Pl5YWbmxvt2rXTc3pFRERExOIUyczrokWL+OWXX6hYsSJhYWFA1n2O8+bN4/Lly1StWpU33niDRx55pCjSEbF4x44dA7KeE1a3bl2sra156aWXmDhxYq7tMzMziYyMpEKFCvTp0yfbuZiYGF555RUmT57MyJEjCQwMpGnTpmzZsoXo6GgeffRRIiMj6dGjBx06dODEiROmnfCkYDTWiUhpofFOSqteK48UqP26gQW7F1bur0hmXtu1a8e///3vbMe++uorvL29ee+99/D29uarr74qilRESoS727HfunWLxYsX4+vry6JFi/jhhx9ybf/jjz9y6tQp+vTpQ7ly5bKd69u3L8OGDcPZ2RmAqVOn0rNnTyDrebzOzs6ULVuWgwcPcuDAATw9PQu04Zb8l8Y6eVg1a9YMFxcX079OnTrlaBMWFpatzd1/8nDSeCfFIT9jEcB7773HU089hbu7OyNHjuT69etFnKmYS5EUr/Xr18/xzVtMTAxt27YFsu6NjImJKYpUHiqTJk2iYcOGuLi4MGjQoDzb9ejRAw8PD9zc3OjatSt79+4twizlQdzdrr1Zs2Z069bNVGyeOXMm27PG7vrkk08Acv3/QcWKFYGsZ43Z29tjZ2eHwZD1p280GqlatSrff/89gwcPJjk5maCgoFyXKMvf01gnD7PmzZuzaNEiFi1alOsqkO7du5vO3332oe7Bf3hpvJPi8ndj0caNG5k1axZPPvkko0aN4uuvv2bWrFnFkKmYQ7Ft2HT16lUcHR0BqFSpElevXs2zbXR0NNHR0QDMnDkTJyenfL+PjY1NgdoXVHHGt7e3p1+/fixcuBA7O7s827Vq1YpXXnmFixcvMnXqVMaPH8/Bgwcf6t9NSY/frl07GjRowO7du1m3bh1r1qzB2tqap59+Gjc3N+rXr8/+/fsBuHjxIlu2bMHPz49WrVqZYtwtUMuVK4eTkxPW1tZYWVnh5OREhQoVTOeSkpJYsWIFjRo1olWrVqxbt46rV6+acivoU8cK+jsrSHxz/vcwF411xR+/JOduKfGtra2pW7cuAQEBpvHjr1q1amUag+5+AfbKK69gY2PDpk2bGD58OAEBAfz2228kJiYyf/58vvrqK9avX0+HDh347LPPMBgMjBo1ii+//JKUlBQef/xxwsPDad++fYH7Zc6xyBLjW4L8jnca60pmfEvIPT9j0a+//grA+PHj8fPzIyIigi+++IJly5aViLHI3PFL+lhnEbsNW1lZYWVllef5jh070rFjR9PrhISEfMd2cnIqUPuCKs74EydOJDY2loULF5KWlpZnu/Hjx5OcnMyZM2ews7MjMzOThIQEDh48yNNPP42/vz+JiYmcOnWKkJAQTp06RWRkJN7e3nz44Yem+1kiIiK4fv06NWrUIDg4+G8fxvww/+6LIv57771HcHAwb7zxBjVr1uTdd981Lf3NyMgwXbt48WLu3LnDCy+8kC2e0WgEspYeJyQkkJGRYfpvf3f5zK1bt0hJSSEmJoaVK1eSkZGBr68vw4YNe+C+m/N3llfsmjVrmu09C5PGuuKJX5Jzt5T4GRkZREZG8sknn1ClShVCQkLo379/rm0zMzN5//33qVChAk8//TTp6emmMWfXrl2me/AHDBhAYGAgTZo04euvv+azzz7j0UcfZdmyZdnuwU9KSnqg/pvzd1ac8R+G8U5jXcmMbwm552csunv71DfffGP6DJSens7Fixc1FpWg+HmNdcW223DFihVJTk4Gsh7x4eDgUFypPPSuXbuGt7c3PXr0wM7Ojjlz5mQ7HxMTQ0BAAJmZmUycOJH4+Hi6dOnCvn37WL16NVeuXGHu3Ll4eHgwa9Ys+vTpYyqMxHzq1avH119/zU1zkdoAACAASURBVMmTJ9m1a5fpy4K4uDi+++47U7ugoCDi4uJ47rnnsl0/aNAg4uLiGDlyJAD/n73zjorqWh/2w9Al9gI6oiBVEbBg73qJkWBQo2KsgD/L5zXRKNgQS7BGLDGKGEturIEYFbtijQh6wShRwShiAEGMgIgFkDLfH3PnBKQ4KBZ0P2uxZObss8vB/Z693/2WCxcucPPmTUCZ7kh1TS6Xc+DAAW7cuMGtW7cIDg6W0u8IXh0h6wTvA0OHDiUgIIDVq1ejra3N9OnTSUhIKLGs8MH/cBHyTvC6UUcWjRo1CnNzc7799ls+/fRTdHV1AaXFogohiyovb23z6uDgwJkzZwA4c+YMbdq0eVtdee8xMDBg586d+Pr6kpOTw7Jly4pcd3R0xM3NDSsrKwoKCpg5cyaDBw8GIDExEQMDA+rVq0dcXBwRERHUr18fJyentzEUgaDSIWSd4H1g0qRJODs78/nnn/PZZ5+Rn59PXFyc8MEXFEHIO8HrRh1ZVKtWLUJCQjh06BBnz57F0NAQuVyOgYGBVI+QRZWXN2I2vGrVKqKjo3n06BHjx49n8ODB9OvXj5UrV3Ly5EkpnLqgYsjJyQGQNE1aWlp07dqVrl27cvDgQcLCwkhPT5fKqzSj2tra0mdNTU1AaZ6hra1NSEgIBw8e5Nq1a8yYMYPw8HC+//77NzksgeCdR8g6wftIdHQ0S5cupUePHuTn57Nr1y709PSwtrbGzMwMKysryRrk/v37HD16lDZt2mBtXf70ELdu3WLjxo3Y2trSsmVLgoODuXevvB5UgjeBkHeCN426siglJYUff/yRJk2acPr0aeLi4vD19S1XW0IWvbu8kc3r5MmTS/x+zpw5b6L595bjx4/z559/ApCcnMyOHTto3749X3zxBenp6dy8eZPTp0+zf/9+HBwcSE5OJjIykrp161KzZk3u3r2rVjuPHz/G19cXBwcH7Ozs2LNnDykpKa9zaIJyIPKNvTsIWSd4H6lduzYFBQX4+fmRlZWFpaUl06dPx8jIqFjZwMBAcnNzGTFixEu1paenx5UrV/j1118lH/wJEya86hAErwEh7wRvGnVlkUwm48iRIyQkJFCzZk2mTJmCu7t7udoSsujd5Z0I2CR4OQICAggPDwcgJiYGLy+vYiYNNWrU4NKlS+zduxcdHR3atGnD7Nmzywwa8zyampokJSUREhJCdnY25ubmTJs2rULHIhAIBIJ3E0NDQ8kU+HmSkpKKfJ44cSITJ04sVs7V1RVXV1fp84ULF0q9duDAgVftskAgeA9RVxbVq1dPMl9/HiGLKj9i81qJ2bVrV4nfF554LVq0KBLcpzDdunUrMtkL19exY8dSrwkEAoFAIBAIBALBm+atBWwSCAQCgUAgEAgEAoFAXcTmVSAQCAQCgUAgEAgE7zxi8yoQCASCDxofHx/s7e2Ry+UlpndR8fDhQ7766iuaNm2KhYUFAwYMeIO9LJvs7Gy6dOmCXC7H29u7xDLqjlMgEJTO+yAvXifOzs5YWlpiZmZGnz59OH/+fLEyubm5zJkzB3t7e6ytrZk5cya5ublvobeCyojYvFYg7dq1Qy6XSz+Ojo4A/Pzzz3Ts2BEzMzOGDh0qRfldvnx5kfKqn9JYsWIFtra2WFhYMHnyZLKzs9/IuAQCgeB9x8XF5YVlpk6dyp49exgyZAjz58/HxMTk9XdMTVauXKlWBHl1xikQCMqmssuL10nr1q3x9fVl8uTJXLt2DU9Pz2JlNm3axKZNm+jduzeurq5s2bKFTZs2vYXeCiojYvNawbRv3x5/f3/8/f3x9vYmKioKT09PjIyMmDVrFuHh4cyYMQOATz/9VCq7cOFCAJo3b15ivYcPH2b58uV07twZDw8PfvnlF5FnVSAQvDOoexrxLp7++fr6MmbMmDLLxMfHc/jwYfr168fMmTNxdXWVorv/9ddfyOVyXFxccHV1xdLSkmXLlhEQEIC1tTWOjo4kJiYCsHXrVhwcHDA1NaVNmzYEBAS8cv+jo6PZuHFjiYtEdccpl8vp3LkzY8eOxdLSkilTprBnzx5sbW3p2LEjV65cAeDIkSN06tQJU1NTWrVqxfz581+5/wJBZaKyy4vXzbx583B0dKRz587o6OggkxXfaqhOY7/++mtmzZoF/BMYVHWwM3XqVNq2bUvbtm05c+YMQ4cOxcLCQsp2kZWVxZgxY7C2tsbc3BxHR0cpfaTg/UZsXisYY2NjevXqhYuLC927d+f8+fMoFAqGDx/O6NGjad68OSdOnCA9PR1ra2tcXFxwcXGRTlFLy40XFBQEwIIFC5g5cyYNGjQgMDAQUOZak8vlREVFAWBhYUG7du0AiI2NxdnZGTMzM5o1a0b//v1f9yMQCAQfKOqe6lXG078bN24AcPnyZSwsLLCwsJCUjiouX75Mz549qVmzJqtWreLUqVMMHjyY6OhoNmzYAMDChQupUaMG3377LaNGjUJL69WC/hcUFODl5cWoUaOws7N7pbpu374tmfsFBgYSEBCAh4cH8fHxrFy5EgA/Pz+ys7NZunQp48aNo0qVKq/UpkDwPvKuyos3QWZmJra2tjg7O6Ojo4Ofn1+xMrVr1wYgNDRUSmmTkJBQpExUVBRffPEFSUlJDB8+nFatWmFmZsb27du5evUqp0+f5tChQ/Tv358FCxbQoUMHYXr8gSA2rxXMrl27sLKyws7Ojp07d0oT9L///S+xsbHcvn0bhULBnTt3pHsUCgXbtm2jatWqpfpEJCYmoq2tLdVXv359UlJSePbsWZn92bJlC5cvX8bb25sZM2bQsGHDChqpQCAQ/IM6pxEvKvcun/6pZO3Tp09Zt24dDg4O+Pv789tvv0llWrZsybhx42jTpg2gzHnq4eEBIJ2kmJqacvfuXc6dO0eVKlX4/PPPX6lfgYGBJCYmMnDgQFJSUgDl4jEtLa3cdRkZGeHp6Um3bt0AcHNz46uvvgL+WViampqSkZHBmTNnUCgUDBs27JX6LxC8j7yr8uJNYGBgwM6dO/H19SUnJ4dly5YVKzNhwgSMjIyYPHkyY8aMQU9PD11d3SJlPDw8pJzRhoaGeHp60rNnT0D5fBo1aoRMJuPixYtcv36dzp07Y2Nj8/oHKHjriM1rBTJ06FACAgJYvXo12traTJ8+nRYtWtCmTRu2bt1Kt27dJK1Q4Ul67tw5bt++zYABA9TWYisUCrXKmZqaolAoOHnyJPfu3WP06NHlH5hAIBC8Id6l07+cnBxycnIAaNSoEaCMbeDk5ETfvn0BpXmgimrVqgFIpyPVqlVDU1MTgPz8fEBpRTNnzhw++ugjFi9ejLu7+yv1MTk5mbS0NBwdHfnyyy8B2L17N4sXLy7Sf3WoXr06ANra2gBUrVpV6n9BQQEAa9asYfny5dSrV49169ZJz0Eg+NCpDPLiTaClpUXXrl3x8PCgRYsWhIWFkZaWRnZ2trQGNjMzIzQ0lP3793Py5El0dHSwtLQsUk+1atUkWaR6VoWfj42NDcePH6dfv37cunULd3d3du7c+QZHKnhbiM1rBTJp0iScnZ35/PPP+eyzz8jPz+fOnTvs3r2bY8eOcfLkSVq2bImenp4k2EDp0wAU8f8qKCggOzubvLw8QGmOnJubS2pqKgApKSkYGRmho6Mj3aMqqxJ6AO7u7vz888/Y29tz9OhR+vbtS2xs7Ot7CAKBQPAKvI3Tv+PHj7Nv3z5AuRncsWMHcXFxdO3aVYpD0Lx5c5o2bUpoaCjbt28nMDAQTU1N6dREXebOnUtWVha2trZUq1aNe/fuvVLf+/bty/r161m/fj1Tp04FoEePHowcObJI/8saZ3lYvHgxqampNGvWjDp16pCeni69ewSCD4HKLC9eN6dPn2bq1Kns3LmT5cuXExkZSd26dXny5AlmZmbSAcrVq1cJCAjg5s2bzJ49m8zMTMaNG1euti5cuEBgYCC1a9eWnvu7/nwEFcO7bzxfSYiOjmbp0qX06NGD/Px8du3ahZ6eHlZWVsybNw8bGxuioqI4e/YsY8eORV9fH4D79+9z9OhR2rRpg7W1tVTf+fPnGTRoEOPHj8fHx4dBgwZx7Ngx5syZg7GxMcnJyUyaNKlIHzZs2MCpU6fIyckhIyODyMhIoqOjSU9Px8TEBFNTU2JiYkhNTcXc3PyNPh+BQPBhojqJeN4krDTUPf07fPgwUVFRrFu3jg0bNnDx4sWX7mNAQADh4eEAxMTE4OXlJQVXUaGhocHatWvx9PTEx8eHBg0a8N1332Ftbc3jx4/VbiszMxM/Pz+ePHmCsbFxqWlt1MXS0lI6sQgLCwOgcePGJfq/ljbOtm3bqt1eXl4ea9eu5cGDBxgaGrJgwQLp5Mhl+/Vy9T14mPWLCwkE7xiVWV68bmrUqMGlS5fYu3cvOjo6tGnThtmzZ6OhoVGsbGBgICkpKRgaGrJo0SI+/vjjcrWlr69PaGgoW7ZsQSaT0b1791LjxgjeL8TmtYKoXbs2BQUF+Pn5kZWVhaWlJdOnT8fQ0JDw8HC2bduGvr4+7u7uUrRhUE7e3NzcF044JycnJk+ezE8//UROTg6ff/65ZCKm4sqVK0RERDBp0iQ2b97M2bNnadCgAUFBQdy9excDAwPc3NzKtVARCAQCdTh+/LgU6VF1GtG+fXu++OIL0tPTuXnzZpnl6tSpo3ZbixcvpmHDhjRr1ozffvuNuLg48vLyXjqYiSrK5fO4uroW+WxlZcX+/fuLlTMxMSEpKUn6vGrVKlatWiV9Lnxt48aNL9VHdejYsWORti5cuFDkemnjhKJ9nDp1qnSK+/y1BQsWsGDBgororkBQKXlf5MXroEWLFpw8ebLEa4XH1bx58xLzv0LZ8uf5a8eOHXvVLgsqIWLzWkEYGhpK5r/PExISUup9EydOlBzSC6NahNSpU0cyFfby8sLLy6vUuvz9/bG3tweQQolDcYEqEAgEFY06pxFllauo0z+BQCAQCATvL+JtLxAIBIJXRt3TCHH6JxAIBAKB4GURm9f3gOdNTgQCgUAgEAgEgg8R4X//fiOiDQsEAoFA8BqJi4tj4MCB2NjYYGlpyZAhQ/jrr7+KlZs8eTJyubzIT7t27d58hwWCSoyPjw/29vbI5fIiWRwKo+6cfN8oz7i3bt1K69atMTMzw93dnfT09DfbWYGgFD64zWt2djZdunRBLpdLUdtu3rzJZ599hqmpKV26dOHMmTNS+Xbt2hVZSDg6OpZYryrPnrm5OZaWlnz++edcv14+zY+gcuHs7Czlo+zTp0+JwQeysrIYPHgwFhYWyOVyAgIC3kJPBQLB2yQlJQWFQoGnpyeurq6cPXsWT0/PYuVGjhyJv78//v7+TJkyBQBbW9s33V2BoNLj4uJS5nV15+T7hrrjvnr1KjNmzMDCwoKpU6dy4sQJ5s2b9+Y7LBCUwAe3eV25ciV3794t8t2ECRO4desWc+fORVtbm3HjxpGZmSldb9++vbSgKCtMec+ePVm0aBEjR47k/PnzzJ8//7WNQ/D2ad26Nb6+vkyePJlr166V+AIoKCigRo0adO/e/c13UPBBEhgYWOz0Ti6Xk5iYyOrVq2ndujXm5uaMHz+eR48eSfddv36dQYMGYWZmho2NTak+pQMHDixW98CBA9/U8ColDg4O/Prrr7i7u+Pr60uNGjW4ceNGsXKtWrXCxcUFFxcX6ZRDFYl++fLlyOVypk6dStu2bWnbti1nzpxh6NChWFhYSEH6srKyGDNmDNbW1pibm+Po6ChFdxYIPgR8fX0ZM2ZMmWXKmpNnzpxBLpczYsQInJycaNq0KVu2bGH+/PlYWFgwYMAAHj58CCjnpb29PU2aNKFTp07s2bPntY/vVVBXFgUFBQEwY8YMJkyYgIODA8HBwWRnZwtZJHjrfFCb1+joaDZu3Fhkk3H16lWio6NxcXHBzc2NsWPH8ujRIw4ePCiVMTY2plevXri4uJS6CalduzbTpk2jV69edOrUCQCZTPl4VYtJ1anbyJEjpcWkmNyVl3nz5uHo6Ejnzp3R0dGR/t6FMTAw4IcffuBf//pXsWvv8wtS8Pbo0KGDpGxbvXo1Ojo61K1bl99//52lS5fSokULvvzyS/bv38/SpUsB5SJj2LBhREdH4+npiZeXF1WqVCmx/smTJ0v1jxo1CkBKEC8oGR0dHen3qKgoMjIyyjQHzsrKYvfu3ZiYmNC1a9ci16Kiovjiiy9ISkpi+PDhtGrVCjMzM7Zv387Vq1c5ffo0hw4don///ixYsIAOHTqQm5v72sYmEFRG1JmTERERDB48GIVCgbe3N8nJyXzyySdcuHCBoKAgMjIyWLFiBZaWlixdupQBAwZIuajfVdSVRQkJCQAYGRkBUL9+ffLy8khMTCxyv5BFgrfBB7N5LSgowMvLi1GjRhVJ3l7SBAWIj4+XyuzatQsrKyvs7OzYuXNnqW3ExMRgZ2fH8OHDMTIyUuvkVUzuyktmZia2trY4Ozujo6ODn5/fS9XzPr4gBW+PRo0aSad3urq6PHv2DFdXVyIjIwEYP348kyZNol69evzyyy8ABAcHk5KSgre3N25ubri5uUlmq8/TuXNnqf47d+4AMHz4cOAfn82oqCgALCwspIVRbGwszs7OmJmZ0axZM/r37/9an8O7SGxsLO7u7hgbG5cZLTk4OJjMzEyGDx+OhoZGkWseHh5SejVDQ0M8PT3p2bMnAImJiTRq1AiZTMbFixe5fv06nTt3xsbG5vUNSiCoxJQ1Jx0dHXFzc8PKyoqCggJmzpzJ4MGDAeVcMzAwoF69esTFxREREUH9+vVxcnJ6G8MoN+rKIhUKhaLYd0IWCd4WH8zmNTAwkMTERAYOHEhKSgqg3Hw8v1F8foIOHTqUgIAAVq9ejba2NtOnT5c2vM9jamrKjh078PLy4t69e/j7+7+wX2JyV14MDAzYuXMnvr6+5OTksGzZspeq531+QQreLtu2bUMmkzF8+HBq1aoFQFhYGJcvXyY9PZ3Hjx+Tnp4umY398MMPmJubY2try759+8qsOykpiVOnTtGpUyfMzc1f2JctW7Zw+fJlvL29mTFjBg0bNnz1AVYibty4wcCBA9HW1iYoKAhDQ0MUCgXZ2dnF3kNbt25FV1e3xBzd1apVQ1tbW/odQFNTE4D8/HxsbGw4fvw4/fr149atW7i7u5epdBUIPhRycnLIycmRPpc0Jwujml+F51vhuaatrU1ISAhfffUVoDSxVZnMvsuoI4saNWoEILnZpaSkoKWlhbGxsVSPkEWCt8UHs3lNTk6Wgip9+eWXAOzevZvt27cDRScoQOPGjQGYNGkSzs7OfP7553z22Wfk5+cTFxcHKIM/PXv2TGrDwMCAbt26MXnyZBo0aMD+/fuL9CEvLw9QTmoVYnJXXrS0tOjatSseHh60aNGCsLAw0tLSSlyMlsX7+oIUvF3++usvQkND6d69O8bGxowaNQpzc3O+/fZbPv30U3R1dQHQ09OT5Fi9evXYsGEDOjo6fP311zx+/LjU+nfs2EFBQYHkk/kiTE1NUSgUnDx5knv37jF69OhXH2QlISkpiUGDBpGens6IESO4dOkSwcHB3LlzBzMzsyLP4urVq1y+fJlPP/1UUjiUhwsXLhAYGEjt2rUlc+579+5V2FgEgned48ePS8q35ORkduzYQVxcHF27dpXmRGlzsjw8fvwYX19fZDIZdnZ26OrqSmvIdxV1ZZEqjsHSpUvx9/cnMjKSzz77DD09PbXbErJI8Lr4YPK89u3bFysrK0CpdVq+fDk9evRg2rRpTJkyhX379mFlZcWWLVv46KOPcHJyIjo6mqVLl9KjRw/y8/PZtWsXenp6WFsr80GpzN9CQkIIDAzk2rVr2NjYEB0dTVJSEi1atCjSh+DgYKpVqyaZ7x0/fpxmzZpx9OhRrKysaN68ubSwE7zbnD59mv379+Pg4EBycjKRkZHUrVuXJ0+eYGdnR69evdiyZQugXOSr/uaXLl1ix44dL4yEWBjVC9LBwQE7Ozv27Nnzzr8gBW+fbdu2oVAopFQRtWrVIiQkhJiYGKpWrcqoUaPIycmhSpUqkja9b9++ODk5ceDAAcmUuEmTJjx79kxSvoFSEffzzz9Tr149Pvnkk2Jtl6Soc3d3x9zcnPPnz3P06FFWr17NqVOn1Dq1rezEx8eTmpoKwOLFi6XvS4pQvnXrVgC1lQLPo6+vT2hoKFu2bEEmk9G9e/eXrksgqIwEBAQQHh4OKN25vLy8WLFiRZEypc3J8rybNTU1SUpKIiQkhOzsbMzNzd95xbK6ssjOzo6FCxfy/fff89///pcePXqUOwipkEWC18UHs3m1tLTE0tISUJrNgfJ01c7OjrVr1+Lp6cn8+fOlwErVq1cnOzubgoIC/Pz8yMrKwtLSkunTp0v+sYWpVasWJ06cYOvWrVSpUoV//etfzJ07t0iZzMxMFi9ejIeHB0FBQRw+fJjWrVuLyV0JqVGjBpcuXWLv3r3o6OjQpk0bZs+eXcw/DcDLy0v6/cCBAxw4cIAuXbqo3VZlfEEK3i7Pnj0jKCgIuVxOr169AKVVyY8//kiTJk04ffo0cXFx+Pr6AsoF29KlSwkMDEQmkxEaGoqRkREmJiacP3+eQYMGMX78eHx8fAAICQkhJSWFr776SrIYKMyGDRs4deoUOTk5ZGRkEBkZSXR0NOnp6ZiYmGBqakpMTAypqakfxOa1Y8eOJCUllXjt+e+XLl0qBdIqzNSpU5k6dWqJ9z1/7dixY6/aZYGg0rJr164Svy9shl/WnOzWrVuRa4Xre/6+0tp6VymPLFLFP3geIYsEb5sPZvNamOcnr5WVVTETX1A6oKu04CWRlJREnTp1SE1NxdHRsdQcsCrc3d0ZP348ANOnT5e+F5O78tGiRQtOnjxZ4rXnXwClvSjq1Knz3r4gBW+Xw4cPk5aWhpeXlxQFWyaTceTIERISEqhZsyZTpkzB3d0dUAasW7NmDQsWLGDOnDnY2NiwcOFCtLRKfkUU9qUtiStXrhAREcGkSZPYvHkzZ8+epUGDBgQFBXH37l0MDAxwc3Ojbdu2r+cBCAQCgUAgeC/5IDevAoFA8D6jigZcmHr16nHmzJlS73FycioxEJhKkaJS1AFSrIDS8Pf3x97eHqCIlUBJAYgEAoFAIBAI1EVsXt8Arq6uYtEmEAgEAoFAIPjgcdl+vVzlg4dZv6aeCCojYvMqELxmhJAWfCisWrWKVatWve1ulBsfHx/27dtHampqkWBrJZGdnY2joyNxcXG4ubmxcOHCN9jTV0PIIsG7zs8//8zq1au5d+8e7dq1Y/ny5ejo6DBkyBBu376NTCajVatWzJs3Twqeef36dXx8fPj999/R09Pjiy++YPbs2cXqTkpKYsKECVy5coWcnBzWr1+Ps7Pzmx5imcTFxTFt2jRiYmLIzc2lVatWLFmyBBMTkyLlEhMTad++fZHvRo8ezTfffPMGeysQvB0qdaocZ2dnLC0tMTMzo0+fPlK0tDFjxtCsWTPkcjmTJk0qcs+GDRto164dpqamtG/fns2bN5dYtyoseNOmTWnatCljxowhLS3ttY9JUHHExcUxcOBAbGxssLS0ZMiQIfz111/FyiUmJiKXy4v8zJkz5813WCAQvDXUjTK6cuVKKbWaQCCoOKKiovD09MTIyIhZs2YRHh7OjBkzAOjZsyeLFi1i5MiRnD17Vop8m5WVxbBhw4iOjsbT0xMvLy+qVKlSYv05OTk0atTonfa1T0lJQaFQ4OnpiaurK2fPnsXT07PU8iNGjMDf3x9/f38pP7xA8L5TqTevrVu3xtfXl8mTJ3Pt2jVpguvq6paYviEuLo558+Yhk8mYO3cuubm5+Pj4lBhQJy4ujlq1ajFr1ix69uzJoUOHWLBgwWsfk6DiEC8BwfvCw4cP+eqrr2jatCkWFhYMGDAAKKqMs7S0lJRx6ipuVFy/fp1BgwZhZmaGjY3NByfrfH19GTNmzAvLRUdHs3HjxhLliFwup3PnzowdOxZLS0umTJnCnj17sLW1pWPHjly5cgWAI0eO0KlTJ0xNTWnVqlW5008IBO8r58+fR6FQMHz4cEaPHk3z5s05ceIEGhoaTJs2jV69etGpUycAKRCdKqWXt7e3FB13ypQpJdbfpEkTvv/+e9q0aVPsWmBgoJRtAmDkyJHI5XISExPJyspizJgxWFtbY25ujqOjI3/++edreQYODg78+uuvuLu74+vrS40aNbhx40ap5e3t7fn4449xcXGRcqlu2bIFuVzOhAkT6N69O3Z2dhw8eJCJEydibm6Oh4cHeXl5FBQUMH36dGxsbDAzM6N79+6Ehoa+lnEJBBVJpd68zps3D0dHRzp37oyOjo4kzNasWSMlWC5MQUEBoIys2blzZ+rVq4eurm6JSZf79evHf/7zH0aMGCGlLVAJkHdFyAnKpiJeAqq/tXgJCN4mU6dOZc+ePQwZMoT58+djYmJSTBmXl5cnKePKo7gpz8nFh0xBQQFeXl6MGjUKOzu7Esvcvn1bsgYKDAwkICAADw8P4uPjWblyJQB+fn5kZ2ezdOlSxo0bJ561QPA/ateuDcB///tfYmNjuX37NgqFgjt37hATE4OdnR3Dhw9HLpdLSh/VO/2HH37A3NwcW1tb9u3bV6H9On36NIcOHaJ///4sWLCADh06kJubW6FtqNDR0ZF+j4qKIiMjg3bt2pVa3svLC3Nzc3r06MHFixeLXIuIiGDkyJGkp6czfvx4qlWrRtu2bTl69CjHjx8nOjqabdu20blzZxYvXkzv3r2L5OYWCN5VKvXmNTMzE1tbW5ydndHR0cHPz6/M8ubm5syaNYuIiAi6devG1atXWbp0qSQwC1NYgJw+fRqgTAFSuOybEnKCshEvAcH7QHx8PIcPH6Zfv37MnDkTV1dXVqxYUUwZZ2hoKCnjwKcDbAAAIABJREFUyqO4KevkQijq/iEwMJDExEQGDhxISkoKoHwHFXYnMTIywtPTk27dugHKPIlfffUVAAkJCQCYmpqSkZHBmTNnUCgUDBs27A2PRCB4N+nbty9t2rRh69atdOvWTVo76erqYmpqyo4dO/Dy8iI5ORl/f39AmdMalNHUN2zYgI6ODl9//TWPHz+usH41atQImUzGxYsXuX79Op07d8bGxqbC6i+J2NhY3N3dMTY2LtESpkqVKnh6erJ582Z8fHyIi4vjyy+/LFJm4MCBeHh4YGhoCCgPfPr27Qso5ZGhoSH6+vpcu3aNqKgorK2t6dix42sdV3lIjTjMlSXDuTirD0OHDi3irpGWlkbz5s2LvJ9AGb/A3t6eyGm9uLl5Vul1Rx4hclov6UflMpaYmPhaxySoGCr15tXAwICdO3fi6+tLTk4Oy5YtK7N8WloamzdvxsbGhs2bN9OsWTNmz55NcnJyqfdEREQwdepU7OzsiiReLo23IeQEZVMZXwLlMfvMSrnNn+uncnFWHy7N60fiwfUv3a7g3UO16bx8+TIWFhZYWFiwcOHCYsq4y5cvS8q48ihuXvbk4kNQ1OXk5JCTkwNAcnIyaWlpODo6SvJh9+7dLF68WCpfvXp1ALS1tQGoWrUqmpqawD+WP2vWrGH58uXUq1ePdevWSXJEXUqL2xAREcG//vUvTE1N6d27t2SmrCItLY3L8/oTOa0XKWeCSq3/1tZ5XJrrQuS0Xnh7e5erby+LkHcCUG5Sd+/ezbFjxzh58iQtW7ZET0+PRo0aYWBgQLdu3Zg8eTLGxsbs378fAGNjY0C58XVycqJdu3ZkZ2eTkpJCQUEB2dnZ5OXlqd0HVdnCymcbGxuOHz9Ov379uHXrFu7u7uzcubMCR16UGzduMHDgQLS1tQkKCsLQ0BCFQkF2drYkY2vXrs3XX3/Nxx9/zPjx42natCnx8fFkZ2dL9ajkkZaWFnp6ekUsFAsKCqhbty6nTp1i1KhRPHjwgIkTJ7JixYrXNq7y8CTxT/7atRzt6nVo6DSmiP8zwJw5c4qMtTDqxC+o2sSeJkO9aTLUG9MhM9DR0aFu3boYGRlV2BhKQsi6iqFSb161tLTo2rUrHh4etGjRgrCwMNLT00stHxYWRkpKCn369KF379706dOHx48fS6ds2dnZkhYPlP4Xw4YNo3Hjxmzfvh0DA4Mi9b0LQk5QNpX1JaCu2WdWVhY3Ns3g6d1byD92Q/6xG5o6+i/druDdQyWTnj59yrp163BwcMDf35/9+/cXUcbZ2dkVU8a9SHFTuP7ynly8T4q648ePSxv25ORkduzYQVxcHF27dpVcCPr27cv69etZv369pMjs0aMHI0eOLFdbixcvJjU1lWbNmlGnTh3S09Old4nL9usl/nT6LhSX7dfpveo48+bN4++n+Rg5jSsSt2HMmDE8fvyYuXPnkpqaytixY4u8m+bMmUNB7rPSuiWhoalDDZvO5RrTq6KuvCvIzRHy7j0mPz+fefPmcfXqVX766SfOnj3LyJEj2bdvH3PmzCEwMJC5c+eSkJCApaUloNyo6OrqEhgYyPbt2wkNDcXIyAgTExPOnz+PmZkZc+fOBeDJkyfs2LFDUuyEhoayY8eOIn0IDg7mhx9+IDIyElDKhgsXLhAYGEjt2rUleXDv3r3X8gySkpIYNGgQ6enpjBgxgkuXLhEcHMydO3cwMzNj9OjRgDLX9rRp09i5cydLlizh2rVrNGvWrEQ3uNK4desW/v7+GBgY0LJly9c6rvLy6PYfoFBQt50zhp0HSP7P6enpnDhxgpCQEP79738Xu0/d+AW6tepTq0VParXoiYaWDs+ePcPV1RVtbW3CwsKQy+WS8s7b2xu5XE5YWJjkInZpbj8uzurDVT93MmMvqT0uIesqhkqbKuf06dPs378fBwcHkpOTiYyMpG7dutSsWZPg4GD++OMPQBmIZMeOHfTq1YtGjRoBSm25oaEhe/bsAZRO/ABmZmZYWVlx8uRJrly5wvDhw1EoFAwdOpSzZ8+ir6/Pxx9/LPUhODiYBg0aFBFyzZo14+jRo1hZWdG8eXNOnjz5zgiDDw3VS+DBgwdMmzaNS5cucenSJVq1akX79u2llBjbt28nKiqKli1bEh8f/9IvgY0bN2Jra0vLli0JDg5+pb+7yuxTxe7du0s0+wwODib3YSqNP59C7Vb/QqatK11LjTzCX0HLqGXfg6d3b5H3JJPGAyYxceIajhw5QteuXfnhhx+QyWTMnDmTAwcOkJ2dLW10Ond+swtYQcmo5Fa7du1wcnIiLS2Nc+fOkZCQQEpKCiNGjKB3794kJCQwb948Ll68SIMGDbhx4waDBw9GV1dXUtwAKBQKcnJy0NTURFtbu9jJxYEDByRTYhVlKepOnDhBeHg4GzZsYNmyZQwdOvS1PAd109mUlGqjTp06ZdYdEBBAeHg4ADExMXh5eRVTPllaWkoL5rCwMAAaN25cqv9raeTl5bF27VoePHiAoaEhCxYsQEtLzVexQgGATrXaVDNvjSzuDA8ePOD333/n/v37zJ49Gzc3N+7fv8+qVasICwujS5cu0mLPqLsrySE/ldlEk6GzyLx1mbTII0W+V6XmUD37gIAAfH19WbFiBa6urixfvpzLP2wmP/sJOtXr0uBjN2q37KXWsNSVd+mXT5ZL3h2s8S2HDx8W8q6SoKGhQXh4ONu2bUNfXx93d3dmzJjBb7/9xokTJ9i6dStVqlTBycmJmTNnAkpT/TVr1rBgwQLmzJmDjY0NCxcuLHFOpaen4+XlJX3eunUrQBGZlZmZyezZs/Hw8CAoKIjDhw/TunVrQkND2bJlCzKZjO7duzNixIjX8gzi4+NJTU0FKGLVocqmoaJJkybs3LmTvXv3oqWlRffu3csd/E1PT48rV67w66+/kp+fj4ODAxMmTHj1QVQA2gY1AHj811WqNLQk+X/+z3/++SczZ85k5syZFRYv4P6FA8hkMoYPH/7CsioXsZp23ahu3Y7s+4koCtR3EROyrmKotJvXGjVqcOnSJfbu3YuOjg5t2rRh9uzZaGhosGjRIu7cuQMoN7mnT5/ml19+oWPHjsyZM4cff/wRb29vDA0NWbhwYYmnBdHR0WRlZQFI2peGDRsW2by+bSEnKJvK/BIoyezTycmpWDmV0Lt3dhfxv65Ay6A6jfp9RS377lKZx/HXMOw2mMR9a7m1zZfOI0cU8ddt2LAh27Ztw9nZmV69enHr1i3hr/sO0bx5c5o2bUpoaCjbt28nMDAQTU1NKWKmShmnsvBo0qRJqYobFxcX7ty5U2QT4uLiwtKlSwkMDEQmkxU5uVBZpbwrijoXFxc2bdpU6nVVqo22bdsyevRoFixYwIwZMzh48GCZ9e7atavE711dXUv8vmPHjsWi1Bf+PHXq1CJuJoWvLViw4KWjOevVM0be5/9IOrKJq35uyGQyVqxYIZ22q0ze6tevDyhdGp48eSIt9jb+8fCl2n0RGRkZrFixgqpmLajt0JuctLugKFD7fnXlXda9eEB9eTd+/HhGjBDyrrIgk8kICQkp9r2joyOOjo7S5zp16kjvdgAnJ6cS/788P0+NjY1LzC5RGHd3d2bPnk1qairTp0+Xvj927Fi5xvKylCRbVBT+vkOHDhw4cKDEciNHjizyPC5cuCD97urqWkSulVbH26amfTfuXzjA/fP7uX9+Px999BEAP/74I/r6+nTt2pWjR48C8ODBAzIyMqhRo0a528lOS+ZR7CV69ughKXLLQuUi9jQ5Fq2PavBRYxuqmrVQuz0h6yqGSrt5bdGiBSdPnizxWuGJ+ryQGzduHOPGjSvxvsKC4fkJXhJvW8gJyqYiXgLP/z940y+BF5l9qkw+tavVRt7bg4R9a/gr6FuqW/2Tx652K0cMO/Un5dROch89YN68efz666+cOXOGhIQEWrduLfnr1qlTBwcHh3cqaMOHjoaGBmvXrsXT0xMfHx8aNGjAd999R9u2bYso4+rXry8p48LCwkpU3JTkC6TOycW7oKjz9fUlMTGxzM1r4VQbAwYMYO/evZw4cYK0tDTCwsIYNGgQPXv2JC0tjdu3bzNz5kxu377Ntm3bsLW15ccff6R69eosX76cLVu28OjRI+rXr4+npyf9+/d/bWNTl9zHGfwdtpcq9c2o7zgS/YtBzJ49m/Hjxxcpp/jfCS3A2rVrpcXeujDlSVPe00zynj5Cq0rVCumXgYEB9erV48H9RB7fvoqBsRU1mncpdz0vkneKPKWrh7ryLv+xkHcCwcvgsv16ucoHD7Ou0PZlWjpYjV9JVsptNGSa1Ir4DxEREchkMmJjY+natatUds2aNejr6zN58uQy6yzIeybVreL++f2gUJTo/qGyOCrsM61yERu0cAtPEmK4vXMR2ffikX/iUa7xCVn3alTazavg9aOumR4o/YUdHR2Ji4vDzc2NhQsXvsGevp+UZPZZmslnLbtu1LTtwoM/zpAedYrczH8ioGrqKzWWGppayLR1SvXXPXLkCJcuXWLixIncuHGjiEJG8HaxsrKSApQUprAyrrCirizFTUmnD6WdXKioLIq6wqk27OzspFQb8fHxUpmIiAhmzJjBkiVL8Pb2xsnJiU8++YTdu3cTFBTEoEGDWLFiBR07dmTw4MEkJCRIwZbeNo/iosh9mErd9n2padOJHvUesWzZMszNzQGkaJwqk+9GjRoRERFRbLGXcmonMh09GvQarvSD1dBApqWtVh9UmvvCCzptbW1CQkLoO28zT5Niid+zikdxUTT5ovRon8+jjrzTqaU8WVZX3pUVn0DIO0Fh1DmwELw5FAX5JO5fRxW5OU8S/+Ra+FnGjh1Lv379cHZ2BiA8PJz//Oc/DBw4UPru+PHjUtT7Zw/vc//CQao2sUevbkOuLnMj78lDWi1QWuIU5OWSFnkMnRr16NWruIvDyZMn2bFjBydOnJDqNjQ0ZOPGjch06mDQqCnpUad4Vkj+qIOQda9OpQ7Y9LZwdXUlKSmpmLb7fUSdqG0AK1euLBLGvDLxoiApz/+8CdQN2uDi4oKGljapkUe5f+EgmbGX0K5eB93aDdRu610O2iAQlIfSUm0U9l93dHTEzc0NKysrCgoKmDlzJoMHDwaUfp2qU8S4uDgiIiKoX79+mRv7N4luTeWCJv3349z/76EicRvq1KnDli1b+Omnn/j5558xNjamY8eOuLu7S4Gm6nZUyvParR2paavczP7u3Yfo7/55l6VfPsXDGKWFyY0bN9ixY0cReXDx4kW2bt3K3r17AWXQm8zMTHx9fdHQ0MCgoSUyLZ0ii6wXoa68q2XfQ8g7geCDQINHcX8Qv3sV6VGnJP9ne3t7nJ2dcXZ2luINNG3aVFLgBQQEsGjRIgCy7sYR/+sKHsdfLbGFjKtnyXuSQZ12n0qbvsIoFAq++eYbnJ2dsbCw4OjRo5KLWOL+dSQd2YRBYxvqdx+i9qiErKsYxMmroFTUMdMDpX/wxo0b8fLywtfXt8g1uVyOqakpzZo14/Tp0zg7O9OlSxfmzJlD1apVWb9+Pba2thw5cgRfX1+Sk5OpWbMmLi4uUoTADxF1/XWNjIxo8oU3dw6uJ3HfWvQbmNHI5Us0/peeQx3e5aANgrdLZTiNUKWy0dXVlVJtxMTEoKWlxdy5c4mIiMDU1JTY2FgAqlWrBvyTzqZatWpSOpv8/HzpFPHgwYNcu3aNGTNmEB4ezvfff/8WRlcUA2MrGjqP5+9ze0nYuxrjBv+Yiq9fvx5vb2/mzp2LpaUly5YtQ1NTE3t7e+zt7QFYfCKW+4C+URP06zUqsY07hzfw7IFygRMWFkZYWBi//PKLZOWhr6/PokWL6NOnD1WrVuXEiRMsXryYpKQk7lw+QkFuDnr1GiPvrb4ZnbryTqd6HSHvBIJXQF2Luj8WD5XkAIB+fTNsvv7hTXUTDZmsSHsLSjBLLun9pIpfUNJBg93MopGlVdGGS6N3794lWhEeOHDgpQ8yhKyrGMTmtYIIDAxkypQpxb4/f/48165dw9fXl7t379KqVStWrFhBo0aNyM3NxdfXl+DgYHJycujfvz/ffPONtKh6Uf2bNm3ik08+eW1jUoeCggK8vLwYNWpUqVE3b9++Tb9+/UhMTCQwMJBr167h4eGBn58fK1euZPPmzfj5+ZGdnc3SpUt58OABmZmZb3gk7xbq+usC1LTtQk3b4v5ldRw+oY7DP/8/CgvuyhK0QSBQUdgcTJXOpn379nzxxRekp6dz8+ZN8vPzmT9/PjY2NkRFRXH2rNLUTF9f/RQDjx8/xtfXFwcHB+zs7NizZ49khvu2/cAAjLoOwqjroGL1t2/fXjJvK43nZQKAw7dF7yksJwrXn5iYCICtrW2JC95du3a99ILudck7Vf+FvBO8DGWt67755hvOnTvHw4cPi7lKRUREMHPmTG7duoWlpSV+fn7Y2tqW2Mb169fx8fHh999/R09Pjy+++ILZs2er1b+XlUcvCnyn4iNTO+p1UOah1tSvGP/4Dx0h6yoGsXmtIDp06IC/vz+g9AXy9PSkevXqyGQyJkyYgIWFBbNnz2bJkiVMnjyZ3bt3s2nTJjZt2sSwYcPQ19dn48aNNG7cuExzZF9fX8mvS6VNf5sEBgaSmJjIsmXLuH5dKUgzMzNJS0uT0lMYGRnh6elJXl4ef/zxB25ubgwePBg/Pz8SEhIAMDU15fbt25w5cwZbW1uGDRv21sYkEAhK52UUdSpu3rxJ7969ycnJYf369ZKf0vOUtKC7fPnyC9PZlJZqozxoamqSlJRESEgI2dnZmJubM23atHLVIRAIKj+lreuMjIzQ1dXlk08+ITAwsMg92dnZjBkzBj09PebOncv333/P2LFjCQ0NlSw8VGRlZTFs2DCys7Px9PREX1+f9PT01zomdS3qAHRrGVHduj2aev+kpMlJT+HKkmEYNLZBpq3Lk4QYDLt8TsAjU1atWoWxsTGbN2/G2NiYrVu38t1330nrwdGjR1cKd7uyNpiCdwOxea0gGjVqJC3SDhw4ICU8PnjwIDk5OUycOJG+ffty+fJlfv31V/766y/JTODrr7+mVq1abNy4kV27dpU5ubt27Urjxo2LnM5OnjyZX375hUOHDmFvb4+FhQW1atXiwoULxMbGMnnyZGJiYtDV1cXKykryk3pZCpvpJScnk5aWViSM/e7du9HV1eU///kPANWrVwf+MdOrWrWqJMRv3LiBXC6nR48eLF++nKioKNatW8eGDRukNB3lCRz1IbL7dDkX1sP2vZ6OCD4IXkZRB0r/IS8vrxJ9iwpT2oJOnXQ2paXagOILksL1lXVNoESdNCOvGyHrBG+S0tZ12trarFmzhrCwsGKb11OnTpWZc7kwqnzay5Yto3///kUsRFRKQh8fH8aPH8/IkSM5ceIE58+fp06dOnz11VdcOnkGRX4+unXkNPliFvpGJhU6/rTfQ0i7eAwtgxrI+4ymbtt/fP+fJl5H7jSGnLQk7p7YxqmczgwePJhNmzaxYcMGvvnmGxYuXEjDhg2ZPn069+7dUz+ftUDIuhcg/ie9BrZt2yYlPP7hB6XNfkn591QnqKGhodIGT3USWRrdu3dHJpPRqVMnVq9eTd26dcssv2XLFi5fvsw333yDlpYWERERao9DHTO9vn37svdvZcSz7HvxJIf8RDWrNlyu25VO34UCEJ+Rg8v26yT9kVqsjapVq5KRkUFsbCypqak0a9aM3377jbi4OPLy8tDS0uLAnw+QWXWB1D1EJj1+oanM6zDVEwgESl5GUWdiYsJPP/3EnTt3GD58OBs2bCi1/ldd0J09e5a8vDxMTU1Zs2YNVlZWr/2ZCASC95vC67qyUK3hSlrzPY8qT/sPP/yAl5cXtWrVYuHChXz22WdltnH69GkOHTpE3Q6fYdDQkqd341AU5JV5T3mp0/ZT9Oo2RJH3jDuHNxK/eyXVzFsCGgAYNGqKUddBPL1zk/QH95g4cSLGxsZs2rRJcjEwNTUlISGBc+fOYWdn906kGxO8H4jNawXz119/ERoaSg81Eh5PmDCB06dPM3nyZLS0lKGudXV1SyxramqKr68vxsbGhISEsH37dpYsWcLy5cvLbMPU1BSFQsHJkyext7eXIpmpQ0BAwAvN9CwtLallp0wjkXnrMgC6tRtg0NBSrTZq1apFRkYGCoWCtWvX8uDBAwwNDVmwYIGkpWvkMpGc9BT+Plf8xDhyWi9068ipUt+Mh39GUNOuG3uqOIuAUALBG0BdRZ2uri5Llizh+++/548//iizzopa0KXejWPivptUaaAo9R6h6BIIBC+iPOu6wrhsv879C8osDGsvpBBEUcV7whVlQKQUxUeYjZjHk5AAvv76a3r2LD2IECgViDKZjMfx0ci0tKlm1hL9+mblHFVRClvUATTo9Y/r1tOkWO6d3UX2/Tvo1VWOX1PPAEAKIPR84DuAoKAgDh06xJUrV1i8eDH79u2TopQLBK+C2LxWMNu2bUNRKOGxStCp0sio/m3UqBEmJiaEhoYSExND9erVcXZ2xtJSuenLz88nNzdXEgJt27albVtlcuIOHTqwfft2aZGnQpV3T3UPKPMzmpubc/78eY4ePcrq1as5deqUFFa8LNQx0ytMNbMWxYJ/FP4s/3gU8o9H4eysXDAmJSWRmJhI+/btsbKyemlz4JzUJHJSleZsaZFHmBh5BID09HSGDBlCQUEBjx8/RltbGx8fH3Jzc8nMzGTr1q2sWrWKe6npVLd0wGSQJ1oG1YvV/+xhKgl7viPz1mU0dfX5KW8qo0aNeqm+CgTvC+VZ0C1atAg7OzvMzc357bffALh//z5PnjzBwMCgSNlnz5SJ5OvVq8e0adPw8fF5awu6ikId14e4uDj+DJjC05Q4FHl5GDRuSuMBX6NXjtQIAoGg4nl+XVcWKquUu3fvQvWmPHuotDjTrVUfhUKBIi8XZDJkmlrFcnk2z7wkWZ6oKGldZ2Njw/Hjxxnht5PHcX9w7+yvNP58CnXbffrC/qljURcdHc3NH32obtUGRUEBab+HINPWRd/IFEW++ie8c+fOxc7ODltbWw4fPvzepGkRvH0+qM2rs7MzN27cID8/H0tLS+bOnUv79u0BSEtLo1u3bjx48EAySQN4+PAhPj4+hISEkJeXh62treTDVZi0tDRcXV2JiYlBQ0ODdevWYWxsjIuLC4sXL8bf35/U1FSOHDlC27ZtMTEx4erVq4SEhNCgQQP27t1LZmYm48aNA5QbxylTprB48WJGjhzJrFmzqFq1Kk2aNOHUqVMAUt4mFRs2bODUqVPk5OSQkZFBZGQk0dHRpKenY2JigqmpKTExMaSmpqq1ea0saFWtSaO+E0iLOsXDa2FoampSq1Yt7t+/T15eHrNnz+a7777j7t27bNiwgVGjRuHg4MDw4cPp0qULmq2sSTqyicT96zAdUjy4S/zulTy8foGGTmPJvPk7s2bNomXLlqVGVxYI3jYlyToLCwuGDBnC7du3kclk2NrasnDhQqytrbl+/Trjxo0jMTERXV1dHBwc+Pbbb6XT05Lw9vaWrDrS09PLVNTdvXuX8PBwOnfuLN0/e/ZsqlWrxoABA8jJyZFysqrq6du3L05OThw4cOC1L+jeBC+K8JmSkoJCoUDu6EZ26h3+PreH+F/8sBq/otR7BIIPnZJk3blz54pZiYFSYV6eLA95eXl4e3uzfft2KRhcr169kMlkBAcHS1YkqnzIvXr1okePHlLOZQ2Hx6RGHEanphFVzex59uAeV5YMo7p1Oyw8FlHLvgdJRzaRGnkUNGTcDg3FyMgIExMTKeZHcHAw1apVIzIyElBuPps1a8bRo0fRNqhBlQbmPLx+Qe28yupY1NWuXRtFQQHJx376J/XVJx7oVK9DTnpKSdWWSGZmJn5+fjx58gRjY2O8vb3VvvddR/ikvl0+qM1r69atGTFiBH///TfLli3D09OT0FClX+acOXPIzs4uds/UqVM5evQo//d//4eFhYUkQErC2NiYmJgY2rRpw4ULF5g/fz47d+5k7dq1LFiwAF9fX1q2bFlEUAQGBpKSkoKhoSGLFi3i448/LrFuS0tLNm/eTFJSElWrVmXYsGHFomheuXKFiIgIJk2axObNmzl79iwNGjQgKCiIu3fvYmBggJubm3SC+67yvPnKi9CqUp1aLXqS9XciD6+FkZ+fj6urK2vWrEEulzNixAicnJyws7MjKyuLdevW8fTpUwBmzJjB3Gt6PIw5T/rlkzT+fAoybZ0i9T+K+wPdWg0w6jYYfSNTMm9E8Msvv2BnZ8fAgQMJDw/nypUrgDKNRIcOHdi1a5cULv/6zVg0datQzbwVTYapFwJfIHgVSpJ1wcHB9OzZEzMzM27cuMG6deskGSWTyXBxccHY2Jjw8HACAwNZuXIl3377bYn1Jycnc+bMGTQ0NFAolGa5ZSnqpk6dSlqacnE1Y+0OHvxxBsOug9hwtw4b1pwpsqB7lm+DhpY2vv4/sS7ibx6/gQXd60adCJ8ODg5Y/7+V0ue0S8fJuhcPKF0ybqyfSnXrduQ+ziAn9Q7yPmOYHxvItm3bsLW15ccff6R69eosX76cLVu28OjRI+rXr4+np+cb8zUTCzrBm6YkWbdx40ZJQf/gwQO8vb1p3rw5QLmyPGzevJlt27YBYGdnx/r167G0tGTIkCEsWrSIO3fuAEXzIXfs2FHKufznvrXoGZpg8vkUNGTF83M+n8uzpV1zFi5cWCSwUWZmJosXL8bDw4OgoCAOHz5M69atCQ0NJeHGLdDQoJplG+r+L6XNi1DHos7Q0BDL0YtLLKdby6iIRZ2p63RMXadjb/+PRZ2KjRs3qtWnd4m4uDimTZtGTEwMubm5tGrViiVLlmBiYlKkXHZ+AW6RsVzOeMLT/AK8reWMa2L0djr9AfJBbV5rFGxaAAAgAElEQVTnzZvHgwcPiI+P57vvvpOiXp44cYKQkBD+/e9/4+fnJ5WPj4/n8OHDDBgwgJkzZ6KpqcnQoUNLrLt27dps3LiRjIwM/vjjD4YPHy7V/+jRI+Lj40sMMnLq1CkpyIivry/btm1jzZo1Uq6mOnXqkJqaipubG25ubmWOz9/fX0qfUzi1w448e1Rhna4C/XfeKH5zId6UH5g65isAGTHnyUq5DcCzh/e5f+EgVZvYo1e3YYn1amhoMHz4cNasWSN99/XXXwPQvHlz7t69K7VrZGQE1zLQqV6XxwX5PMv4u1i92gbVyc1M4+ndWzyKiwJeHFgLlH+P+Ph4ljZtQFZ+AbczrvKNOos7saATvCIlybratWszbdo0MjIyqFu3LuvWrZNklKWlJRMnTiQzM5Pc3FwCAwPR0NAotf6xY8eiUCgwNjaWgnMYGhrSu3dv9u/fT0xMDK1bt+bvv/9GLpeTlJREamoqEyZM4MFVZZT1jGvnMOo+hIJnRZWGb2NB9y6go/OP0uxJ4p/kP31ULMff47+uIv/Eg6Qjm0nYu5rkT5345JNP2L17N0FBQQwaNIgVK1bQsWNHBg8eTEJCAgUFBW96KALBG6MkWWdtbY21tXIdExAQAMCIESMAypXlISgoiI8++ojo6Ghyc3Np2rQpgYGBDBkyBGNjY+7cuVNEca2ae5qamkr5qaFB7sP73PvtF5oMm11s4wdFc3mWtPZyd3eX+jZ9+nTp+2PHjr10XmVB6agsYDw9PYmLi2Pz5s14enoW2/TnKxTU0NakW91qHE7JeEu9/XCptJvXsnyIFAoFgwYNIjw8nD59+kjan8zMTClRdPXq1XF1daVbt27ExsbSsGHDYjm4VD6lly9fxsLCAk1NTUaPHl2q6UNMTAy9e/cGlJui+fPnv3AcqiAjI0eOxN7eXhKSHwLqmK8ApJwJ4vH/No1Zd+OI/3UFJoO9im0y854+ApTmg4V98CIiIvjtt9/Q0tLi7NmzGBkZYW1tTUxMzD83K0oP6iJ3GsPtn5cQvXIsMl1lvjNdXV18fHykk59///vfrF27tsh9pqamhISEMO1KvPTdf+LvA3Cue3OMq6h3siz4sClN1o0ZM4bQ0FBycnJo3Lgx33zzjZSK4XlZZ29vT6tWrUhPT5fky/My6uTJk1JANysrKzw9PUvsz7Fjx4iNjSUyMpIvv/xS2rwCWFhYALB27VqcnZ2L+Knu3r2bc+fOUf9fI9CpXpcnd/7k/7d352FRlW8fwL8z7CCCgKAIKKgIiEKIb4rm7q8g0xa1MlOzLNMyt0RFUkFyJ1csE/edUnNfMC0V1FRwA0RF2XcYtmHY5rx/THNihMFBznBguD/X5XXlAPd5BPrOeZ7zLGCkdEP3gtKsJDzZ6Q/dNu1gO+pbhY+ZOPeBpde7yI36EyWJD7FgwQIkJyfjyJEjSE5OhpGRESwtLZGQkIB//vkH7u7u8PHxUXIl1al6XNm2Z5nY/jwLWWUVsNLTwRf2Vvisk2WDr09aBi7u6/r06YPevXsjLS0Njo6OqKiogLGxMd5//30AUDjlYVOU7J7h0dPntebGo4RE6Bi3wfsHZQPpbdq0qdfAtd27MyCtKENZdkoDviv8aKmzKDw9PfH777+zfz9y5EiN/WUAwEhbCz97dEZYSk6NzmtkbhE+vBGPIW1bI6e8Es9LyrBg9248e/asSc2Uac6abecVUL6GaN++fYiOjq7xupGREQ4cOIAnT55g2bJlWLFiBUxNTdG2bVsUFBRgx44dAGTTTEQiEbtxiFgsxpYtW7Bz506EhITgjTfewIABA2rUt7e3x/79+xEVFYU1a9YgJCSk1s5YdfJNRm7fvg09PT30798f3bt3r/Vzla3ZDQsLAwD2JuXNN9/E9u3b2a+rKBbh4ZrPUCkuhM3bX6HdwLE1ajMMg9Szoci9dR4O/sWwsbHBnDlzMGrUqDrbD7x6yKm6IZRTHWu+qt/0Cv9dsyK/6U5NTcX169fxySefwNHREQcPHoSZmRkA2TTx2NjYf9flGaC8MAcCoRZ0TS3BSKvAVFVBoKUFgVALZj0HwtjBDWW5qagUF+PJjoVwdHREQUEBzM3N2ZE6+To8OT8/Pzg4OODC2h8RlV+MokopGACmOlpop684NZmQutSWdd26dcPgwYNRWlqKVatWYfLkyYiNjYW2trZC1gUEBODIkSPo0aMHpkyZgtWrV6OqqgqZmZkKGdW7d2/s3bsXly5dQmhoKPbu3cvOWKhu4cKFmDhxIiQSCbvUIikpiT3uSxl7e3sAQNGTKLTq5Aozt8HQMTar9XNjN06XTZllpPDe263GOrbAwEAEBgYCqLmOLb+4FGavDYXtyOkQatV8i2OqqpB0fBPyoi7CJUgbH3/8Mfz8/F56/izA/Q3di0skSjOf49EvcyHU0UW3r9ZAt7W5wudrGciOJRP8++96cYdPHR0dXLhwAadOncLDhw8xf/58REZGYuPGjfVrdy1etmY3ISEBAbEpsDXQhb+TDTYnZGBxTDLetDKFtQHlHVFNQ+7rgoKC8Pfff+P999/Hpk2bIBaLkZKSgokTJ8LQUDbwXP2UB4FQC0IdvRpLhZRhGKbOGSly9vb2CA8PR0HcTRh26Iq2XnXfR0kryvHwpynoMC8FkyZNQlBQELKysmBtbY3AwEAcPnwYf/75J/v5P/zwA44cOQJRYTF0TSxgNXAsLPvW3I0959ZZPD+8mv17h3/j6/r16/XaNbk+mvvmdNVnwNy9excikeiVBwD/yS/GPMcOWBWfCj8/P/j40EwZrrz83bqJCgwMxJQpU2q8npmZiaCgIIVps3La2toYMGAAJk+ejI4dO0IqlcLU1BTZ2dkoKipCVlYWAGDTpk3o3r07exahubk5pkyZwm5eEhoaCjc3N9jb28PJyQlHj8qOcDEyMsLAgQMxc+ZMWFtb48SJEwrXr2uTEVFHLxy+cg+fffYZ+n0XjFH74jBqXxz6rb/K/neqkQPa+kzDzJkz8fDhQ4UnIz4+PggJCUFISEiN6S/JxzdDWlFe5/ez8PFtZFw6AJ3WZli0aBEyMjIwe/bsZvMUWFpZgdxb56FraomhQ4cCkK0BHj9+PKqqqjBu3DhcuXIF58+fBwCMHj0aALBy5UqkXz6I4sSHaOM+GEIdXeTeuYA7ft7IvCIbfcuLvoS86D8hTktA8vHNMDAwwIQJExAYGMj+Tjx79gw//SRbr5acnIxHjx5h48aNKCoqwtvt26CLsQHKGQYVDIOxthbQEQoQmVsEu9O3MemfxxhxLRau56OxJzEbS5cuRdeuXfH++++joKAAALB27Vq4ubnBwcEB/fr1Y3/niOZTlnVz586Ft7c3+vfvj9atWyvcVFXPus6dZTvutm/fHsOHD0ebNm1gYmLCbhTXoUMH+Pn5wdzcHOHh4QgNDYVAIMDx48fh6+sLFxcXODg4oGfPnrh69SrS09OxadMm9O/fH1FRUQCAt99+W2EnSXnGVR/QGT58OE6cOIHW3Xqj+PkDxG+di8LHt2v9Nxt17A67Ud+g/dDxbNa9/fbbbMYFBQUBQI11bG+++SbMPd9CduRxZF2tubEeAGReO4rsyOMw9xiOt99+Gz///DMOHz6s8s/jVYSHh+P4cVlHVr5EIiEhAQMGDGD/Dampqcjc+BWYknzMstTGV2f9MWn/FzhyeR4Co38BAPikRuDI5XlwFT2t9TrFxcUIDAyEUChEz549oaenp7DR1atS9jtYnfymq52+LvpbtEZbXR3oCQXQEwqQLC6D3enbeC8yDh/fiIfzuSisjU/Dzz//DCcnJwwfPpx9gr9nzx54enrC3t4evXv3Zqd9Es3X0Ps6d3d3JCcnsxtfyt8/5bsEv/7663jrrbdw9epVBAcHywaqpVXQt+yI/AdXcW/Fp7g1/01EB4xB8okt0DNrh4rCPDDSKkgrypGfn8/uJixXWVlZ68D1tm3boG/RATn/nEHshq9RWVqs9N+dFr4bFf/uSly9rvxp8Ys6dOiAefPmwW7UdEgry5F0dD3KC7JrfJ6xgxscxvnBYZwf7D+aD11dXbRt25Y9zkxdXvbQIyMjAy6ip1jcyRQT2rdC0eM7MP71axy5PE/pn8b25MkTfPbZZ7C1tcWyZcteqcYwS1NM7GQJR2MDSKVSLFiwAGPHyh4e1TZTpn379pzMlGkJmvWT19osWrQI/fv3h7e3t8KUuMuXL+PEiRPw9PREWloanj6VvflbWFhg8uTJ2LRpE/sm7+Pjg9OnT8PY2BjOzs549ky23vLmzZvQ0tJCeHg4vLy8EBERgeLiYkilUhw6dAgPHz5E9+7dERMTg9TUVLi7uyu0raGbjNi+8zUqxYXo31tXYc0uIFuzNnz4cHZ0Ue7ixYsQxUSi3aAPkXZhl/Jv3L/TZvXMrTFgwABs3rwZFRUVEAqFiIiIwJgxY9gRQT8/P+zcuRNhYWHo06cPFtxPxMmMfEiqpLA11EOgiy36WbRW5celElWC63haHr4pEWGuozX7fYmJiUFpaSkAsFO9bWxs8L///Q89e/ZEUFAQNm7ciMyc6zDp9n+wfWdarbWlFRKkX9yHKkkxDNrZY/cv62FpqTgVLjc3F1evXsXUqVOxe/duREdHQygUYvv27chOT4eprhbsDHSRUlqOcbYWCl9bfXTO/2ESfOzTaHSOqMTLywuFhYXQ09PDrl27oK2tXSPrnjx5An19fZw/fx7nz5+HtrY2hg8fjjNnzqBz5854+vQp7t27hx9//JFdZ84wDDKYVti7dy8MbbqhrOAR0ioNsOjCcziM/4G9ftqFXZBkJiI4OBht2rRhX9+3bx+ysrLY7Lxw4QLKysoQExMDXZO20LfqiOLnD1D+kqwry01H3l/767WOLfZ8NrKu/o7c2+drnWWSe/schHqGsB05DYFjOuO3335j17G9bAO2+Vdi8KxEAiNtLfQ3N8am1xxU+jmpskQiMTEROeWym+CVj/7b9GSkde1Pp2ujpaWF1NRUXLhwARKJBF26dKn1hl8dunTpgvndOmDlo1QM/vshhADW9OwEcz0diMWyJ8x3RSVY0M0GieIyrH+Sjv6XLmHs2LEIDQ3Fr7/+ioCAAAQFBcHGxga+vr7IzMxUWOtMWiZV7+tu3bqFtm3bsllUVFSE3r17s7kByAZZfv75Z7bDyVRVot3AMUg9twNVpYWAtBJGto4Q6urDvNf/kHLyZyQfD4G0sgIVFRVs50Nu/fr17PuxfOD6zJkz0NPTg4FVJ+iaxKA8Lx1VkhJo/ztzojpx+lNkXvkdHd78DCmnfmFfl896qb53h9xXX32FgoIC7Mu/BZ0bp1BRlF/r903PrD30zGQD7Hn3/kJ5eTk+/PBD6OjoqO2+TtXN6cL6dGP/fiwtD/HFslk8tU259e3WAYlLlzbalNv4+HiMHTsWenp6OHz4MKysrMAwDMrKyqClpVXrztS1aa0jmxWj8+/AcmPOlNF0GvWucOXKFfz55584cOAAuwtcaWkpMjIyYGpqiqioKBw7dgy6urr4v//7PwiFQly7dg03b95Eq1b/hYr8SYVAIMDmzZvx6aefQiwWo7S0FMHBwQgKCkJCQgIA2aifj48Prl69iosXL2LPnj0wNDTEsGHDsHjxYoX2NXSTkSpJCe4ufR8jIFvbUX1zqfXr12PdunXo0KEDgoKCMHz4cJSUlGDBggWw8f4CQj39Or93rR090dZrFLIj/sDAgQOhr6+PHTt21FgH/KKYmBjsS87B2+3aYIilCZ4WS1ClfPmo2oy0Nqtxkyff9EoZ+SZYL651sfB8Cxaeb/33997esOjtzf69b9+aa/B69+6NAwcOAJBNm5GbMWMGqqaMxPOSMgz86wEGt21dY62rfHTuWHoebueXNNo6NtL8hYaGIikpCUFBQVi8eDHOnDlTI+tcXV3x+PFjuLq6IisrC1lZWTh79iwGDx6M9957DzNmzIC+vj6OHTvGHm9j3OU12LwzDXEbv0G5SPZEVcfYDMad3RWm4mZF/AEgEcOHD4eBgQH7enJyMtavX4+ZM2di+/btOHv2LDsomPgsEUIdXbRxG4Q2PWouvwD+yzqgZtYxDIO9e/cqXcdW+Ei2jk3ZkQ5leRnQMW4DgVAL+vr69VrHliQuQ2B3O9kGbCU1d6dXRpUlEl5eXkjy6VXr5/U1N1b42OF/b/y0zMzg5eWlsMOnsmupW25uLnYmZqF7awPM7GqNdY/T8ENMEvqZG7Of425qhCkOVrhfKEZKaR6++eYb2NraIjQ0lH3yam9vj6SkJFy7dg09e/ak9V8t2Kh9cSh8fAePz4fDccoqTNwRAQC4Gp8O75CrqCgU4dml6zj02xEItXXwf717Y9GiRQqzUOQDXNUdOnSIzTojO2eYungh9/Z5SLL+zQEGaPv6CGgbt0FZTipy71wAINtn4MV7isuXL0MoFNY6cJ2emQVtw9aw/t8k6LWxqtEORirF89/WwtJrFAxtHOv1vRk9ejRiYmIAgRC273wNXZO2dX5+9o2TEAqFGD9+/Etrq/u+TldXF/L5h3dFJRBVVMG7nanC5zR0UP9Vl3ikpqZizJgxyM/Px7x58xAVFYWoqCh4eHigT58+ClOhDyTn4Ha+7Il6tEiMA8k5GNm+jdJLvEg+U8bT0xM9e/bE0aNHOZkp0xJoVOc1LS0NEolE4c3u8uXL+O6773Do0CGcPXsWUqkU+vr/deQeP34MiUSCXbt24cCBA4iIiIBQKMTGjRtRVVWFbt26YcKECVi+fDmMBk/CnjJXtJ8agvz7V2CR+gTpt87g/8Z8BYePF8JiWijkz9R2qWGTES1dA3T9YiUmdCxHUFAQVq9ejbCwMEyfPh0eHh7Izc1FQEAApk+fjrt372LzZtkUV33HXsh/eA0AUCkuRKW4CNqGxgq1JdnJyLsTjtaOngieNxVLlizBrFmzcOXKlTrbZGVlBQMtIWIKxbDQ00Yv01boa25c59doutqO+tmXnA0GwHi7mm8wNDpHXpWXlxe8vLwQGRmJ3377DXFxcXB3d8fp06chFAqhq6uLLVu2YNmyZfjyyy/xwQcfYO7cuThw4ADmzp3LHhnl4OCAsLAw+Pr6Yu/evWg/dDwM29mj+5xQiB5eQ0lSLPKi/4SeWXt0eGsye32nqcG1bqjk5+eHESNGAJAdNyY3dOjQemWdJDsZ2ee2sVkHANeuXcOzZ8/4WcdWJcWlrAK4mhhiQsfmtxGROtfsRkREIENSgfF2bfE/K1PEFZViTXwabotK4GYi+zm1/vcpqraSrANkO7yePn0a9+/fx/Lly3H8+HEcO3asfu0mGqO8IAtMZTkebZnJvlb0NBrPDq1Ety9Xw+W7nwGGgVBHF7+9kEXdunXDBx98UKPm9evXcfv2bYwcORL6bWVrP+0/Xoj8+1chTnmE3KhwxG7+Bm5+h9Dx/Zno+L7s2ktqyboTJ06we2m8OHD9sqzLuXUW5XmZMB89HKXpslkqhYWFyM3NZQfklFm5ciVm7I9E2rkdSP9zP8zcB0OnVe0dJ0luGoqeRGHI4MEqrXVtrPu6J8USfH77KWwNdBHgojgdm69B/cTEROTkyKZwL1/+33FB8tk91flW24zzVEY+TmXko389vk98zpRp7ppt57W2Y1bs7e3xyy+yaRe5ublYuHAhPDw8MHv2bADAuHHj2ClhZmZmWL58ORwcHJCQkICwsDD4+PigY8eO7Ajw7du3sWfPHvaNs/DxHZh274+UU7+gVcfuMLJxRF70RU7OEqzPTYXW0uM4deoUIiIikJeXh4ULF7Ifk+9enJqayk4ZxOpJ7MczLh2AUFcf1kPHy9bBCgQQauugICYSVZISmHsMg7e3Ny5evIgDBw4o7LImn2ZTfX1H27ZtEf6GC85lihAtKsGMu8/wuLgU33fr0IDvRuN61Ru68PBweHt7IyoqCtnZ2UqP+imXSvFbSi466OtiiGXdm9rUhkbnWrYXs85rxloY2Tkj/eI+tO7ijqqyUqSFn4ZAWxcLb5ZB+0Ecbs0bCn2rTnCdE4ov/12jtXv3bkgkEoSHh0NXVxd2dnaIi5PdXP3555/Yv38/Ll6UbYBWEHsduq3NkXn1CAytu8DIzhl5dy8pneZbH/X9/22suzubdWZmZtizZw+A/9axAbLZMlevXkVsbCwW/J2L2I3ToW/ZEQBqbMCmZ9YOZbnpYKRVkEgkyM/Px2uvvaZwzRfXsAGyDnnvW+G4nV+Mg8k52Pw0AzeG9ICJTrN9G1WZKseaydcCHk3NhaWeDo6l5gEAHIzqt6v64sWL0bNnT/To0QNnzpxRWEtNNNuLv2fiG6egb2HDLlWoLClA0tH1MOzgCOvhsieq8dt8UZxwF26LZWvcr1+/zs6MKygowP79+9GjRw92R2KJRILg4GD2OqUZz1GWn4msq79Dt40VDKw7Q+fxbUiyU9jceFUvy7rg+DSsKxEh5qcv//uaI0egp6enMNukNh4eHjCPNYQkOxnp4XtQlHAPZj0HQlop299EqP3f4F329RMAwyhkplxj3de9OKgfX1SKj2/EQ09LiAOvO8JKX3EqLl+D+i/OZKnuxdeVzZSxNdSrMVNG69fjtdbna6ZMc8f7u250dDR27NgBqVSKoUOH4t1331Xp65StIZJP6ah+9uDrr79ea42YmBiEhoZCS0sLI0eOZHevlDMwMMCPP/4Ib29vJJdqoSDuBgQCIcrysyCKiYS0ogz6lh3R4c3JtdaXe9n0VVX8lV2Ak+n56NWmFTLWrmXXdty5cwdHjx5F3759IRKJ8Oeff8Lc3Bx2dnb47LPPMGzYMKy8koqihLvIjvgD5r2Gs1P17vh5sze4euaydRFZkSewb5+ZSje44eHhsLKywq8JmXA1MYS7qRGOp+cjs6x5bPLUUKoe9XM2Q4Tc8krZelwVnvC8iEbnNANXWYfYWFgPn4iy3FQkx14HBAIYWHWE9f8mQduw5pokHx8fTJs2DUeOHIG/vz/s7OwQGBjIPi0AZE8fAwIC8NFHH2HPH+cgengNlv3egzj1MXJvXwAYKYw6dkf7QR/V2dY5c+YoPGl9FdWzLq20HLeeZ7Pr2LKzs3Hu3Lka69gePHiACxcuwNraGknH9qFKUoJ2A8cAAHLvXMDzw6vZndarr2P74b5Rvdax6ZRI4GhsAGtRCZJLy1FcKYWJasufmjVVss7NzQ3+TjbYmZgF/4dJsNTTQaCLLVxaGyL53zWvqigsLMSaNWtQUlICW1tbpUfTkaaLy6zrNPZ7dhmPfCmAjnEbGNv3rLXGwYMH2VkaGRkZ+P777zF79my286qjo4ODBw/C0tISFq+/jbw7F1GWkwqmqgoZlw6iUlwIndbmsHv32zo7rlx0Oka0b4NuxrLlFvHFpfjpcToGDx6MCRMmKO2Ed+zYEdOmTcOwYcOQdTMDOTdOy94DLGWDRw9WT0JlSQE8lp0CUPtmltVxfV+nykBXamoqProRj/yKSsy174BoUQmiRSX1Wt9Pg/otG6+dV6lUitDQUCxatAjm5uZYsGABPD09YWNj89KvfTE4Ru2Lw/5KYH+1aRqeqy4i+9+PAQDeWwbP94DPzmThj0/+G8FXpkePHuzc9tVTRgIu3YDrSwAnbcDpv8XmeL4LeP7CF3N85pWpjjaiRCU4lpYHvcRt6P3v2g4DAwN2J76qqiq4ubnhhx9+gK6uLtzc3ODm5gbvP0YirDgHcwBMLYnBVzGbgBjADoBdSQaOXJ4HhmGw3MEKR1PjVbrBvXz5Ms6dO4fPP/8cDwrFOJKaiyqGQa82RvjaQb072TUVqh71U9t6XKB5rGMj3OA66wDAenjNUXS56kdICQQC+Pn51dkJePPNN9kdfP1T78hevLsWcDUEXF3++8SYjUDMC1+szqwTCtG79/+x69gOHTqEiooKpevYMjIyYKUtgG93O3yadQzIOoawFFn2TXx6El8xt1AhZbDYzgJ/3DyOEw9a1Wsd287nWcguq4SprhbmdLVGhxZyBIyqWTfFwQpTHGqu7XvxSUSwWycEu3WClpsbAMUnGvLzO0nzpI6sk6vtTOgXj9Jbt24d1q1bp/QaOjo6uHnzJgCgaspIYHh3IPUgYArgDfv/PrH0L+DyX4pfzHHWORobwPHfzqtZrjaAdHTs2BE9e/bEzJkza+2ET5s2DUVFRVi+fDkqxSXobKSPr3t2xHtxW4A4wEuSj7yqSvapb22bWVbH9X1dS9icjvCP187rkydP0K5dO1hZyd7svLy88M8//6gUci2Nm6kRwgfIzn+VTz+QU6VjM8bGAmNsFHe5rX4zIRAIsNDJBgudbGrUl6t+g1vdH14114EQQv5DWae66lkHAFq//pdv33zzDb755psaX+Pq6squSaqaonje4YvZpyMU4EfXjvjRtaPSrFO2jm36/fBX+BcR0nJQ1r2avubGCoM4dXXC//jjDwA1sw4AIgb3UPi7ssFzOa7v61rC5nSEfwKGYXjYG1bm+vXriI6OZjcx+vvvv/H48WN8/vnnCp8XHh6O8HDZTcOKFSsavZ0t3eXLlzF48GBMnz691m3bCSF1o6xrHgYNGoS//voL2dnZsLCwePkXEEIUUNY1D3RfR5qzmnMImqBhw4ZhxYoVrxRw8+fPV0OLNKO+qrUHDRoEhmHqHXDN+XtD9fmtr+62N1WUdfzWvnz5MhiGqXfHtTl/b6i+5tdviijr+K1P93VUvznX57XzamZmhtzc/3avzM3NVVhjSQghmoCyjhDSElDWEULUjdfOa+fOnZGeno6srCxUVlYiIiICnp6efDaJEEI4R1lHCGkJKOsIIeqmtWTJkiV8XVwoFKJdu3bYuHEjzp49izfeeAN9+vTh/DoODg6c19SU+s257VRfs+uru+2NibKO//rNue1Un+o3F5R1ml+/Obed6mtGfV43bCKEEEIIIYQQQlTRLDZsIoQQQgghhCffV5cAACAASURBVBDSslHnlRBCCCGEEEJIk0edV0IIIYQQQgghTR51XgmnsrKyVHqNEEKaM8o6QkhLQFlHmhqN6bwyDIOIiAhERkaCYRjcv38f27dvx7lz5yCVSjm7TlJSEme16iIWi1FaWsp5XalUilu3buH06dM4efIk+4cra9euVem1higuLkZiYiISEhLYP1wICAhQ6bX6EovFAGTtru0PF6RSKac/R75IpVLk5eUhJyeH/UMUUdaphrJOOco6/lHWvRxlnWoo65SjrOOfOrJOm4N2NQmhoaEoKChAZWUl/vnnH1RWVsLT0xN37txBWloaPvvsM06us23bNlRUVGDQoEF44403YGhoyElduSdPnmDLli2QSCRgGAZGRkb4+uuvOdu6euXKldDR0YGdnR0EAgEnNQEgNTUVycnJEIvFuHHjBvt6aWkpKioqOLvOwYMH8ddff8HKykqh/YsXL37lmuXl5SgvL0dRUZFC6IjFYuTl5TWovQCwYcMGzJ8/H76+vhAIBKi+wbdAIMCmTZsafA2hUIhr165hxIgRDa5Vl7S0NGzbtg0FBQVYu3YtEhMTcevWLXzwwQcNrn3mzBn89ttvMDExYX+2AoEAa9asaXBtTUJZpxrKupoo61RHWcc/yjrVUNbVRFmnuuaYdRrTeY2NjcXatWtRWVmJL7/8Elu3boW2tjb69esHX19fzq4TEBCA9PR0XLp0Cb6+vujSpQsGDx6Mnj17clL/559/xhdffAFnZ2cAQFxcHEJCQjh7U8vNzVXLG2RaWhru3LmDkpIS3L59m31dX18fX331FWfXiYyMxMaNG6Gtzd2vbnh4OE6dOoX8/HyF3xVDQ0O89dZbDa4/f/58AMDmzZsbXKsu3bp1Q2hoKLy8vKCnp8e+zuWZXb/88gs+/fRTbN26FQDQsWNHbNiwgZOQO336NNatWwdjY+MG19JklHWqoayribJOdZR1/KOsUw1lXU2UdaprjlmnMZ1XLS0tAIC2tjY6d+7M/k+gpaXF6UgUALRv3x4fffQRHBwcsGPHDjx//hwMw+Djjz/G66+/3qDaQqGQDTgAcHJyYv9tXHB3d8fdu3fh5ubGWU0A6N27N3r37o34+Hg4OjpyWrs6W1tblJSUwMTEhLOaPj4+8PHxwZkzZ+Dt7c1Z3dokJiYiOzsbVVVV7GsN/Z2pXhsADh8+rPB6Q0YvX1ReXo4uXboovCYUcrP6wMLCgvMRb01EWacayrqaKOtUR1nHP8o61VDW1URZp7rmmHUa03k1NTWFRCKBvr4+/Pz82NdFIhGnozmJiYm4dOkSoqKi0KNHD/j6+sLBwQF5eXlYtGhRg39hXVxcsHXrVvTr1w8CgQARERFwcXFh5/83dLTF0dERa9asgVQqhba2NhiGgUAgwK5duxpUV87ExAQrVqzA48ePIRAI4OjoiIkTJ8LKyoqT+u+99x7mzZsHOzs7hZ8rF6OwQ4cOxcmTJxEXFwcAcHZ2xvDhw6Grq9vg2gAQEhKCpKQk2NjYKAQDVyHHZZgpY2xsjIyMDPbG4fr162jTpg0ntS0tLbFkyRJ4eHhAR0eHfV3dU2aaG8o61VDWKUdZ93KUdfyjrFMNZZ1ylHUv1xyzTsBUn6itgcrKyiCRSDgb0Vm8eDGGDh2KPn361Pjl//vvvzFgwIAG1V+6dOlLr98Q06dPZ0OC65FLAPDz88Obb76Jfv36AQCuXbuGs2fP4scff+Sk/uzZszFs2DDY2dkpBIWLi0uDawcHB8PAwABvvPEGAODq1asQi8WYPXt2g2sDwKxZs/DTTz9xUqs2IpEIBw4cQH5+PhYuXIiUlBTEx8djyJAhnF0jMzMTW7duxaNHj2BkZARLS0vMmDEDbdu2bXDtsLCwWl8fM2ZMg2u3BJR1iijrlKOseznKuqaLsk4RZZ1ylHUv1xyzTmOevFanzkf4Q4YMQe/evRUC7vbt2+jVq1eDA04qlWL48OHw8vJqaDOVsrCwgK2trVoCDpC9qVT/PgwYMAAnTpzgrL6enh58fHw4q1ddcnKyQgi5urpi1qxZnNV3dHRESkoKbGxsOKtZXUhICAYNGoSjR48CkE2D+umnnzgJudOnT8PHxwf5+fnw9/dnN54wMDBocG05eZhJJBIAsnU1pG6UdcpR1ilHWaccZV3TRFmnHGWdcpR1yjXnrNO4zqu6H+Hv2LEDJ0+exHfffcf+sh4+fBi9evVqcG2hUIjjx4+rNeQsLS2xdOlSuLu7c/oIX76bm7u7O44dOwYvLy92esxrr73WoNrVOTk5Yf/+/fD09FSYXsLF4nV7e3uFtR2PHz9G586dG1xXbuDAgfDz84OpqSl0dHTYqT1cbbRQVFQELy8vHDt2DIBsXRBX6xYuXboEHx8f7NixAytXrlTLzVZSUhI2bdrE/i4ZGxvjm2++ga2tLefX0gSUdXWjrFOOsk45yrqmh7KubpR1ylHWKdecs07jOq+PHz9W6yN8S0tLTJ06FcHBwRgzZgz69u0LLmde9+jRgw266r9IrVq14qS+paUlLC0tUVlZicrKSk5qAqixXfiFCxfYjwkEAowbN46T6zx//hyA7OdcXUOm3cyZMwcCgQBVVVXw9/eHhYUFACAnJwfW1tavXPdFW7Zswbfffqu2qT16enooKipia8fHx3O2UL5Dhw6YMWMG8vPzMXfuXPZ1LoN669atmDBhAlxdXQEADx8+xC+//IJly5Y1uLYmoqyrG2VdTZR1L0dZ1/RQ1tWNsq4myrqXa85Zp3GdV3U/whcIBHBwcMCSJUuwfv16PH78mNPDsiMiIgAA586dU7gmF2dGAUCvXr043WJbTt3bhcv5+/tzNuokJ9/yXN1at24NT09PtdWfMGECVq1ahYyMDPj7+6OwsJCz6TEzZ86ESCRCUFAQ5s2bx0nNF5WVlbEBBwDdu3dHWVmZWq6lCSjr6kZZVxNl3ctR1jU9lHV1o6yribLu5Zpz1mnchk0xMTFYuXKl2h7hL1++HAsWLAAgW8uwb98+nDx5EocOHeKkvrotXboUIpEIr7/+Ory8vGBnZ8f5NZKSkpCSkqJwiPXAgQM5qf3111/D3d0dXl5ecHV1VctIV0FBgULb5SN2DbVt2zaUlJSgV69eClN7uJr6VFFRAaFQiLS0NDAMA2trazAMo3Ctpmz16tWwt7dn19ZcuXIFCQkJ+P7773luWdNEWVc3yrqXo6zjB2Vd/VDW1Y2y7uUo6/ihrqzTuM7rt99+i4kTJ9Z4hM/FrlmA7NDsbt26KYwSJSQkcDbqVVZWhpMnTyInJwdfffUV0tPTkZaWxsnaCzmRSISIiAhERkZCLBbDy8uLk8OIAdnOYjExMUhJScFrr72GqKgoODk5Yc6cOZzULysrw+3btxEREYGEhAT06tUL/fr1g5OTU4Nr37p1C7t370Z+fj5at26NnJwcdOjQAcHBwRy0XLZupzbTpk3jpL6vry9Wrlz50tdeRXBwMGbPns1OxZHj8iaiuLgYhw8fxqNHjwDI1sGMGTOGs6lVmoay7uUo62pHWaccZV3TQ1n3cpR1taOsU65ZZx2jYRYuXKjW+p988gnzww8/MCKRiH1t3rx5nNUPDg5mjh07xsyePZthGIaRSCTM3LlzOatfXWJiIrNhwwbmo48+4qzm7NmzmaqqKrbN+fn5TEBAAGf1qysqKmI2btzIjB07lpN6c+fOZQoLC5nvv/+eYRiGuX//PhMSEsJJbXXKz89nnj59ysycOZNJSEhgnj59yjx9+pR58OAB891333Fyjby8PIZhGCYrK6vWP6TxUdapjrJOEWWdcpR1TQ9lneoo6xRR1inXnLNO49a82tvbY/369Wp7hG9tbY2RI0diyZIlmDp1Krp168bpwv7MzEzMmjUL165dAyBbrM2llJQURERE4MaNGzA2NoaXlxcmTJjAWX1dXV0IhUIIhUKIxWKYmJggNzeXs/qAbApRREQEoqOj4eDgwNn8fy0tLRgbG4NhGEilUri6unJ2yDcA7N27F++//z50dXXx448/IjExERMnTmzwVvzR0dH466+/kJubi927d7OvGxgY4OOPP25oswGAPbCaq5Hu2qxYsaLGdCFDQ0N07twZw4YN4+xQcU1BWVc3yjrlKOuUo6xreijr6kZZpxxlnXLNOes0rvNaXl4OHR0d3Lt3T+F1rkJOIBCgV69esLa2xrp16zB48GBO5+dra2ujvLycrZmRkaGwdXhDbdmyBf369YOfnx/MzMw4qyvXuXNnlJSUYOjQoZg/fz709fXZLcq5MH36dHTq1Al9+/bF+PHjOd3a28jICBKJBM7OztiwYQNMTEw4fZO5e/cuxo8fj5s3b6Jt27aYO3cuFi9e3OCQGzRoEAYNGoTr16+jT58+HLVW0YQJE2r9PWf+nV7CxZuBlZUVCgsL2YPQIyIiYGBggLS0NPzyyy/49ttvG3wNTUJZVzfKOuUo65SjrGt6KOvqRlmnHGWdcs0663h75ttMyaceMAzDlJaWMmvXrmU+/PBDzupHR0czP/zwAzN58mRm/fr1zLRp05j79+9zVr+6CxcucF5z/fr1zIULF5iUlBQmMzOTef78Oaf1S0pKOK1XXWlpKVNVVcVUVlYyly5dYk6dOsUUFhZyVl8+ZWjLli1MVFQUwzAMp1OH8vPzmZCQECYoKIhhGIZJTk5mLl68yFl9dZs/f77S12bNmtXYzWnxKOvqRlmnHGVd3SjrmhbKurpR1ilHWVc3dWUdt3tTNwF79+6FWCxGZWUlAgIC8Pnnn+Pvv//mrP6qVavY/9bX18fs2bM52+4cANzc3DB37lxMnz4d/fr1w/LlyxW2meZS9TO7uDJkyBCIRCJs374dAQEBCAsLw+nTpzmrf+TIEbX9fCMiIpCZmQktLS0MGjQIPj4+MDY25qQ2AHh4eGDmzJlISEiAq6srCgsLOd0xLiQkBG5ubsjPzwcAtG/fHqdOneKsvrpJJBLk5OSwf8/JyYFEIgEATkepNQVlneoo6xRR1vGLsq5+KOtUR1mniLKOX+rKOo1LSXU9wv/jjz8watQobN++vdaPT548uUH15QICAvDDDz/Aw8OjxmtcY9Sw0bSrqytcXFzw5MkTPHz4EBcuXEBKSgp8fHw4qa+uny8g+59q69atyMrKQufOneHs7AxnZ2d06tSp4Q0H8Mknn2DUqFEwNDSEUCiEnp4ep2drFRUVwcvLC8eOHQMgW+vB9dlp6vTpp5/C398f7dq1A8MwyMrKwhdffAGJRMLZlvyahLJOdZR1iijr+EVZVz+UdaqjrFNEWccvdWWdxnVe5QdL37lzB3379oWhoSEndeUhZ2VlBSMjI05qVldeXo7y8nIUFRWhuLiYfV0sFiMvL4/z6wGy7ba5FhAQgLKyMnTt2hXOzs5Yvnw5TExMOKtfVVUFgPufLwCMHTsWgOxnER4ejuPHj2Pnzp2cnvWWl5eHe/fuqeWsND09PRQVFbFrGOLj4zn9/qibh4cHNmzYgNTUVACyTTTki/nffvttPpvWJFHWqY6yThFlHb8o6+qHsk51lHWKKOv4pa6s07jOq/wRvq6uLr744gvOHuGbmJggLy8Ply9fxuLFizloqaLw8HCcOnUK+fn5mD9/Pjt6ZmhoiLfeeouz65w+fRqDBg2CgYEBDh8+jOfPn2PcuHFwc3PjpL6dnR2ePXuG5ORkGBoawsjICAYGBpztnujp6amWny8A/P7773j06BEkEgk6deqETz/9FM7OzpzUBpSflcZVyE2YMAGrVq1CRkYG/P39UVhYiNmzZ3NSu7HIz7+rqKhAYmIiAO7eBDQNZV3dKOuUo6zjH2Wd6ijr6kZZpxxlHf/UkXUCRh1zDHhWXFzMPsIvKytDaWkpTE1NG1TzzJkzOH/+PDIzMxV2c2P+3ZWLq/URZ86cgbe3Nye1avP9999j9erViI6ORnh4OD788ENs2rSJkwOPqystLcXly5dx4sQJiEQi7N+/n5O6kZGR6Nq1K8zMzHD06FHExsZi9OjRnBxm7evrC6FQCA8PD7i4uMDR0ZHTtQtz5szB6tWr4evri9WrV0MkEmHjxo3w9/dvcG2pVIrTp0/D29sbaWlpYBgG1tbWzWr9lLoPQtdElHXKUdYpR1nHL8q6+qOsU46yTjnKOn6pK+uaz3egHtTxCN/b2xve3t749ddfMWXKlIY2sc7rPHr0CNnZ2exUCoC7EVn5WEVUVBQGDBgAW1tbTtdInD17FrGxsUhISIClpSUGDx7M6SjX77//jjVr1iAuLg7379/HyJEjsXv3bvz4448Nrr1y5UqIxWI8evQI9+7dw9atW9G6dWsEBgZy0HL1npUmFApx7do1jBgxAra2tpzUbGzXr19n3wSmTZvGvgkQ5SjrlKOsU46yjl+UdfVHWaccZZ1ylHX8UlfWaVznVd2P8NUZcACwceNGZGZmolOnTgqLsrlqv4ODA5YtW4asrCyMGzcOpaWlnJ5nVl5ejhEjRsDBwQFaWlqc1ZWTf0/u3LmDYcOGwcPDAwcPHuSkdlJSEuLi4hATE4OnT5/CwsKCk5E/OXWfldatWzeEhobCy8tL4RwzBwcHzq6hTo1xELomoayrG2WdcpR1/KKsqx/KurpR1ilHWccvdWWdxnVem/uIZkJCAoKDgzkNnuqmTp2K58+fw8rKil0IPm3aNM7qjxw5krNatTEzM8PWrVtx7949jBo1ChUVFZyNMO7fvx/Ozs7w9vZG586dOZ+aIRaLERkZie7du8Pd3R2lpaXo2LEjZ/XlawkOHz6s8Lo61vKog7rfBDQNZV3dKOuUo6zjF2Vd/VDW1Y2yTjnKOn6pK+s0rvPa3Ec0bW1tIRKJ0KZNG7XUFwqFyMvLw9WrVwEALi4u8PT0VMu11GHWrFmIjo7GO++8AyMjI+Tn52P8+PGc1J4/fz773wkJCZyPbA0ZMgRxcXHYvn07Owrr4uLC2XbzzSXMlFH3m4CmoayrG2WdcpR1/KKsqx/KurpR1ilHWccvdWWdxm3YtG3bNnz88ce4du0aTp48CX19fXTq1InTUSh1Wrp0KZ4/f44uXboojBBxtf35vn378PTpU/Tv3x8AcO3aNXTu3Bnjxo3jpL6m8PX15XyzA0C2AL/6WWm6urpYt24dJ7WLiooQFhaGR48eAQCcnJwwevRoTg/kVqcHDx4gLi4OsbGxankT0DSUdXWjrFMNZV3jo6yrH8q6ulHWqYayrvGpK+s07slrcx/RHDNmjFrrR0VFYdWqVewag0GDBmHevHkUci9Qx5iOus9KW7duHZydndld3K5cuYJ169ZxsutdY1D3QeiahrKubpR1qqGsa3yUdfVDWVc3yjrVUNY1PnVlncZ1XtX9CF/dXFxc1H4NsViMVq1asf9Naho9ejTnNdV9VppIJFJo9wcffICIiAhOajcGdb8JaBrKupejrHs5yrrGR1lXP5R1L0dZ93KUdY1PXVmncZ3X5jqi6e/vj8DAQEyYMEFhUb/8vLFdu3Zxcp13330Xvr6+cHFxAcMwiI2NxSeffMJJbU1QXFyMjIwMtGrVCjExMQC4e+OZNGkSgP/OSgsJCeH0rLSePXvi2rVr6Nu3LwDZJhdcHVLeGNT9JqBpKOvqRllXN8o6/lDW1Q9lXd0o6+pGWccfdWWdxq15fbGX7+TkRCOa1TAMgytXruDUqVMYM2YMOnXqBJFIhC5duvDdNN5dvHgRp0+fRl5eHjp16oT4+Hg4OjpytmD+xbPSnJyc4OzsDFdXV07qT5gwAWVlZezUIalUym6tzuUbpbqp6yB0TUNZVzfKOuUo65oGyjrVUNbVjbJOOcq6poHrrNO4J6+aNKIZHh6OYcOGcVpz27ZtEAgEKC8vh6enJ4qLixEaGorly5dzep3m6PTp01i+fDn8/PywePFipKam4sCBA5zVV+dZaQzDIDg4GBYWFpzWbUzqPghd01DW1Y2yTjnKOn5R1tUPZV3dKOuUo6zjl7qyTuM6r+p+hN+YLly4wHnIPXnyBCtXrsS8efMAAK1atUJlZSWn12iudHV12TfDiooKdOjQAWlpaZzVV+dZaQKBAMuXL8fatWvVdg11U/dB6JqGsq5ulHXKUdbxi7Kufijr6kZZpxxlHb/UlXUa13nVpBFNdczo1tLSglQqZddfFBYWqu3g7ObGzMwMJSUl6N27N5YtWwYjIyO0bduW72apzN7eHk+ePGm2U4XUfRC6pqGsqxtlnXKUdfyirKsfyrq6UdYpR1nHL3VlncateT1+/DicnZ2b5YimVCrF7Nmz2fOhcnNzYW5uzuk1rly5goiICDx79gwDBw7E9evX8dFHH7GLwYlMTEwMxGIx3N3dFc5la8pmzpyJjIwMtG3bFnp6euymEGvWrOG7aUQNKOvqRlmnGso60tRR1tWNsk41lHWaQ+M6r83dqlWrMHnyZLXOcU9NTcX9+/cByHbxs7GxUdu1moPi4uI6Py7ffr6py87OrvX15jTKSFoOyrrGR1lHSOOjrGt8lHWajTqvTczixYvx7NkzdOnShd1RDAB8fX15bJVmmz59OgQCQa3TeQQCATZt2sRDq15NXFwc0tPTMXjwYBQWFkIikcDS0pLvZhFSA2Vd46OsI6TxUdY1Pso6zUad1yZGfgbVixrjkGvSvIWFheHp06dIT0/H+vXrkZeXh59++gmBgYF8N42QGijryKuirCPNCWUdeVWUdbVrHpO+WxB5mInFYkilUp5b0zIkJCTU+XEHB4dGaknD3Lx5E6tWrWJHc83MzFBaWspzqwipHWVd46OsI6TxUdY1Pso6zUad1yYmPDwchw4dgq6uLjvloblNcWhu9uzZU+fHuTrMWt20tbUhEAjYXQYlEgnPLSJEOcq6xkdZR0jjo6xrfJR1mo2mDTcxM2bMwLJly9C6dWu+m0KamePHjyMjIwP37t3Du+++i0uXLqFfv37w8fHhu2mE1EBZR14VZR1pTijryKuirKsdPXltYqysrBQW9BP1e/DgAVxdXXHjxo1aP/766683cotezciRI3Hv3j0YGBggLS0NH374IXr27Ml3swipFWVd46OsI6TxUdY1Pso6zUad1yZm3LhxWLRoEbp27apwDtXkyZN5bJVmi4mJgaurK27fvl3rx5tLyO3duxfjx49XCDb5a4Q0NZR1jY+yjpDGR1nX+CjrNBt1XpuYrVu3wtXVFXZ2duwcd6JeY8eOBQBMmzaN55Y0jPyMt+qio6NbfMiRpomyrvFR1hHS+CjrGh9lnWajzmsTU1VVhYkTJ/LdjBapoqICN27cQFZWlsKOgKNHj+axVS93/vx5nDt3DllZWZg7dy77emlpKbp168ZjywhRjrKOP5R1hDQeyjr+UNZpJtqwqYnZv38/LC0t0atXL+jo6LCvt2rVisdWtQxBQUEwNDSEg4MDhEIh+/o777zDY6teTiwWo7i4GPv378cnn3zCvm5gYEC/N6TJoqzjD2UdIY2Hso4/lHWaiTqvTcz06dNrvEZbqjeOOXPmYO3atXw3o0GkUilEIpHCCKOFhQWPLSKkdpR1/KGsI6TxUNbxh7JOM9G04SZm8+bNfDehxXJ0dERSUhLs7Oz4bsorOXv2LMLCwmBiYsKuqxEIBFizZg3PLSOkJso6/lDWEdJ4KOv4Q1mnmajz2gQlJSUhJSUFFRUV7GsDBw7ksUUtQ1xcHC5fvgxLS0vo6OiwB4k3l5A4deoU1q1bB2NjY76bQohKKOv4QVlHSOOirOMHZZ1mos5rExMWFoaYmBikpKTgtddeQ1RUFJycnCjkGsHChQv5bkKDWFhYwNDQkO9mEKISyjr+UNYR0ngo6/hDWaeZqPPaxFy/fh2rV6+Gr68vpk2bBpFIhI0bN/LdrBahbdu2AICCggKF0dHmwtLSEkuWLIGHh4fCphAjRozgsVWE1I6yjj+UdYQ0Hso6/lDWaSbqvDYxurq6EAqFEAqFEIvFMDExQW5uLt/NahFu3bqF3bt3Iz8/H61bt0ZOTg46dOiA4OBgvpumEgsLC1hYWKCyshKVlZV8N4eQOlHW8YeyjpDGQ1nHH8o6zUSd1yamc+fOKCkpwdChQzF//nzo6+vD0dGR72a1CIcOHUJQUBACAwOxatUqPHjwAFeuXOG7WSobM2YM300gRGWUdfyhrCOk8VDW8YeyTjNR57WJEYvFiIyMRPfu3eHu7o7S0lJ07NiR72a1CFpaWjA2NgbDMJBKpXB1dcWuXbv4btZL7dy5E5MmTcKKFSvY3eiq8/X15aFVhNSNso4/lHWENB7KOv5Q1mkm6rw2MUOGDEFcXBy2b9+OzMxMdOrUCS4uLvDx8eG7aRrPyMgIEokETk5O2LBhA0xMTKCnp8d3s15qwIABAICRI0fy3BJCVEdZxx/KOkIaD2UdfyjrNJOAYRiG70YQRVKpFE+ePMHDhw9x4cIF6OrqYt26dXw3S+MdOXIEgwYNgqmpKf7++2+IxWK88cYbzXKL8oSEBDg4OPDdDELqRFnHD8o6QhoXZR0/KOs0E3Vem5iAgACUlZWha9eucHZ2hpOTE0xMTPhuVosQFhaGyMhItGrVCl5eXujTpw9MTU35btYr8fX1xcqVK/luBiFKUdbxh7KOkMZDWccfyjrNRNOGmxg7Ozs8e/YMycnJMDQ0hJGREQwMDKCrq8t30zTemDFjMGbMGCQmJiIiIgJLliyBubk5/P39+W5avdGYFGnqKOv4Q1lHSOOhrOMPZZ1mos5rEzNp0iQAQGlpKS5fvoyQkBCIRCLs37+f34a1ICYmJjA1NYWxsTEKCgr4bs4rGT16NN9NIKROlHX8o6wjRP0o6/hHWadZaNpwE3P27FnExsYiISEBlpaWcHJygrOzM1xdXflumsY7d+4cIiMjUVhYiD59+sDLyws2NjZ8N0slMTExMDU1hbW1NeLi4hAfHw8bGxt4eHjw3TRCakVZxx/KOkIaPdxXCwAAAdpJREFUD2UdfyjrNBM9eW1iysvLMWLECDg4OEBLS4vv5rQoubm5mDRpEjp16sR3U+pl586dePLkCaqqquDm5oYHDx7A3d0dp06dwsOHD/Hpp5/y3URCaqCs4w9lHSGNh7KOP5R1momevBLSzM2ePRtr165FeXk5pk6dip9//hl6enqorKyEr68v1q5dy3cTCSGkwSjrCCEtAWVd3YR8N4AQ0jACgYD9I/87AAiFQkilUj6bRgghnKGsI4S0BJR1daMnr4Q0c3v37kV8fDwqKirg4uKC1NRUODo6IiYmBpaWlvjyyy/5biIhhDQYZR0hpCWgrKsbdV4J0QDx8fG4f/8+Bg8ejPLycty8eRMWFhbo06cPhEKaYEEI0QyUdYSQloCyTjnqvBKiITTpMG5CCFGGso4Q0hJQ1tWOOq+EaBj5Ydw3btxotodxE0LIy1DWEUJaAso6RS37uTMhGkgTDuMmhJCXoawjhLQElHWK6MkrIRqiOR/GTQghqqKsI4S0BJR1tdPmuwGEEG4018O4CSGkPijrCCEtAWVd7ejJKyGEEEIIIYSQJo/WvBJCCCGEEEIIafKo80oIIYQQQgghpMmjzishhBBCCCGEkCaPOq+EEEIIIYQQQpq8/wfXvy93oWPz4wAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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ZoXbt2rCyslK2SU9Ph52dnVE/MTExj91H9erVMWXKFHz33Xc4cuSIKotXCwuLHLOoWltb44033kBiYiJq1KhhVKg+qV27duH8+fPKrcOpqalYv349mjdvnu+2TZs2xVdffYUKFSoon1bldQzAg9tXbW1tjbZfvnw5bGxslFttn9aTnM/GjRtjyZIlWLt2Ld56661c24SGhmLDhg1ITU1VYk5NTcXatWtRv379Z4r1URs2bEBaWppyq+lff/2FXbt2YdiwYQAejG0ARreY379/H4sXLy5Q/wUdLx4eHvD09MTSpUuNPlVcvnx5vrM3A0CtWrUKFM/Dli5danQHxZIlS2BiYoLAwMBc22dmZkKv1xu9FwAeO8FTx44dYWpqik6dOsFgMGDq1KkAHoy/SZMm4datWwgLC3tsnCtXrkSPHj3Qq1cvfPnll49tm9/5JCJ6EbF4JaJSrUGDBujfvz9MTU3xxhtvAHgwE7GtrS0SEhIwZswYo/bZf4h+/vnnqF27NuLj4/Hzzz8btTl06BAGDBiA9u3bo1KlStDr9fj++++h1WqN/oBWk8qVK+O3337DunXrUL58eTg5OcHb2xtTpkxBSEgImjRpgvfffx+urq64du0a9u/fD71en2MG2ry4uLigcePGiIyMVGYbTktLw+jRo/PddtCgQfjpp5/wxhtvYNCgQfDz80NaWhqOHTuG3377DatXr1aOAQCio6PRrFkzmJqaolatWujUqRNiYmIQFhaGIUOGICAgAPfu3cPp06exZs0arFq1yugCxaOe9nxmfz1Qx44dMXz4cAQGBiI1NRWbN2/GwIED4e/vj9GjR2PdunUICwvD0KFDodFoMGnSJKSnp+cYe89Kp9OhcePG+OSTT5CZmYmIiAjY2dlh0KBBAIBXXnkFXl5eGDlyJExNTWFmZqYUYAVVkPFiYmKCiIgI9OrVCz169ECHDh1w6tQpTJw4MceFocKyYcMGfPLJJ2jcuDF2796Nzz77DF27dsXLL7+ca/syZcqgTp06iI6OhqurK5ycnDB//vx8b8lt164dTE1N0bFjR+j1esyYMQP169dHx44d0aZNGwwePBi1a9eGiYkJ/vrrL2zYsAGTJk2Cr68vtm3bho4dOyIgIADdu3c3ehbbwsICr732mtG+8jufREQvpOKcLYqIqLglJSUJgBwzCrds2VIASEJCgtHy9PR06du3rzg5OYmNjY00b95ckpOTBYBERESIiMjly5ela9eu8vLLL4tOpxMHBwcJCQmRTZs2Kf1kz2wbGxtr1H+3bt3E3d09R5wAZOTIkY89lrxmG350u9xmVj169KgEBweLTqfLMeNrUlKStG/fXpydncXc3Fzc3d3lrbfekvXr1+cbt8i/MxnPmzdPKlasKObm5lK9enXZsmVLgY5dRCQlJUUGDhwo3t7eYmZmJs7OzhIcHCxTp05V2mRlZUm/fv3E2dlZNBqN0Xtx9+5diYiIED8/PzE3NxcHBwepVauWREREKLMT53VOCnI+85Kamioff/yxVKhQQczMzKR8+fLSunVrZYZjEZFdu3ZJWFiYWFtbi5WVlTRs2FD++OOPAr03uZ3f7Bl2H56hFoCMGDFCxo8fL+7u7mJhYSHBwcE5Zro9cOCABAUFiU6nE3d3dxk9erTMmzdPAMiZM2eUdnnNTi1SsPEiIjJt2jSpUKGCWFhYSM2aNeW3334TLy+v5zLb8NatW6Vly5ZibW0tDg4O0q9fP0lPT1fa5fYzcebMGWnatKnY2NiIs7Oz9O/fX9atW5cjL2TPNvywlStXirm5ufTr108MBoPo9XqZNm2aVKtWTSwsLMTOzk6qVasmn3zyidy8eVNE/v35ze2fl5eXUf8FPZ9ERC8ajUgBpukjIiJ6St7e3ggODsaiRYuKO5RSS6PRYOTIkYiKiiruUIiIiJ4aZxsmIiIiIiIi1WPxSkRERERERKrH24aJiIiIiIhI9fjJKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavJUD9+vXRq1evPNd3794d4eHhT9Snt7c3oqKinjW0fGk0GixatOi576e4FNX7SFQaMNepF3MdUeFhrlOvF/34XgQsXumpnDt3Dn369MHLL78MnU4HDw8P9OjRAxcuXCiU/r/44gvUrVsXDg4OsLe3R3BwMDZt2pSj3ddff43KlSvDysoKrq6u6NatGy5fvmzU5sSJE2jSpAmsrKzg5OSEvn37Ii0tzaiNRqPJ8a9z586Fciz5WbRoETQaTZHsi4iezPPOdZGRkbnmn1OnThm1S09Px7Bhw+Dt7Q1zc3O4u7tj7NixyvpLly6hU6dOqFKlCrRabZ5/+F66dAnt2rWDnZ0d7Ozs0KFDB1y5cqVQjiU/zHVE6vW8c53BYMDYsWNRqVIl6HQ6VKhQAR999FGOv8eyJSUlwdraGlqt1mh5QXLdX3/9lWteHTVqVKEcS36ioqLg7e1dJPsqjbT5NyHK6fjx40hLS8O0adPg7++PS5cuYfDgwWjatCkOHjwIU1PTZ+o/Pj4ePXv2xOuvvw4rKyt8++23aNGiBbZu3YqgoCAAwLJlyzBgwAB88803CA8Px99//42+ffuia9eu2Lx5MwDgzp07CAsLQ7Vq1bBjxw6kpKSgZ8+euHnzJpYsWWK0z5kzZ6J169bKa51O90zHQEQl3/POdcCDT0x27txptMzZ2Vn5f71ej+bNm+P27duYM2cO/Pz8cP36dVy7dk1pk5mZCUdHRwwePBjLli1DVlZWjv0YDAa0aNECJiYmiI2NhYigX79+ePvtt7F9+3YWlkSl2PPOddHR0fjyyy8RExODmjVr4vjx4+jRowcyMzMxZ84co7bp6elo164dGjZsiI0bNxqtK0iuy7Z69WrUrl1beW1jY/NMx0AqIaR6oaGh0qNHDxk6dKiULVtWbG1tpXfv3nL37l0REenWrZuEhYUp7fft2ydNmzYVZ2dnsba2llq1asnGjRuN+vTy8pJx48Ypr2NjY6VMmTIydepUERFJTU2Vjz76SNzc3ESn00n16tVl+fLlj41z3759AkAOHTqkLAMg06ZNk3fffVesrKzEzc1Npk2b9lTvQ9WqVWXw4MHK6wEDBkiNGjWM2syYMUPs7e2V13PmzBFLS0u5efOmsmzdunUCQJKTk43iXLhw4RPH5OXlJSNGjJD3339fbG1tpWzZsjJ8+HDR6/UiIhIRESG+vr45tuvRo4c0bNhQEhISBIDRv27duhkdj5+fn1hYWEilSpUkKipK7t+/r6xftWqVVK9eXXQ6nZQpU0Zef/112b9//xMfB5EalMZcFxERIS+99NJj28yfP19sbW3l8uXL+fYnkvN9yrZ582YBIMeOHVOWHTlyRABIQkLCY/tkriMqPKUx17Vq1Ureffddo2WDBw+W6tWr52jbvXt36dOnj8TExIipqWmefeaV686cOSMA5Lfffss3rkfld3zdunWTRo0a5diuQYMG0rNnT4mJicmR6yIiIkRE5N69exIRESHe3t5iYWEhlStXltmzZxv1M2/ePPH39xcLCwtxcHCQN954Q86fP//Ex/EiY/FaAoSGhoqtra306tVLkpKSZM2aNeLs7CwDBw4UkZw/vAkJCRITEyNHjhyR48ePy8iRI8XMzEyOHz+utHk4yS1atEhsbGzkxx9/FBERg8Eg9evXl9DQUPntt9/k9OnTMmfOHDEzM5O4uLg849yyZYsAkFOnTinLAIiDg4PMmDFDjh8/LtOmTRNTU1NZtWrVE70Her1evLy8ZPTo0cqyZcuWiU6nk4SEBDEYDHLp0iUJCQmRTp06KW26du0qDRo0MOrr3r17YmJiYlSsAhA3NzdxdHSUatWqyahRoyQtLS3fuLy8vMTW1lZGjx4tx44dkwULFoiVlZWS6M6fPy+mpqby66+/Ktvcvn1brK2tZcmSJZKZmSkzZ84UAHLp0iW5dOmSUmhHRERIhQoVZMWKFZKcnCzr168XT09PGTVqlIiIXLp0SczMzGTSpEmSnJwsSUlJsnjxYqNfMkQlSWnMdREREWJhYSHu7u7i7u4uTZs2le3btxu1ad68uYSFhcmIESPEw8NDfHx8pFevXnLt2rVc+8zrD7oxY8aIj49PjuUeHh5Gf/TmhrmOqPCUxlz3xRdfiIuLiyQmJoqIyOnTp8Xf319Gjhxp1O6HH36QKlWqSHp6+jMXr56enlK2bFmpWbOmREdHy7179x4bY0GOb8eOHaLRaIw+ADl58qRoNBrZtWuXpKeny9ChQ8XDw0PJdampqUq8VatWlc2bN0tycrIsWbJEypQpI99++62IiOzdu1dMTU3lhx9+kL/++ksOHTok8+bNY/H6CBavJUBoaKh4eXlJVlaWsmzOnDliYWEhd+7cyfOH92HVqlWTqKgo5XV2kvviiy/Ezs7OKHklJCSIhYWF0aeVIg+uoLdq1SrX/lNTUyUgIEBat25ttByAdO7c2WhZx44dJTg4+PEH/Yhx48ZJmTJlcvwAf/vtt6LT6USr1QoAad68uWRkZCjrGzVqJB07dszRn5OTk0yePFl5HRkZKVu3bpXExESZP3++uLq6yhtvvCEGg+GxcXl5eeU4luHDh4uHh4fy+q233jIqqGfPni1OTk6SmZkpIiILFy6UR2+CSEtLE51Ol+PK6g8//CBlypQREZH9+/cLADlz5sxjYyQqKUpjrlu/fr3873//k4MHD8q2bdukU6dOYmJiIr/88ovSJvsqfKNGjWTnzp0SFxcnVatWleDg4FxzVF7vU+/evaVu3bo5lteqVUv69ev32DiZ64gKT2nMdQaDQcaNGyempqbK32y9e/c2ymFJSUni5OQkhw8fFhF56uL16tWrMnnyZNm+fbscOHBApk+fLnZ2djnizk1Bjq9q1apGRfewYcOkWrVqyutx48aJl5eXUR/Jycmi0Wjk6NGjRss/++wzCQgIEBGRFStWiJ2dndy6dSvfOEszFq8lQGhoqLRt29ZoWfatXomJiTl+eK9cuSIffPCB+Pn5SZkyZcTa2lpMTU2ld+/eShsvLy/x9PQUCwsL2bt3r1HfkydPFo1GI9bW1kb/zMzMpHLlyjniu3PnjjRo0EBq1qyZIzECkFmzZhktmzlzpjg4OIiIyPjx4432sW3bthz9z5o1S3Q6ncTGxhot37Ztm5QrV05mzpwpiYmJsmHDBqlSpYq89957SpuCFq+Pio+PFwDKJyB9+vQxivPs2bPK+/jJJ58YbZt9W3J28lm3bp1YWlpKSkqKiIjUrFlThgwZorTP7Q+63bt3CwCxsrIy2q+lpaUAkCtXrkhWVpY0adJErK2t5e2335Zp06bJuXPn8jwmIrUr7bnu4ffh4dvSfH19xdzcXK5fv64s27NnjwCQffv25dj+WYpX5jqi56805rqlS5eKq6urLFiwQA4dOiTLli0TDw8PGTFihIiIZGRkSJUqVYxuo33a4jU38+fPFwDy999/i4hI06ZNjeIs6PFlv3Zzc5OsrCy5f/++lC9fXr766itlfW7F69KlSwVAjnNgYWEhVlZWIvLggkH16tXF0dFR2rdvL3PmzJGrV68W6PhKE07Y9ALq3r07zp07h8mTJ8PHxwc6nQ4dOnTAvXv3jNrVrVsX8fHx+O6771CjRg1lsg6DwYAyZcpgz549Ofo2Nzc3en3r1i00b94c9+/fR1xcHMqUKfNEsfbt2xft2rVTXru7uxut//LLLxEREYE1a9bkmFFu5MiRePfdd9G/f38AQLVq1WBjY4OQkBB89tlnqFSpElxdXXH+/Hmj7e7fv4+UlBS4urrmGVfdunUBPJixrl69ehg7diw+/vhjZb2bm1uBj7FZs2YoV64cFi5ciJCQEOzbtw+LFy9+7DYGgwHAg0mpfH19c6x3dHSEqakpNm7ciD179iAuLuWjpPEAACAASURBVA7Lly/HsGHDsGzZMrRo0aLA8RGVVC9Srns03uXLlyuvXV1dlUlKslWpUgUAcPbsWdSoUaNAMbi6uiIuLi7H8suXLyv5kLmOSH1ehFw3ZMgQDBgwAF26dAEAVK1aFXfv3kXPnj0xevRo/PPPP/jzzz/Rv39/5e86EYHBYIBWq8XYsWMxYsSIJ4rlYfXq1QPwIGe6u7vj22+/xd27d5+qry5dumDo0KFYv349DAYDbt26le83VGTnuh07dsDKyspoXfZ5srGxwd69e7F9+3bExcVh9uzZ+PTTT7FlyxbUrFnzqWJ9EbF4LSH27NkDvV6vzPa2Y8cOWFhY4KWXXsrRdtu2bZg8eTJatmwJAEhLS0NycjJeffVVo3ZVq1bFmDFjEBYWhvv372Pu3LnQaDSoVasWbt68iYyMjBzbPOzatWto3LgxrKysEBsbCzs7u1zb7dq1C/369VNe79ixA5UrVwbw4A+Th/8ge9iYMWMwdepUbNiwAaGhoTnWp6WlwcTE+Nuest8fEQEABAUFYcCAAbh9+7YSX2xsLAwGgzJrcW4OHDgAAPD09AQAlCtXDuXKlcvz+B62Y8cOuLu7K/szMTFB7969MW/ePBw/fhwhISHw8/NT2mf/4nj4/FapUgWWlpZITk7Gm2++mWecGo0GtWvXRu3atTFixAg0bdoUMTEx/IOOSqzSmOsetX//fiX3AMAbb7yBnTt34tatW8ofksePHweAJ/o6hqCgIIwdOxYnT57Eyy+/DODB11GcP38ewcHBAJjriIpKact1ef3NJg/uAoW7uzsOHz5stH716tWIiIjAwYMH4eLikmfcBbF//34AgIeHB4DHX0B83PEBUL5mbN68eTAYDGjbti3s7e2V9ebm5tDr9UZ9Zhef586de2zeMjU1RUhIiPJBTOXKlfG///2PxevDiveDXyqI7Af7+/TpI0lJSbJu3TpxcXGRjz76SERy3jZRs2ZNCQoKkkOHDsmBAwfkrbfeEjs7O6OZHR9+sP/o0aPi5uYm3bp1E71eLwaDQcLDw+Xll1+WlStXyunTp2Xv3r0yY8YMmTt3roiIXLx4UV555RWpUaOGnDp1Snko/dKlS8rzTSL/Pvj+1VdfyYkTJ2TGjBliamoqK1aseOwxDxgwQCwtLWXlypVGfT98+8rYsWNFp9PJ999/L8nJybJt2zapUaOGVKtWTZkBMzU1VTw8PKR58+Zy8OBBiY+PF29vb2nfvr3Sz5o1a+Sbb76RxMRESU5OluXLl4uPj4/Url1b6Scv2ZOYREREyPHjx2Xx4sVibW0tU6ZMMWp38eJF0Wq1Ym5uLosWLTJal33b3IoVK+TKlSvKg/1jx44VW1tbmTlzphw7dkyOHDkiP/74o3z66aciIrJ9+3YZO3as7Nq1S86ePStxcXHi6uqqTHJCVNKUxlw3aNAg2bJli5w+fVoOHDgg/fr1E41GI2vWrFHaXLx4Uezt7aVly5Zy+PBh+eOPP6RWrVoSGhpq9LzYgQMHlPchMDBQeZ1Nr9dLjRo1pHbt2vLHH3/Irl27pGbNmlKnTp0CPd/PXEdUOEpjruvZs6eUK1dOVqxYIWfOnJFNmzaJj4+PtGjRIs9t8rptOL9cFxMTIwsWLJAjR47IqVOnJCYmRpycnKRNmzaPjfFJjm/37t1iamoqpqam8vvvvxutW7p0qWi1WtmxY4dcvXpVmQC0Z8+eUr58eVmwYIGcPHlSDh48KN99951MnDhRRB7Mqj5lyhTZu3evnD17VlasWCHW1tbKhE70AIvXEiB7SvWPP/5YHB0dxcbGRt5//31JT08XkZxJ7tChQ1K3bl2xtLQULy8vmTVrloSFheWZ5EQezJTm6ekpnTp1kqysLGW2NG9vbzEzMxMXFxdp0qSJbNmyRUQk16nAs/89/JULAGTq1KnSqlUr0el0Ur58eYmOjs73mPPq++FjyMrKkvHjx4uvr69YWlqKq6urvPfee8ozWtmOHTsmjRo1Ep1OJ46OjvKf//xH7ty5o6zftGmT1KxZU2xtbcXS0lJ8fX1l2LBhOZ7zyE3210d0795dbG1txdHRUYYOHZpr0fv222+Lo6Oj0YRS2QYMGCDOzs45jnHevHkSEBAgFhYWYm9vL7Vr15avv/5aRB48H9OsWTNxcXERc3NzqVChgnz88cdGv2SISpLSmOs6dOgg7u7uYm5uLs7OzhIWFqbs+2H79++X+vXri6Wlpbi5uUmvXr2MnoHNjiG3fw+7ePGitGnTRmxsbMTW1lbatWtXoK/gYa4jKjylMdfduXNHPv74Y/Hx8RELCwvx9PSUDz74IEcee1hexWt+ue6HH36QV199VaytrcXKykqqVKkikyZNyjUn5dZ3QY+vevXquT4zfO/ePenYsaM4ODgYfVVOVlaWTJo0Sfz8/MTMzEzKli0rISEhsnTpUhER2bp1qzRo0ECcnJyUrw2bMGFCvjGXNhqR/7+/koieq9q1ayMoKAhTp04t7lCIiJ4b5joietHdv38f3t7e+PTTTzFgwIDiDqdU4TOvRM/ZtWvXsG7dOuzfvx9Lliwp7nCIiJ4L5joietEZDAZcu3YNc+bMQVpaGnr06FHcIZU6LF6JnjNnZ2c4ODhgxowZqFixYnGHQ0T0XDDXEdGL7ty5c/Dx8YGrqyvmz5+f56RW9PzwtmEiIiIiIiJSPZP8mxAREREREREVLxavREREREREpHol8pnXixcvFko/Tk5OuHbtWqH0VVjUGBOgzrjUGBOgzrjUGBNQeHG5ubkVQjTqw1xX9NQYlxpjAtQZlxpjAgo3rhcx3zHXFT01xqXGmAB1xqXGmICiyXX85JWIiIiIiIhUj8UrERERERERqR6LVyIiIiIiIlK9EvnMK1FhEBFkZGTAYDBAo9EUWr+XL19GZmZmofVXGNQYE/BkcYkITExMYGlpWajni+hFx1xX/J40rtKe7552zKrx/KsxJqBw4yrt45WKFotXKrUyMjJgZmYGrbZwfwy0Wi1MTU0Ltc9npcaYgCePKysrCxkZGdDpdM8xKqIXC3Nd8XuauEpzvnvaMavG86/GmIDCj6s0j1cqWrxtmEotg8FQ6H/M0fOl1WphMBiKOwyiEoW5rmQqzfmOY7bkKc3jlYoWi1cqtXhrS8nE80b0ZPgzU3KV1nNXWo+7pON5K/nmzZuHwMBA+Pj4oE6dOpg/f36eba9fv45XX30V7u7umD17dpHFyOKViIiIiIioFEtOTkZkZCRMTEwQERGB+/fvY/To0bhw4UKu7ceMGYOMjIwijpLPvBIp9L1bFk4///9f03lrnmr7efPmoXPnzk/83MhPP/2E0NBQlC9f/qn2+7Bbt25h5cqV6N69OwDgn3/+wejRozFv3rxn7puIihdz3b+Y60qGgo5Zff5NAHDMEuUm+7bv8uXLIzg4GD/99BNu3LgBS0vLHG23bNmC2NhY9O/fH19++aWy/K+//oKfnx9q1aoFS0tLHDhwAL1794atrS2mTZsGT09PzJ8/H56enli4cCGmT5+O69evw8nJCe+//z769u2bb5z85JVIZb799lvcvXv3ibbR6/VYtmwZLl++XCgx3L59GwsWLFBely9fnr8YiahQMddRScMxSy+ySpUqYcSIEdizZw9CQ0Nx5MgRTJo0CWXLljVql5aWhuHDh2P48OFwc3PLta+DBw+iYcOGcHBwwLRp05CQkIB27dohKSlJGa/jx4+Hvb09Jk+ejG7duhX4OXcWr0TFJD09HV26dEF4eDgaNmyI1atX47vvvsPly5fRtm1btGnTBgAwbNgwNGvWDA0aNDC6uhUYGIjx48ejSZMmWLVqFRITE/Hf//4XjRo1wt27dxEYGIiUlBQAD5JIdn/R0dH48MMP8dZbbyEoKAiLFy/OEdvnn3+Os2fPolGjRhg3bhzOnz+Phg0bAnhwBblnz57o0KEDAgMDERMTgzlz5qBx48Zo0aIFbty4AeDB1bdOnTqhadOmeOedd3Dq1Knn+n4SkTox11FJU5hjduXKlY8ds4mJicUyZjt06MAxS0auX7+O+fPno0qVKpg/fz4qV66MUaNG4eLFi0btZs2aBZ1Oh5CQEFy/fh0AcOPGDdy8eVNp89prr6FPnz54/fXXAQD//e9/0bNnTwDA+fPnAQA+Pj64dOkStm/fDisrK7Ru3bpAcfK2YaJikpCQgPLly2PhwoUAHlxNtbOzw9y5c7Fs2TI4OjoCAIYOHQoHBwfo9Xq0b98eSUlJqFy5MgDAwcEBmzdvBgD8+OOPGD16NAICAvLd99GjR7F27VrcvXsXjRs3RlhYmNHtTCNGjMDx48cRGxsL4N9Ek+348ePYvHkzMjMzERQUhBEjRuCXX35BREQEfv75Z/Tu3RuffvopJk6ciIoVK2L//v0YPnw4li1b9uxvHBGVKMx1VNIU5pjVarVYtGiR6sbsl19+iQoVKnDMkmLHjh34559/0KVLFzRp0gRHjx7FF198gX379sHR0REmJiYwNzfHxYsXcerUKYSEhCjbzpw5EzqdDr169QIA2NnZAYDyaaqdnZ3y1Ux6/YMb/JcuXYoNGzbg8OHDmDBhAtasWYNVq1blGyeLV6Ji4u/vj7Fjx2L8+PEIDw9HYGBgru3Wrl2LxYsXQ6/X4/Llyzh58qTyy7Fly6d7dq1JkybQ6XTQ6XSoV68eDh48iKZNmxZ4+3r16sHGxgY2NjawtbVFo0aNAACvvPIKkpKSkJaWhn379qFPnz7KNvfu3XuqWImoZGOuo5KmNIzZXr16QUQAcMzSAxUqVAAArFixAi4uLli5ciUAoGLFinjppZfg5+eH+Ph49OjRA+Hh4QCAnTt34vvvv0ebNm3QokWLJ9pfREQEqlWrhqpVq2Ljxo0FvrWexStRMXnppZewadMmxMfHY/LkyQgODsagQYOM2pw7dw5z5szB+vXrYW9vj4EDBxrN7GZlZZVn/w9/51pmZqbRukens3/S6e3Nzc2V/zcxMYGFhYXSj16vh8FggJ2dnXJlmIhKL+Y6KmlKw5iNj49HVlbWE/VNL7aAgACMGTMGMTExGDlyJFxcXDB+/HhUqVIlR7vsuwjS0tIAPLg4UqlSJdy5c6fA+7t9+za+/PJLpKWlwdPTEyNHjizQdnzmlaiY/PPPP9DpdGjdujX69u2Lw4cPAwBsbGyUH/7U1FTodDrY2dnh6tWrSEhIyLM/a2tro6Th4eGBQ4cOAQDWrVtn1Hbz5s3IyMhASkoKdu7cmeNWpkf7elK2trbw9PTE2rVrAQAigj///POp+yOikou5jkqaohyz69evN2pbVGN2zZoHMy5zzNLD+vTpg127diE5ORk7d+5UZrW+cOEC4uPjc7Rv3749Lly4oMwS7O3tjQsXLiiTik2bNg0XLlxAQEAAPD09jdZ9++23OHLkCM6cOYNt27ahSZMmBYqRn7wS/b+nnTr/UVqttkBXM48dO4aoqChoNBqYmZlhwoQJAIBOnTqhU6dOcHFxwc8//4xXX30VISEhcHNzUx58z027du0wbNgwWFpaYs2aNRg8eDCGDBmCL774AkFBQUZtX3nlFbRt2xYpKSkYOHBgjun7HR0d8frrr6Nhw4Zo0KCBkryexMyZMzF8+HBMnz4dWVlZaNWqVY6rd0RU9Jjr/sVcVzIUdMwWdEzmpyjHbN26dY3aFtWYHTFiBKZMmcIxSyWORrJveC9BHp316mk5OTnh2rVrhdJXYVFjTIA643rWmNLT0x97W8/TKqxfnoXp4Ziio6NhbW1doO/Set6e5r3K7bzlNVV7ScdcV/TUGBdzXcG9SLkOKD357tFc97RjVu1jMj9FOWafx3v1rLlGjfkXUGdcRR1Tq8XHCq2v1Z38C9Qur1zH24aJiIiIiIhI9XjbMFEpM2TIkOIOgYjouWOuo5KGY5Yof/zklYiIiIiIiFSPxSsRERERERGpHotXIiIiIiIiUj0Wr0RERERERKR6nLCJ6P8V5jTgQMGnAi9qO3bsgJmZmfKddAsWLIBOp0Pbtm2fqd/z589j7969eOeddwAAiYmJ+PnnnzFu3LhnjpmICg9zHXNdScMxW/hjdvny5Rg7duwzx0xU1Fi8EpUyO3fuhLW1tfLLsWvXroXS7/nz57Fy5Urll2NAQAACAgIKpW8ioifFXEclTVGO2Zo1a6ruO3GJCoK3DRMVo+XLl6N58+Zo1KgRPv30U+j1ehw8eBDh4eHIyMhAeno6GjRogGPHjiE9PR2DBw9G8+bN0bhxY2zevBkAoNfrMXbsWDRs2BDh4eGYP38+ACAwMBApKSkAgIMHD6JNmzY4f/48Fi5ciHnz5qFRo0b4448/EB0djdmzZwMAjhw5ghYtWiA8PBzvv/8+bt68CQBo06YNxo8fj+bNmyM4OBh//PFHjmP5/PPPsXv3bjRq1Ahz587Fjh07lF+80dHRGDBgAN555x3Url0bGzZsQFRUFEJDQ9GpUyfcv38fAHDo0CG0bt0aTZs2xXvvvYfLly8/3xNAREWCuY65rqQprDEbGRn52DGbmJhYLGO2U6dOAPIes2FhYRyzpEpFUrx+/fXX6NWrl9H3V925cwfjxo3DRx99hHHjxuHOnTtFEQqRapw8eRJr1qzBqlWrEBsbC1NTU6xYsQLVq1dHo0aNMHnyZERFReHdd9+Fv78/pk+fjqCgIKxfvx7Lli3DuHHjkJ6ejkWLFuH8+fP45ZdfEBcXp1xZzY2npye6dOmC3r17IzY2FoGBgUbrBw4ciJEjRyIuLg7+/v6YMmWKsi4rKwvr16/HZ599ZrQ824gRI1C7dm3ExsbiP//5T471Z8+exdKlSxETE4MPP/wQ9erVw9atW2FpaYktW7bg/v37GDVqFObOnYtNmzahffv2mDRp0jO8w0WPuY4oJ+a6Fy/XAS92vuOYrYctW7a8cGOWXgxFcttw/fr10bRpU8yaNUtZtmrVKlStWhVvv/02Vq1ahVWrVqFz585FEQ6RKvz+++84fPgw3nzzTQBARkYGnJycAACDBg3Cm2++CUtLS+U5qm3btiE2Nla5CpuZmYkLFy7g999/R5cuXaDVPvhxdnBweKp4bt++jVu3bqFu3boAgLZt26JPnz7K+uw4q1Wrhr///vuJ+2/QoAHMzMzwyiuvwGAwoEGDBgAAf39/nD9/HqdPn8bx48fRoUMHAIDBYEC5cuWe6liKC3MdUU7MdS9ergNe7HxXmGO2e/fuHLNEhahIitfKlSvjypUrRsv27NmDyMhIAEBoaCgiIyNLZIIjeloigrZt22L48OE51t24cQPp6enIyspCZmYmrKysICKYO3cuKlWqVKD+tVotDAYDgAe/SJ+Vubk5AMDU1PSpnpOxsLAAAJiYmECr1UKj0Siv9Xo9RAS+vr5Yu3btM8daXJjriHJirnvxch3wYuc7jtkXc8zSi6HYJmy6deuWcgXK3t4et27dyrNtXFwc4uLiAAATJ05Urn49K61WW2h9FRY1xgSoM65njeny5cvK1dDnIb++Q0ND0a1bN/Tt2xfOzs64ceMG7ty5A09PTwwbNgxDhw7FuXPnMGHCBEyYMAENGjTADz/8gM8//xwajQaHDx9G1apVUb9+fSxevBghISHQarW4ceMGHBwc4OnpiT///BNhYWFYt24dNBoNtFot7OzskJqaqsRnYmICExMTODo6wt7eHnv37kWdOnWwcuVK1KtXT/lFZmpqCq1WC1NTU6Wvh5UpUwbp6enK8ofbZe/j4W0e3b+fnx9SUlJw4MABvP7667h//z5Onz4Nf3/jWSEtLCxUNxYfh7kud2qMCVBnXMx1pTPXAS9uvssv171IY3bBggUICgrKc8xu3LixWMZs9vugpt/Pasy/gDrjUmNMBfWscatitmGNRqNc5clNeHg4wsPDldfXrl0rlP06OTkVWl+FRY0xAeqM61ljyszMVBI4UHhT52u1WmRlZeV79fOll17CJ598gnbt2kFEoNVqMX78ePz+++/QarVo1aoV9Ho9WrVqhV9//RUfffQRIiIiUL9+fRgMBnh6emLBggVo3749Tp48ifr160Or1aJTp07o0aMHBg0ahCFDhmDixIkICgqCiCArKwsNGzZEnz59sHHjRkRFRcFgMMBgMCArKwtTp07FsGHDkJGRgQoVKmDKlCnIysqCiECv1yMrK0u5Cvvo8fn6+kKj0aB+/fpo164dXn31VaXdw/vIlpWVpVx9NhgMMDExwZw5czBmzBjcvn0ber0evXr1ynElOzMzM8d5d3Nze8azVjSY6/6lxpgAdcbFXFc6cx3w4ua7/HLd047Z7DGZn6Ics6dPn37smK1bt26xjNns9yGvMQugUH4/Pwk15l9AnXGpMaaCKmjceeU6jYhIYQaUlytXrmDSpEmIjo4GAAwYMACRkZFwcHDAjRs3EBkZienTpxeor4sXLxZKTGo88WqMCVBnXM8aU3p6OqysrAoxogcK+suzKKkxJuDp4srtvKnpjznmuoJRY0yAOuNiris4NcYEPH1cpSXfPZrrnnbMqvH8qzEm4PnE9ay5Ro35F1BnXEUdU2F+13JBL0blleuK7atyatWqha1btwIAtm7dqnynFRHRi4S5johKC+Y7InreiuS24WnTpiEpKQmpqano27cv2rVrh7fffhtTp05FfHw8nJ2dMWjQoKIIhYjouWGuI6LSgvmOiIpDkRSvAwcOzHX5mDFjimL3RLkqojvmqZCp+bwx15Eaqflnhh5PzefueeY7NR835Y3njYpCsd02TFTcTExMVPkcCuUtKysLJiZMW0RPgrmuZCrN+Y5jtuQpzeOVipYqZhsmKg6WlpbIyMhAZmbmY2eAfVIWFhaF8r1thUmNMQFPFpeIwMTEBJaWls85KqIXC3Nd8XvSuEp7vnvaMavG86/GmIDCjau0j1cqWixeqdTSaDTQ6XSF3i9npSs4tcZF9CJhrit+ao1LrZ52zKrxfVZjTIB64yLKDz/fJyIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqx+KViIiIiIiIVI/FKxEREREREakei1ciIiIiIiJSPRavREREREREpHosXomIiIiIiEj1WLwSERERERGR6rF4JSIiIiIiItVj8UpERERERESqpy3uANatW4f4+HhoNBp4enqiX79+MDc3L+6wiIgKFXMdEZUGzHVE9DwV6yevKSkp2LhxIyZOnIjo6GgYDAbs2LGjOEMiIip0zHVEVBow1xHR81bstw0bDAbcu3cPer0e9+7dg4ODQ3GHRERU6JjriEq2wMBAuLu7K/8aNWqUa7sZM2agZs2aqFSpEvr27YvU1NQijrR4MdcR0fOkEREpzgA2bNiAH3/8Eebm5ggICMBHH32Uo01cXBzi4uIAABMnTsS9e/cKZd9arRZZWVmF0ldhUWNMgDrjUmNMgDrjUmNMQOHFVRJuSWOuM6bGmAB1xqXGmAB1xvU8Y/L19UWFChXwn//8BwBgb2+Pxo0bG7VZuXIlOnTogJYtW6JmzZqIiIjABx98gJkzZxZaXGrPd8x1xtQYE6DOuNQYE6DOuIo6pqDpvxdaX9sHBBeoXV65rliL1zt37iA6OhqDBg2ClZUVpkyZgjp16iAkJOSx2128eLFQ9u/k5IRr164VSl+FRY0xAeqMS40xAeqMS40xAYUXl5ubWyFE8/ww1+WkxpgAdcalxpgAdcb1PGMKDAxE3bp1ERUVBRsbm1zbjB49GvPnz8eqVavw+uuv47XXXkN6ejquX7+OWbNmYfDgwWjVqhWSkpKQkpKCCRMmYOPGjdi0aRNCQkIwd+5cmJiYYPjw4Vi3bh0yMjLg6emJqKgoBAc/+INPzfmOuS4nNcYEqDMuNcYEqDOuoo6p1eJjhdbX6k7+BWqXV64r1tuGDx8+jHLlysHOzg5arRaBgYE4ceJEcYZERFTomOuIXgw///wz/Pz8UK1aNfz444851js6OgIAduzYgYMHDyIlJQV37tzB9evXlTZ79uxB165dkZKSgr59+8LOzg61a9fG5s2bERcXh6SkJCxatAjBwcGYMGECmjRpAr1eX2TH+CyY64joeSvW4tXJyQknT55EZmYmRASHDx+Gu7t7cYZERFTomOuISr733nsPs2fPxowZM2BmZoahQ4fi3LlzRm26deuGSpUqYfLkyWjevDksLCwAAJaWlkqbNm3aoGfPnnBxcQEAREZG4q233gIAnDt3Di4uLtDpdPjzzz+RmJgIf39/1KtXr4iO8tkw1xHR81asX5Xz8ssvo06dOhg6dChMTU3h7e2N8PDw4gyJiKjQMdcRlXwDBgxQ/v/IkSOYe8qm3gAAIABJREFUO3cukpOTUa5cOZiYmMDc3ByOjo6IjY3F0aNHYWtri27duiEzMxPW1tbKtmXKlAHw4Jk1S0tLmJubw8TkwWcJBoMBzs7OSEhIwKZNm3DgwAH897//xYkTJzB06NCiPeCnwFxHRM9bsX/Pa7t27dCuXbviDoOI6LliriMquZKSkjBp0iQ0aNAAer0eP//8MywtLeHv74+XXnoJfn5+iI+Pxz///IOYmBhUrFgRv/76K5KTkzFu3Lgn2tfp06fx7bffomrVqnjttdewevVqXL58+TkdWeFjriOi56nYi1ciIiIiNStbtiwMBgO+/PJL3L17F76+vhg6dCjKly9v1M7ExASbNm3CuXPn4ODggMGDB6NHjx5PtC9LS0scPnwYy5cvh16vR61atdCvX7/CPBwiohKLxSsRERHRY7i4uGDhwoW5rrtw4YLy/+XKlcPWrVtzbde+fXu0b99eef3HH3/kuW7dunXPGjIR0QupWCdsIiIiIiIiIioIfvJKRERE9BSK47sPiYhKM37ySkRERERERKrH4pWIiIiIiIhUj8UrERERERERqR6LVyIiIiIiIlI9Fq9ERERERESkeixeiYiIiIiISPVYvBIREREREZHqsXglIiIiIiIi1WPxSkRERERERKrH4pWIiIiIiIhUj8UrERERERERqR6LVyIiIiIiIlI9Fq9ERERERESkeixeiYiIiIiISPVYvBIREREREZHqsXglIiIiIiIi1WPxSkRERERERKrH4pWI6P/Yu/O4qqr9/+MvZpQEUQQVcULRRNAUzUjNTE1LL2UOpWmi15v5tVE0vWYTFM5ZOWZamcN1HlIbIMvrfDWRn1OSoYDgECCSA8hwfn+QJxG0o3Fgo+/n49Gjc/ZeZ+3PwsPifM5eg4iIiIgYnpJXERERERERMTwlryIiIiIiImJ4Sl5FRERERETE8JS8ioiIiIiIiOEpeRURERERERHDU/IqIiIiIiIihqfkVURERERERAxPyauIiIiIiIgYnpJXERERERERMTwlryIiIiIiImJ4Sl5FRERERETE8JS8ioiIiIiIiOEpeRURERERERHDU/IqIiIiIiIihqfkVURERERERAxPyauIiIiIiIgYnpJXERERERERMTwlryIiIiIiImJ4Sl5FRERERETE8JS8ioiIiIiIiOEpeRURERERERHDU/IqIiIiIiIihqfkVURERERERAxPyauIiIiIiIgYnpJXERERERERMTwlryIiIiIiImJ4Sl5FRERERETE8JS8ioiIiIiIiOHZW1rw4MGDeHp64unpyblz51i8eDG2trb069ePypUrWzNGERERERERuctZfOd1/vz52NoWFF+4cCF5eXnY2Ngwd+5cqwUnIiIiIiIiArdw5zU9PR0PDw/y8vKIjY1l1qxZ2Nvb8/zzz1szPhERERERERHLk9cKFSqQkZFBUlIStWrVwtnZmdzcXHJzc60Zn4iIiIiIiIjlyWvXrl0ZO3Ysubm5DBo0CICff/4Zb29va8UmIiIiIiIiAtxC8vrEE0/QunVrbG1tqV69OgBVqlRh2LBhVgtOREREREREBG4heQWoWbPmTZ+LiIiIiIiIWMNNk9cXXnjBokpmz55dIsGIiIiIiIiIFOemyeuLL75ofnzs2DG2bNlCt27dqFatGr/99hvffvst7du3t3qQIiIiIiIicne7afLapEkT8+P58+czbtw4qlSpYj5233338f7779OjRw/rRSgiIiIiIiJ3PVtLC6anp+Ps7FzomLOzM+np6SUelIiIiIiIiMi1LF6wKSgoiIkTJ/LUU09RpUoV0tLSWLt2LS1btvxbAVy8eJE5c+aQlJSEjY0NL7zwAn5+fn+rThERo1FfJyJ3A/V1ImJNFievQ4cOZcWKFcybN4/09HTc3d154IEH6N27998K4LPPPqN58+aMHDmS3NxcsrOz/1Z9IiJGpL5ORO4G6utExJosTl4dHR3p378//fv3L7GLX7p0iSNHjvB///d/BcHY22Nvf0u794iIGJ76OhG5G6ivExFru6UeJSUlhRMnTpCVlVXoeMeOHW/r4mfPnsXV1ZVZs2aRkJBA/fr1GTRoUJG5tdHR0URHRwMwYcIEPDw8but617O3ty+xukqKEWMCY8ZlxJjAmHEZMSYwblwlTX1dUUaMCYwZlxFjAmPGZcSYLFVe476W+rqijBgTGDMuI8YExozLiDFZ6u/GbXHyunr1alatWkWdOnVwcnIqdO52k9e8vDyOHz/O4MGDadiwIZ999hlr167l6aefLlSuU6dOdOrUyfw8NTX1tq53PQ8PjxKrq6QYMSYwZlxGjAmMGZcRY4KSi6tmzZolEI31qK8ryogxgTHjMmJMYMy4jBiTpSyN28j9nfq6oowYExgzLiPGBMaMy4gxWerv9nUWJ6+bNm3i/fffp06dOpa+5C9VrVqVqlWr0rBhQwDatGnD2rVrS6x+EREjUF8nIncD9XUiYm0Wb5Xj6OiIt7d3iV68cuXKVK1alZSUFAAOHDhArVq1SvQaIiJlTX2diNwN1NeJiLVZfOe1b9++LFiwgN69e+Pm5lbonK2txTlwEYMHD+ajjz4iNzcXT09Phg8fftt1iYgYlfo6EbkbqK8TEWuyOHmdNWsWAN9//32Rc8uWLbvtAOrWrcuECRNu+/UiIuWB+joRuRuorxMRa7I4eZ0xY4Y14xARERERERG5IYuT12rVqgGQn5/P+fPncXNz+1vDhUVEREREREQsZXHyeunSJRYsWMD27dvJz8/Hzs6O4OBgBg8eTMWKFa0Zo4iIiIiIiNzlLL51+tlnn5GVlcXUqVNZtGgRU6ZM4cqVKyxYsMCa8YmIiIiIiIhYnrzu37+fF198kZo1a+Lg4EDNmjUZPnw4sbGx1oxPRERERERE5Nb2ec3MzCx0LDMzE3t7i0cei4iIiIiIiNwWizPPjh07EhERweOPP061atX47bff2LhxI506dbJmfCIiIiIiIiKWJ689e/bE3d2d7du3k56eTpUqVQgJCeHhhx+2ZnwiIiIiIiIilievNjY2dOzYkY4dO1ozHhEREREREZEiLJ7zumDBAo4ePVro2NGjR/n8889LOiYRERERERGRQixOXrdv346vr2+hY/Xr12fbtm0lHpSIiIiIiIjItSxOXm1sbMjPzy90LD8/H5PJVOJBiYiIiIiIiFzL4uS1cePG/Oc//zEnsPn5+axYsYLGjRtbLTgREREREZE7Tffu3fHz88PX15du3bqxa9euImVycnJ48803adasGY0bN2bs2LHk5OSUQbTGYfGCTaGhoUyYMIHnn38eDw8PUlNTcXd35/XXX7dmfCIiIiIiIneUli1bMmDAAM6ePcvkyZMJCwsrMh1z/vz5zJ8/n/79+1OhQgU+/fRT6tSpwxtvvFFGUZc9i++8Vq1alYkTJzJq1Cj+8Y9/MGrUKCZMmEDVqlWtGZ+IiIiIiMgd5e2336Zz5860bdsWR0dHbG2LpmVX78a++uqr/Pvf/wZg5cqVAEydOhVvb29GjhxJ69atad26NVu2bKFfv340bNiQ0aNHA3D58mWGDh1K48aNadCgAZ07dy6yCG95YvGdVygYKpyXl4fJZMLPz4+srCwAnJ2drRKciIiIiIjInSYzM5OAgAAA3NzcmDJlSpEyV28Sbtu2DTc3NwASExMLlYmNjeWZZ55hypQpPPvss7z88sukp6ezePFiBg4cSFJSEps2bWLgwIE0a9aMw4cPl+uhxxbfeU1MTOTll19m7ty5zJ49G4DDhw+bH4uIiIiIiMhfc3FxYenSpYSHh5Odnc3kyZOLlBk+fDjVq1fnlVdeYejQoTg7O+Pk5FSozODBgxkxYgQAXl5ehIWF0bFjRwCSkpKoXbs2tra2/PTTT/z888+0bdsWf39/6zfQSixOXufNm0ffvn2ZPn069vYFN2ybNGnCzz//bLXgRERERERE7jT29va0b9+ewYMH07x5c3bs2EFaWhpZWVnmO6O+vr5s27aNr776is2bN+Po6Iifn1+helxdXXFwcDA/BrCzswMgLy8Pf39/oqOjeeKJJ/j1118JDQ1l6dKlpdjSkmXxsOGTJ0/Srl27QsecnZ25cuVKiQclIiIiIiJyJ/rxxx/56quvCAoKIiUlhb1791KtWjUuXrxIYGAgjzzyCAsXLuTgwYNERUVRs2ZN1q5dS2ZmJs8///wtXWv37t18++23NGrUiKZNm7J582bOnDljpZZZn8XJa7Vq1YiPj8fX19d87NixY1SvXt0qgYmIiIiIiNxpKleuTExMDGvXrsXR0ZFWrVrxxhtvYGNjU6TssmXLOH36NF5eXrz//vt06dLllq5VoUIFtm3bxsKFC7G1taVDhw4MGDCgpJpS6ixOXvv27cuECRPo3Lkzubm5rFmzhqioqFvO/kVERERERO5WzZs3Z/PmzcWeS05ONj9u2rRpsfu/AowcOZKRI0cW+7rrz3333Xd/N2TDsHjOa8uWLfn3v/9NZmYmTZo04bfffiMsLIxmzZpZMz4RERERERGRW9sqp169evzzn/+0ViwiIiIiIiJ3rZDFJbcY7rr+jUusLqOw+M7rhg0bOHHiBABxcXG88MIL/N///R9xcXHWik1EDK579+74+fnh6+tLt27dih3acvnyZfr06UPDhg3x9vZmzpw5ZRCpiIiIiJR3FievGzduxNPTE4ClS5fSvXt3nnrqKT7//HNrxSYiBteyZUvCw8N55ZVXOHToEGFhYUXK5OfnU7lyZTp06FD6AYqIiIjIHcPi5PXSpUtUrFiRy5cvc+LECbp160bHjh1JSUmxZnwiYmBvv/02nTt3pm3btjg6OmJrW7RLcXFx4ZNPPqFTp05Fzm3ZsgVvb28GDBjAY489xr333svChQt55513aNiwIT179uT8+fMATJ06lWbNmlG/fn0efPBB1qxZY/X2iYiIiIhxWJy8Vq1alaNHj7J9+3buvfdebG1tuXTpUrEfVkXk7pCZmUlAQADdu3fH0dGRKVOm3FY9e/bsoU+fPphMJsaNG0dKSgpdu3Zl9+7dLF++nIyMDKZNm4afnx8TJ06kZ8+e5Ofnl3BrRERERMTILM48n332WaZNm8aaNWvo1asXAPv27aNBgwZWC05EjM3FxYWlS5cSHh5OdnY2kydPvq16OnfuzKBBg2jUqBH5+fmMHTuWPn36AJCUlISLiwuenp7Ex8ezZ88eatSowWOPPVaSTRERERERg7N4teEWLVowd+7cQsfatGlDmzZtSjwoESkf7O3tad++Pe3bt2fjxo3s2LGDtLQ0XFxcsLOzw8HBwaJ6XF1dAczlXV1dsbOzAyAvLw8HBweioqLYuHEjhw4dYsyYMezcuZOPP/7YOg0TEREREcO56Z3Xs2fPmh+fOXOmyH9paWmkpaVZPUgRMZ4ff/yRkSNHsnTpUqZOncrevXupVq0aFy9exNfXlyFDhpjLLlmyhN27dwMQExPDkiVLuHjxosXXunDhAuHh4dja2hIYGIiTkxOnT58u8TaJiIiIiHHd9M5rWFgYCxcuBOCll166Yblly5aVbFQiYniVK1cmJiaGtWvX4ujoSKtWrXjjjTewsbEpUnbUqFHmxxs2bGDDhg20a9fO4mvZ2dmRnJxMVFQUWVlZNGjQgNGjR5dIO0RERESkfLhp8no1cQUlqCJSWPPmzdm8eXOx55KTk2/6/CoPD49C51auXGl+HBwcfMNzIiIiInL30VLBIiIiIiIiYng3vfP65ptvFjsE8HrvvPNOiQUkIuVfyOKfS6yudf0bl1hdIiIiIlJ+3TR57dixY2nFISIiIiIiInJDN01eO3ToUEphiIiIiIiIiNzYTZPXGy3Gcj3doRURERERERFrumnyunXrVosqUfIqIiIiIiIi1nTT5PWtt94qrThEREREREREbuimyavJZDKvNpyfn3/Dcra22nFHRERERERErOemyeugQYP44osvAHjmmWduWG7ZsmUlG5WIiIiIiIjINW6avE6dOtX8eMaMGVYPRkRERERERKQ4N01ePTw8zI9dXFzYtGkTJ06cICsrq1C5N954wzrRiYiIiIiIiPAXyeu1pk2bRn5+Pq1bt8bR0dGaMYmIiIiIiIgUYnHy+ssvvzB//nzs7S1+iYiIiIiIiEiJsHiZ4MaNG5OcnGzNWERERERERESKZfFt1OHDhxMZGUmDBg2oXLlyoXO9evUq8cBERERERERErrI4eV26dClpaWlUq1aNy5cvm49f3QdWRERERERExFosTl537NjBhx9+iLu7uzXjERERERERESnC4jmvXl5e2NnZWTMWERERERERkWJZfOe1Xbt2TJo0ia5duxaZ89q0adMSD0xERERERETkKouT12+//RYomPt6LRsbG2bMmFGyUYmIiIiIiIhcw+LkdebMmdaMQ0REREREROSGLJ7zKiIiImJN8fHx9OrVC39/f/z8/Hj66ac5ceJEkXLZ2dmEhYUREBCAr68vXbp0Ydu2baUfsIiIlColryIiImIIp0+fxmQyERYWRt++fdm6dSthYWFFyq1cuZKlS5fi7+/PqFGjOHz4MKNHjy6DiEVEpDQpeRURERFDCAoKYtWqVYSGhhIeHk7lypWJi4srUi4/Px+ARo0a0bZtW5ycnHB1dQVg2bJleHt7M3z4cDp06EBgYCAbN25kxIgRNGjQgMGDB5Obm0t+fj6vv/46/v7++Pr60qFDB929FRExOCWvIiIiYgiOjo7mx7GxsWRkZHD//fcXKde7d2+6devGp59+yqOPPoqzszMffPBBoTJ79uxh4MCBpKenM2zYMFxdXWndujXffvst0dHRHD58mEWLFtG2bVsiIyN59NFHycvLs3obRUTk9il5FREREUM5duwYoaGh+Pj4EBERUeT8vn37+P777+nZsyezZs0iPz+fV199FZPJZC7Tq1cvBg8ejJeXFwBvv/02PXr0ACAxMREvLy8qVKjAoUOHiI2NpXHjxgQHB5dOA0VE5LYoeRURERHDiIuLo1evXjg4OLB8+XK8vLwwmUxkZWWRk5MDwIYNG7hy5QoDBgwgJCSEwMBADhw4QGpqqrkeNzc3AOzt7XF2dsbR0RFb24KPPfn5+VSrVo0ffviB5557jnPnzjFixAimTZtW+g0WERGLKXkVERERQ0hOTqZ3796kp6czYMAAYmJiWLduHSdPnsTX15chQ4YAULt2bQBmzZrF559/zk8//YS7uzseHh4WX+vXX39l1qxZuLi4cN999wFw5syZkm+UiIiUGIv3eRURERGxpoSEBPPd08jISPPxXbt2FSo3aNAgjh07RlRUFFu3bqVhw4aMHz8eGxsbi6/l7OzMgQMHWLVqFXl5eQQFBTF8+PCSaYiIiFiFIZLX/Px8xowZQ5UqVRgzZkxZhyMiYhXq60RuLjg4mOTk5GLPXXvc2dmZKVOmFFuub9++9O3b1/x89+7dNzy3YcOGvxuyFEN9nYhYiyGGDW/atAlvb++yDkNExKrU14nI3UB9nYhYS5nfeU1LS2Pfvn307NlT34CKyB1LfZ3I3xOy+OcSq2td/8YlVpcUpr5ORKypzJPXzz//nGeffZbLly/fsEx0dDTR0dEATJgw4ZYWZLgZe3v7EqurpBgxJjBmXEaMCYwZlxFjslR5jft66usKM2JMYMy4jBgTGDcuSxgxbiPGdDvU1xVmxJjAmHEZMSYwblyWMGLcfzemMk1ef/rpJ9zc3Khfvz6HDh26YblOnTrRqVMn8/Nrl8L/Ozw8PEqsrpJixJjAmHEZMSYwZlxGjMlSlsRds2bNUojk9qmvK8qIMYEx4zJiTGDcuCxhxLgtjcnI/Z36uqKMGBMYMy5rxBQfH8/o0aM5cuQIOTk5tGjRggkTJlC3bt1C5S5fvsxzzz1HTEwMly5dYvz48QwbNsxqcZUWI8b9d/u6Mk1ejx49yt69e4mJieHKlStcvnyZjz76iJdeeqkswxIRKVHq60TkbqC+Tozm9OnTmEwmwsLCiI+PZ8GCBYSFhbFy5cpC5fLz86lcuTIdOnRg06ZNZRStWKJMk9d+/frRr18/AA4dOsRXX32lDk5E7jjq60TkbqC+TowmKCiIVatWmZ+vXr2auLi4IuVcXFz45JNPWLZsWZHkdcuWLXTp0oWOHTuSlpbG8ePHGTt2LMePH2fRokUEBATw2Wef4ebmxtSpU1m4cCG///47NWrUICwsjCeffNLq7bybGGK1YRERERERkZLk6OhofhwbG0tGRgb333//bdW1Z88e+vTpg8lkYty4caSkpNC1a1d2797N8uXLycjIYNq0afj5+TFx4kR69uxJfn5+STVF/lDmCzZd5e/vj7+/f1mHISJiVerrRORuoL5OjOTYsWOEhobi4+NDRETEbdXRuXNnBg0axJo1a9i7dy9jx44lKSmJ1atXk5SUhIuLC56ensTHx7Nnzx6aN2/OY489VsItEd15FRERERGRO1JcXBy9evXCwcGB5cuX4+XlhclkIisri5ycHIvrcXV1BcDBwcH83M7ODoC8vDwcHByIiooyD5UfM2YMo0ePLuHWiJJXERERERG54yQnJ9O7d2/S09MZMGAAMTExrFu3jpMnT+Lr68uQIUPMZZcsWcLu3bsBiImJYcmSJVy8eNHia124cIHw8HBsbW0JDAzEycmJ06dPl3ib7naGGTYsIiIiIiJSUhISEsxbs0RGRpqP79q1q0jZUaNGmR9v2LCBDRs20K5dO4uvZWdnR3JyMlFRUWRlZdGgQQPdebUCJa8iIiIiInLHCQ4OJjk5udhz1x+/UTkPD49C567dZuf6+q/fgkdKnoYNi4iIiIiIiOHpzquIiIiIiNxVQhb/XGJ1revfuMTqkpvTnVcRERERERExPCWvIiIiIiIiYnhKXkVERERERMTwlLyKiIiIiIiI4Sl5FREREREREcNT8ioiIiIiIiKGp+RVREREREREDE/Jq4iIiIiIiBieklcRERERERExPCWvIiIiIiIiYnhKXkVERERERMTwlLyKiIiIiIiI4Sl5FREREREREcNT8ioiIiIiIiKGp+RVREREREREDE/Jq4iIiIiI/C3x8fH06tULf39//Pz8ePrppzlx4kSRcklJSXh7exf678033yz9gKVcsi/rAERERKT0jR8/nvXr15OamsojjzzCwoULiy13//33c/LkSfPzJk2aEBUVVVphikg5cfr0aUwmE2FhYcTHx7NgwQLCwsJYuXJlseUHDBjAAw88AICvr29phirlmJJXERGRu1RISAjz58//y3Jt2rRh4MCBALi5uVk7LBEph4KCgli1apX5+erVq4mLi7th+WbNmtGlSxcqVKhgPrZs2TJee+01QkJCOHz4MOnp6URGRvL111/zzTff0L59ez755BNsbW0ZO3YsGzZsICsrCx8fHyIiImjbtq1V2yhlT8OGRURE7kLh4eEMHTrUorI+Pj488sgjhISE0KFDBwBOnDiBt7c3ISEh9O3bFz8/PyZPnsycOXNo3LgxnTt3JikpCYAvv/ySoKAg6tWrR6tWrZgzZ461miUiZcTR0dH8ODY2loyMDO6///4blh81ahQNGjTg4Ycf5qeffip0bs+ePQwcOJD09HSGDRuGq6srrVu35ttvvyU6OprDhw+zaNEi2rZtS2RkJI8++ih5eXlWa5sYh5JXERERuamVK1fSqFEjAgMDWbp0aaFz+/fvp2PHjri7uzN9+nR++OEH+vTpw+HDh5k3bx4A7733HpUrV2bSpEk899xz2Ntr4JfInerYsWOEhoaa74Zer2LFioSFhbFgwQLGjx9PfHw8L774YqEyvXr1YvDgwXh5eQHw9ttv06NHDwASExPx8vKiQoUKHDp0iNjYWBo3bkxwcLD1GydlTsmriIiI3FC/fv2YM2cOH330EQ4ODrz++uskJiaaz9933308//zztGrVCoARI0YwePBgAPOd13r16nHq1Cm2b99OxYoVeeqpp0q/ISJidXFxcfTq1QsHBweWL1+Ol5cXJpOJrKwscnJyAKhatSqvvvoqXbp0YdiwYdx7770kJCSQlZVlrufq9AR7e3ucnZ1xdHTE1rYgbcnPz6datWr88MMPPPfcc5w7d44RI0Ywbdq00m+wlDp99SkiIiJm2dnZADg5OQHw8ssvm88dPHiQTz75hPj4eKpUqQKAq6srgPluqqurK3Z2dgDmYXzLly9n06ZNHDhwgMjISNavX8/atWtLp0EiUiqSk5Pp3bs3586dY/To0cTExBATE0OLFi1o06aNeWG4xYsXExsby3333UdCQgKHDh2iSZMmODs7W3ytX3/9lU8//ZSAgADuu+8+1q1bx5kzZ6zYOjEKJa8iIiJ3oejoaI4ePQpASkoKS5YsoU2bNjzzzDOkp6fzyy+/cPjwYSZOnMjDDz9MXl4eK1euxNnZmcaNG9/Std566y0CAwMJCAjg66+/1odMkTtQQkICqampAERGRpqP79q1q1C5+vXrs3TpUtauXYu9vT0dOnTgnXfeuaVrOTs7c+DAAVatWkVeXh5BQUEMHz787zdCDE/Jq4iIyF1ozpw57Ny5E4AjR44watSoIsPuqlatSn5+PlOmTOHy5cv4+fnx+uuvU716dS5cuGDxtTIzM5kyZQoXL17Ex8eHcePGlWhbRKTsBQcHk5ycXOy5a48/8MADbNiwodhyffv2pW/fvubnu3fvvuG5G9UhdzYlryIiInehG+29eO2HQy8vL7788stiy9WtW7fQB9Lp06czffp08/Nrz3366ad/N1wRERElryIiIiIiYj0hi38usbrW9b+1aQtyZ1HyKiIiImb6kCkiIkalrXJEyoHx48fTrFkzvL29GThw4E3LZmVl0a5dO7y9vTWvTERERETuGEpeRcqJkJAQi8p98MEHnDp1ysrRiIiIiIiULiWvIuWMNwvAAAAgAElEQVRAeHg4Q4cO/ctyhw8f5tNPPyUsLKzIOW9vb9q2bcu//vUv/Pz8eO2111izZg0BAQEEBwdz4MABAL755hsefPBB6tWrR4sWLW55+XoREREREWtQ8ipyh8jPz2fUqFE899xzBAYGFlvm+PHj+Pn54evry7Jly5gzZw6DBw8mISGBDz74AIApU6aQlZXFxIkTef7556lYsWJpNkNEREREpFhKXkXuEMuWLSMpKYlevXpx+vRpoGBvxbS0NHOZ6tWrExYWxkMPPQTAoEGDeOmllwBITEwEoF69emRkZLBlyxZMJhP9+/cv5ZaIiIiIiBSl5FWkHMvOziY7OxuAlJQU0tLS6Ny5My+++CIAq1evJjIy0lzezc0NAAcHBwAqVaqEnZ0dUHDnFmDGjBlMnToVT09PZs+eTY8ePUqtPSJ3ovj4eHr16oW/vz9+fn48/fTTnDhxotiyX375JS1btsTX15fQ0FDS09NLN1gREREDU/IqUg5ER0ezfv16oCBJXbJkCfHx8bRv356mTZsC0KNHD+bOncvcuXMZOXIkAA8//PBfrk58vcjISFJTU2nSpAkeHh6kp6eTm5tbsg0SuYucPn0ak8lEWFgYffv2ZevWrcXOSz948CBjxoyhYcOGjBw5ku+//56333679AMWERExKO3zKlIOzJkzh507dwJw5MgRRo0axbRp0wqV8fPzw8/PD4AdO3YAUKdOnRvOf72R3NxcZs6cyblz5/Dy8iIiIgJ7e3UVIrcrKCiIVatWmZ+vXr2auLi4IuWWL18OwJgxY2jevDnR0dGsW7eOrKwspk6dyrRp03j66afZunUrAJMnT2bu3Lns2bOHJ598kkmTJnH58mVeeukltm7dSm5uLvXq1WPGjBk0atSodBorIiJiRfpEKlIOrFy5stjjffv2LfZ4cHAwycnJhY5d+3zkyJHmu7PXn4uIiCAiIuLvhCsi13B0dDQ/jo2NJSMjg8cee6xIuavzzqtXrw5AjRo1yM3NJSkpqdDrn3nmGaZMmcKzzz7Lyy+/THp6OosXL2bgwIEkJSWxadMmBg4cSLNmzTh8+DA5OTlWbqGIlLbx48ezfv16UlNTeeSRR1i4cGGx5c6fP8/48eOJiooiNzeXgIAAVq9eXcrRipQcDRsWEREpBceOHSM0NBQfHx+LviAymUxFjg0ePJgRI0YA4OXlRVhYGB07dgQgKSmJ2rVrY2try08//cTPP/9M27Zt8ff3L9mGiIghWLL/+8iRI1mzZg1PP/0077zzDnXr1rV+YCJWpDuvIuVcyOKfS6yudf0bl1hdIvKnuLg4+vTpg5OTE8uXL8fLywuTyUR2djZ2dnY4ODhQu3ZtAE6dOkX16tU5ffo09vb2+Pj4mOtxdXU1L7jm6uoKYF50LS8vD39/f6Kjo/n+++/ZuXMn8+bNY/LkyfTr16+UWywi1hQeHk5SUhLz58+/YZmEhAS+/vprevbsydixY7GzszP3BSdOnKBRo0YEBQXh7OxMTEwMQ4cOpVKlSkyfPh0fHx8WLFiAj48PX375JR9++CFpaWl4eHgwZMgQhg0bVlpNFSlEd15FRESsKDk5md69e5Oens6AAQOIiYlh3bp1nDx5El9fX4YMGQJAr169AJg4cSKzZs1i7969/OMf/8DZ2dnia+3evZtly5ZRtWpV82JuZ86cKflGiYjhXZ1bv3//fho2bEjDhg157733CpXZv38/HTt2xN3dnenTp/PDDz/Qp08fDh8+zLx58wB47733qFy5MpMmTeK5557TOhhSpvTuExERsaKEhARSU1MBCm1dtWvXrkLlAgMDee+99/j444/53//+x8MPP8w777xzS9eqUKEC27ZtY+HChdja2tKhQwcGDBjw9xshIuXOlStXALh06RKzZ8/m888/Z9asWbRr144WLVoAcN999/H8889z4MABTp48yYgRI/Dx8WH+/Pnm+fb16tUjMTGR7du3ExgYyJNPPllmbRJR8ioiImJFxS2gdtX1xwcNGsSgQYOKlLvZImvXn/vuu+/+ZsQiUl5d3fvdycnJPBXh/vvv57HHHiMtLY3t27eTkJBgTl6vTj+4ejfV1dW10FQEKFgJfdOmTRw4cIDIyEjWr1/P2rVrS7VdIldp2LCIiIiISDliyf7vTZs25d5772Xbtm0sXryYZcuWYWdnR6tWrW7pWm+99RaXL18mICAAV1dXTUWQMqU7ryIiImVEC66JyO2wZP93GxsbZs6cSVhYGOPHj6dmzZp8+OGHNG7cmAsXLlh8rczMTKZMmcLFixfx8fFh3LhxJdoWkVuh5FVEREREpByxdP/3Ro0a8dVXXxUpV7du3ULTD6ZPn8706dPNz6899+mnn/7dcEVKjIYNi4iIiIiIiOHpzquIiIiIyB1AUxHkTqfkVcRC+oMgIiIiIlJ2lLyKiIiIiIjc5eLj4xk9ejRHjhwhJyeHFi1aMGHChGLL/rbrK1K+X0TuxUzc/IKo2zsMexc3q8eoOa9yV/vPf/5DcHAwvr6+9OvXj1OnTgHw0Ucf0bJlSxo0aMCwYcP4/fffAcjPvcKJFVPY/05Pfvp3Nw5Nf57MYzE3rD8laiH73+nJvjce5/iyieTnXCmVdomIiIiI3IrTp09jMpkICwujb9++bN26lbCwsCLlLiX/QsLq6Th71qZml+fI+HkXSV/NLpUYdedV7lqxsbGEhYXRunVrhgwZQkREBGPGjKFPnz5MnDiRrl27EhgYyKRJk/Dw8IB7nyXtpyhS93xNpYYtcPNrxclNn5CwcioBYxYVqf/cwW2kRH2Be7MOOFWpwekfluJY2RPvR0PLoLUiIiIiIjcWFBTEqlWrzM9Xr15NXFwc9a4rl7r3WwBqdR2Ci09jzh/ZRfr+zdR56jVO/bCUU9EL8WjVlcxf9gFQp9dIzvx3BRdOHGR07FNMmjSJy5cv89JLL7F161Zyc3OpV68eM2bMoFGjRjeNUXde5a61a9cuTCYTzz77LEOGDKFp06Z8//335n3Thg0bxssvv4ynpycrVqwoeJEpH4AKXvVwbdgCGzsH7CrcU2z9aX/8YtcOeZFa3f6JY2VP8y/7K6+8gre3N7GxsQA0bNiQ+++/H4Bjx47RvXt3fH19adKkCU8++aTVfgYiIiIiIgCOjo7mx7GxsWRkZJg/n14rO/00AA6uHgWvc6uGKT+PKxlnzWUunozDo/VjXMk4yy/zx+JS+16cq/mwePFiDh48yI8//simTZt48skniYiI4IEHHiAnJ+cvY9SdV7lrVa1aFYD//e9/BAYGcvz4cUwmE1WqVAFgx44dODg4kJ6eTm5uLrkXz1O15aOcj9vL2W2rOLttFXYVK1G3z+hi689OP4WNnT0O91QGwMHNg4uJR8jPvfkv5sKFC9m/fz/vvvsu9vb27NmzpwRbLSIiIiJyY8eOHSM0NBQfHx8iIiL4V/S5m7/AZCpyyDP4CaoGPUrKd5/j4FoV7y6DwGTiUvIvJCUlUbt2bWxtbfnpp59wcnKibdu2+Pv7/2VsuvMqd60ePXrQqlUrvvzySx566CHztz0PPPAADRo0YNKkSTz++OM4OTkBYOPgyIXEw5w/spsq9z1C/X5vQH4+J5ZPwlTML20RlpQB6tWrh8lkYvPmzZw5c4YhQ4bcdhtFRERERCwVFxdHr169cHBwYPny5Xh5eWEymcjPuUJ+Xi4ATlWqA3DlfGrB/zNTsbG1w7Gyp7keuwr3YGtXcJ/Uztml4KBNQeqZl5eHv78/0dHRPPHEE/z666+EhoaydOnSv4xPyavctZycnFi9ejXfffcdmzdv5r777sPZ2ZnmzZsTFRXFpk2b2Lp1K15eXnh7e2PnWIFz/28LprwcqrXpQZXmD1OxViMuJf9C7sXzmPLzyc+5gikvr6D+KjUw5eWSc6Hg26qczDQcXD2wtXcwx5CbW9AJ5P3xGoDQ0FD+85//0KxZM7799lt69OjBsWPHSvEnIyIiIiJ3m+TkZHr37k16ejoDBgwgJiaGdevWceXcGfaN68avX7wJQNWWXQrKfzufUz/+hwsJh3Bv/jC2Do43q76Q3bt3s2zZMqpWrUrTpk0BOHPmzF++rkyHDaempjJz5kwyMjKwsbGhU6dOPPbYY2UZktxF8vLyeOedd/D39yc2NpatW7fyr3/9i/Pnz/PZZ59Rv359fvzxR+Lj4wkPD2cdBQkpwOkfl3H51K9cTDiMfUVX7F3c+D0+lri5I6kWHEKdJ16iassuZBzeQdK6mThWqc6VjLPUeOTZQjHMmzePH374gezsbDIyMti7dy+HDx8mPT2dunXrUq9ePY4cOUJqaioNGjQog5+SlAT1daVn/PjxrF+/ntTUVB555BEWLlz4t8qJgOXvlzNbV3Fm2ypyMtNxcK2KV/teeD1496xboL5OpHxLSEggNbXgbmpkZKT5eMCYxYXKudTyo/YTL3Fq82IuHD+AW6PW+PQYfkvXqlChAtu2bWPhwoXY2trSoUMHBgwY8JevK9Pk1c7OjgEDBlC/fn0uX77MmDFjCAwMpFatWmUZltwlbGxs2LlzJ4sWLaJChQqEhoYyZswYzp8/zzfffENiYiLu7u689tprhIaGsm7JUTyDnyDrbCIZR3by+7F9OHvWptbjz2NjY1OkfveAdtR45Fl+27me/NwrVG3RmRod+xUqc+DAAfbs2cPLL7/MggUL2Lp1KzVr1mT58uWcOnUKFxcXBg0aROvWrUvrxyJWoL6udIWEhDB//vwSKycCf/1+yfrtJElfzcKxSg18egzj1A9LSVo3A3f/BwsNpbuTqa8TKd+Cg4NJTk4ucjxk8c8ETfq+0DHP4BA8g0OKlPXu8hzeXZ4zP7/2dd5dnmPvF38mxd99990tx1imyau7uzvu7u5AQfbt7e1Nenq6OjkpFba2tkRFRRU57unpyZYtW4p/jYMjdXsX3e8KwNW3eZFfbO9HQ2+6Nc6sWbNo1qwZAKNH/7nwU9++ff8yfik/1NeVnvDwcJKSkv4yKb1ZOW9vb+rVq0eTJk348ccf6d69O+3atePNN9+kUqVKzJ07l4CAAL755hvCw8NJSUnB3d2dkJAQ3nrrLWs1TcqQRe+rP9Y1cHStimuDlqTu+Zbci+exsXckO/00Byb0x6WOP7YOTlxMPIJXu6ewc3bh1PeLcHSvTlL7xfj4+PDll1/y4YcfkpaWhoeHB0OGDGHYsGGl1NK/R32diFibYVYbPnv2LMePHy92aGR0dDTR0dEATJgwoWDPzRJgb29fYnWVFCPGBMaMy4gxWcrZ2RmAypUrG6oNtxrLq6++ysqVKzl79izdunVj7dq1Rcqk7v2GE8snFzkeMGaxecJ/ScZkdOrrClgzpgsXLgAFS/7f7BrFlbO3L/izePz4cfr168epU6dYtmwZR48eZcSIEbz77rvMnDmTlStXMn36dHJycpg1axZpaWmcP3++TH/ORvs3BmPGBLcX11+9r5w9ffDu9k+Sv5nPwSmDwMaWun1G4XBPZfO2EpeSfsb7saFkpyVz6vtFVGrQgqotu3B2+xoWLVrE1KlTef/996lduzYRERGcOnUKZ2dnw/4cb0Z9XQEjxmQpo8ZtxLiMGBOUXFyrfyx+Z43b4fHyjr/1ekMkr1lZWUydOpVBgwZRsWLFIuc7depEp06dzM+vjsX+uzw8PEqsrpJixJjAmHEZMSZLTZgwgQkTJgAl934uCbcaS1ZWFj169GD+/PlcuXKl2NdXqt+M+v3GAWDKz+PEiqnYVbgHBzfLOlRLYqpZs+YtxV1W1Nf9yZoxnTtXsEjajd6TNyt39Q999erVGT58OJmZmezbt49nn32WPn368O6773Ls2DFSU1Px8fHhl19+YcOGDQQEBPDkk0+W6c/ZaP/GYMyY4Pbi+qv3Vc6FDM7uWEvFGr7U6DyQU1ELSVz7Ma6+95nLuNS+l+rte3Pp5C+knztDjYefwbFKdc5uX0NcXBypqanUrVuXxMREvvnmGwIDA+natWuh65WH/k593Z+MGJOljBq3EeMyYkxgzLgsjelGfV2Zrzacm5vL1KlTadeuXbGb4IqIcYWHhzN06NCblnGqUoMqzTtSpXlHbOwdMeXl4NGqK7Z29mT+up+9ox/hlwX/5vBHw4l58x+c3fkVSV/NZt8bj/Pz7Fc4f/48AFOnTqVZs2bUr1+fBx98kDVr1pRGE0uM+rqylZ2dTXZ2tsXl3dzcAHBwKFgdvFKlStjZ2QGQn58PwIwZM5g6dSqenp7Mnj2bHj16lHDUYnT5uVfIz70CwO/xseScT6VyQDvc/R+kckA78rMvcSHxsLn81e0ibP54L9k5u2BzzdYRAMuXL+fNN9/knnvuITIyktDQG089MSL1dSJiTWWavJpMJubMmYO3tzfdu3cvy1CkDIwfP55mzZrh7e3NwIEDb1iue/fu+Pn54evrS7du3di1a1cpRikl6bfdG8DGlmr3F/59v3DiIB5BBcuuJ679iCvnf6Oy/4NcOH6A5cuXk5GRwbRp0/Dz82PixIn07NnTnECUB+rrSk90dDTr168HICUlhSVLlhAfH0/79u3NS/HfrNytiIyMJDU1lSZNmuDh4UF6erp5+yu5s9zo/XJw8iD2v12wmrCTe8E0iPR90fz2v02kxxSsgeDscWvzPd966y0uX75MQEAArq6uFm0dYRTq60TE2so0eT169Cj//e9/OXjwIKNGjWLUqFHs27evLEOSUhYSUnSVsuu1bNmS8PBwXnnlFQ4dOkRYWPELJomxZaWl8PuxGNwatSoy19Xt3jZ4Bj+Bs1ddMOXj3e2feAR1BSApKQkXFxc8PT2Jj49nz5491KhRo1xtv6C+rvTMmTOH999/H4AjR44watQo9uzZc9vlbiY3N5eZM2cyatQoLly4QEREhHnOrNxZLHm/uPg0olb3YeTn5pC49iPyc3Oo/cSLVKzpe0vXyszMZMqUKYwZMwYXFxfefvvtkmqG1amvExFrK9O/so0bN2b58uVlGYKUIUtXBX377bc5d+4cCQkJfPjhh9jaFnznsmXLFrp06ULHjh1JS0vj+PHjjB07luPHj7No0SICAgL47LPPcHNzY+rUqSxcuJDff/+dGjVqEBYWxpNP3j1775W2q8PobO3/3Kz6t11fgclEtTZFh1baVbgHABu7gi7JztkFbP8cSufg4EBUVBQbN27k0KFDjBkzhp07d/Lxxx9buyklQn1d6Vm5cmWxx69fwftG5YBC2wSMHDmSkSNHFnsuIiKCiIiI2w1VypEbvV+W5DYr9Lx6+95Ub9+7SDmnKtULrUZfr+/r1Ov7uvl50KTvWdi/MQCffvppSYRcJtTXiRFZuk9z7uULJK2bQcbhHZjy86jo3ZDGL0wv5Wjlr5T5nFeRv5KZmUlAQADdu3fH0dGRKVOmFDq/Z88e+vTpg8lkYty4caSkpNC1a1d27959Rww5NTJLhtIB5OfmkLb3Oxwre+LW+NbnQF24cIHw8HBsbW0JDAzEycmJ06dPl1g7REREimPJFKf4+Hh69eqFv78/fn5+PP3005w4caJ0A5WbsmSk34kVk0mL+R6PVt3w6TEcp6repRCZ3CqNbxLDc3FxYenSpRw7doz33nuPyZMns2LFCvP5zp07M2jQINasWcPevXsZO3YsSUlJrF69utghp82bNy9XQ06NbM6cOezcuRP4cyjdtGnTipTLOLiV3IsZ1Hw0FBvbW//OzM7OjuTkZKKiosjKyqJBgwaF9sUV+Sshi38usbrW/XGHTKQkt4+g//qSq0tKVEhIyE1HiZ0+fRqTyURYWBjx8fEsWLCAsLCwm47wkNJjyUi/7LQUMg5uo8p9j+Dd7Z/Y2NpS7f7HC87dJfs0lxdKXsVwrq4I6uTkBBTskda+fXvat2/Pxo0b2bFjB+np6ebyrq6uwJ+rgrq6uppXBb0ThpwamaVD6a6uNnw9V9/mhYbSNR72Z+Lr8Me59/5IFPQhQERESpsliU9QUBCrVq0yP1+9ejVxcXGApjiVF5fPJABwMekoMW88Dra2eLXtSa3H/mUuc7N9mufNm8e7777Le++9R61atXj99dc5c+aM1kGwAg0bljJjyaqgP/74IyNHjmTp0qVMnTqVvXv3Uq1aNdzd3S2+joacioiIiLU4Ov65vkNsbCwZGRlFtgnSFCdjM+XlAJCfk0X9/uO5p25TTv+4jMxffjKXubpP8z11Cj6j1nj4GTzb9gQKFpcEqFevHqdOnWL79u1UrFiRp556qpRbcufT1wFSZiwZclq5cmViYmJYu3Ytjo6OtGrVijfeeAMbGxuLr6Mhp6VPQ+lERORuc+zYMUJDQ/Hx8SmymJumOBnPtYtLOv6x1VWlugG4B7Qj92IGvx+LITstxTz31dJ9mjdt2sSBAweIjIxk/fr1rF27tlTbdadT8iplxpJVQZs3b87mzZuLLffQQw8VWvnz2vqCg4NveE5ERCxfgRMgP+cKhz4YSnbqSaoFh1DniZdKMVIR47l+ilNcXBx9+vTBycmJ5cuX4+XlVai8pjiVnejoaI4ePQr8OdKvTZs2HJw8iNyL52kRsZGK3g2pUL0emcdi+G33RlL3fgu2ttxTt+lf1F7YW2+9RWBgIAEBAXz99dflap/m8kLJqxhSSS2uooVVRERu7K8WorkqJXohOedTSyEiEWO5UeLzzDPPkJ6ezi+//EJycjK9e/fm3LlzjB49mpiYGGJiYixa4faqq1OcgoKCCAwMZM2aNZriVEIsGelnY2ND/X5vcGLlFBLXfYxjZU/q9R1Dher1yE63/N/h6j7NFy9exMfHh3HjxpVoW0TJq4iIyF3J0r22L536lTNbV+H9aCgnN84tdG7v6Edw8vCmYg1fzh/dg3vgQ7g2bEHS+pnYOVXkQOBnBAQE8M033xAeHk5KSgru7u6EhITw1ltvWbN5IiXCksQnISGB1NSCL3ciIyPNx28ledUUJ+uxdHHJCtXrcu+IGUXK3S37NJcXSl5FrmPpULojH/9fwep0pnycPevg0+MFKtUPLOVoRUSsx5Sfz4mVU/EMDqFiLb9iy2SnJlOleUey00+TtvcbLqccwzP4CVKivuCDDz5gwYIFTJkyhaysLCZOnMi5c+fIzMws5ZaI3B5LpjhdP1XpWpriJFKylLyKFMOSoXQudfyp1qYHOb+nk/zdZ5xYOYWA0TeeMyYiUt6k7v2GK+lnqNqrM5dPHQcgL+siORcycLinMgAObh54dxmEKT+PS8lxVAsOwSPoUVKiviAxMREoWIHz+PHjbNmyhYCAAPr3719mbRIRAS0uWV4peRW5jqVD6Xx6vEDupUyy005h+/1i84pzmb/uJ27uSNwa30/OhQyyU0/i3a1goZPfdm+gondDzndfpj3dRMSQrl2B80rGb+RezODwB3/udZi+LxpbOwfq9g4DwM75HgBsbO3/eO6CjW3BQjRXt/qYMWMGX3/9NbGxscyePZt58+bx009/bkEhUh6V1PocoDU6RCyl5FXkNuVlXST2nYL9vewq3EOdXiMLnb9w4iDeXQeT/M0CEtd+hHtAOyr7P0h6zPcsX76c3r17M23aNIKDg+nTpw+JiYna001ESo0lK3BWafYQFarXBSDrTAIpUV/g2qgV1R74xy1dKzIyklq1atGkSRP++9//Eh8fT25uLvb2+hgiIncfS6aoZf12koRV07h0Oh5Tbi4ude6lTs9Xca5aswwiNg7bsg5ApLyyc6xAw39OxCdkBPk5V0j57vNC593ubYNn8BM4e9UFUz7e3f6JR1BXgGL3dKtRo4b2dBORUjNnzhzef/994M+FaPbs2VOoTAWvulQJfIgqgQ9xzx9z+p2q1sTlBvNfbyQ3N5eZM2cyatQoLly4QERERLGJ6/jx42nWrBne3t4MHDiw2LqyfjvJ0TmvEfP2E+x7oztH540iKy3lluIRESlrf7Wg15XMVEwmE96dB+HRqiu//7KPhBVTSik649JXniIWunYoHRRsUu3mF4SbXxDn/t9/+f3X/eRcPG8ub1fhj6F0dn8OpcP2z82sb2VPN31DJyIlzdIVOK9y9W1eaMVNoNBz7y7P4d3luULnrg6FjIiIICIiwqK4/mrNgWs/0GWlnuTs9jUkrJhCo2HTbvgaEREjsWSK2j11/Gn8wgfm52kx0QULhWLZFLUGgwr63DttipruvIpcJzo6mvXrCybeXx1KFx8fz8HJg9j/dsEv+/mjezixYjK//W8Tyd99wcWEQ9jf4459RVeLr3N1TzdbW1sCAwNxcnK66Z5u+oZORO504eHhDB069KZlrn6g83zwCWqHjMCuYqVCH+j2jn6EXxb8m8MfDSfmzX9wdudXJH01m31vPM7Ps18h9/IFoOADXbNmzahfvz4PPvgga9assXr7REQsZWvvYH58MekoeZd+p1L9gEJlLpw4iEdQFwAS137ElfO/Udn/QS4cP0Da3m/JyMhg2rRp+Pn5MXHiRHr27Fnup6jpzqvIdSzZ082+YiUuJP5MWsxmbO0duKduU2o9/i9sbGwsvs6t7Ommb+ikrCxbtozXXnutyPGdO3eyePFiVqxYQUZGBrVq1WLkyJHmL1k++ugjvvjiC86fP0+nTp2YPHkylSpVKlLPkiVLmDdvHomJibi6uvLUU08xbty4W/pdkpJl9BU4i/tA5x7QrlCZm605kLb3WzJ6NdCaAyJSLlw+m8ixz8fj6F4dn5AXC527OkUtLWYzFxMO4d3tn1xJP016zPdkp58qMkWtefPm5X6KmpJXketYMpTOxacxTUcWn0heP7Su8TVD2Rz+OPfeH0PpSnJPN32gE2t44IEHmDVrFlAwbzEsLAw3NzdOnDjBjBkzCAgIYMSIEUyYMIHXXnuNxx57jO+++46JEyfStWtXAgMDmTRpEh4eHsUOG92/fz/3338/Q4cOZdGiRcyePRs/Pz/69OlT2k2VcnQCwnoAACAASURBVEYf6ETkTpOdnU1+7hXzFLXLZ05wdG4Ytg6ONHp+Co6uVQuVv9kUNZMp/5amqJUXSl7vclrm/c6jD3RSkmrXrk3t2rUB2LBhA1euXKFv377mLzXq1KlD+/btmTlzJjk5Odja2rJr1y4Ahg0bRqtWrfj8889ZsWJFsclrREQEjo4Ff6Q9PDwIDQ0lLi4OgFdeeYUVK1awadMmmjVrRsOGDalSpQq7d+/m2LFjvPLKKxw5cgQnJycaNWqkYZ93MH2gE5E7yY1We3/mmWdIOZtKi4iNXMk4y9G5I8m9lIn3o4O5mHiEi4lHqNK8o8XXuTpFLSgoiMDAQNasWXPTKWrlgZLXO9D58+cZP348UVFR5ObmEhAQwOrVq2+46E/upUzil0ZyKTmO/OzLVKhRn9pPvFTsapIXEg6RtGEOWX8MR63UoAV1er5i3qz+TmbEoXT6QCeladGiRdja2vLss89Sq1YtBg0axOeff86GDRtwdnbms88+w87OjipVqgCwY8cOHBwcSE9P5/+zd+9xNd9/AMdf53Q5XRDRRTfdS6EMo9xZM+Y2Yzb3mDF2MeXa3DUzY5i1mcv8ctliM8bQSsylIreY3FqkC9FN6F7n98dZZ9LpwugcfJ6Ph8ejvud7eX+/5d3n9v18iouLyczMVH5WpqziCvDnn38C0LZt22pjCQ4O5syZM8yfPx9tbe0Ks+QKzyZRoBME4UVQk1fU8jNSKb6XDUDK3rXK7Y+S6x7lFbVnhai8Pof8/PwIDQ3l3XffxcnJiRMnTig/UzWLY0l+LkU5GZh3eYfSglxSw4P5e+M8WszYXOHc+beT0TYwwqrXWO4mnCXzTARaegbYvfVs/0fQdKJAJ6jbtWvXOHLkCF27dsXa2pr4+Hi2b99O586dGT58OHPnzuWTTz7h8OHDjBw5kh07dvDFF1/wxRdfYGhoSHFxMXp6epWef+3atWzYsIFhw4bh4+NTbTx2dnbI5XIiIiLw8PBgzJgxT/J2BTURBTpBEF4Elb02NnjwYOWoSFUzvJepyStqAPr6+k/0FTVNICqvz5nExET27t3LgAEDmDFjBlpaWgwZMgSofNIfXSMT3D7+Dsk/PXDZcZHkplyhpDAfLd3yhU1jz240at3jn6+7k3kmgry0a8C/E7vMmjWL8ePHM2LECPbv3090dDSNGjXio48+4vDhwxQXF2NnZ8eqVatwcXF5yk/k+SAKdIK6bdq0Cblcrlx7MywsjJycHN5880169uzJ/v37+fHHH7l8+TKenp6EhYVx4cIF6taty8iRIykoKMDAwIDS0lIKCwspLi5Wnvu7775jwYIFDBo0iEWLFlW4dtm+JSUlym2+vr44OjoSHR1NaGgoK1eu5MCBAzg6Oj7lJyE8TaJAJwiCIFRFVF6fM2Xvip05cwYnJye0tLQYM2YMAQEBlR4j0dJSfl2QlUb+rSQMLJ0rVFyh/KRAdy4rhunVtWtRbVwHDx5kz549jBgxAg8PD+Li4igqKqrxfb3oRIFOUKfCwkK2bt2KpaUl3bt3B1C+BxscHEx+fj7h4eHo6upiY2PDzZs3+eGHH7C3t+fgwYMkJCSwYMECAKKjoxk0aBDjx49n1qxZBAcHs2DBAmxtbencuTO7du3C2tqal156SXn9NWvWcODAAQoKCsjOzubEiRPExcWRmZmJra0tdnZ2XLhwgfT0dFF5FYRn2E8//cTKlStJS0ujbdu2LF26lJSUFObPn8+VK1cA6NChA59//jkNGzbk4sWLjBs3jqSkJGQyGV5eXgQGBtK4ceMK516+fDnbtm3j5s2bGBsb8+677zJu3LjavkVBqJYmvqamSUTl9TlTWFgIQG5uLt9++y0bNmwgKCiIjh070qlTpyqPLbqbyZX1M5Bo62A3eFqV+9699hfXtn2JgaUzFj4jq9wXFAVdqVTKyZMnkclkdOjQAXd395rfmCAIarN3714yMjKYMmUK0n9GaPTq1YsJEyYo36e3sbFhwYIFGBsbc+vWLfbt28f169dp0KABkydPxtfXV+W5T506BSiGJX/wwQcADBo0qFzl9dy5c8TExPDxxx+zfv16Dh8+jIWFBVu3buXGDcVEY6NGjeLll19+yk9CUCdRoHu+xcbG4u/vz8svv8yYMWNYuHAh06dP5/XXX8fY2JiZM2cSHR3Njh07qFOnDl999RVSqZR+/fphbW1NVFQUISEhNGrUiC+++KLC+c+cOcNrr72Gvb09QUFBzJ8/nxYtWuDl5aWGuxUE4XGJyutzpqw3pG3btvTq1YuMjAyOHj1KYmJilccV3knn8vf+FN3Lxvndxeib2yo/Ky0qBIlE2et6N+EsV9bPRNbIEud3P0dLpl/uXKqG+Lm7uxMeHs7+/fuJiopizZo1LFmyRDmkWXh8okAnPG39+vVTrt9aRiKREBAQoHJUh6mpqXLypYd5e3uTkpJCo0aNSE9PZ/ny5SxfvrzK6wcFBeHhoViq6sFh7IMHD37UWxEEQUNFR0cjl8sZNmwYAwYMYMeOHezfv58vv/xSuXTWG2+8wY4dO5SjzJydnfnggw/IycmhqKiIkJCQSteI/v7775UTxBUUFDBr1iwuXbqEl5cXAwcOJCoqinPnzgHQvHlzvLy8+Pnnn4mJiWHGjBkkJCRgaGhIx44dlcuHCYJQ+0Tl9TnTrFkzmjZtypEjR9i8eTMhISFoaWnRpk0blZP+5N82RadeQy6tnkxBegpmnd+iICOFgowUjNy80NLV51RAT/TMbGnmt477yZe5sm4GIMfk5V7kXDmJVFeP+m7eyhh27txJvXr1lBNFhYeH4+bmRmhoKC4uLjRr1oyIiAjS0tLU8YgEQRAEQdAwDRsqZsc/fvw4LVq04OrVq8jlcm7cuIGJiQmgeAUJys9IHhERoZywzc3NDX9/f5Xnf3hmc6lUSps2baqNKygoiMTERAIDA8nLyyMhIeGx7k8QhCdDVF6fMxKJhG+++QZ/f39mzZqFhYUFK1aswNXVlU8//bTCpD+2b02hrr0nBekpAKT9uVV5rubTN6NlXL5XNe9mAqVF+QBc37ESAN0GZuUqrzk5OSxatIjRo0ezdetW9u7dS6tWrThy5AjBwcFIpVK6dOnC8OHDn+qzEARBPZ7Y+tFtxpNSTa+sIAjPhz59+rBp0yY2btzIxo0bqVNHsbSbTCYDICYmBj8/P1q0aIGfn5/yuDZt2rBp0yYOHDjAunXr2LRpE5988kml15k3bx7h4eHMmDGjRq8v2dnZER4eTkREBM2aNWPUqFH/7UYFQfhPROX1OeTi4sKuXbsqbFc1EU9ZIbOyiX4e/qxR69do1Pq1Kq/v6+vL+PHjAZg27d93Z//444+qAxcEQRAE4YUkk8nYvn07Fy5cQFtbmzlz5hATE4ONjQ3R0dGMGDECW1tbNm/ejKGhofK4hg0b0rVrVzp16sQPP/zArl27+OSTTygpKaGoqAgdHR20/pmYcvbs2axbt45JkyYp37F/0IOzoJcJCAigbdu2nDx5kp9++olVq1Zx4sQJjIyMnt7DEAShUqLyKgiCIAiCIKhVSUkJ8+bNw93dndjYWA4fPsx7771HfHw8w4YNQy6XM2TIEA4fPoy+vj6vvvoqX3/9NXfv3sXBwYGjR49SWlqKk5MToGiwf3D5vkWLFrFu3TpatmyJs7MzO3fuxMXFBVdXV2UMK1asoLS0FICkpCQuXbrE3r17kclkODs7Y2FhwfXr17l3756ovAqCmojK63+Un5+Pj48PCQkJjBo1isDAQK5cuYKfnx/nzp3DysqKhQsX0rlzZwDu3LnDrFmzCAsLo7i4mObNm7N9+/YK5z1x4kSlU8NrqsGDB4sJVARBEARBeGQSiYSoqCg2bdqEvr4+vr6+TJ8+nR07dpCXlwegnCDOysqKV199lYYNG7Jx40Zu375NvXr1GDx4MDNnzlR5/pMnTwJw+vRpJkyYAMDkyZPLVV4PHjyIVCpl/PjxBAcHc+bMGaRSKevXr+f27ds0aNAAf39/LC0tn+ajKCckJITJkydX2B4dHU27du3KbevRowd0n0rRvWwur5mqeCVMIsHA0okmb3yEvrldhfOU5N/n+s6vyY6LRiKVYuLVF8tXRz2t2xGE/0xUXv+jr776ihs3bpTbNmHCBFJTU5kzZw7BwcGMGzeO48ePU69ePfz8/AgNDeXdd9/FyclJOanRwxISEiqdGl4QhBdLZY1eqtZEbNy4cYXGr27dujF//nyVjV9ls2w+qGyWTU1WVYFu/vz5HD16lDt37igbFcucXTSEwqx/J4vTb+yA+yffq7xGYfYtru/4mpwrp5BoaWHk2g77IaoLxoIg/DdSqZSwsLAK26tqGB8yZEi5VQvKZjFXdVxNctquXbswNjYGYNasWcrtH330Uc1u4inw8vJSzm5cXFyMv78/RkZGmJubA4ply3r37g1A48aNCVSkfYxcX0bPxJq8tGuk/bmVpF3f4jy24hJCKfvWk3EyDPOu71CYfYsb4RsxaGxPg+ZVL68oCOoiVXcAz7K4uDjWrl1bbma7v/76i7i4OPr168eoUaN47733uHv3Lr///juJiYns3buX/v37M2PGDAYPHsyyZctUnrt///5s2LCB4cOHs3jxYgDl1PAhISFYWlry3XffATBixAgsLS1JSkoiLy+PsWPH4urqiqOjIz4+PsoZhgVBeDb5+fnx66+/8vbbbzNv3jxsbW2VayKam5szc+ZMoqKimD59OlC+8atbt27s2LGDhQsXqjz3pEmTCAoKIigoiJEjFWs2N2vWrNbu7XGVFeiCgoJYuXIlurq6mJiYYG5ujkwm47XXKn83v45dC+yHBGA/JACrXmNV7iOXy4n/3xxyrpzErPNbWPUai3YdMUxQEITaZWNjo1yuTCaTUVhYyODBg9HRUSxf6OzsjI+PD/369VOuda1Tpz6WPXwxcm1LPceWihNJVBf57ybEItHSxqrnu1h0V0ykmX5CMUfJpEmTsLS0JDY2FgAnJyflTM/x8fH07t0bBwcH3NzceOONN57aMxCEB4me18dUWlrKlClTGDlyJC1atFBuv379OoCyRaxx48YAJCYm0qhRI0CxULaTkxNaWlqMGTNG5TqJD07prmpq+MocPHiQPXv2MGLECDw8PIiLi6OoqOjxblIQBLUra/QaMGAAM2bMQEtLiyFDhrB69WqVayJmZmbSv3//StdFfFiHDh2UX//yyy8ADBs2DFAUXLZt28aePXvw8PDAyckJY2Njjh07Rnx8PJMmTeLChQvIZDJcXFz49ddfn/LT+JeNjY1yXevdu3eXK9CtWrWKyMhIQkJCVB4rMzbHyLUdWnoGlZ7/7t9nyE25TONuQ2nc9R0k2jrK9SMjIyMZNGiQslc3ICCADRs2sG3bNtq1a8eMGTPYvXs3+fn5WFtbs3DhwnLPWRCER/PEZjAHdg51rbBN00ealNm0aRNSqVSZo0Hxnu7y5cuxtLT8Z5SJNQB5N68St3wcADpGjbDuO0HlObXr1Ed+8yo58afJv5UIQGHWzWpjKRtWPX/+fLS1tYmJifmPdycINSN6Xh9TSEgISUlJDBw4kJs3Ff/JyxbJfpBcLld+XVhYCEBubi7ffvstrVu3JigoiEOHDlV6ncqmhq+MjY0NUqmUkydPcvHiRTp06FCjqeAFQdBMZZXOskYvJycnAgMDy62JGB8fr1wTMTk5+bEav1JSUjhw4ADt27fH0dGx2rjKCi4BAQFMnz4dKyurx7zD/05Vga4qGafCOD27D2fmvcnt43tU7pOfpijEZf11mFOf9uL0rD6kHak4P8HD4uLi2LRpEx06dGDRokX06NGDkpKSmt+MIAiCCteuXePIkSN06dIFa2tFBXXixImsXbuWL774gjt37jBx4kRKChXLGcoaWuL07mIsevhSlJPBzYOqG/MsfEaipV+Hy9/7k/z79yCVItHWVbnvg+zs7JDL5URERJCWlqZca1cQnjZReX1MqampZGRk4OPjw4cffgjA9u3b2bx5M4DyPdiyim2TJk2UvQRt27alV69e9OnTB1D0rIBi8qeyCi4o3t0aOnQoTZo0qTA1PPw7pfuDBSN3d3fCw8Pp378/f//9N76+vvz4449P/P4FQagdlTV6NWrUiDZt2rBx40Y6d+6sbDgrWxMR/m38eumll6pt/NqyZQulpaU1Xn9ZUwouqgp0VWn08uvYD52F3dvTkWhrk7j9Kwoyb1TYr7RY8dwlUi0cRsxDZmxO0q4g8m8nVXl+MzMz9PX1OX/+PLGxsbi6uuLt7V3lMYIgCNXZtGkTcrmcESNGKLfNnDmT1157jaFDh9KpUyfu379PUfZtALRk+hg5t8ai+zB0jUzIOnsQAHlpKaVFhcj/KTvWtWtO8+mbcZ24EtcJK6C0FH0zm3LXVlXe9PX15aeffsLDw4PQ0FD69OlDfHz803wEggCIYcOPrU+fPri4uACKnpGlS5fStWtXpk6dyuTJk/ntt99wcXEhODiYOnXq0KtXL+rVq0fTpk05cuQImzdvJiQkBC0tLdq0aQOgfG8gLCyMc+fOVTo1fJmdO3dSr1495aRP4eHhuLm5ERoaiouLC82aNVMWLAVBeDY93OiVkZHB0aNHSUpKqnRNRKDcuoi7d+9WjgIpLS2lsLAQbW1ttLUVfwKKi4v56aefMDU1VfmuaGUFF0dHR6KjowkNDWXlypUcOHCgRr22T5KqAl1VLLoPVX6dmxJP2uGfyb+djMy4MaVFhSCRINXWQWaseOXDqGk7Gri35/71C+TdvEpB5k3AAfj3uTy4NqSJiQkHDhxg3759nD59mg8++IDLly+XW/NaEAThURQWFrJ161YsLS3p3r07APv372f79u14eXmRnZ1NREQEDRs2RNfYnPSYfeSmxmNg4UjujQQKs29hYK0os969epbLq/0w8e5Hk/4fkXPlJLkp8Wjp1+F29G6QSDHrOKjc9desWcOBAwcoKCggOzubEydOEBcXR2ZmJra2ttjZ2XHhwgXS09Nr/W+A8OIRldfH5OzsjLOzM6B4/wkUvastWrTgm2++wd/fn3nz5iknVipbD6zss1mzZmFhYcGKFSvKTdNeJi4urtKp4cvk5OSwaNEiRo8ezdatW9m7dy+tWrXiyJEjBAcHI5VK6dKlS417UgRB0DzNmjVT2ej10ksvMXfu3AprIurr61do/Nq/fz/FxcW8+uqrREdHl3tfEyAsLIybN2/y0UcfKScBeZCmFlxUFehA0bB39uxZQNG4uGXLFgpzmlB8P5uUfesxcmmDvLSUjFNhSHVkyuUjTgX0RM/MlmZ+6zByfRntOvXJOncIWUMLss4dQqqrj4GlI6BoCIiIiGDLli3s378fUDQgmpmZsXbtWpo3b07Lli3ZuXOnaEAUBOE/2bt3LxkZGUyZMgWpVDFo0srKirS0NAIDAykpKcHDw4PZs2cz57wO2oZG3Ll4nNvRu5HK9DBq2g7r3u+rPLe8tIS0I79QfP8OsoYWOAybhYGFQ7l9zp07R0xMDB9//DHr16/n8OHDWFhYsHXrVm7cuIGhoSGjRo1SThglCE+TqLw+Ad7e3qSkpCi/d3FxYdeuXSr3reqzlJQU5TTvNVkz1dfXl/HjxwOUa9X/448/HvUWBEHQUBKJRGWjV9OmTVWuiQg1a/x6UHXvjGpqwUVVgQ7gs88+Izk5GVA0LkZGRuI8bil6JtbIS0tJ/eN/lBYVoGfaBMvXRqNr1KjCuaU6MhyGz+H6ryu5vmMleiY2OIyYi06dBkAmoJjTYP78+bz99tscPHiQ0NBQxowZw7lz5/jll18oKSmhdevWyjUlBUEQHkfZbMMPcnFxUT3R1PmL1Hfzor6bl8pz1XPwpPUX+5XfG7m8jMenW6u8flBQEB4eHgBMnTpVub26cqogPA2i8ioIgqDhKmv0UrUmIlRc3/DBtQ8fbmwDlO/qV0ZTCy6qCnQAx44dq7jvP7OVOo9ZVOn5HizQAdS1a4H75LWV7t+jR49ya8iW2b17d6XHCIIgCILw+ETltRY9qanedw6tvle2prYfnFr9TjU19Lcndy5BEARBEAThkTzJcp3Wmt9Yvnz5EzufIDwJovIqCIIgqLR8+fLnpuDyRAt0Q3+r0HstCIIgCMLTJyqvz5mQkBAmT55cYXt0dDTW1tZkZGTQuXNnsrKymDVrFmPLjktK5+u/b5CWX0Rb47p82aIJ5nqq1/m6dDePOXFJnMy6h76WlMHWjQhwVd8aj4LwonpSozkAdg6tOHGcIAiCIAiCJhGV1+eMl5cXQUFBgGL5Bn9/f4yMjDA3Nwdg9uzZ5OfnlzsmNvs+U88l0qZBHUbbmvHZxWRm/HWdH1pXnDU0v6SU4TFXyC8pxc/ZAn2plMyi4gr7CYIgCIIgPGt69+7N5cuXKSkpwdnZmTlz5nD06FGWLVtWYd+y9+Tzbl7l+s5V3EuMQ6oro1Gbnli/Pq7C/jl/n+Hy6vJrblv3mYBZxzefzs0IwnNIWv0umqt37944Ozvj4OBAz549iY6OBmDs2LG4ublhaWmpnGmzzJo1a2jbti12dnY4Ozuzfv36Kq+RkZFBs2bNlEveaDobGxvlJCYymYzCwkIGDx6Mjo4O+/fvJywsjIkTJ5Y75njmPeTAUJtGjLY1pVk9AyJu3SGrsGKldGdqJjfzi5jhasWoJqaMtDXlEycLQNHr++BzGjFiBJaWliQlJZGXl8fYsWNxdXXF0dERHx8fLl269NSfhyAIgiAIQk21atWKBQsWMGnSJM6fP4+/vz+vv/46QUFBBAUFKSdpa9asGQClRQVcXjed3Bt/Y/nqKCxfHYWWrn6V12jcfRj2QwKwHxKAkatYXkYQHsUzXXlVlWAAZDIZr732WoX9ExISmDt3LlKplDlz5lBcXMysWbOqfHdJVU/ls+LB5S/u37/PjBkzmDFjBhYWFuX2M5YpOuBjsu4Rfy+fq/fzkQNJeQUVznnlnuJZrLmahnPoaTzDY9l1I7PaWA4ePMiePXt44403WLhwIV5eXhQVFf33mxQEoVaoaiw8ceIEffv2pWnTpjRt2pSxY8eSkZEBQPb5SOKWj+PUp705M/cNrm5dQmlRxZwCkH5iHyemdi/3L+uvI7V5e4IgCADMnTsXHx8fOnTogK6uLlKpFFdXV2XHQFmZcPjw4QBknomg6E46Vj3HYtq+P6be/bHwGVHlNerYNae+eweMPbuhZ2INwNKlS7G0tFTOVt6tWzcsLS0BSE9P56233sLJyQkXFxd69+6tzLWC8KJ5piuvqhIMwKpVqxg4cGCF/UtLSwEwNzenQ4cOmJmZIZPJ0NPTU3n+ynoqk5KSsLS0ZMQIRXL67rvvsLS0JCQkBFAkIA8PD+zt7Wnfvj2//vrrE7vnmrp27RpHjhyhS5cuWFtb880336Cvr0+nTp2UCS8rK4vsomJ6mzegdQNDNl1Pp9uh8xTJ5QDIpBV/PQr/eYamMh1Wv2SPrlSCX+w17hWXVBmPjY0NUqmUkydPcvHiRTp06IC7u/sTvmtBEJ4WVY2FCQkJGBsbM3PmTLp168aePXtYuHAhALk3/kbPrAnWfd7HwMqZjBP7uHkwpMprWPf7QNkbYWjtUhu3JQiCUE5OTg7Nmzend+/e6Orq8uWXXyo/k8vlbNq0ibp16zJgwAAA8tISAUg7/DOnAnpxZt4AMmMPVnmNK+umc+rTXlxY9QH5t5OqjWn79u0cPXqUcePGMXv2bNzc3CgpqbrcJQjPq2e68lpVglHF0dGRmTNnEhMTQ+fOnTlz5gyLFy+mYcOGFfatqqeyKtnZ2SxbtgxnZ2cWL17MgAEDlJXm2rRp0ybkcrmygp2amkp8fDydOnVSDnlZtWoVwYm3kWlJ+bmdC/s6NCWsoxueRobIpBKaGMiQy+Xkl5RSVKqo0FrrywDo3bgBPc0b8HKDOuSXyknL/7cXtbhYMdz4wcTq7u5OeHg4/fv35++//8bX15cff/yxVp6FIAj/narGwv79+7NhwwaGDx/O4sWLAbh8+TIA5l3exv6dmZi0fR2rf979yku7VuU16jm1on7zThh7dkPXyASASZMmYWlpSWxsLABOTk60bdsWgPj4eHr37o2DgwNubm688cYbT+PWBUF4gRgaGvLjjz+yYMECCgoKWLJkifKzo0ePcvXqVQYMGICBgQEA8mJF+UenXkMchs9Foq3Dta1fUJKfW+HcOnUaYNXrPRxHLsC86zvcv36BxF9XVBuTnZ0dAEeOHCExMZG+fftiamr6JG5XEJ45z3TltaoEo0pGRgbr16/H3d2d9evX06JFCz799FNSU1Mr7FtpT2V2drUxmZqakpCQQExMDI0bN6ZXr16Pf5OPobCwkK1bt2JpaUn37t0B8PX1ZfXq1axevZpRo0YBMHDgQHqZN6BELmfehWTO5+SyMfE2RzLuMqKJCXpaUpLzCnEOPc3Yk38D0MeiATKphG3JGWy5fpujGXcx19OhiYFMef2dO3cSHBzMiRMnAAgPD+fYsWOEhITQsGFD5XsiaWlptfhUBEH4L1Q1Furq/jsj+cGDBwGUFUupts6/x15W5IK6di2qvMb5paM5FdCTy2umUnS3+tcRgoODOXPmDAEBAUyfPh0rKzHruSAI/422tjadOnVi9OjReHp6EhkZSWamIh9t3LgRQNkxAKBrrJgQ07hFZxo070hd2+aUFhVQlJOBvLSU0qJC5P805uubNcG8y2Dqu3lh9doYtAzqkv9Pz22Zsob/so4AAB8fH3bt2kWXLl04fvw4gwcP5tChQ0/vIQiCBnumZxsuSzCdOnXi999/VyYYY2NjlftHRkZy8+ZNhg8fTo8ePbh+/Tpz587l5MmTWFhYkJ+fj1QqRVdXt1xPZZlVq1ahr6/Pm28qZoVTlWB0dHQICwvj999/5/z580yfPp2oqCi+/vrrp/gkytu7DDTiKQAAIABJREFUdy8ZGRlMmTJFOZTaw8MDDw8PQNGrDNC0aVMcc69SKpdzLOMuW67fRl9LyqgmJkx1tlR5bnM9XVZ62hF4MZm5cUm41zNgvrsN2lKJcp+cnBwWLVrE6NGj2bp1K3v37qVVq1YcOXKE4OBgpFIpXbp0Ub4vIgiC5itrLIyPjycwMJAlS5awbds2AGJiYvDz86NFixb4+fkxZMe/w+Cyzh0iZd86jFzbYuLVR+W5ZQ0tse73AbIG5mTHRZF+/HdS9q3DdtCUKmOys7NDLpcTERGBh4cHY8aMeXI3LAjCC+fgwYPs2rWL1q1bk5qayokTJzAxMaFBgwbcvn2b0NBQ2rRpg6vrv0uLGXt0JWXfOtJPhIJESk78aXSMGiFraMHdq2e5vNoPE+9+NOn/EalhwRTn3cWgsQP3ky9RknuXuu7e5WLYvHkzt27d4urVqwCEhYVRUFBAXFwctra2ODs7ExMTIzoAhBfWM1t5rSrB7Ny5k7NnzwKKIWxbtmyhe/fu2NjYAIp3B8zMzJTDVu3t7QFwcHDAxcWFiIgIfH19eeWVVwCIiopiw4YNDBw4kN69eytjOHnyJBs3bmTHjh2AYjhHz549WbBgAa1bt6ZFixb8+uuv3Lx5s9aeC6CcVKAygwcPZvDgwQCUjN2DVCJhX0c3lftaG8i43qtVuW09zRVDhivj6+vL+PHjAZg2bZpy+x9//FHjexAEQbNU1lh4+fJlRowYga2tLZs3b8bQ0FB5TGbsQa7++Bl1HVsqhtNJtQCQl5YgLylBoqWFRKpFXbvm1LVrDkBdew/Sj/+ufI+sjKrXEXx9fXF0dCQ6OprQ0FBWrlzJgQMHcHSsuMyXIAhCderXr8/p06fZsWMHurq6tGnThk8//RSJREJISAhFRUUVGt51jRph/04Ayb+vJum3b9C3cMCm34dItLQqnF/PrAk39m8m/dgepDq6GHt0xbrvhHL7JCUlsWLFCiZNmsT69evZt28fvXr1Ys+ePSQlJSGTyejbt2+58qggvEie2cprVQnms88+Izk5GVD0tkZGRrJt2za8vb2ZPXs2P/zwAwEBATRu3JjAwECVEwdV2lPp6EhSkqJXQV9fn88++4yePXtSt25d9u/fz6JFi0hJSSEsLIz8/HwcHR2ZOnVqLT0VQRCEJ6+yxsLk5GSGDRuGXC5nyJAhHD58GH19fcCG7AvRJPwYiLZ+XYw9u5J9/gjadRpQz7ElGafCuLZ1CVavj8O881sk/roCLT1D9EysuHMxBgBDm6blYlizZg0HDhygoKCA7OxsTpw4QVxcHJmZmdja2mJnZ8eFCxdIT08XlVdBEB6Lp6cnERERKj/74IMP+OCDD1R+1qB5Rxo071hhez0HT+VasKAYWmzconOVMQQEBCgrpn5+/64JW/Ya2LNq+8EnWBYe+tuTO5fwzHlmK69VJZhjx45Vety4ceMYN04xeUijRo1IT09XflbZkjkP9lQ+qHnz5gQHB1fY/vPPP1cZ+/OqsuckCMKzrbLGwgsXLpCXlwegXFPbysoK84/+x/2kS1BaSvH9O1zbqpiPoI69B/UcW1Y4v76ZLbeO/kpBVhpaeoY0avs6lq+NLrfPuXPniImJ4eOPP2b9+vUcPnwYCwsLtm7dyo0bNzA0NGTUqFG8/PKztWaiKNAJgiAIQs09s5VXTRATE4OzszMlJSU4OzszZ84c2rVrBygmh+rcuTNZWVnMmjVLOYz2wtcTFcPh5KXomSqWkahrX3ESk9KSYpJ/X03mmQjkxUUYt+yOdd+JSLXEj0wQhNpVWWOhp6enygarfpsvYvnqSCxfHanyfI1av0aj1v+uxW3q3Q9T78pfdQAICgpSjoZ5cDSLaDATBEFdnmTjk9aa38r1tD4L8vPz8fHxISEhgVGjRuHv789HH33E2bNnuXfvHm5ubgQGBtKihaKcu/ZqGuuv3eJWQRFmMh3etTPD11b1rMmr4m8QfP02d4pK6G5qxOJmTairU3EotvDiETWhx2BtbU1KSgpz5szBzc2NW7dusWTJEvz9/Tly5AgAs2fPVi5kXWb7wanM08qkqYsptwqKWHrlMoXB09nepVmFa3yfkMbCi8m8Y90IAy1d1kX9xrisU7xnb/ZCtK4/sT8IL8CzEgRBszxcoAsMDOTKlSv4+flx7tw5rKysWLhwIZ07K4YPeh84R3JeofJ4t7r6lc5DYLPnZLnvXzUzYm0rMUxaEITa99VXX3Hjxg3l9/fu3ePmzZtMnDiRe/fusWzZMt577z2io6O5ej+f+ReSsdbXZZarFd8k3GROXBI9zOpjoa9b7rx7bmTxxeVUepjVp4WRAUsup9JIV5v57ja1fYuCBnpmK6+zZs3it99+Iz09ne7duyuH7w4cOJCoqCjlflp6hrScr7oCU5Ne0J1DXVUeC4p1D7OyskhMTGTFihXKmX33799PWFgYEydOrLD27OymVmQVlXA9t4Cv/77JA5P0lhOdeReAT5wa00BHm3XXbvFzSgbv2ZuxdOlSli1bxurVq+nduzfdunXj0qVLpKSkkJ6ezoQJEzh9+jRSqRQnJyf+97//qVzLVhAE4Wl40r0Ry5cvf2Lnqw0PF+gAJkyYQGpqKnPmzCE4OJhx48Zx/Phxyqa3amtch+E2irVtjarpXehpXp/X/5k0z1xPt8p9BUEQnoa4uDjWrl3LlClTWLBgAQCNGzcmNDRUWR7+448/OHfuHHl5eZTKFceZ6+nSoVE9tiZnkFVYjExFQbisDPyenRltjOuwIVFRBp7vbsO25HT8LC2VoxpHjBjB/v37iY6OplGjRnz00UccPnyY4uJi7OzsWLVqFS4uLrXzUIRa8Uyv81rZjLp6pjbYDwnAfkhAlUstGDZxx6bfBzTuPozcG/Fc+/nLSvdVRdW6h/fv32fGjBnMmDEDCwuLiscUl+AZHkvfyIvoSCQsbm6r8twNdRXtCkfS7/Jneg4ASbkF1ca0fft2jh49yrhx45g9ezZubm7lZudUl969e+Ps7IyDgwM9e/YkOjoaAEtLy3L/Ro/+9z23caf+ptkfZ7DZc5JZ569Xeu6MgiJeOxyHS+hpmoaeZlD0JS7dzXvq9yQIgvCwsgKdv7+/cttff/1FXFwc/fr1Y9SoUbz33nvcvXuX33//XbmPtb6MbqZG9LUwprOJUZXXcK6jzyv/7PuycR0AojLuYmlpqXz3OCAgAEtLSyIjIyktLWXatGm4u7vj4OBAly5dlKOEBEFTzJo1Cw8PDywtLcutowogl8u5+N1kTkztzpX1Mys9x42ILZz97B1OTO3OX0vF0llPS2lpKVOmTGHkyJHKIcGgmJW+rOKanJxMfHw8LVq0QF9fH4c6ekx3seRE1j26HjrP+ZxcFjVrQkOZToXzN9RVbIvOvEts9n2yCou5V1xKVmFxhX0fdPDgQfbs2cMbb7zBwoUL8fLyoqio6AneuaAJntnK64IFCxg7dqzKz7TrNMDItR3Gnt1Uzv5WxrrP+xi5eVHX8SWkWrpIJIrHkfP3GU5M7U7ijpVA5YWAli1bYmFhwahRoygoKGDJkiV888036Ovr06lTJzIyMgDIysoiOzsbAEMtLTa1cWKemzUFpaUsu5KqMrb37c0xk+kw+ew1xp/6Gz2pBJlW9T8uOzs7QLFsT2JiIn379sXUVPX7BLWpVatWLFiwgEmTJnH+/PlyBbtevXoRFBREUFCQ8t1gAJlUymvm9Wt0/i4mRix0t2FYExOOZd5j/oWk6g8ShGeAKNA9Oyor0F2/rmh8Mzc3BxS9EwCJif8uB/RLSgZuf5yhZXgsPyWlU5WV8Tdw/eMMXhHnCE/LrjauuLg4Nm3aRIcOHVi0aBE9evTQiEZNQXhYZZ0S6cd+JzfpUrXHy0uKMW75bM/K+ywICQkhKSmJgQMHKpeDzMnJUZZ7b926xfDhw5HJZMqRMxkFRWxIvIV7PX3WtnLArZ4+s+Ouc+OBVybKDG9igqOhHksup9In8iKyfyrEqnppH2RjY4NUKuXkyZNcvHiRDh06qFxRRHi2PbOV16rcu3qW07P7cGpWH1L3b650v5L8+8TOG8DFVRORaGvTZGD1L8o/WAj4/PPPGTBgAK+++iqenp5ERkby119/ER8fT6dOnQgMDARg1apVbNiwAQBtqYROJvXwtTXFs74hkRl3ySwsRi6Xk19SStE/4yrs6+hxqEszdnq7Et7RHV2pFKc6euXj/6fwUbb+IYCPjw+7du2iS5cuHD9+nMGDB3Po0KFHen5Pw9y5c/Hx8aFDhw7o6uoqW+YAnJ2d8fHxoV+/fuVmCl3pacebltUPd24o02GKiwXdTOrRvmFdAKQoElxISAiWlpZ89913AIwYMQJLS0uSkpLIy8tj7NixuLq64ujoiI+PD5cuVf/HURBqmyjQPRsqK9A93PIvl8vLff+OdSOCWtqz3MMWHamEGX8lcr2SkTbv25vx/UsOfN7MhjvFxXx45ip5JaVVxmVmZoa+vj7nz58nNjYWV1dXvL29/8OdCsKTV1mnRFpaGsl7vseih2+157DwGYFVz3dVfnZ20RBOffo6ALGxsVhaWjJp0iQA9u3bR/v27bGzs+Oll15i3rx5/+FOnn+pqalkZGTg4+PDhx9+CChG/i1atIibN28ycOBAbt26xZYtW5RDdqMy73Ezv4jXzBvwqll9XjNvwL3iUk5mK5ajzC8ppbBUkcuMdbXZ17Epu7xd+bOzO2Z6Oljq6WKg/e8rFarW/nZ3dyc8PJz+/fvz999/4+vry48//lgrz0SoPc/sO6+V6dWrFzdtuyHR0iI17H+khq6nrn1z6tpVnNFXS1cfp3cXk387ieTfvyf1jw24jFta5fnLCgExMTFcunSJNm3acOzYMeW6h5MnT+att94CICoqig0bNjBw4EB69+7Nnwd/ZfeNLFo1qENqXiEns+5hoqtNAx0tkvMKaX/wL7qZGLGhjSPnc3IJT7tDYz0ddt7IJKe4hPfszMrFsnnzZm7dusXVq1cBCAsLo6CggLi4OGxtbXF2diYmJoa0tLQn9HQfX9kQawAjI6Ny7wKvWLGC5cuXY2lpSWBgID4+Po98/ot38+h55AIA5no6zHGzrvaYsuElI0aMwMPDg7i4ODG8RNA4CxYsICkpiXXr1pXb/mCBLnn3t1Wew8JH0WN780DFP+JnFw2h+P4dGPo3sbGx9OrVi0GDBrF8+XL27dvHggULSE1NpUGDBvTr1485c+Y8uZt7zjxYoCuzfft2ZQ4uew+2rGLbpEkT+DuSDx0bK/c/n5PLmqu3uHo/HxsDGfklpUgloPtPg98MVyvlvn/ezmFvWjapD/RclBXoHmzUNDEx4cCBA+zbt4/Tp0/zwQcfcPnyZaZNm/akH4EgPHGffvop9ZxeokGzDtXmusf15Zdfkp+fz+LFi8nKyiInJ+epXOd50adPH2Wl9PLlyyxdupSuXbvy5ptvMnDgQK5evcr777/PtWvXuHbtGj4+Plj/MynTrykZmMp02JGSCYC9oQwA59DTONfRI7yTOzfzC9lw7TYOdWQcvJ1Dwv0C5j1Urtu5cyf16tXjxIkTAISHh+Pm5kZoaCguLi40a9aMiIgIjSgDC0/Wc1d5HT16NDs3XwSg6G4mSTtXkZ+WSF27FpQWK/7AS7UV/4EkWloYObfGyLk1WWcPcffvMxTdv/PvyVT0bJYVAtatW8dPP/3Eli1byq176OnpiaenJwD37ytak5o2bYqjoyM5Otqczr7PjtRMZFIpbRrUYaarFRKJ6mEQW5PTuZlfhJmeDoHuNviYlR9Cm5SUxIoVK5g0aRLr169n37599OrViz179pCUlIRMJqNv377Kxa7VydDQkB9//JH4+HgCAwNZsmQJ27ZtY+LEibz00ktkZGQwf/58Jk6cSGxsLI86BYmtgYxNbZw4c+c+Sy+n8l3CTb5sYVvlMQ8OL5HJZGJ4ifBMEQU6zVNZgW7q1KlMnjyZ3377DRcXF4KDg6lTpw69evXiwo51fHE5lS6N6lEC/JKSiZ5UgktdfaB8gS7i1h1+TcmgXcO6ZBeVcOD2HRrqamNtoMutAkXDW0REBFu2bGH//v2AokBnZmbG2rVrad68OS1btmTnzp2iQCc8Ew4fPkxERARNfD+nMEvxO1taVEDhnXR0jRo9sevY2dlx9epV/vzzT5o3b87QoUOf2LmfR87Ozjg7OwMQGRkJKBrjrKyslB0q337779+l6OhoPOobMsvVig2Jt5h1/jqmMh0WuFnjVs+gwvmlEgl/pGVz/VoB9XW0meTYmFFNTMrtk5OTw6JFixg9ejRbt25l7969tGrViiNHjhAcHIxUKqVLly4MHz78aT0GQU2e2cpreHi4cohnamoqW7ZswcPDg9mzZ5Nm8hJSHV1uHf4FJFIMrBSFib+WjKL4/h1eWvg7dy7FkHX2IIZN3CnMvs39xPNo12mAtkE95TXuXDpeZSHAz8+PuXPn8sYbb7Bs2bIKMQ4ePLjcGoQe9Q0J76S6cmRtION6r1bK793rGXC0a/Mqn0FAQICyYvrg2mDdu2ve8EBtbW06depEp06d+P3334mMjCQzM5OZM/99T6+sJzQlJQW7as73cG+EobYWnUzq0cmkHj9eT2f3jaxyldeqhpfs37+fqKgo1qxZw5IlSxgyZMgTu29BeBpEgU4zVVaga9GiBd988w3+/v7MmzdP+SqDkZER93V1KJXLWXYllbySUpzq6DPVxULlLMKW+opK6qKLKZTI5bQwMmRWUytlHgTFkOT58+fz9ttvc/DgQUJDQxkzZgznzp3jl19+oaSkhNatWzNhwoTaeSiC8B+kpqaSn5/PpW8nKbfd/fsMV0MW4/LeEkqLi0AuR6pTsyZv+T/DUh/slADF61179+4lNjaWb7/9ljVr1nDy5ElVpxAe4u3tTUpKivL7B79+UAkw1t6MsfZmKj9/sAxsKtMhonPVnQm+vr7KeVIeHEXyxx9/1DR04Rn1zFZev/vuO+WSOBcuXGDKlCksWrQIY2NjThz4kZL8+8gaNsZu8DQMrZwrHK9tUJd71y+ScToCqbYOdWybYfX6e+V6QUUh4Mk4ePAgu3btonXr1qSmpiqHWJ86dYpff/0VLy8vsrOziYiIoGHDhtjYKNbx+i01k3N3cgG4ci+fH5PS6WZihJmeTrneiK1J6Zy/m4d7XX0u3M0jJb8QD6PyLXlieInwPBEFOs33cIHOxcWFXbt2VdjPTE+H/7VxqvQ8DxboXOrqE9Ku6iUfevTooZxv4UG7d++uSdiCoDaqOiXs7OxYvXo1iw+nUHz/Dtd/XYGBpTMWPoretMtrp3EvIRaPOdvRMTTibsJZ8m8rJmwsybvL7WO/Y2DppCwHyosLWbZsmfI6ly5dIjk5mbVr12JlZYWbmxuHDh0iISGB4uJitLWf2WKyIDy31P6/8syZM/zwww+UlpbSvXt3+vfvX6Pjfv75Z5XbR4wYQb9/hg0/rMWMLcqvDa1daea3TuV+Zeq7e3NmW1CF7eouBPj5+ZXradV09evX5/Tp0+zYsaPcEGt9fX3S0tIIDAykpKRE2XOuq6tLCfD5pRSS/3mXKzLjLpEZdwlp64yZXvlp1Y11tTlw6w6br9/GQEtKd1MjZje1KrePGF4iqNvj5jpRoBME4VnyuLlOVafEsmXLGDx4MGvuXKQgU/GuuE7dBirnMQFIj9lLxklFz1tRTgaJvyyj8SsjlLlOoqXNTz/9hKmpKUOHDmX79u1cvXqV4uJivvnmG7KysjAzM2PhwoUiz2moQVaNeHtvpLrDENRIrf8zS0tLWbduHZ9++ikNGzZkxowZtG7dGisrq+oPFp4Znp6eREREqPysskYIgMgqhk0/2Bvxill9XjGrekkdMbxEUKf/kutEgU6oCa+GdSsdricIteW/5LqqygMAMmNzWn+xv9w21/HlX9myGzwNu8GVT0Qm0dLm+PHjyu+/+OILADp27MjChQurjVEQBPVTaykkPj4ec3NzzMwU49+9vb2JiYlRe+W1noNnhQQpCILwuP5LrhMFOkEQnhWaWq4TBOH5IZE/vOBcLYqOjubMmTPKHrFDhw5x5coVxowZU26/8PBwwsPDAfj8889rPU5BEIT/QpNzna2tLenp6dy7d69WricIwvNLk3OdIAjPB2n1u6jfK6+8wueff/7EE9z06dOf6PmeBE2MCTQzLk2MCTQzLk2MCTQ3LnVRR667du2aWiqumvqz18S4NDEm0My4NDEm0Ny41EWU69RPE+PSxJhAM+PSxJigduJSa+XV2NiYjIwM5fcZGRkYGxurMSJBEIQnT+Q6QRBeBCLXCYLwtKm18urg4MCNGze4desWxcXFREZG0rp1a3WGJAiC8MSJXCcIwotA5DpBEJ42rblz585V18WlUinm5uZ8/fXX7Nu3j44dO9KuXbtajcHe3r5Wr1cTmhgTaGZcmhgTaGZcmhgTaG5cT5LIdappYkygmXFpYkygmXFpYkyguXE9SSLXqaaJMYFmxqWJMYFmxqWJMcHTj0utEzYJgiAIgiAIgiAIQk08ExM2CYIgCIIgCIIgCC82UXkVBEEQBEEQBEEQNJ6ovAqCIAiCIAiCIAgaT1ReBeE/unXrVo22CYIgPMtErhME4UUgcp1m01Z3ALVBLpcTFRWFRCKhXbt2/PXXX8TExGBpaYmPjw9Sqfrq8NevX8fGxkZt169Obm4uEokEfX19dYcCQGlpKadOneLWrVuUlpYqt/fu3VttMS1dupTFixdXu00d7t27R0ZGBiUlJcpt6pidLjc3FwMDA+7du6fy8zp16tRyRM8nkesen8h11RO5rnoi19UOTc51oNn5TuS66olcVz115roXovK6bt067ty5Q3FxMTExMRQXF9O6dWtOnTpFamoqvr6+aott7dq1FBUV0aVLFzp27IiBgYHaYnlQfHw83377Lfn5+cjlcgwNDXn//ffVPi334sWL0dHRwcbGBolEotZYUlJSSEpKIjc3l2PHjim35+XlUVRUpMbIFH766Sf+/PNPzMzMyj2rOXPm1HosK1euZPr06UybNg2JRMKDk5xLJBJWrVpV6zE9j0Sue3Qi11VP5LqaE7mudmhyrgPNzHci11VP5LqaU2eueyGWyvHz82Pp0qUUFxfz3nvv8f3336OtrU1JSQnTpk3jyy+/VGt8N27c4MCBA0RFReHo6EjXrl1p0aKFWmPy9/dnzJgxNG3aFICLFy+ydu1atT8rf39/tcdQJiYmhpiYGE6cOFFuEXY9PT3at2+Pi4uLGqODjz/+mKVLl6Kt/UK0UQmIXPc4RK6rnsh1gqbR9FwHmpfvRK6rnsh1z4YX4u61tLQA0NbWxsHBQflD19LSUnsrD0Djxo15++23sbe354cffuDatWvI5XLeeecd2rZtq5aYpFKpMsEBuLq6Kp+jOnl6ehIbG4uHh4e6Q6FNmza0adOGy5cv4+zsrO5wKrC2tub+/fsYGRmpO5RyEhMTuX37drkhL+r6PX/eiFz36ESuq57IdY9H5LqnR9NzHWhevhO5rnoi1z2e2s51L0TltX79+uTn56Onp0dAQIBye3Z2ttpbLxITEzlw4ACnT5+mefPmTJs2DXt7ezIzM/n000/V9ofOzc2N77//nvbt2yORSIiMjMTNzY2EhARAPePrAZydnfnyyy8pLS1FW1sbuVyORCLhf//7n1riATAyMuLzzz/nypUrSCQSnJ2dGTlyJGZmZmqLCeCNN95g6tSp2NjYlPs9nzZtmtpiCgoK4vr161hZWZV7J0kU6J4Mkesench1NSdyXc2JXPd0aXKuA83MdyLX1ZzIdTWnjlz3QgwbrkxBQQH5+flqbcGYM2cO3bt3p127dujq6pb77NChQ3Tq1Ektcc2bN6/Kz9Uxvh5g4sSJyv+4mtK6GhAQQI8ePWjfvj0AR48eZd++fXz22WdqjWvy5Mm88sor2NjYlEsobm5uaovpk08+4auvvlLb9V9UItdVTuS6mhO5ruZErlMPTch1oJn5TuS6mhO5rubUkevU3zxVyzRtGE+3bt1o06ZNueR28uRJWrVqpbbCXGlpKT4+Pnh7e6vl+lVp1KgR1tbWGpPgQPHH8sGfVadOndi1a5caI1KQyWT06tVL3WGU4+zsTHJyMlZWVuoO5bkncl31RK57NCLX1ZzIdbVH03IdaF6+E7nu0YhcV3PqyHUvVOVVE4fx/PDDD+zevZuPP/5Y+YPfunUrrVq1UltMUqmU3377TSOTnKmpKfPmzcPT0xMdHR3ldnVMqV42Pbinpyc7duzA29tbORSnZcuWtR7Pw1xdXdmyZQutW7cuN7xEnTMLdu7cmYCAAOrXr4+Ojo5yeJCmTNbwvBC5rmZErqsZkesench1tUMTcx1oXr4Tua5mRK57dOrIdS9U5fXKlSsaN4zH1NSU8ePHs2zZMgYNGoSXlxeaMJK7efPmykSnp6en3K7uNepMTU0xNTWluLiY4uJitcby8PTgYWFhys8kEglDhgxRV2gAXLt2DVD83j9IXUODAL799ls+/PBDjRoe9DwSua7mRK6rnsh1j07kutqhibkONDPfiVxXPZHrHp06ct0LVXnVxGE8EokEe3t75s6dy4oVK7hy5Uq5RZrVJTIyEoDQ0FDlNk1Yo65Vq1ZqX5OszDfffKPuEKo0a9YstS/U/rB69eqVm35eeDpErqs5keuqJ3LdoxO5rnZoYq4Dzcx3ItdVT+S6R6eOXPdCVV41cRhP/fr1AcUPPyAggM2bN5OUlKS2eMpo6n/gjRs3kp2dTdu2bfH29sbGxkbdIQFw/fp1kpOTyy1i3blzZzVGpJgEwdPTE29vb5o1a6YRrf92dnasWLGCVq1alRsepO4hXs8bketqTuS6RyNyXc2IXFc7NDHXgWbmO5HrHo3IdTWjjlz3Qs02/OGHHzJy5MgKXdsmJiZqi+k/bC1WAAAO6klEQVTChQu4uLiUa0lJSEhQeytUQUEBu3fvJj09nXHjxnHjxg1SU1PV+n5amezsbCIjI4mKiiI3Nxdvb2/efPNNtcWzbds24uLiSE5OpmXLlpw+fRpXV1f8/PzUFhMofoYnT54kMjKShIQEWrVqRfv27XF1dVVbTEFBQSq3T5gwoZYjeb6JXFdzItfVnMh1NSdyXe3QxFwHmpnvRK6rOZHrak4tuU7+Apk5c6a6Q6hg6NCh8tmzZ8uzs7OV26ZOnarGiBSWLVsm37Fjh3zy5MlyuVwuz8/Pl/v7+6s5qvISExPlK1eulL/99ttqjWPy5MnykpIS5fPJysqSz58/X60xPezu3bvyr7/+Wv7WW2+pOxShFohcV3Mi19WcyHWCptHEXCeXa2a+E7mu5kSu02wv1LBhTRzGY2FhQd++fZk7dy7jx4/HxcVF7S/1A6SlpfHJJ59w9OhRQDE9tyZITk4mMjKSY8eOUbduXby9vRkxYoRaY9LV1UUqlSKVSsnNzcXIyIiMjAy1xlQmLi6OyMhIzpw5g729PZ988ola49m0aRMDBgxAV1eXzz77jMTEREaOHKm2pVKeVyLX1ZzIdTUncl3NiVxXOzQx14Fm5juR62pO5LqaU0eue6Eqr4WFhejo6HD27Nly29WZ5CQSCa1atcLCwoLly5fTtWtXjRjDrq2tTWFhoTKWmzdvlpuWW12+/fZb2rdvT0BAAMbGxuoOBwAHBwfu379P9+7dmT59Onp6ejg7O6s7LCZOnIitrS1eXl4MGzas3OyC6hIbG8uwYcM4fvw4JiYm+Pv7M2fOHFGge8JErqs5ketqTuS6mhO5rnZoYq4Dzcx3ItfVnMh1NaeOXKf+39papInvmpS1xDVu3Jh58+YRFBREYmKimqOCQYMGERgYSHp6OitXruTSpUu8//776g6LwMBA5dfh4eG88soraoxGITc3l6ioKNzd3fH09CQvL48mTZqoOyyWLFmCgYGBusMop2y2xVOnTuHl5aVx8T0vRK6rOZHrak7kupoTua52aGKuA83MdyLX1ZzIdTWnjlynNXfu3LlP/SoaYtOmTTg6OiKRSFi4cCHBwcE0aNBArb+QPj4+yq+1tbXx8vKiS5cuav/lNDc3p3Xr1jg4OGBtbc1bb72FtbW1WmN62OrVq8s9P3UxNDQkOTmZsLAw9uzZQ2pqKtnZ2Tg5Oak1rpCQEI37fU9PT2f9+vXk5OTwzjvvcO/ePaKioujevbvaYnoeiVxXcyLX1ZzIdTUncl3t0MRcB5qZ70SuqzmR62pOHblOsxYLespiY2MxMDDg1KlTmJiY8PXXX7Nr1y61xLJz504A1q9fX+Hfb7/9ppaYHjR//nzq1q3LSy+9RKtWrahXrx7z589Xd1jlqPv9kTLNmjVjwIABDB48mO7du5OQkMAff/yh7rA06ve9zNChQ1m4cCGff/452trayGQypk6dqtaYnkea9LMXue6/E7muapr0+15G5LraoWk/e03OdyLX1ZzIdTWnjlz3Qg0b1qRhPDt37qRfv36YmZlhaGiotjgeVlhYSGFhIXfv3uXevXvK7bm5uWRmZqoxsoqmTZum7hAAxR+EgoICnJycaNq0KYsWLcLIyEjdYVHy//buJTSqK47j+G8mOmkeNMaKbjQNaVIyY8AqgWIptVEXjfjYVCpRVERBdONbN0FRUTRaRIMLbQsVan0ggmIVk0VAqVmp+MhEiRnRuEjFOPiYwbGZ6UIcHx3NTZjMuXPv97NKZpM/ZPgmZ+659/T2SrLH+/1tPT09unbtmq3OTnMaWtc3Wtd/tK5/aN3gs1PrJHv2jtb1H63rn0y3zlWL1wkTJmjFihXy+XxavHixnjx58s7T6TKpqKhIPT09amlp0caNG43MkEpzc7POnDmjx48fa8OGDclPwfLz8/XDDz8Ynk7666+/9P333ysvL0/Hjh3T3bt3VVdXp3HjxhmbqaSkRKFQSPfv31d+fr4KCgqUl5cnn89nbCZJqq6uts37/bUPnZ3GP3TpRev6Ruv6j9ZZR+syw06tk+zZO1rXf7TOOhOt8yTsco0+Q549e6b8/Hx5vV69ePFC0WhUw4YNy/gcZ8+e1fnz59Xd3f3O09USiYQ8Ho8aGxszPtPbzp49q9raWqMzpLJ27Vo1NDTo6tWram5u1k8//aTGxkbt2LHD9GiKRqNqaWnR6dOnFQ6HdfjwYaPzXLp0SRUVFRo+fLhOnjypYDCoH3/80ehh1qtXr1ZDQ4PWr1+vhoYGhcNh7du3T/X19cZmcipaZw2t6z9a1zdalzl2aZ1k797Ruv6jdX0z0TpXXXmV7LONp7a2VrW1tTp48KCWLFmS8Z/fl9raWt26dUsPHz5MblOQzG95ev1Zy5UrV/Tdd99pzJgxxu+ROHfunILBoDo7OzVy5EjV1NTI7/cbnUmSTpw4oV27dqm9vV3Xr1/XzJkzdejQIW3bts3YTHY+O81paJ01tM46Wmcdrcscu7ROsnfvaJ11tM46E61z1eLVjtt47Ba31/bt26fu7m6VlpbK633zXC/TkSsrK9PWrVv1zz//qK6uTtFo1PjZabFYTNOnT1dZWZlycnKMzvK217+3y5cva+rUqZowYYKOHDlidCa7np3mNLTOOlpnHa2zjtZlhh1bJ9mzd7TOOlpnnYnWuWrx2tramry0vWzZsuSlbfxfZ2enfv75Z+MBed/SpUt19+5djRo1Srm5uXr69Knxc95mzpxp9Od/yPDhw3XgwAFdu3ZNs2bN0suXL41/mmnXs9OchtZZR+uso3XW0brMoHXW0TrraJ11JlrnqsUr23isGzNmjMLhsIqLi02P8g6v16uenh5dvHhRkhQIBFRdXW14KntauXKlrl69qhkzZqigoECPHz/WvHnzjM40efJktbe367fffkt+AhwIBDRt2jSjczkNrbOO1mU/WudetM46Wpf9aN0rrlq8so3HuqdPn2rVqlUqLy/XkCFv3iamH2P+xx9/6M6dO/r2228lvXoAwe3bt1VXV2d0LjvKzc3V119/nfy+uLjY+B+tqqoqBQIBdXR06ObNm2pqalJXVxf/0KUZrbOO1mU/WudetM46Wpf9aN0rrnra8N69exUIBOT3+zV06FC28XxEW1tbytcDgUCGJ3nXmjVrtHPnzuS+/3g8rnXr1mnXrl1G54I175+dVllZaYuz05yG1llH6zAYaF1m0DrraB0Gg4nWuerKK9t4rDMds4+JRCIqLCxMfo3sYdez05yG1llH6zAYaF1m0DrraB0Gg4nWuerKq/TqE523L237fD7t2bPH9Fi2UV9fry1btmj+/Pnv3NT/+oyy33//3eB00sWLF/Xnn38qEAgokUgoGAxq7ty5+uabb4zOhf6x29lpTkTrPo7WIRNo3eCjdR9H65AJmWydqxavbOPJfolEQhcuXNCZM2c0e/ZslZaWKhwOq7y83PRosOD9s9MqKyvl9/tVVVVlejRHoXXZj9ZlN1qXGbQu+9G67Gaida7aNsw2noFpbm7W1KlTTY8hSfrll1/k8XgUi8VUXV2tZ8+e6ddff9X27dtNjwYL7Hp2mtPQuoGhdUgXWpcZtG5gaB3SxUTrXLV4XbhwoaQ3l7b379/PNh4LmpqabBO5jo4O7dixQ+vWrZMkFRYW6t9//zU8Fayy69lpTkPrBobWIV1oXWbQuoGhdUgXE61z1eL1/UvbNTU18vv9pseyPTvtLM/JyVE8Hk/et/HkyRPbHbgNmEbrBobWAdmF1g0MrUM2c9U9r6dOnZLf72cbTx/i8bhWrVqVfODBo0eP9Nlnnxme6pULFy7o77//VigU0qRJk9Ta2qo5c+Zo4sSJpkcDbIPWWUPrgOxG66yhdXASVy1eYd3OnTu1aNEijRgxwvQo//PgwQNdv35d0qvDkUePHm14IgDZitYBcANaB6dg8YqUNm7cqFAopPLycuXm5iZfX79+vcGpACC9aB0AN6B1cAoWr0ipra0t5et2PuQaAPqL1gFwA1oHp2Dxio+KRCKKx+PJ7wsLCw1OAwCDg9YBcANah2znqqcNw7rm5mYdPXpUPp9PHo9HiURCHo9HjY2NpkcDgLShdQDcgNbBKVi8IqVTp05p9+7d+vTTT02PAgCDhtYBcANaB6fwmh4A9jRq1Kh3bugHACeidQDcgNbBKbjnFSmFQiHt379fFRUVGjLkzQX6RYsWGZwKANKL1gFwA1oHp2DbMFI6cOCAqqqqVFJSIo/HY3ocABgUtA6AG9A6OAWLV6TU29urBQsWmB4DAAYVrQPgBrQOTpGzadOmTaaHgP08fPhQ3d3dKi4uVm9vr2KxmGKxmHw+n+nRACBtaB0AN6B1cArueUVKy5cv/99rPFIdgNPQOgBuQOvgFCxeAQAAAAC2xz2v+KB79+6pq6tLL1++TL42adIkgxMBQPrROgBuQOvgBCxekdLx48fV1tamrq4ujR8/XleuXFFlZSWRA+AotA6AG9A6OIXX9ACwp9bWVtXX12vYsGFatmyZGhoaFIlETI8FAGlF6wC4Aa2DU7B4RUo+n09er1der1eRSERFRUV69OiR6bEAIK1oHQA3oHVwCrYNI6UvvvhCz58/15QpU7RhwwZ98skn+vLLL02PBQBpResAuAGtg1OweEVKkUhEly5d0tixY/XVV18pGo3q888/Nz0WAKQVrQPgBrQOTsFROUjpxo0bam9vVzAYVHd3t0pLSxUIBDRt2jTTowFA2tA6AG5A6+AULF7xQfF4XB0dHbp586aamprk8/m0Z88e02MBQFrROgBuQOvgBCxekdLmzZv14sULVVRUyO/3q7KyUkVFRabHAoC0onUA3IDWwSm45xUplZSUKBQK6f79+8rPz1dBQYHy8vLk8/lMjwYAaUPrALgBrYNTcOUVHxWNRtXS0qLTp08rHA7r8OHDpkcCgLSjdQDcgNYh23HlFSmdO3dOwWBQnZ2dGjlypGpqauT3+02PBQBpResAuAGtg1OweEVKsVhM06dPV1lZmXJyckyPAwCDgtYBcANaB6dg2zAAAAAAwPa8pgcAAAAAAKAvLF4BAAAAALbH4hUAAAAAYHssXgEAAAAAtvcf9/ml3n/o5s0AAAAASUVORK5CYII=\n", + "image/png": 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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vSR05ciRcXV0RGhoKR0dHZZn09HS4urpajBMfH1/gOurUqYPp06dj/vz5OHTokCqbVAcHh1x3LXVyckLjxo2RnJyMunXrWjSkD2vHjh04d+6ccsrv7du3sWbNGrRp06bQZVu1aoXPP/8clSpVUj59ym8bgHunnbq4uFgsv3LlSjg7OyunyD6qh9mfL730EpYtW4ZffvkFr7zySp7zREREYO3atbh9+7aS+fbt2/jll1/QtGnTx8r6oLVr1yItLU05RfT06dPYsWMHRowYAeDesQ3A4tTw7OxsLF26tEjjF/V48fPzg7+/P5YvX27xKeHKlSsLvVsyANSvX79Iee63fPlyizMili1bBhsbGzRo0CDP+TMzM2EymSxeCwAF3mipW7dusLW1RY8ePWA2m/HZZ58BuHf8TZkyBTdv3kRkZGSBOX/44Qf06dMH/fr1w6efflrgvIXtTyKi0ohNKhGVCc2aNcOgQYNga2uLxo0bA7h3518XFxckJSVh3LhxFvPn/MH50UcfITQ0FBs3bsT3339vMc+BAwcwePBgdOnSBVWqVIHJZMLChQuh1Wot/lBWk+rVq+P333/H6tWrUbFiRRgMBgQGBmL69Olo0qQJWrZsibfeegve3t64evUq9u7dC5PJlOuOr/mpUKECXnrpJYwfP165u29aWhrGjh1b6LLvvfce/vOf/6Bx48Z47733EBwcjLS0NBw5cgS///47fvrpJ2UbAGDatGlo3bo1bG1tUb9+ffTo0QPx8fGIjIzE+++/j9q1ayMrKwsnT57Ezz//jB9//NHijYgHPer+zPnanW7dumHkyJFo0KABbt++jfXr12PIkCEICQnB2LFjsXr1akRGRmL48OHQaDSYMmUK0tPTcx17j0uv1+Oll17CsGHDkJmZiZiYGLi6uuK9994DADz77LMICAjA6NGjYWtrCzs7O6XRKqqiHC82NjaIiYlBv3790KdPH3Tt2hUnTpzA5MmTc70BVFzWrl2LYcOG4aWXXsLOnTsxYcIE9OzZE1WrVs1z/nLlyqFhw4aYNm0avL29YTAYsGDBgkJPpe3cuTNsbW3RrVs3mEwmzJo1C02bNkW3bt3QsWNHDB06FKGhobCxscHp06exdu1aTJkyBdWqVcPmzZvRrVs31K5dG71797a4VtrBwQHPP/+8xboK259ERKXSk7xrExGRtRw+fFgA5LqDb7t27QSAJCUlWUxPT0+XgQMHisFgEGdnZ2nTpo2kpKQIAImJiRERkUuXLknPnj2latWqotfrxc3NTZo0aSLr1q1Txsm5k2xCQoLF+L169RJfX99cOQHI6NGjC9yW/O7u++Byed3J9K+//pLw8HDR6/W57rB6+PBh6dKli3h6eoq9vb34+vrKK6+8ImvWrCk0t8j/7hw8b948eeaZZ8Te3l7q1KkjGzZsKNK2i4ikpqbKkCFDJDAwUOzs7MTT01PCw8Pls88+U+YxGo0SHR0tnp6eotFoLF6Lu3fvSkxMjAQHB4u9vb24ublJ/fr1JSYmRrkbcH77pCj7Mz+3b9+WDz74QCpVqiR2dnZSsWJF6dChg3JHYRGRHTt2SGRkpDg5OYmjo6M0b95c/vjjjyK9Nnnt35w72t5/R1gAMmrUKJk0aZL4+vqKg4ODhIeH57qz7L59+yQsLEz0er34+vrK2LFjZd68eQJATp06pcyX392gRYp2vIiIzJgxQypVqiQODg5Sr149+f333yUgIKBE7u67adMmadeunTg5OYmbm5tER0dLenq6Ml9ePxOnTp2SVq1aibOzs3h6esqgQYNk9erVuepCzt197/fDDz+Ivb29REdHi9lsFpPJJDNmzJBatWqJg4ODuLq6Sq1atWTYsGFy48YNEfnfz29e/wICAizGL+r+JCIqbTQiRbhdHhERUSECAwMRHh6OJUuWPOkoZZZGo8Ho0aMRFxf3pKMQERE9Mt7dl4iIiIiIiFSDTSoRERERERGpBk/3JSIiIiIiItXgJ6lERERERESkGmxSiYiIiIiISDXYpBIREREREZFqsEklIiIiIiIi1WCTSkRERERERKrBJpWIiIiIiIhUg00qERERERERqQabVCIiIiIiIlINNqlERERERESkGmxSiYiIiIiISDXYpBIREREREZFqsEklIiIiIiIi1WCTSkRERERERKrBJpWIiIiIiIhUg00qERERERERqQabVCIiIiIiIlINNqlERERERESkGmxSiYiIiIiISDXYpKpE06ZN0a9fv3yf7927N6Kioh5qzMDAQMTFxT1utEJpNBosWbKkxNfzpFjrdSQqC1jr1Iu1jqh4sd6pV2nfvtKATSrl6+zZsxgwYACqVq0KvV4PPz8/9OnTB+fPny+W8T/55BO8+OKLcHNzQ/ny5REeHo5169blmu/LL79E9erV4ejoCG9vb/Tq1QuXLl2ymOfYsWNo2bIlHB0dYTAYMHDgQKSlpVnMo9Focv174403imVbCrNkyRJoNBqrrIuIHk5J17rx48fnWX9OnDhhMV96ejpGjBiBwMBA2Nvbw9fXF7GxscrzFy9eRI8ePVCjRg1otdp8/7i9ePEiOnfuDFdXV7i6uqJr1664fPlysWxLYVjriNStpOud2WxGbGwsqlSpAr1ej0qVKuHdd9/N9TdZjsOHD8PJyQlardZielHq3enTp/OsrWPGjCmWbSlMXFwcAgMDrbKuskhb+CxUVh09ehRpaWmYMWMGQkJCcPHiRQwdOhStWrXC/v37YWtr+1jjb9y4EX379sULL7wAR0dHfPPNN2jbti02bdqEsLAwAMCKFSswePBgfPXVV4iKisLff/+NgQMHomfPnli/fj0A4M6dO4iMjEStWrWwbds2pKamom/fvrhx4waWLVtmsc7Zs2ejQ4cOymO9Xv9Y20BET7+SrnXAvU8/tm/fbjHN09NT+b/JZEKbNm1w69YtzJ07F8HBwbh27RquXr2qzJOZmQl3d3cMHToUK1asgNFozLUes9mMtm3bwsbGBgkJCRARREdH49VXX8XWrVvZQBKVcSVd76ZNm4ZPP/0U8fHxqFevHo4ePYo+ffogMzMTc+fOtZg3PT0dnTt3RvPmzfHrr79aPFeUepfjp59+QmhoqPLY2dn5sbaBVEJIFSIiIqRPnz4yfPhw8fDwEBcXF+nfv7/cvXtXRER69eolkZGRyvx79uyRVq1aiaenpzg5OUn9+vXl119/tRgzICBAJk6cqDxOSEiQcuXKyWeffSYiIrdv35Z3331XfHx8RK/XS506dWTlypUF5tyzZ48AkAMHDijTAMiMGTPk9ddfF0dHR/Hx8ZEZM2Y80utQs2ZNGTp0qPJ48ODBUrduXYt5Zs2aJeXLl1cez507V3Q6ndy4cUOZtnr1agEgKSkpFjkXL1780JkCAgJk1KhR8tZbb4mLi4t4eHjIyJEjxWQyiYhITEyMVKtWLddyffr0kebNm0tSUpIAsPjXq1cvi+0JDg4WBwcHqVKlisTFxUl2drby/I8//ih16tQRvV4v5cqVkxdeeEH27t370NtBpAZlsdbFxMRI5cqVC5xnwYIF4uLiIpcuXSp0PJHcr1OO9evXCwA5cuSIMu3QoUMCQJKSkgock7WOqHiVxXrXvn17ef311y2mDR06VOrUqZNr3t69e8uAAQMkPj5ebG1t8x0zv3p36tQpASC///57obkeVNj29erVS1q0aJFruWbNmknfvn0lPj4+V72LiYkREZGsrCyJiYmRwMBAcXBwkOrVq8ucOXMsxpk3b56EhISIg4ODuLm5SePGjeXcuXMPvR2lGZtUlYiIiBAXFxfp16+fHD58WH7++Wfx9PSUIUOGiEjuH9CkpCSJj4+XQ4cOydGjR2X06NFiZ2cnR48eVea5v5AtWbJEnJ2d5bvvvhMREbPZLE2bNpWIiAj5/fff5eTJkzJ37lyxs7OTxMTEfHNu2LBBAMiJEyeUaQDEzc1NZs2aJUePHpUZM2aIra2t/Pjjjw/1GphMJgkICJCxY8cq01asWCF6vV6SkpLEbDbLxYsXpUmTJtKjRw9lnp49e0qzZs0sxsrKyhIbGxuLphSA+Pj4iLu7u9SqVUvGjBkjaWlpheYKCAgQFxcXGTt2rBw5ckQWLVokjo6OSjE7d+6c2Nrayn//+19lmVu3bomTk5MsW7ZMMjMzZfbs2QJALl68KBcvXlQa6piYGKlUqZKsWrVKUlJSZM2aNeLv7y9jxowREZGLFy+KnZ2dTJkyRVJSUuTw4cOydOlSi18kRE+TsljrYmJixMHBQXx9fcXX11datWolW7dutZinTZs2EhkZKaNGjRI/Pz8JCgqSfv36ydWrV/McM78/2saNGydBQUG5pvv5+Vn8YZsX1jqi4lUW690nn3wiFSpUkOTkZBEROXnypISEhMjo0aMt5vv222+lRo0akp6e/thNqr+/v3h4eEi9evVk2rRpkpWVVWDGomzftm3bRKPRWHzYcfz4cdFoNLJjxw5JT0+X4cOHi5+fn1Lvbt++reStWbOmrF+/XlJSUmTZsmVSrlw5+eabb0REZPfu3WJrayvffvutnD59Wg4cOCDz5s1jk/oANqkqERERIQEBAWI0GpVpc+fOFQcHB7lz506+P6D3q1WrlsTFxSmPcwrZJ598Iq6urhYFKikpSRwcHCw+fRS59454+/bt8xz/9u3bUrt2benQoYPFdADyxhtvWEzr1q2bhIeHF7zRD5g4caKUK1cu1w/pN998I3q9XrRarQCQNm3aSEZGhvJ8ixYtpFu3brnGMxgMMnXqVOXx+PHjZdOmTZKcnCwLFiwQb29vady4sZjN5gJzBQQE5NqWkSNHip+fn/L4lVdesWic58yZIwaDQTIzM0VEZPHixfLgiQtpaWmi1+tzvUv67bffSrly5UREZO/evQJATp06VWBGoqdFWax1a9askX//+9+yf/9+2bx5s/To0UNsbGzkt99+U+bJeUe9RYsWsn37dklMTJSaNWtKeHh4njUqv9epf//+8uKLL+aaXr9+fYmOji4wJ2sdUfEqi/XObDbLxIkTxdbWVvm7rX///hZ17PDhw2IwGOTgwYMiIo/cpF65ckWmTp0qW7dulX379snMmTPF1dU1V+68FGX7atasadFcjxgxQmrVqqU8njhxogQEBFiMkZKSIhqNRv766y+L6RMmTJDatWuLiMiqVavE1dVVbt68WWjOsoxNqkpERERIp06dLKblnKKVnJyc6wf08uXL8vbbb0twcLCUK1dOnJycxNbWVvr376/MExAQIP7+/uLg4CC7d++2GHvq1Kmi0WjEycnJ4p+dnZ1Ur149V747d+5Is2bNpF69ermKHwD54osvLKbNnj1b3NzcRERk0qRJFuvYvHlzrvG/+OIL0ev1kpCQYDF98+bN4uXlJbNnz5bk5GRZu3at1KhRQ7p3767MU9Qm9UEbN24UAMonGgMGDLDIeebMGeV1HDZsmMWyOacT5xSY1atXi06nk9TUVBERqVevnrz//vvK/Hn94bZz504BII6Ojhbr1el0AkAuX74sRqNRWrZsKU5OTvLqq6/KjBkz5OzZs/luE5HalfVad//rcP+pZNWqVRN7e3u5du2aMm3Xrl0CQPbs2ZNr+cdpUlnriKyjLNa75cuXi7e3tyxatEgOHDggK1asED8/Pxk1apSIiGRkZEiNGjUsTn991CY1LwsWLBAA8vfff4uISKtWrSxyFnX7ch77+PiI0WiU7OxsqVixonz++efK83k1qcuXLxcAufaBg4ODODo6isi9Nwbq1Kkj7u7u0qVLF5k7d65cuXKlSNtXlvDGSU+p3r174+zZs5g6dSqCgoKg1+vRtWtXZGVlWcz34osvYuPGjZg/fz7q1q2r3DTDbDajXLly2LVrV66x7e3tLR7fvHkTbdq0QXZ2NhITE1GuXLmHyjpw4EB07txZeezr62vx/KeffoqYmBj8/PPPue7eNnr0aLz++usYNGgQAKBWrVpwdnZGkyZNMGHCBFSpUgXe3t44d+6cxXLZ2dlITU2Ft7d3vrlefPFFAPfuDteoUSPExsbigw8+UJ738fEp8ja2bt0aXl5eWLx4MZo0aYI9e/Zg6dKlBS5jNpsB3Ls5VLVq1XI971LJshIAACAASURBVO7uDltbW/z666/YtWsXEhMTsXLlSowYMQIrVqxA27Zti5yP6GlVmmrdg3lXrlypPPb29lZuFJKjRo0aAIAzZ86gbt26Rcrg7e2NxMTEXNMvXbqk1EPWOiJ1Kg317v3338fgwYPx5ptvAgBq1qyJu3fvom/fvhg7diz++ecf/Pnnnxg0aJDyt52IwGw2Q6vVIjY2FqNGjXqoLPdr1KgRgHt109fXF9988w3u3r37SGO9+eabGD58ONasWQOz2YybN28W+q0QOfVu27ZtcHR0tHguZz85Oztj9+7d2Lp1KxITEzFnzhx8+OGH2LBhA+rVq/dIWUsjNqkqsmvXLphMJuXOatu2bYODgwMqV66ca97Nmzdj6tSpaNeuHQAgLS0NKSkpeO655yzmq1mzJsaNG4fIyEhkZ2fj66+/hkajQf369XHjxg1kZGTkWuZ+V69exUsvvQRHR0ckJCTA1dU1z/l27NiB6Oho5fG2bdtQvXp1APf+ALn/D6/7jRs3Dp999hnWrl2LiIiIXM+npaXBxsbym5JyXh8RAQCEhYVh8ODBuHXrlpIvISEBZrNZuUtwXvbt2wcA8Pf3BwB4eXnBy8sr3+2737Zt2+Dr66usz8bGBv3798e8efNw9OhRNGnSBMHBwcr8Ob8c7t+/NWrUgE6nQ0pKCl5++eV8c2o0GoSGhiI0NBSjRo1Cq1atEB8fzz/c6KlVFmvdg/bu3avUHgBo3Lgxtm/fjps3byp/LB49ehQAHuorDsLCwhAbG4vjx4+jatWqAO59xcO5c+cQHh4OgLWOyJrKWr3L7+82uXf2Jnx9fXHw4EGL53/66SfExMRg//79qFChQr65i2Lv3r0AAD8/PwAFv1lY0PYBUL7Ca968eTCbzejUqRPKly+vPG9vbw+TyWQxZk6Tefbs2QJrl62tLZo0aaJ86FK9enX8+9//ZpN6vyf7QS7lyLm4fsCAAXL48GFZvXq1VKhQQd59910RyX2qQ7169SQsLEwOHDgg+/btk1deeUVcXV0t7qR4/8X1f/31l/j4+EivXr3EZDKJ2WyWqKgoqVq1qvzwww9y8uRJ2b17t8yaNUu+/vprERG5cOGCPPvss1K3bl05ceKEcmH4xYsXleuPRP538fnnn38ux44dk1mzZomtra2sWrWqwG0ePHiw6HQ6+eGHHyzGvv+Uk9jYWNHr9bJw4UJJSUmRzZs3S926daVWrVrKHSdv374tfn5+0qZNG9m/f79s3LhRAgMDpUuXLso4P//8s3z11VeSnJwsKSkpsnLlSgkKCpLQ0FBlnPzk3EwkJiZGjh49KkuXLhUnJyeZPn26xXwXLlwQrVYr9vb2smTJEovnck53W7VqlVy+fFm5uD42NlZcXFxk9uzZcuTIETl06JB899138uGHH4qIyNatWyU2NlZ27NghZ86ckcTERPH29lZuNkL0tCmLte69996TDRs2yMmTJ2Xfvn0SHR0tGo1Gfv75Z2WeCxcuSPny5aVdu3Zy8OBB+eOPP6R+/foSERFhcS3Xvn37lNehQYMGyuMcJpNJ6tatK6GhofLHH3/Ijh07pF69etKwYcMiXX/PWkdUfMpivevbt694eXnJqlWr5NSpU7Ju3ToJCgqStm3b5rtMfqf7Flbv4uPjZdGiRXLo0CE5ceKExMfHi8FgkI4dOxaY8WG2b+fOnWJrayu2trayZcsWi+eWL18uWq1Wtm3bJleuXFFuxtm3b1+pWLGiLFq0SI4fPy779++X+fPny+TJk0Xk3p3Mp0+fLrt375YzZ87IqlWrxMnJSbmxEt3DJlUlcm5T/sEHH4i7u7s4OzvLW2+9Jenp6SKSu5AdOHBAXnzxRdHpdBIQECBffPGFREZG5lvIRO7dlczf31969OghRqNRuTNZYGCg2NnZSYUKFaRly5ayYcMGEZE8b6+d8+/+rzIAIJ999pm0b99e9Hq9VKxYUaZNm1boNuc39v3bYDQaZdKkSVKtWjXR6XTi7e0t3bt3V66hynHkyBFp0aKF6PV6cXd3l//7v/+TO3fuKM+vW7dO6tWrJy4uLqLT6aRatWoyYsSIXNdg5CXnaxl69+4tLi4u4u7uLsOHD8+zuX311VfF3d3d4sZOOQYPHiyenp65tnHevHlSu3ZtcXBwkPLly0toaKh8+eWXInLv2pXWrVtLhQoVxN7eXipVqiQffPCBxS8SoqdJWax1Xbt2FV9fX7G3txdPT0+JjIxU1n2/vXv3StOmTUWn04mPj4/069fP4hrVnAx5/bvfhQsXpGPHjuLs7CwuLi7SuXPnIn21DWsdUfEqi/Xuzp078sEHH0hQUJA4ODiIv7+/vP3227lq2f3ya1ILq3fffvutPPfcc+Lk5CSOjo5So0YNmTJlSp51Ka+xi7p9derUyfOa3qysLOnWrZu4ublZfAWN0WiUKVOmSHBwsNjZ2YmHh4c0adJEli9fLiIimzZtkmbNmonBYFC+kuvjjz8uNHNZoxH5/+dMEtFjCw0NRVhYGD777LMnHYWIqMSw1hFRWZCdnY3AwEB8+OGHGDx48JOOU6bwmlSiYnD16lWsXr0ae/fuxbJly550HCKiEsFaR0RlgdlsxtWrVzF37lykpaWhT58+TzpSmcMmlagYeHp6ws3NDbNmzcIzzzzzpOMQEZUI1joiKgvOnj2LoKAgeHt7Y8GCBfneXIpKDk/3JSIiIiIiItWwKXwWIiIiIiIiIutgk0pERERERESqoeprUi9cuPDYYxgMBly9erUY0hQvNeZSYyZAnbnUmAlQZ67izOTj41Ms46gNa511qTEToM5caswElP5crHUFU+P+V2MmQJ251JgJUGcuNWYCrFPr+EkqERERERERqQabVCIiIiIiIlINNqlERERERESkGqq+JpWoOIgIMjIyYDabodFoimXMS5cuITMzs1jGKk5qzPWwmUQENjY20Ol0xba/iMoC1ron72FysdY9+jGrxv2vxkxA8ebiMUvWxCaVSr2MjAzY2dlBqy2+w12r1cLW1rbYxisuasz1KJmMRiMyMjKg1+tLKBVR6cNa9+Q9bK6yXuse9ZhV4/5XYyag+HOV9WOWrIen+1KpZzabi/WPNip5Wq0WZrP5Sccgeqqw1j19ynqt4zH79CnrxyxZD5tUKvV4SsrTifuN6OHwZ+bpVJb3W1ne9qcZ99vTb968eWjQoAGCgoLQsGFDLFiwIN95r127hueeew6+vr6YM2eO1TKySSUiIiIiIioDUlJSMH78eNjY2CAmJgbZ2dkYO3Yszp8/n+f848aNQ0ZGhpVT8ppUKoPaLz1SrOP91COkWMcrLtu2bYOdnR1eeOEFAMCiRYug1+vRqVOnxxr33Llz2L17N1577TUAQHJyMr7//ntMnDjxsTMTUfFhrWOte9rwmC3+Y3blypWIjY197MxUeuScrl2xYkWEh4fjP//5D65fvw6dTpdr3g0bNiAhIQGDBg3Cp59+qkw/ffo0goODUb9+feh0Ouzbtw/9+/eHi4sLZsyYAX9/fyxYsAD+/v5YvHgxZs6ciWvXrsFgMOCtt97CwIEDC83JJpWolNq+fTucnJyUX4I9e/YslnHPnTuHH374QfklWLt2bdSuXbtYxiYielisdfS0seYxW69ePRiNxmIZn0qHKlWqYNSoUfj4448REREBGxsbTJ8+HR4eHhbzpaWlYeTIkRg5ciQcHR3zHGv//v0YNWoUTp8+jRkzZiA8PBydO3fG/PnzMW/ePMTGxmLSpEnw8/PD8OHDcenSpSJfh87TfYmsYOXKlWjTpg1atGiBDz/8ECaTCfv370dUVBQyMjKQnp6OZs2a4ciRI0hPT8fQoUPRpk0bvPTSS1i/fj0AwGQyITY2Fs2bN0dUVJRy/UCDBg2QmpoK4F6x6NixI86dO4fFixdj3rx5aNGiBf744w9MmzZNuZbg0KFDaNu2LaKiovDWW2/hxo0bAICOHTti0qRJaNOmDcLDw/HHH3/k2paPPvoIO3fuRIsWLfD1119j27Ztyi/YadOmYfDgwXjttdcQGhqKtWvXIjY2FpGRkejRoweys7MBAAcOHECHDh3QqlUrdO/eHZcuXSrZHUBEVlGWa11cXBwiIiJY654yxXXMjh8/vsBjNjk5+Ykcsz169ACQ/zHL389lz7Vr17BgwQLUqFEDCxYsQPXq1TFmzBhcuHDBYr4vvvgCer0eTZo0wbVr1wAA169fV45JAHj++ecxYMAA5Q2Xf/3rX+jbty+Ae2+aAEBQUBAuXryIrVu3wtHRER06dChSTjapRCXs+PHj+Pnnn/Hjjz8iISEBtra2WLVqFerUqYMWLVpg6tSpiIuLw+uvv46QkBDMnDkTYWFhWLNmDVasWIGJEyciPT0dS5Yswblz5/Dbb78hMTFReac0L/7+/njzzTfRv39/JCQkoEGDBhbPDxkyBKNHj0ZiYiJCQkIwffp05Tmj0Yg1a9ZgwoQJFtNzjBo1CqGhoUhISMD//d//5Xr+zJkzWL58OeLj4/HOO+8gLCwMGzZsgE6nw4YNG5CdnY0xY8bg66+/xrp169ClSxdMmTLlMV5hIlKDsl7rGjVqhE2bNrHWPUV4zDbi7+cyaNu2bfjnn3/QunVrtGzZEq1bt8adO3ewZ88eZGRkICsrCwBw4cIFnDhxAk2aNMGkSZMAALNnz8bChQuVsVxdXQFA+XTU1dVV+cojk8kEAFi+fDnGjRsHZ2dnfPzxx+jTp0+RcvJ0X6IStmXLFhw8eBAvv/wygHvfC2cwGAAA7733Hl5++WXodDrlOqfNmzcjISFBeVc1MzMT58+fx5YtW/Dmm28qhcDNze2R8ty6dQs3b97Eiy++CADo1KkTBgwYoDyfk7NWrVr4+++/H3r8Zs2awc7ODs8++yzMZjOaN28Ok8mEkJAQnDt3DidPnsTRo0fRtWtXAPeujfDy8nqkbSEi9Sjrta5Zs2YAwFr3FCnOY7Z37948ZumpUKlSJQDAqlWrUKFCBfzwww8AgGeeeQaVK1dGcHAwNm7ciD59+iAqKgrAvVPUFy5ciI4dO6Jt27YPtb6YmBjUqlULNWvWxK+//lrkT+fZpBKVMBFBp06dMHLkyFzPXb9+Henp6TAajcjMzISjoyNEBF9//TWqVKlSpPHv/86yzMzMx85rb28PALC1tX2k61gcHBwAADY2NtBqtcqt6m1sbGAymSAiqFatGn755ZfHzkpE6sFax1r3tOExy2O2LKpduzbGjRuH+Ph4jB49GhUqVMCkSZNQo0aNXPPlXIeflpYGAHj22WdRpUoV3Llzp8jru3XrFj799FOkpaXB398fo0ePLtJyPN2XqISFh4dj9erVuHr1KoB7v/hy3gEdPnw4hg0bhtdee005lSIiIgLx8fEQEQD3rk8BgMaNG2Px4sXKL6br168DAPz8/HDgwAEAwOrVq5X1Ojk55VlEXF1dUa5cOeV6lpUrV6Jhw4ZF3h5nZ2elWD2KypUrIzU1Fbt37wYAZGdn4+jRo488HhGpA2udJdY69SvOY3bRokUFHrNr1qxR1stjlp60AQMGYMeOHUhJScH27dvRu3dvAMD58+excePGXPN36dIF58+fV+7KGxgYiPPnz2PRokUAgBkzZuD8+fOoXbs2/P39LZ775ptvcOjQIZw6dQqbN29Gy5Yti5SRn6RSmVMct6TXarVFfhezWrVq+PDDD9GtWzeICLRaLSZNmoTt27fDzs4Or732GkwmE9q3b48tW7ZgyJAhiImJQVRUFMxmM/z9/bFo0SJ0794dKSkpiIqKglarRY8ePdCnTx8MHToU77//Pj755BOEhYUp623RogUGDBiA9evXIy4uziLTjBkzMGLECGRkZKBSpUp5XtuSn2effRY2NjaIiopC586d8dxzzxV5WeDeO8Fz587FuHHjcOvWLZhMJvTr1w/BwcEPNQ4RFYy1jrXuaVPUY/ZhjsuCFOcxe/r06QKP2ZxTeAEes0RFoZGct4NU6MG7TD0Kg8GgvEOmJmrMpcZMwOPnSk9Pz/fW2Y+quH5BFjc15nrUTHntNx8fn+KKpSqsddalxkwAa93DKE25ynKte9RjVo37X42ZgJLJ9bi1prTW4JJg7UzF+V3FRXnTqaBax9N9iYiIiIiISDXYpBIREREREZFqsEmlUk/FZ7RTAbjfiB4Of2aeTmV5v5XlbX+acb+RNbBJpVLPxsZGldeJUP6MRiNsbFieiB4Ga93Tp6zXOh6zT5+yfsyS9fDuvlTq6XQ6ZGRkIDMzU/lOsMfl4OBQLN95VtzUmOthM4kIbGxsoNPpSjAVUenDWvfkPUwu1rpHP2bVuP/VmAko3lw8Zsma2KRSqafRaKDX64t1TDXeAQ5QZy41ZiIqjVjrnjy15lKrRz1m1fg6qzEToN5cRIXh5/VERERERESkGmxSiYiIiIiISDXYpBIREREREZFqsEklIiIiIiIi1WCTSkRERERERKrBJpWIiIiIiIhUw2pfQbN69Wps3LgRGo0G/v7+iI6Ohr29vbVWT0RkFax1RFQWsNYRUUmyyiepqamp+PXXXzF58mRMmzYNZrMZ27Zts8aqiYishrWOiMoC1joiKmlWO93XbDYjKysLJpMJWVlZcHNzs9aqiYishrWOiMoC1joiKkkaERFrrGjt2rX47rvvYG9vj9q1a+Pdd9/NNU9iYiISExMBAJMnT0ZWVtZjr1er1cJoND72OMVNjbnUmAlQZy41ZgLUmas4Mz0Np5Kx1llSYy41ZgLUmUuNmYDSn4u1rmBq3P9qzASoM5caMwHqzGXtTGEztxTbWFsHhxc6T0G1zipN6p07dzBt2jS89957cHR0xPTp09GwYUM0adKkwOUuXLjw2Os2GAy4evXqY49T3NSYS42ZAHXmUmMmQJ25ijOTj49PsYxTUljrclNjLjVmAtSZS42ZgNKfi7WuYGrc/2rMBKgzlxozAerMZe1M7ZceKbaxfuoRUug8BdU6q5zue/DgQXh5ecHV1RVarRYNGjTAsWPHrLFqIiKrYa0jorKAtY6ISppVmlSDwYDjx48jMzMTIoKDBw/C19fXGqsmIrIa1joiKgtY64iopFnlK2iqVq2Khg0bYvjw4bC1tUVgYCCioqKssWoiIqthrSOisoC1johKmtW+J7Vz587o3LmztVZHRPREsNYRUVnAWkdEJclqX0FDREREREREVBg2qURERERERKQabFKJiIiIiIhINdikEhERERERkWqwSSUiIiIiIiLVYJNKREREREREqsEmlYiIiIiIiFSDTSoRERERERGpBptUIiIiIiIiUg02qURERERERKQabFKJiIiIiIhINdikEhERERERkWqwSSUiIiIiIiLVYJNKREREREREqsEmlYiIiIiIiFSDTSoRERERERGpBptUIiIiIiIiUg02qURERERERKQabFKJiIiIiIhINdikEhERERERkWqwSSUiIiIiIiLVYJNKREREREREqsEmlYiIiIiIiFSDTSoRERERERGpBptUIiIiIiIiUg02qURERERERKQabFKJiIiIiIhINdikEhERERERkWqwSSUiIiIiIiLVYJNKREREREREqsEmlYiIiIiIiFSDTSoRERERERGpBptUIiIiIiIiUg02qURERERERKQabFKJiIiIiIhINbTWWMmFCxfw2WefKY8vX76Mzp07o02bNtZYPRGRVbDWEVFZwFpHRCXNKk2qj48PPvnkEwCA2WzGgAEDEBoaao1VExFZDWsdEZUFrHVEVNKsfrrvwYMHUbFiRXh6elp71UREVsNaR0RlAWsdEZUEq3ySer+tW7ciLCwsz+cSExORmJgIAJg8eTIMBsNjr0+r1RbLOMVNjbnUmAlQZy41ZgLUmUuNmayBte4eNeZSYyZAnbnUmAlgLjWxdq0D1Pk6qzEToM5caswEqDOXGjMV1ePmtmqTajQasWfPHnTv3j3P56OiohAVFaU8vnr16mOv02AwFMs4xU2NudSYCVBnLjVmAtSZqzgz+fj4FMs4JY217n/UmEuNmQB15lJjJqD052KtK5ga978aMwHqzKXGTIA6c6kxU1EVJXdBtc6qp/vu27cPQUFBKF++vDVXS0RkVax1RFQWsNYRUUmxapNa0CkhRESlBWsdEZUFrHVEVFKs1qRmZGTgwIEDaNCggbVWSURkdax1RFQWsNYRUUmy2jWpOp0OCxYssNbqiIieCNY6IioLWOuIqCRZ/StoiIiIiIiIiPLDJpWIiIiIiIhUg00qERERERERqQabVCIiIiIiIlINNqlERERERESkGmxSiYiIiIiISDXYpBIREREREZFqsEklIiIiIiIi1WCTSkRERERERKrBJpWIiIiIiIhUg00qERERERERqQabVCIiIiIiIlINNqlERERERESkGmxSiYiIiIiISDXYpBIREREREZFqsEklIiIiIiIi1WCTSkRERERERKrBJpWIiIiIiIhUg00qERERERERqQabVCIiIiIiIlINNqlERERERESkGmxSiYiIiIiISDXYpBIREREREZFqsEklIiIiIiIi1WCTSkRERERERKrBJpWIiIiIiIhUg00qERERERERqQabVCIiIiIiIlINNqlERERERESkGmxSiYiIiIiISDXYpBIREREBaNCgAXx9fZV/LVq0yHO+WbNmoV69eqhSpQoGDhyI27dvWzkpEVHppn3SAYiIiIjUomHDhujZsycAoFy5crmeX7NmDaZMmYJWrVqhVq1amDp1KgwGA+Li4qwdlYio1OInqURERET/n7+/PyIjI9G+fXs0bdo01/M7duwAAAwcOBCDBw+Gl5cXVqxYAQBYtGgRfH19ER0djaZNm6JWrVpYs2YN/vWvf6FKlSro27cvjEYjzGYzhg8fjho1aqBy5cpo2rQptmzZYs3NJCJSNTapRERERP/f999/j+DgYNSqVQvfffddrufd3d0BANu2bcP+/fuRmpqKO3fuIDU1VZln165d6NmzJ1JTUzFw4EC4uroiNDQU69evR2JiIg4fPowlS5YgPDwcH3/8MVq2bAmTyWS1bSQiUjurne6blpaGOXPm4Ny5c9BoNHj77bdRrVo1a62eiMgqWOuInl7du3dH5cqVkZmZiY8++gjDhw9HWFgYKlWqpMzTq1cv/Pjjj5g6dSqmTp0KJycnGI1G6HQ6ZZ6OHTuib9+++OKLL3D58mWMHz8eK1euxKZNm3D27FnUq1cPer0ef/75JwwGA+rXr49GjRo9iU1+ZKx1RFSSrNakxsfHo06dOnj//fdhNBqRmZlprVUTEVkNax3R02vw4MHK/w8dOoSvv/4aKSkp8PLygo2NDezt7eHu7o6EhAT89ddfcHFxQa9evZCZmQlHR0dl2ZxrWbVaLXQ6Hezt7WFjc+/kNbPZDE9PTyQlJWHdunXYt28f/vWvf+HYsWMYPny4dTf4MbDWEVFJssrpvunp6fjrr7/QvHlzAPeKtpOTkzVWTURkNax1RE+vw4cPo1evXli4cCHmz5+P77//HjqdDiEhIahcuTJatWoFAPjnn38wbdo0HDlyBJ988glSUlIwcODAh1rXyZMn8eWXX8LJyQnPP/88AODSpUvFvk0lhbWOiEqaVT5JvXz5MlxdXfHll1/izJkzeOaZZ9C7d2+LU2MAIDExEYmJiQCAyZMnw2AwPPa6tVptsYxT3NSYS42ZAHXmUmMmQJ251JippLDW5abGXGrMBKgzlxozASWTq2rVqrC1tcX06dORnp6OZ599FhMmTMBzzz0HALC1tYXBYIDRaERCQgJOnToFDw8PjBkzBsOGDYNGo1E+LXV0dITBYICtrS00Gg0MBgNcXFyU57y9vXHkyBGsWrUKJpMJL774IkaPHq3K1zovT7LWAeo8LtWYCVBnLjVmAtSZS42Ziupxc2tERIopS75OnjyJ0aNHY+LEiahatSri4+Oh1+vRtWvXApe7cOHCY6/bYDDg6tWrjz1OcVNjLjVmAtSZS42ZAHXmKs5MPj4+xTJOSWGty02NudSYCVBnLjVmAkp/Lta6gqlx/6sxE6DOXGrMBKgzl7UztV96pNjG+qlHSKHzFFTrrHK6r4eHBzw8PFC1alUA976D7NSpU9ZYNRGR1bDWEVFZwFpHRCXNKqf7li9fHh4eHrhw4QJ8fHxw8OBB+Pn5WWPVRERWw1pHVDpZ+9MFtWOtI6KSZrW7+/bt2xezZs2C0WiEl5cXoqOjrbVqIiKrYa0jorKAtY6ISpLVmtTAwEBMnjzZWqsjInoiWOuIqCxgrSOikmSVa1KJiIiIiIiIioJNKhEREREREakGm1QiIiIiIiJSDTapREREREREpBpsUomIiIiIiEg12KQSERERERGRarBJJSIiIiIiItVgk0pERERERESqwSaViIiIiIiIVINNKhEREREREakGm1QiIiIiIiJSDTapREREREREpBpsUomIiIiIiEg12KQSERERERGRarBJJSIiIiIiItVgk0pERERERESqwSaViIiIiIiIVINNKhEREREREakGm1QiIiIiIiJSDTapREREREREpBpsUomIiIiIiEg12KQSERERERGRarBJJSIiIiIiItVgk0pERERERESqwSaViIiIiIiIVINNKhEREREREakGm1QiIiIiIiJSDTapREREREREpBpsUomIiIiIiEg12KQSERERERGRamiLOuOhQ4fg5eUFLy8vXL9+HUuXLoWNjQ26d++O8uXLl2RGIiIiIiIiKiOK/Enq/PnzYWNzb/ZFixbBZDJBo9Fg7ty5JRaOiIiIiIiIypYif5KampoKg8EAk8mE5ORkfPnll9BqtRgwYEBJ5iMiIiIiIqIypMhNql6vx40bN3Du3Dn4+flBp9PBaDTCaDSWZD4iIiIiIiIqQ4rcpLZq1QojR46E0WhE7969AQBHjhyBr69vkZYfNGgQdDodbGxsYGtri8mTY56fQwAAIABJREFUJz9SYCIiNWOtI6KygLWOiEpSkZvUV199FaGhobCxsUHFihUBAO7u7hg4cGCRVxYTEwNXV9eHT0lE9BRhrSOisoC1johKSpGbVADw8fEp8DERERERERHR49CIiOT35Ntvv12kQb766qtC5xk0aBCcnZ0BAC1atEBUVFSueRITE5GYmAgAmDx5MrKysoq0/oJotVpVXjerxlxqzASoM5caMwHqzFWcmezt7YtlnJLEWmdJjbnUmAlQZy41ZgKsnyts5pZiG2vr4PBC52GtK5gaj0s1ZgLUmUuNmQB15irLta7AJvXw4cPK/0+cOIFNmzahdevW8PT0xJUrV7B+/Xo0adIEr7zySqEhUlNT4e7ujps3byIuLg59+vRB9erVC1zmwoULhY5bGIPBgKtXrz72OMVNjbnUmAlQZy41ZgLUmas4Mz0NZ2+w1llSYy41ZgLUmUuNmQDr52q/9EixjfVTj5BC52GtK5gaj0s1ZgLUmUuNmQB15irLta7A033vLzbz58/H6NGj4e7urkx7/vnn8dFHHxWpSc1Zrly5cnjhhRdw4sSJQosZEdHThrWOiMoC1joiKkk2RZ0xNTUVOp3OYppOp0Nqamqhy/4/9u48PsZz///4K3uIWiIEgyIrIVFrKVpbDzlIj1raVFSocnwdVQmlamu0KFFdqNZSJ/ZULa1STaiWWoqiKkjTWNIopxJLlSCZ+f2Rn2nTWEbNjIm8n4+Hx2Ny39fc9/ua1iWfue77unNycrh8+bL59ffff0/16tXvMKqIiGPTWCcixYHGOhGxNYsXTmrUqBFTpkzhySefxNvbm6ysLFavXk3Dhg1v+97z588zbdo0APLy8mjRogX169f/+6lFRByQxjoRKQ401omIrVlcpPbv35+PPvqIOXPmkJ2dTbly5WjWrBndu3e/7Xt9fX2ZOnXqXQUVEXF0GutEpDjQWCcitmZxkeru7s4zzzzDM888Y8s8IiIiIiIiUozd0XNST548ybFjx8jJySmwvU2bNlYNJSIiIiIiIsWTxUXqypUr+fjjj3nwwQfx8PAosE9FqoiIiIiIiFiDxUXqunXreP3113nwwQdtmUdERERERESKMYsfQePu7o7BYLBlFhERERERESnmLC5Se/bsyfz58zl79ixGo7HAHxERERERERFrsPhy31mzZgGwcePGQvuWL19uvUQiIiIiIiJSbFlcpL777ru2zCEiIiIiIiJieZFaoUIFAIxGI+fPn6dMmTI4O1t8tbCIiIiIiIjIbVlcpF66dIn58+fzzTffYDQacXFxoXnz5vTt25eSJUvaMqOIiIiIiIgUExZPhX744Yfk5OQQHx/PokWLmDZtGlevXmX+/Pm2zCciIiIiIiLFiMVF6r59+/jPf/5DlSpVcHNzo0qVKgwaNIj9+/fbMp+IiIiIiIgUI3f0nNQLFy4U2HbhwgVcXS2+YlhERERERETkliyuMNu0acPEiRP55z//SYUKFfj111/57LPPaNeunS3ziYiIiIiISDFicZHatWtXypUrxzfffEN2djbe3t5ERETQunVrW+YTERERERGRYsTiItXJyYk2bdrQpk0bW+YRERERERGRYszie1Lnz5/PkSNHCmw7cuQICxYssHYmERERERERKaYsLlK/+eYb/Pz8CmyrVasWW7dutXooERERERERKZ4sLlKdnJwwGo0FthmNRkwmk9VDiYiIiIiISPFkcZEaHBzMsmXLzIWq0Wjko48+Ijg42GbhREREREREpHixeOGk6OhoJk+ezIABA/Dx8eHMmTOUK1eOl156yZb5REREREREpBixuEgtX748U6ZMIS0tjaysLMqXL4+/vz/OzhZPxoqIiIiIiIjc0h1VmEajkby8PEwmE4GBgVy9epWcnBxbZRMREREREZFixuKZ1BMnTjBlyhTc3NzIysqiefPmpKSk8NVXX/Hiiy/aMqOIiIiIiIgUExbPpM6ZM4eePXsyY8YMXF3za9s6depw+PBhm4UTERERERGR4sXiIvXnn3+mZcuWBbZ5enpy9epVq4cSERERERGR4sniIrVChQqkp6cX2JaWlkalSpWsHkpERERERESKJ4vvSe3ZsyeTJ0+mffv25ObmsmrVKpKSkhgwYIAt84mIiIiIiEgxYvFMasOGDXn55Ze5cOECderU4ddffyU2NpawsDBb5hMREREREZFixOKZVICaNWvy3HPP2SqLiIiIiIiIFHMWz6SuXbuWY8eOAZCamsq///1v/u///o/U1FRbZRMRERERESmyOnXqRGBgIH5+fnTs2JEdO3YUanPt2jXGjh1LWFgYwcHBjBo1imvXrt2DtI7D4iL1s88+o2LFigAsXbqUTp068eSTT7JgwQJbZRMRERERESmyGjZsSFxcHEOHDuXgwYPExsYWajNv3jzmzZvHP/7xD3r27ElCQgLz5s27B2kdh8VF6qVLlyhZsiSXL1/m2LFjdOzYkTZt2nDy5Elb5hMRERERESmSxo8fT/v27WnRogXu7u44Oxcuv67Prr744ou8/PLLAKxYsQKA+Ph4DAYDMTExNGnShCZNmvDVV18RGRlJQEAAI0aMAODy5cv079+f4OBg/P39ad++PUeOHLFTL63P4ntSy5cvz5EjR8jIyKB27do4Oztz6dKlG37QIiIiIiIixd2FCxeoV68eAGXKlGHatGmF2pQvXx6ArVu3UqZMGQBOnDhRoM3+/ft5+umnmTZtGr169eKFF14gOzubxYsX07t3bzIyMli3bh29e/cmLCyMlJSUIn3JsMUVZq9evZg+fTqrVq2iW7duAHz33Xf4+/tbfDKj0ciIESOYPHnynScVESkiNNaJSHGgsU7k9ry8vFi6dClxcXFcuXKFqVOnFmozaNAgKlWqxNChQ+nfvz+enp54eHgUaNO3b18GDx4MgK+vL7GxsbRp0waAjIwMqlevjrOzM3v27OHw4cO0aNGCkJAQ23fQRiyeSW3QoAHvv/9+gW0PP/wwDz/8sMUnW7duHQaDgcuXL1ueUESkiNFYJyLFgcY6kdtzdXWlVatWtGrVis8++4xt27aRlZWFl5cXLi4uuLm54efnx9atWzl06BBlypQxL7b0Z6VLl8bNzc38GsDFxQWAvLw8QkJCSE5OZuPGjWzfvp05c+YwdepUIiMj7dthK7nlTOr//vc/8+vTp08X+pOVlUVWVpZFJ8rKyuK7776jbdu2d5dYRMSBaawTkeJAY53I7W3evJmYmBiWLl1KfHw8u3fvpkKFCvz+++/4+fnRr18/AH744Qdmz57Njz/+yCuvvMKFCxcYMGDAHZ1r586dLF++nPLly1O3bl0gv34rqm45kxobG0tCQgIAQ4YMuWm75cuX3/ZECxYsoFevXrf8ti05OZnk5GQAJk+ejI+Pz22Pezuurq5WOY61OWIuR8wEjpnLETOBY+ZyxEy2pLGuIEfM5YiZwDFzOWImcNxcliiquf/qXo114Jj//R0xEzhmLkfMBLbJVaNGDb7//ntWr16Nh4cHjzzyCK+//jre3t4AuLu74+PjQ7ly5fjoo484efIkVapU4e233yYyMhJXV1dKliwJ5M+eXs/n4uKCj49PgX2VK1dmx44dLFy4EGdnZ9q3b88LL7xwzz7ruz2vk8lkMlkpy03t2bOHvXv38txzz3Hw4EE+/fRTRo4cedv3WWPlYB8fH86cOXPXx7E2R8zliJnAMXM5YiZwzFzWzFSlShWrHMdWNNYV5oi5HDETOGYuR8wE9s8Vsfiw1Y615png27bRWHdrjvj/pSNmAsfM5YiZwDFzFeexzuJ7Uu/GkSNH2L17N3v37uXq1atcvnyZt99++5azsyIiRY3GOhEpDjTWiYit3bJIHTt2LE5OTrc9yIQJE265PzIy0nzT7vVv3DSQicj9RmOdiBQHGutE7p61Zi0tmbEsim5ZpF5f1lhERERERETEHm5ZpD722GNWP2FISEiRfmaPiIglNNaJSHGgsU5EbOGWReqmTZssOohmXEVERERERMQablmkbtmyxaKDqEgVERERERERa7hlkTpu3Dh75RARERERERG5dZFqMpnMq/sajcabtnN2drZuKhERERERESmWblmk9unTh//+978APP300zdtt3z5cuumEhERERERkWLplkVqfHy8+fW7775r8zAiIiIiIiJSvN2ySPXx8TG/9vLyYt26dRw7doycnJwC7V555RXbpBMREREREZFi5ZZF6p9Nnz4do9FIkyZNcHd3t2UmERERERERKaYsLlJ//PFH5s2bh6urxW8RERERERERuSMWL8sbHBxMZmamLbOIiIiIiIhIMWfxtOigQYOYNGkS/v7+lC1btsC+bt26WT2YiIiIiIiIFD8WF6lLly4lKyuLChUqcPnyZfP2689RFREREREREblbFhep27Zt46233qJcuXK2zCMiIiIiIiLFmMX3pPr6+uLi4mLLLCIiIiIiIlLMWTyT2rJlS9544w06dOhQ6J7UunXrWj2YiIiIiIiIFD8WF6kbNmwA8u9N/TMnJyfeffdd66YSERERERGRYsniInXmzJm2zCEiIiIiIiJi+T2pIiIiIiIiIramIlVEREREREQchopUERERERERcRgqUkVERERERMRhqEgVERERERERh6EiVURuq1OnTgQGBuLn50fHjh3ZsWNHoTaXL1+mR48eBAQEYDAYmD179j1IKiIiIiJFnYpUEbmthg0bEhcXx9ChQzl48CCxsbGF2hiNRsqWLctjjz1m/4AiIiIict9QkSoitzV+/Hjat29PixYtcHd3x9m58NDh5eXFBx98QLt27Qrt27ZtGwaDgaioKMLDw6lduzYJCQlMmDCBgIAAunbtyvnz5wGIj48nLCyMWrVq8cgjj7Bq1Sqb909EREREHIeKVBG5rQsXLlCvXj06deqEu7s706ZN+1vH2bVrFz169MBkMjF69GhOnjxJhw4d2LlzJ4mJiZw7d47p06cTGBjIlClT6Nq1K0aj0cq9ERERERFHpiJVRG7Ly8uLpUuXEhcXx5UrV5g6derfOk779u3p06cPQUFBGI1GRo0aRY8ePQDIyMjAy8uLihUrkp6ezq5du6hcuTLh4eHW7IqIiIiIODgVqSJyW66urrRq1Yq+fftSv359tm3bRlZWFjk5OVy7ds3i45QuXRoANzc3888uLi4A5OXl4ebmRlJSEkOGDAFg5MiRjBgxwsq9ERERERFHpiJVRG5p8+bNxMTEsHTpUuLj49m9ezcVKlTg999/x8/Pj379+pnbLlmyhJ07dwKwd+9elixZwsWLFy0+18WLF4mLi8PZ2ZnQ0FA8PDw4deqU1fskIiIiIo7L9V4HEBHHVrZsWfbu3cvq1atxd3encePGvPLKKzg5ORVqO3z4cPPrtWvXsnbtWrp06WLxuVxcXMjMzCQpKYmcnBz8/f01kyoiIiJSzKhIFZFbql+/Pps2bbrhvszMzFv+DODj40OpUqUK7FuxYoX5dfPmzW+6T0RERESKH13uKyIiIiIiIg5DM6ki8rdFLD5stWOteSbYascSERERkaJLM6kiIiIiIiLiMOwyk3r16lXGjRtHbm4ueXl5PPzww+ZnI4qI3C801olIcaCxTkRszS5FqpubG+PGjcPT05Pc3FzGjh1L/fr1CQwMtMfpRUTsQmOdiGXS09MZMWIEhw4d4tq1azRo0IDJkydTo0aNAu2uXLnC6NGj2bBhA5cuXcLPz4+xY8fyxBNP3JvgAmisExHbs8vlvk5OTnh6egKQl5dHXl7eDR9fISJSlGmsE7HMqVOnMJlMxMbG0rNnT7Zs2UJsbGyhditWrGDp0qWEhIQwfPhwUlJS9FgqB6CxTkRszW4LJxmNRl566SVOnTrFP/7xDwICAgq1SU5OJjk5GYDJkyfj4+Nz1+d1dXW1ynGszRFzOWImcMxcjpgJHDeXJYpq7r/SWFeQI+ZyxEzgmLlslalDhw4FnqG8evVq0tLSCp2rZMmSQP6jsDp37szUqVPx9vbG1dWVdevW0b9/f3r06MH3339PVlYW77zzDqtXr+aTTz6hbdu2LFu2DGdnZ/7zn//w8ccfc/nyZWrUqMGMGTNo3bq11ftlCUf7b/x33auxDorX35W75Yi5HDETOG6u23HUzHeby25FqrOzM1OnTuX3339n2rRpnDhxgurVqxdo065dO9q1a2f++cyZM3d9Xh8fH6scx9ocMZcjZgLHzOWImcBxc1nCktxVqlSxQ5K7o7GuIEfM5YiZwDFz2SPT/v37yc7OJjw8vNC5OnbsSMeOHXnnnXd45513KFu2LFOnTiU3N5fffvsNgK1bt/Lvf/+bsWPHEhkZSVRUFI0bN+bTTz9l2bJlVK1alblz59KpUyfatm3LTz/9RHZ29j37rDXW3b3i+nfl73DEXI6YCRw31+04aua7Hevsvrqvl5cXISEh7Nu3z96nFhGxG411IreXlpZGdHQ01apVY+LEiYX2f/fdd2zcuJGuXbsya9YsjEYjL774IiaTydymW7du9O3bF19fXwDGjx9P586dAThx4gS+vr6UKFGCgwcPsn//foKDg2nevLl9OlgMaKwTEVuwS5F64cIFfv/9dyB/Rbjvv/8eg8Fgj1OLiNiNxjoRy6WmptKtWzfc3NxITEzE19cXk8lETk4O165dA2Dt2rVcvXqVqKgoIiIiCA0N5cCBAwW+oS9TpgyQf6mep6cn7u7uODvn/3pjNBqpUKECX375Jc8++yxnz55l8ODBTJ8+3f4dvo9orBMRW7PL5b5nz55l5syZGI1GTCYTzZo1o2HDhvY4tYiI3WisE7FMZmYm3bt35+zZs4wYMYK9e/eyd+9eGjRowMMPP0zbtm1JSEgwXz46a9YsUlJS2LNnD+XKlbuje51++ukn5s6dS7169XjooYdYs2YNp0+ftlXXigWNdSJia3YpUh988EHeeOMNe5xKROSe0VgnYpnjx4+bZ0MnTZpk3r5jx44C7fr06UNaWhpJSUls2bKFgIAAxowZc0cryXp6enLgwAE+/vhj8vLyaNSoEYMGDbJOR4opjXUiYmt2WzhJREREBKB58+ZkZmbecN+ft3t6ejJt2rQbtuvZsyc9e/Y0/7xz586b7lu7du3dRhYRETuy+8JJIiIiIiIiIjejmVQRERFxGBGLD1vlOGueCbbKcURExP40kyoiIiIiIiIOQ0WqiIiIiIiIOAwVqSIiIiIiIuIwVKSKiIiIiIiIw1CRKiIiIiIiRVZ6ejrdunUjJCSEwMBAnnrqKY4dO1aoXUZGBgaDocCfsWPH2j+w3JZW9xURERERkSLr1KlTmEwmYmNjSU9PZ/78+cTGxrJixYobto+KiqJZs2YA+Pn52TOqWEhFqoiIiIiIFFmNGjXi448/Nv+8cuVKUlNTb9o+LCyMxx9/nBIlSpi3JSQk0L9/fyIiIkhJSSE7O5tJkyaxfv16Pv/8c1q1asUHH3yAs7Mzo0aNYu3ateTk5FCtWjUmTpxIixYtbNrH4kaX+4qIiIiISJHl7u5ufr1//37OnTtH06ZNb9p++PDh+Pv707p1a/bs2VNg365du+jduzfZ2dkMHDiQ0qVL06RJEzZs2EBycjIpKSksWrSIFi1aMGnSJP7xj3+Ql5dns74VVypSRURERESkyEtLSyM6Oto8u/lXJUuWJDY2lvnz5zNmzBjS09P5z3/+U6BNt27d6Nu3L76+vgCMHz+ezp07A3DixAl8fX0pUaIEBw8eZP/+/QQHB9O8eXPbd66Y0eW+IiIiIiJSpKWmptKjRw88PDxITEzE19cXk8nElStXcHFxwc3NjfLly/Piiy+a37N69WoOHDhATk6OeVuZMmUAcHV1xdPTE3d3d5yd8+f1jEYjFSpU4Msvv+Tzzz9n7969DB48mNTUVF566SX7dvg+p5lUEREREREpsjIzM+nevTvZ2dlERUWxd+9e1qxZw88//4yfnx/9+vUDYPHixYwYMYKlS5cyefJkDh48SJ06dfD09LT4XD/99BOzZs3Cy8uLhx56CIDTp0/bpF/FmWZSRURERESkyDp+/DhnzpwBYNKkSebtO3bsKNCuVq1aLF26lNWrV+Pq6spjjz3GhAkT7uhcnp6eHDhwgI8//pi8vDwaNWrEoEGD7r4TUoCKVBERERERKbKaN29OZmbmDff9eXuzZs1Yu3btDdv17t2b8PBw8887d+40v+7Zsyc9e/Y0/3yzY4j16HJfERERERERcRiaSRURERERkftSxOLDVjvWmmeCrXYsuTXNpIqIiIiIiIjDUJEqIiIiIiIiDkNFqoiIiIiIiDgMFakiIiIiIiLiMFSkioiIiIiIiMNQkSoiIiIiIiIOQ0WqiIiIiIhYJD09nW7duhESEkJgYCBPPfUUx44dK9Tu8uXL9OjRg4CAAAwGA7Nnz7Z/WCmyVKSKiIiIiIhFTp06hclkIjY2lp49e7JlyxZiY2MLtTMajZQtW5bHHnvM/iGlyFORKiIicp+ydMYDYOHChTRs2BA/Pz+io6PJzs62b1gRKRIaNWrExx9/THR0NHFxcZQtW5bU1NRC7by8vPjggw9o165doX3btm3DYDAQFRVFeHg4tWvXJiEhgQkTJhAQEEDXrl05f/48APHx8YSFhVGrVi0eeeQRVq1aZfM+yr2nIlVEROQ+ZemMxw8//MDIkSMJCAggJiaGjRs3Mn78ePsHFhGH5+7ubn69f/9+zp07R9OmTf/WsXbt2kWPHj0wmUyMHj2akydP0qFDB3bu3EliYiLnzp1j+vTpBAYGMmXKFLp27YrRaLRWV8SBqUgVERG5T1k645GYmAjAyJEjGTRoEI0aNWLNmjXk5OQQHx+PwWAgJiaGJk2a0KRJE7766isiIyMJCAhgxIgRQP79Z/379yc4OBh/f3/at2/PkSNH7NpfEbGftLQ0oqOjqVatGhMnTvxbx2jfvj19+vQhKCgIo9HIqFGj6NGjBwAZGRl4eXlRsWJF0tPT2bVrF5UrVyY8PNya3RAHpSJVRETkPmXpjMeJEycAqFSpEgCVK1cmNzeXjIyMAu9/+umnyczMpFevXjRo0AA/Pz8WL17MDz/8wObNm1m3bh3/+te/mDhxIs2aNePatWs27qGI3Aupqal069YNNzc3EhMT8fX1xWQykZOTc0d/70uXLg2Am5ub+WcXFxcA8vLycHNzIykpiSFDhgD5X6Rd/2JM7m8qUkVERO5zdzrjYTKZCm3r27cvgwcPBsDX15fY2FjatGkD5M94VK9eHWdnZ/bs2cPhw4dp0aIFISEh1u2IiNxzmZmZdO/enezsbKKioti7dy9r1qzh559/xs/Pj379+pnbLlmyhJ07dwKwd+9elixZwsWLFy0+18WLF4mLi8PZ2ZnQ0FA8PDw4deqU1fskjsf1XgcQERER20lNTaVHjx54eHgUmPG4cuUKLi4uuLm5Ub16dQB++eUXKlWqxKlTp3B1daVatWrm45QuXbrAbAdQYMYjJCSE5ORkNm7cyPbt25kzZw5Tp04lMjLSzj0WEVs6fvw4Z86cAWDSpEnm7Tt27CjUdvjw4ebXa9euZe3atXTp0sXic7m4uJCZmUlSUhI5OTn4+/trJrWYUJEqIiJyn7o+43H27FlGjBjB3r172bt3Lw0aNODhhx+mbdu2JCQk0K1bN+bNm8eUKVNo1aoVu3fvJiIiAk9PT4vPtXPnTjZs2EBQUBB169Zl06ZNnD592oa9E5F7oXnz5mRmZt5w31+336idj48PpUqVKrBvxYoVNz3+n/dJ8aEiVURE5D5l6YxHaGgor732Gu+88w7ffvstrVu3ZsKECXd0rhIlSrB161YSEhJwdnbmscceIyoq6u47ISIixY6KVBERkfvUncx49OnThz59+hRqFxMTQ0xMzA3f99d9X3zxxV0mFpGiLGLxYascZ80zwVY5jhRddilSz5w5w8yZMzl37hxOTk60a9dOy0eLyH1HY52IFAca60TE1uxSpLq4uBAVFUWtWrW4fPkyI0eOJDQ0lKpVq9rj9CIidqGxTooSa814gGY9ihuNdSJia3Z5BE25cuWoVasWkH/PisFgIDs72x6nFhGxG411IlIcaKwTEVuz+z2p//vf/zh69Cj+/v6F9iUnJ5OcnAzA5MmT8fHxuevzubq6WuU41uaIuRwxEzhmLkfMBI6byxJFNffNaKzL54i5HDETOG4uSzhibkfMBI6b6++y91gHjvl3xREzgePmuh1HzeyIuRwxE9x9LrsWqTk5OcTHx9OnTx9KlixZaH+7du1o166d+efrKxLeDR8fH6scx9ocMZcjZgLHzOWImcBxc1nCktxVqlSxQ5K7p7HuD46YyxEzgePmsoQj5nbETKCxzhoc8e+KI2YCx811O46a2RFzOWImuPuxzi6X+wLk5uYSHx9Py5Ytadq0qb1OKyJiVxrrRKQ40FgnIrZklyLVZDIxe/ZsDAYDnTp1sscpRUTsTmOdiBQHGutExNbscrnvkSNH+Prrr6levTrDhw8H4Omnn6ZBgwb2OL2IiF1orBOR4kBjnYjYml2K1ODgYBITE+1xKhGRe0ZjnYgUBxrrRMTW7HZPqoiIiIiIWG7MmDGEhYVhMBjo3bv3TdudP3+eIUOGULt2bQICAujatasdU4pYn4pUEREREREHFRERcds2MTExrFq1iqeeeooJEyZQo0YN2wcTsSG7PydVRERERERuLy4ujoyMDObNm3fTNsePH2f9+vV07dqVUaNG4eLiQmRkJADHjh0jKCiIRo0a4enpyd69e+nfvz8PPPAAM2bMoFq1asyfP59q1aqxcOFC3nrrLbKysvDx8aFfv34MHDjQXl0VKUAzqSIiIiIiRVRqaioA+/btIyAggICAAF577bUCbfbt20ebNm0oV64cM2bM4Msvv6RHjx6kpKQwZ84cAF577TXKli3LG2+8wbN+yt+qAAAgAElEQVTPPourq+ay5N5RkSoiIiIiUkRdvXoVgEuXLvHee+/RqFEjZs2axddff21u89BDDzFgwAAaN24MwODBg+nbty8AGRkZANSsWZNffvmFb775hpIlS/Lkk0/auScif1CRKiIiIiJShFy5coUrV64AUL16dQCaNm1KeHg4nTt3BvIvA76udOnSAObZ0dKlS+Pi4gJAXl4eAImJiYwdO5ZSpUoxadIkoqOj7dMZkRtQkSoiImIFlq7C2bRpUwwGg/lP+/bt7ZhSRIqS5ORkPvnkEwBOnjzJkiVLSE9Pp1WrVtStWxeAunXrUrt2bbZu3crixYtZvnw5Li4u5llTS40bN47Lly9Tr149SpcuzenTp63eHxFL6WJzERERK4mIiLjlAifXPfzww+ZCtkyZMraOJSJF1OzZs9m+fTsAhw4dYvjw4UyfPr1AGycnJ2bOnElsbCxjxoyhSpUqvPXWWwQHB3Px4kWLz3XhwgWmTZvG77//TrVq1Rg9erRV+yJyJ1SkioiIWIElq3BeV61aNdq2bUupUqXM27QKp4j81YoVK264vWfPngV+DgoK4tNPPy3UrkaNGmRmZpp/njFjBjNmzDD//Od9c+fOvdu4Ilajy31FHIillwsC5OTk0LJlSwwGg77tFCliVqxYQVBQEKGhoSxdurTAPq3CKSIixZ3+VRNxMJZeLvjmm2/yyy+/2CGRiFhTZGQkfn5+XLlyhddff52XXnqJRx55BG9vb+CPVTgPHDjAzz//zODBg6lWrRrz5s0rsArniRMn+OabbwgNDeVf//rXveySiNhZxOLDVjvWmmeCrXYsEWvRTKqIA4mLi6N///63bZeSksLcuXOJjY0ttM9gMNCiRQuef/55AgMDGTZsGKtWraJevXo0b96cAwcOAPD555/zyCOPULNmTRo0aMCECROs3h8RKbgKJ8ALL7xAp06dePLJJ+nSpQt5eXmkp6eb92sVThERKe5UpIoUMUajkeHDh/Pss88SGhp6wzZHjx4lMDAQPz8/li9fzuzZs+nbty/Hjx/nzTffBGDatGnk5OQwZcoUBgwYQMmSJe3ZDZH7jiWrcKakpPDss8+yYMEC5s2bx4oVK/D09CQ4+M5mMrQKp4iI3M9UpIoUMcuXLycjI4Nu3bpx6tQpIH9FvqysLHObSpUqERsby6OPPgpAnz59GDJkCAAnTpwA8i8XPHfuHF999RUmk4lnnnnGzj0Rub/Mnj2b119/HfhjFc5du3YVaFO+fHmMRiPTpk3j9ddfp2rVqsybN49KlSrd0bmur8I5cuRIvLy8GD9+vLW6ISIics/pnlQplsaMGcMnn3zCmTNnaNu2LQkJCTds16lTJ1JTU8nLyyMwMJBx48bx8MMP2zkt5ksFPTw8OHnyJFlZWQWerbhy5Uo8PDxYsGAB8McjLdzc3AB44IEHzJcLGo1GAN59913Wr1/P/v37ee+995gzZw579uyxV5dE7juWrMLp6+vLwoULb9hOq3CKiIjk00yqFFsRERG3bdOwYUPi4uIYOnQoBw8evOE9oNZkyeWCnTt35v333+f9998nJiYGgNatW992NeC/mjRpEmfOnKFOnTr4+PiQnZ1Nbm6udTskIiIiInKHNJMqxZKlzzMcP348Z8+e5fjx47z11ls4O+d/r/PVV1/x+OOP06ZNG7Kysjh69CijRo3i6NGjLFq0iHr16vHhhx9SpkwZ4uPjSUhI4LfffqNy5crExsbedCVOSx7aHRgYSGBgIADbtm0D4MEHH7zp/ak3k5uby8yZMzl79iy+vr5MnDhRj7EQsRFrrcSpVThFRKQ40G+kIrdw4cIF6tWrB+RfQjtt2rQC+3ft2sXIkSOZPHkyo0ePJjw8nA4dOrBy5UoSExPp3r0706dPp3nz5vTo0YMTJ06YL7e9EUsf2n1d8+bNC1wCCAUvCYyJiTHPtv5138SJE5k4ceJNs4iIiIiI3Au63FfkFry8vFi6dClxcXFcuXKFqVOnFtjfvn17+vTpQ1BQEEajkVGjRtGjRw8AMjIy8PLyomLFiqSnp7Nr1y4qV65MeHj4veiKiIiIiEiRoJlUkT/58wJFkP+cwlatWtGqVSs+++wztm3bRnZ2trn99ecZXl+g6K/PM3RzcyMpKYnPPvuMgwcPMnLkSLZv384777xzx9l0uaCIiIiIFAeaSZViyZIFijZv3kxMTAxLly4lPj6e3bt3U6FCBcqVK2fxeS5evEhcXBzOzs6Ehobi4eFhfmyMiIiIOIYxY8YQFhaGwWC46UKE6enpdOvWjZCQEAIDA3nqqac4duyYfYOKFBOaSZViyZIFisqWLcvevXtZvXo17u7uNG7cmFdeeQUnJyeLz+Pi4kJmZiZJSUnk5OTg7+/PiBEjrNoXERERuXsRERG3XFDx1KlTmEwmYmNjSU9PZ/78+cTGxt50PQkR+ftUpEqxZMkCRfXr12fTpk03bPfoo48WWIToz8f762JG+sdLxLosfc6xpe1ERCxZ9b9Ro0Z8/PHH5p9XrlxJamoqYLtV/0WKK13uKyIiRY4lzzm+k3YiIrfj7u5ufr1//37OnTtH06ZNC7TZtWsXPXr0wGQyMXr0aE6ePEmHDh3YuXMniYmJnDt3junTpxMYGMiUKVPo2rXrLVf9FymuNJMq8hfWWqAItEiRiC1Y+pzjW7UzGAzUrFmTOnXqsHnzZjp16kTLli0ZO3YsDzzwAO+//z716tXj888/Jy4ujpMnT1KuXDkiIiIYN26crbomIkVAWloa0dHRVKtWrdCj3K6v+r9q1Sp2797NqFGjyMjIYOXKlTdc9b9+/fpa9V/kBjSTKiIixdLRo0cJDAzEz8+P5cuXM3v2bPr27cvx48d58803AZg2bRo5OTlMmTKFAQMGULJkyXucWkTs6cqVK+aV/wFSU1Pp1q0bbm5uJCYm4uvrW6C9pav+DxkyBICRI0dqrQqRG1CRKiIixVKlSpWIjY3l0UcfBaBPnz7mXxxPnDgBQM2aNTl37hxfffUVJpOJZ5555p7lFRHbsWTV/8zMTLp37052djZRUVHs3buXNWvW3NF5tOq/iGVUpIpVLVu2jObNm+Pn50dkZCS//PILAG+//TYNGzbE39+fgQMH8ttvvwH531DGxsZSr149/Pz8ePzxx9m6detNjz99+nTq1atHQEAAQ4cOJScnxy79EhHH99cZj9spU6YM8MeMxwMPPGCe8bh+j9i7775LfHw8FStW5L333qNz585WTi0ijmD27Nm8/vrrwB+r/u/atatAm+PHj3PmzBny8vKYNGkSgwYNYtCgQXd0nuur/k+aNImxY8dSs2ZNzaSK3IDuSRWr2b9/P7GxsTRp0oR+/foxceJERo4cSY8ePZgyZQodOnQgNDSUN954Ax8fHyZOnMiKFStYunQpLVu25LHHHmPixImMGDGCbdu2FTr++vXriY+Pp0uXLlSvXp13330Xg8HA8OHD70FvReReSU5O5siRI8AfMx4PP/wwTz/9NNnZ2fz444+3bOfj42PxuSZNmkTVqlWpU6cOX3/9Nenp6eTm5uLqqn8+Re4nlqz6/9fV+/9Mq/6LWJdmUsVqduzYgclkolevXvTr14+6deuyceNG8/NIBw4cyAsvvEDFihX56KOPgD9mK4KCgmjRogUeHh7m+zn+KjExEYCJEycyatQoqlSpwvLlywEYOnQoBoOB/fv3AxAQEGBecS8tLY1OnTrh5+dHnTp1tMy7SBFnyYzHnbS7ldzcXGbOnMnw4cO5ePEiEydOVIEqIiJiY/qXVqymfPnyAHz77beEhoZy9OhRTCYT3t7eAGzbtg03Nzeys7PJzc0lOzub7t2789VXXzF37lzmzp1L2bJlzQuW/FVGRgZubm7m81SuXJnvvvuOq1ev3jJXQkIC+/bt49VXX8XV1fWOf0kVEcdiyYzHrdoBBWY1YmJiiImJueG+iRMnFlq9U0SKF2ut+q8V/0Usp5lUsZrOnTvTuHFjFi5cyKOPPsq1a9cAaNasGf7+/rzxxhv885//xMPDAwBPT0++++47Nm7cSNeuXZk1axZGo5EXX3wRk8l02/NZ0gbyFz4xmUxs2rSJ06dP069fv7/fSRERERERsSkVqWI1Hh4erFy5ki+++IJNmzbx0EMP4enpSf369UlKSmLdunVs2bIFX19fDAYDJUuWZO3atVy9epWoqCgiIiIIDQ3lwIEDZGdnYzQaycnJITc3F4Bq1apx7do1zpw5A8CpU6eoVKlSgYdrX2+bl5dn3hYdHc2yZcsICwtjw4YNdO7cmbS0NDt+MiIiIiIiYild7itWk5eXx4QJEwgJCWH//v1s2bKF559/nvPnz/Phhx9Sq1YtNm/eTHp6OnFxcQBUr14dgFmzZpGSksKePXsoV64c3t7ebN++ne7duzNw4EDGjBlD9+7d+eKLLxg7dizVqlXj5MmTvPDCCwUyzJkzhy+//JIrV65w7tw5du/eTUpKCtnZ2dSoUYOaNWty6NAhzpw5g7+/v90/IxGxLWtdlge6NE9EROResUuROmvWLL777jvKlClDfHy8PU4p94CTkxPbt29n0aJFlChRgujoaEaOHMn58+f5/PPPOXHiBOXKlWPYsGFER0cD+c8lTEtLIykpiS1bthAQEMCYMWNwcnIqdPzw8HCGDh3Kf//7X65cucKTTz7Jf/7znwJtDhw4wK5du3jhhReYP38+W7ZsoUqVKiQmJvLLL7/g5eVFnz59aNKkiV0+EyleNNaJSHGh8U5EbMkuRepjjz1Ghw4dmDlzpj1OJ/eIs7MzSUlJhbZXrFiRr7766obv8fT0ZNq0aTfcd33Jdh8fH/MlvsOHD7/lI2dmzZpFWFgYQIHnjv11QRURW9BYJyLFhcY7EbElu9yTWqdOHUqVKmWPU4mI3DNFeaxbvnw5BoOh0J8TJ04wadIkGjRoQK1atWjVqhVr1qwxv+/tt9+mYcOG+Pv7M3DgQH777bcbHn/JkiW0bt0aPz8/HnroISZOnGjx4mci4niK8ngnIo7Poe5JTU5OJjk5GYDJkyff0QPXb8bV1dUqx7E2R8xl70yPvLXVasf6ZtEiFi1aZLXjWYuj/TcGx8wEjpvLFhxxrAsPD6dChQpA/gJkAwYMoFy5cmRnZ/Puu+/y0EMP8dJLLzF27FiGDRtG7969Wbt2LVOmTKFLly40bNiQcePGUbVqVWbMmFEo1+HDh3n00Udp0KABc+fO5b333qNhw4ZERUXddd9txRH/n3TETOCYuRwxEzhuLluwxVgHjvk7lCUcNbMj5nLETOCYuRwxE9x9LocqUtu1a0e7du3MP1+/xPNu/PlSUUfiiLkcMZOlHDW3I+ZyxExgWa4qVarYIYntOeJY98ADD9CmTRsA86rb3bt359y5cwAYDAYaNmxIqVKluHbtGtnZ2XzxxRcA9O3bl8aNGzNz5kwWLlzIK6+8UijXK6+8Yl6J29PTk+joaPbs2UPHjh0ZOnQoH330EevWrSMsLIyAgAC8vb3ZuXMnaWlpDB06lEOHDuHh4UFQUBCrVq362/28E474d8URM4Fj5nLETKCxzhqK6u8rjprZEXM5YiZwzFyOmAnufqxzqCJVRETuvUWLFuHs7EyvXr2oWrUqffr0YcGCBaxduxZPT08+/PBDXFxc8Pb2BmDbtm24ubmRnZ1Nbm4u2dnZ5n3X/flRUdfvUW/atOltsyQkJLBv3z5effVVXF1d2bVrlxV7KiIiIo5IRaqIiJgdO3aMrVu30rp1a6pVq0ZaWhorV67k0UcfJSoqivHjx/Piiy+yZcsWnn32WVavXs0bb7zBG2+8gZeXF7m5uXh6et70+HPnzmXBggX06tWL9u3b3zZPzZo1MZlMbNq0ibCwMPr162fN7oqIA9EjpETkOrssnDRjxgxeeeUVTp48ycCBA9m0aZM9TntfO3/+PEOGDKF27doEBATQtWtXAMaMGUNYWBgGg4HevXub2589e5aoqCjCwsLw8/Ojc+fOfP/99zc89u7du+nSpQu1a9emdu3a9O/fn6ysLLv0S6Qoux/GukWLFmEymczjR1JSEhcuXODJJ5+kY8eOtGzZklOnTpGamoq3tzdJSUmsW7eOLVu24Ovri8FgoGTJkhiNRnJycsjNzTUfe/bs2YwbN47u3bszadKkQue+3jYvL8+8LTo6mmXLlhEWFsaGDRvo3LkzaWlpNv4UROR27ofxTkQcl11mUocOHWqP0xQrMTExbNiwgeeee46AgAB2795t3hcREcG8efMKtL948SKnTp3i//7v/7h48SLTp0/n+eefZ8eOHYWOnZ6ejre3Ny+//DI7duxg9erVlCpVijfffNPm/RIpyor6WHf16lUSExMxGAy0bdsWgOrVqwP5l93m5OSQnJyMu7s71atX59SpU3z44YfUqlWLzZs3k56eTlxcHAA7duyge/fuDBw4kDFjxpCQkEBcXBw1atTg0Ucf5dNPP6VatWo0aNDAfP45c+bw5ZdfcuXKFc6dO8fu3btJSUkhOzubGjVqULNmTQ4dOsSZM2fw9/e3/wckImZ/d7xbtmwZb7/9NqdPn6Zp06bEx8eTmZnJq6++yr6D+TOpD/g34MGuQ3ErVZbLp47y06JXuZL9C86u7ng9GEKNbsNwL1Oh0LFPblxE1u4vuHr+VxrP8OG5555jwIABd9VPEbk37DKTKtZ1/Phx1q9fzxNPPMGoUaPo2bMn06dPByAuLo7+/fsXek/lypXZsGEDzz//PMOGDaNu3bpkZGRw+fLlQm2feOIJFixYQFRUFFOmTAEgNTUV+OMxFbNnzwagd+/eGAwG87H69+9PcHAw/v7+tG/fniNHjtjqYxARK1u/fj1ZWVlERkbi7Jz/z0N4eDiDBg3i559/ZsyYMZQtW5a3334bb29vnJ2d+fzzzxk5ciQ7d+5k2LBhREdH3/DY3333HZB/OfHgwYMZNGgQCQkJBdocOHCApUuX8sILL+Dk5MSWLVvw8PAgMTGRESNGsH37dvr06UOTJk1s+0GIiE3s37+f2NhYKlWqxMsvv8z27dsZOXKk+cvxquH9KRPclHM/bOHndR/kv8nJCe+w1jz45DDK1m3JhSPfcjJp4Q2P//uJw5QNeYTqEYNxd3fn1VdfZfv27XbsoYhYi+5JLYKuF4z79u0jICAAFxcX+vXrx+jRo2/6HlfXP/5T//zzz6SlpREaGkqJEiUKtf3zAiebN28GLFvgZPPmzaxbt47evXsTFhZGSkoK165ds7RbInKPRUREEBERUWCbk5MTo0ePvuH4UrFiRfMiSH/VvHlzMjMzzatwzpgxo8CjaW5k1qxZhIWFATBixAjz9p49e95pV0TEAe3YsQOTyUSvXr3o2rUrq1evZuPGjUybNo0ePXoQsfgw3vXbkr1vE5dPHwOghG8NPFobyMu5iCn3Glm7P8fJyemGx/eLGoezqxsAEfXLMWbMGI4cOUKzZs3o1q0b27dv58CBAwDUq1ePZs2asWLFCnbt2sWoUaNIT0/Hy8uLli1bMmvWLLt8JiJyYypSi6CrV68CcOnSJd577z0WLFjArFmzaNmyJa1atbrle//3v/8RFRWFh4fHbX9h3LVrFzExMYSGhhITE3PbXNWrV8fZ2Zk9e/bg4eFBixYtCAkJsbxjIiIict8qX748AN9++y2hoaEcPXoUk8nEL7/8Yn5O8/nU/BW8H6gZan7f+cM7+SlhHACevjWo8vizNzz+9QIV8lcRd3Z2pnHjxrfNNWvWLI4fP85rr73G5cuXSU9P/3sdFBGrUZFaBF2/R6xp06aEh4eTlZXFN998w/Hjx2/5vlOnTtGjRw+ysrJYsmQJQUFB5n05OTnm4hfyv+3s3bs3NWrUYPHixXh5eRU41o0WOAkJCSE5OZmNGzeyfft25syZw9SpU4mMjLzrPouI47HWSpxrLJhlFZGir3PnzixatIiFCxeycOFCSpUqBYCHhwcAvx37gWMfTaOkIZAq7f8oREvVqEtAv0mcP7KL/21dya871lKlfe8bngMg49P32L0lmVGjRln0ZXnNmjVJTk5m06ZN1K1blz59+txdR0Xkrume1CKobt261K5dm61bt7J48WKWL1+Oi4sLjRs3Jjk5mU8++QSAkydPsmTJEtLT0/n999/p1q0bP/30E08//TTHjh1jzZo1XLp0CQA/Pz/zJb0HDhygV69e5OXlERkZyZYtW/jiiy8KZFizZg0JCQnmBZuSk5PZuXMny5cvp3z58tStWxeA06dP2+tjEREREQfm4eHBypUr+eKLL9i0aRMPPfQQnp6eVK9enR07dvDj3JF4lK9C4HOTcfH443Ykt1JlKRPUhGqdBoKTM9nf599mYDLmYbx2FZPxjy/MT6x5l9NbVjB06FAGDx5cKENubm6BVccBRo8ezdy5c6lZsybLli2jY8eOnD9/3kafgohYQjOpRZCTkxMzZ84kNjaWMWPGUKVKFd566y2Cg4N55ZVXzIsEHDp0iOHDhzN9+nSaN2/O0aNHAXjvvffMx9qxYwclS5YscPyUlBTzgkrX70OrWrUqjz/+uLnNhQsXmDRpEn379iUxMZH169fTsGFDtm7dSkJCAs7Ozjz22GNERUXZ9LMQERGRoiEvL48JEyYQEhLC/v372bJlC88//zxpaWn06tULTEYqNAnnwo97cHb3pGyd5vyyaQl5Ob/jWbEav6XtA5OREr4PApD1XRLHEqdS9Z8DqPRoD35eP5f/fbMKr2rBBAYGsmbNGoKCgggO/uOZqW+99RZGoxGAjIwMjhw5wvr16/Hw8CAwMJAqVapw4sQJLl68SJkyZe7J5yQiKlKLrKCgID799NNC21esWHHT92RmZt5y3/UFTnr27HnbhUqio6MZOHAgAC+99JJ5+19nXEVEREQg/0v27du3s2jRIkqUKEF0dDQjR45k9erV5i/HT6x+GwD3cr6UrdMcV68y/LrjU679dhaXEl54129DtS6Dbnj8i8dTAPg94zCDBuW3GTZsWIEidfPmzTg7OzNw4EASEhLYt28fzs7OzJ8/n19//ZVy5coRGxuLwWCw5UchIrehIlVExMFZ695PgDXPBN++kYiIDTg7O5OUlFRo+/Uvx2801lVo+k8qNP3nDY/n06gDPo06mH8OHjjd/PpmY92nn36Kt7c3AGPGjDFvHzJkiGWdEBG7UJEqd8SSWVYREREREZG/S0WqiIgDOH/+PGPGjCEpKYnc3Fzq1avHypUrWbZsGQcmT+PqhSweqBVKje6xuJepwMXjB8lYO5uc0/mrej/g34AHuw7FrVTZQsc+PHsYF9P3A2D4/48fvf58QBGR4kDjnUjRotV9LZSTk0PLli0xGAzmxYR+/PFHunTpQs2aNWnZsmWBh9qfP3+eIUOGULt2bQICAujatesNj7t79266dOlC7dq1qV27Nv379ycrK8sufRIRxxETE8OqVat46qmnmDBhAjVq1GD//v3ExsbiVsaHquH9+e2n/Rxfmf+olpxff8a1ZBmqhvenTHBTzv2whZ/XfXDDY1dpF0WtyNHUihzNs8/mP9bh+grcIiIiIo5GM6kWevPNN/nll18KbBs0aBAnT55k3LhxJCQkMGDAAL799ltKly5NTEwMGzZs4LnnniMgIMD8qJa/Sk9Px9vbm5dffpkdO3awevVqSpUqxZtvvmnV/LqnTcRxHT9+nPXr19O1a1dGjRqFi4sLkZGRvP/++5hMJio07UT5Bu3I3reJ84d3kvv7ebzrt8Gn0T8A8K7flux9m7h8+tgNj1/a/yHz6583vA6Qv5ImMHToUD766CPWrVtHWFgYAQEBeHt7s3PnTtLS0hg6dCiHDh3Cw8ODoKAgVq1aZdsPQ0RERIo9zaRaICUlhblz5xIbG2ve9sMPP5CSkkJERAR9+vTh+eef57fffuOzzz4z/8L5xBNPMGrUKHr27Mn06dNveOwnnniCBQsWEBUVxZQpUwBITU0FYPny5RgMBmbPng1A7969MRgMZGRkcPnyZfr3709wcDD+/v60b9+eI0eO2PiTEBFbuP53ft++fQQEBBAQEMBrr71G+fLlAbh47Acu/+8EV85kgsnElbOncXZ1M7//fOouAB6oGXrL81w5e5ovv/ySRx55BH9//9vmur7y5ejRoxk5ciRVq1b9u10UERERsZiK1NswGo0MHz6cZ599ltDQP34BPHHiBACVKlUCoHLlykD+jMjNfuG8EXd3d/PrzZs3A9C0adPb5tq8eTPr1q3jX//6FxMnTqRZs2Zcu3btzjsoIvfc1atXAbh06RLvvfcejRo1YtasWfj4+NC4cWN+3fEpB6dFY8zLfwC9s+sf48Zvx37g2EfTKGkIpEr7Z295njPfrsNoNFr8/OKaNWtiMpnYtGkTp0+fpl+/fn+zhyIiIiKWU5F6G8uXLycjI4Nu3bpx6tQpAC5cuFCoIDSZTObXN/uF8+uvv77peXbt2kVMTAyhoaHExMTcNlf16tVxdnZmz549HD58mBYtWhASEvJ3uigi91j16tWB/C+owsPD6dy5M5D/oPmVK1dSZ+gHhAybh1f1YJxc3fEon/+l2G/p3/Pj3JF4lK9C4HOTcfEoAYDJaMR47SqmvDzzOUx5eZzZtZ6KFSvSoUMH/io3N78AzvvTe6Kjo1m2bBlhYWFs2LCBzp07k5aWZpsPQUREROT/0z2pt3Hy5EmysrJo3769edvKlSs5ffo0gPk+1esF7IMPPljoF86srCy++eYbjh/PX4UzJyfHXMgC7Nixg969e1OjRg0WL16Ml5dXgQw3+uUxJCSE5ORkNm7cyPbt25kzZw5Tp04lMjLS2h+BiNhY3bp1qV27Nlu3bmXx4sUsX74cFxcXGjRowPjx47n0mze/Zxzhtx+/w7dlN5zdPPj951R+nDcKMFGhSTgXftyDs7snZes057ej35P6fgwVmkfw4Iq/L9EAAB6GSURBVBP5z/47d2g71y5k8VSfIbi5uRXKMGfOHL788kuuXLnCuXPn2L17NykpKWRnZ1OjRg1q1qzJoUOHOHPmjEWXCouIiIj8XSpSb6Nz584EBQUB+feNxcfH07p1a0aMGMGwYcP45JNPCAoKIiEhgVKlShEeHk7p0qVv+Atn48aNAfDz86NOnTokJSVx4MABevXqhclkIjIyki1btlCiRAkef/xxc4Y1a9ZQunRp8+JLycnJ1KlThw0bNhAUFETdunXNl+OJSNHj5OTEzJkziY2NZcyYMVSpUoW33nqL2rVrs337do6n/oizuycVmz+BoWP+JbeXT6Vj/H/t3Xl0VPX9//HnDEmABElACGsiTUJIIkg0oUJQFoHThkPVWhEFjyhqi3qsgjShRcqmLLIUgWJLBRV3bI8sLtTEShUTKMqmAgoGCAnIngJmI8n8/uDHlLDe8E3m82Hm9Tin58hNZN5JxmfzmfuZe0+WApC/dA4AIU1aEJGUdt7HOLjmPXC5vRdMOttXX33FunXreOKJJ1i0aBGfffYZrVu3ZsmSJezbt4+wsDDuv/9+fvrTn9bBd0BERETkf7RIvYT4+Hji4+MByMnJAU6dLb3uuuu8v1ROmDDBe4Gj8PBwgPP+wpmQcO5Vcbds2UJJSQmA99Y2bdu2rbZIPXbsGFOmTGHYsGEsWbKEDz/8kJSUFFavXs3ixYtxu9306tXL8fvMRMQ+HTp0YMWKFeccz8rKOu/VuZul/pxmqedu2wVoHJtM6nMfVzsW/9BUANq0aXPef2f+/Pl07twZgIyMDO/xQYMGOfsCRERERGqJFqk1kJaWRmFhoffPF/ql8lIfKywspFmzZhw6dIhBgwZd8pfABx54gOHDhwOQmZnpPf7RRx/V9EsQERERERGxmi6cJCISwGbPnk1hYaH3LKqIiIiIaTqTWsvOty3vci0bcumzrCIiIiIiIv5EZ1JFRERERETEGlqkioiIiIiIiDWu6O2+tbu19twr74qIiIiIiIhv6UyqiIiIiIiIWMP6ReqAAQOIj48nNjaW9PR01qxZA8DDDz/MhnG38UVGH3b//xvZn7b/s3+wecpgvvz9z9k8ZQj7P3/3oo9x8kQRHTt29N7rVERERERERMywfpGakpLCpEmTePLJJ/nmm28YNWoUAPXr1yfi2pvO+fzSgwXsWTEfXG6ifjEcT1UFe5bNo7zowAUfY8/yP1NaWlpnX4OIiIiIiIg4Y/0idfz48fTr14+bbrqJkJAQ3O5TI8+bN4+rU/qd+y94PACENL6axnEpBDdqiisoGFdQyHn//qKtaynakstjjz1W7fiePXto06YN9913HwB/+ctfaNOmDW+//TYAM2fOpHPnzsTExNC9e3fefffiZ2tFRERERETk0qy/cNKxY8fo1KkTAOHh4cyYMeOin98gMoo26Q9RuHIhX8+4H1xu2t31O4IbRZzzuZVlJeS/O5u26Q/RunVrxzMVFRUxa9Ys0tLSuOuuu8jPz6eqqqpGX5eIiIiIiIicy/ozqWFhYbz55ptMmjSJsrIypk+fftHPP3miiAM5SwltFUvs0ImEtoohf+lcyosOnvO5P6x6C3dIAxrHp3D48GEAjh49SlFR0SVnioyMJC8vj3Xr1tGqVSv69+9/+V+kiIiIiIiIAFfAIjUoKIgePXowbNgwkpOTycnJ4ciRIxf8/ON5mzj530NEdLqZJtd2J6LTzVSVFXMifwsAVSfLqao4CUB50QFKD+Tz9fT7efbZZ4FT24hffvll799XWVkJQEVFhfdYcHAwWVlZ/Pa3vwVg9OjRZGRk1OrXLSIiIiIiEois3u67atUqVqxYQWpqKnv37uWLL76gefPmNGnShGXLlvHfrWsBKN2/m4Nr3yc8sSv1m7QE4Mj6bIKvasqRDR8D0KBZWwDWj0mnQYt2dHxqIZFptxOe2BWAHkH5vPzyy9x5550MGDDAO8OXX37Jq6++ytKlSwFYvXo16enpTJo0idTUVK677jreffddfvjhB599X0RERERERPyV1YvUiIgINmzYwNKlSwkJCaFLly48/fTTuFwuJk+ezP6CAgCOf7+R499vJP43M2kcm0zbAcM58PlS8pfOIbhxM6Jvf5zQ1rHn/P1hUR0Ii+oAwHVBmwBITEwkLi6OPXv2ANCwYUMmT55Meno6V111FR9//DFTpkyhsLCQrKwsSktLiYuL05lUERERERGRWmD1IjU5OZl//etf5/3Y2rVrue31bef9WMseA2nZY+B5P5b63MfnPT5o0CAGDRp0zvFOnTqxePHic47//e9/v9DYIiIiIiIicpl8tkjduHEjL730ElVVVfTp04fbb7/dVw8tIuIzap2IBAK1TkTqkk8WqVVVVSxcuJCnn36aq6++mt///vekpqbStm1bXzz8ZYmKiqKwsND0GCJyBbkSWyciUlNqnYjUNZ9c3XfHjh20bNmSFi1aEBQURFpaGuvWrfPFQ4uI+IxaJyKBQK0Tkbrm8ng8nrp+kDVr1rBx40aGDx8OwKeffsr27dt58MEHq31ednY22dnZAEydOrWuxxIRqVVqnYgEArVOROqaVfdJ7du3L1OnTq3VkI0ePbrW/q7aZONcNs4Eds5l40xg51w2zmSaWmeWjTOBnXPZOBNoritFXbQO7Pw+2zgT2DmXjTOBnXPZOBP4Zi6fLFKbNm3K4cOHvX8+fPgwTZs29cVDi4j4jFonIoFArRORuuaTRWpsbCz79u3jwIEDVFRUkJOTQ2pqqi8eWkTEZ9Q6EQkEap2I1LV648ePH1/XD+J2u2nZsiVz585l5cqV3HzzzXTt2rWuH9YrJibGZ49VEzbOZeNMYOdcNs4Eds5l40x1Qa07PxvnsnEmsHMuG2cCzWWS6daBnd9nG2cCO+eycSawcy4bZ4K6n8snF04SERERERERccKqCyeJiIiIiIhIYNMiVURERERERKyhRaqIiIiIiIhYQ4tUsc6BAwccHRMRuZKpdSISKNQ7qakg0wPUJo/HQ25uLi6Xi65du/L111+zbt062rRpQ79+/XC7za3J8/PziY6ONvb4l1JcXIzL5aJhw4amR2HmzJlMmzbtksd8raqqivXr13PgwAGqqqq8xwcMGGBwKjhx4gSHDx+msrLSe8zUleCKi4sJDQ3lxIkT5/14o0aNfDyRf1LrLp9ad2m2tg7s6Z1a5xtq3eWzqXVgZ+/Uuksz2Tq/WqQuXLiQ//73v1RUVLBu3ToqKipITU1l/fr17N27lwceeMDYbC+++CInT56kV69e3HzzzYSGhhqb5Uw7duzghRdeoLS0FI/HQ1hYGI888oiR/xAKCwvZs2cPxcXFrF271nu8pKSEkydP+nyes02bNo3g4GCio6NxuVymxwHgrbfe4t///jctWrSoNtO4ceOMzDNnzhxGjx5NZmYmLpeLMy8e7nK5mDdvnpG5/I1aV3NqnXM2tg7s6p1a5xtqXc3Z1Dqwu3dq3aWZbJ1f3YLmqaeeYubMmVRUVPDrX/+aBQsWEBQURGVlJZmZmcyYMcPofPv27eOTTz4hNzeXuLg4evfuzXXXXWd0plGjRvHggw+SmJgIwLZt23jxxReNfK/WrVvHunXr+OKLL6rdFLxBgwZ0796dDh06+HymM40aNcr4c+hsTzzxBDNnziQoyK9eb5JLUOtqTq1zzsbWgXoXiNS6mrOpdWB379Q6u/nVV1+vXj0AgoKCiI2N9f5w69WrZ8UrJK1ateLuu+8mJiaGl156iV27duHxeLjnnnu48cYbjczkdru9IQNISEjwfh99rUuXLnTp0oXvvvuO+Ph4IzNcTHJyMps2baJz586mR/GKiorixx9/JDw83PQo59i9ezcHDx6stlXF1PPc36h1NafWOWdj68De3ql1dUetqzmbWgd2906tqxlft86vFqkRERGUlpbSoEEDxowZ4z1eVFRk/NWI3bt388knn7BhwwY6depEZmYmMTExHDlyhKefftpYzJKSkliwYAHdu3fH5XKRk5NDUlISeXl5gJn97+Hh4UydOpXt27fjcrmIj49n6NChtGjRwueznCk+Pp4ZM2ZQVVVFUFAQHo8Hl8vFK6+8YmymX/7yl2RkZBAdHV3tOZ6ZmWlsJoD58+eTn59P27Ztq71nSL+41Q61rubUOudsbB3Y2Tu1rm6pdTVnY+vAzt6pdc6ZaJ1fbfe9kLKyMkpLS42+IjFu3Dj69OlD165dCQkJqfaxTz/9lB49ehiZa8KECRf9uIn972PGjOFnP/sZ3bt3B+Dzzz9n5cqVTJ482eeznOmxxx7zRsOGV3ABRo4cSd++fYmOjq4WjaSkJINTwYgRI/jTn/5kdIZApNZdmFrnnI2tAzt7p9aZodZdmI2tAzt7p9Y5Z6J1fnUm9Uy2bb+55ZZb6NKlS7WQffnll6SkpBgLWVVVFf369SMtLc3I419IWVlZte9Jjx49WLFihcGJTmnWrBlRUVFWhax+/fr079/f9BjniI+Pp6CggLZt25oexe+pdZem1tWMja0DO3un1vmOWndptrYO7OydWuecidb55SLVxu03L730Eu+99x5PPPGE9we8ZMkSUlJSjM3kdrtZvny5NTE7fXnr5ORkli5dSlpamneryvXXX294OoiMjGTChAkkJycTHBzsPW7yUuUJCQm88cYbpKamVtsSYmo7z2k9e/ZkzJgxREREEBwc7N1CY+MFCq5kap0zal3N2Ng6sLN3ap1vqHXO2NY6sLt3ap1zJlrnl4vU7du3W7f9JjIykuHDhzNr1iwGDhxIt27dsGGndadOnbxBa9Cggfe4iXu8nX1566ysLO/HXC4XgwcP9vlMZ4qMjCQyMpKKigoqKiqMznLarl27gFPP+TOZ2s5z2gsvvMDjjz9u3RYaf6PWOafWOWdj68DO3ql1vqHWOWdT68Du3ql1zplonV8uUm3cfuNyuYiJiWH8+PE8//zzbN++vdqNg03JyckB4J///Kf3mKl7vP35z3/2+WPWREpKivEzlGcbO3as0ZuZX0jjxo2rXWpe6oZa55xa55yNrQM7e6fW+YZa55xNrQO7e6fWOWeidX65SLVx+01ERARw6oc8ZswYXn/9dfbs2WNsntNsjUd+fj4FBQXVbvTcs2dPgxPBq6++SlFRETfeeCNpaWlER0cbnQdOvek/OTmZtLQ0OnbsaM0r+T/5yU94/vnnSUlJqbaFRle8rF1qnXNqnXM2tg7s7J1a5xtqnXO2tg7s651a55yJ1vnl1X0ff/xxhg4des4p6ebNmxubaevWrXTo0KHaKyN5eXnGX8EpKyvjvffe49ChQ/zmN79h37597N271+h7Kt555x22bNlCQUEB119/PRs2bCAhIYGnnnrK2EynFRUVkZOTQ25uLsXFxaSlpfGrX/3K2DxlZWV8+eWX5OTkkJeXR0pKCt27dychIcHYTHDq/UPn8+ijj/p4Ev+m1jmn1tWMba0DO3un1vmGWuecja0De3un1jljpHUeP/SHP/zB9AjnGDJkiOePf/yjp6ioyHssIyPD4ESnzJo1y7N06VLPyJEjPR6Px1NaWuoZNWqU0ZlGjhzpqays9M5x9OhRz8SJE43OdLbdu3d75syZ47n77rtNj+J1/Phxz9y5cz133XWX6VHER9Q659S6y2Nj6zwe9S7QqHXO2dg6j8f+3ql19vHL7b42br9p3bo1t956K+PHj2f48OF06NDBijfY79+/nxEjRvD5558Dpy57bVpISAhutxu3201xcTHh4eEcPnzY9FgUFBSQk5PD2rVrueqqq0hLS+O+++4zPRZbtmwhJyeHjRs3EhMTw4gRI0yPxGuvvcYdd9xBSEgIkydPZvfu3QwdOtTYZfn9lVrnnFrnnK2tA/t6p9b5hlrnnI2tAzt7p9Y5Z6J1frlILS8vJzg4mM2bN1c7bjJmLpeLlJQUWrduzezZs+ndu7cVe8yDgoIoLy/3zvLDDz9Uu9y1CbGxsfz444/06dOH0aNH06BBA+Lj443OBKeubNa9e3fGjBlD06ZNTY8DnHrfQrt27ejWrRv33ntvtSv5mbRp0ybuvfde/vOf/9C8eXNGjRrFuHHj9ItbLVPrnFPrnLOxdWBn79Q631DrnLOxdWBn79Q650y0zvyztg7Y+F6Q06+utWrVigkTJjB//nx2795teCoYOHAgzz77LIcOHWLOnDl8++23PPLII0ZnKi4uJjc3l2uvvZbk5GRKSkq45pprjM4E8Oyzz3r/OTs7m759+xqc5pTp06cTGhpqeoxznL7C4fr16+nWrZuVM/oDtc45tc45G1sHdvZOrfMNtc45G1sHdvZOrXPOROvqjR8/fnydP4qPvfbaa8TFxeFyuXjmmWdYvHgxTZo0MfofQ79+/bz/HBQURLdu3ejVq5fxJ2HLli1JTU0lNjaWqKgo7rrrLqKioozOFBYWRkFBAVlZWXzwwQfs3buXoqIi2rdvb3SuM/31r3+t9jM15e2337buuQ5w6NAhFi1axLFjx7jnnns4ceIEubm59OnTx+hc/katc06tuzy2tA7s7J1a5xtqnXM2tg7s751ad3EmWmfXTXhqyaZNmwgNDWX9+vU0b96cuXPnsmLFCiOzLFu2DIBFixad87/ly5cbmelMEydO5KqrruKGG24gJSWFxo0bM3HiRKMzdezYkTvuuINBgwbRp08f8vLy+Oijj4zOdDYb3ncCdj3XzzRkyBCeeeYZpk6dSlBQEPXr1ycjI8P0WH7Hpp+/Wldzal3N2PR8P02t8w2bfvZq3eWxvXdq3cWZaJ1fbve1afvNsmXLuO2222jRogVhYWHG5jhbeXk55eXlHD9+nBMnTniPFxcXc+TIEYOTnQpsWVkZ7du3JzExkSlTphAeHm50prNlZmaaHgGAyspKwI7n+tmOHDnC5s2brbkfmj9S6y5Nrfu/saV1YG/v1Lq6p9Zdms2tA/t7p9Zdmq9b55eL1BtuuIEnn3ySkJAQHnroIY4dO1btanC+FB4ezpEjR1i1ahXjxo0zMsP5ZGdn8/7773P06FFGjx7tfQUpNDSUn//850Zni46OZufOnezZs4fQ0FDCwsJo2LAhISEhRuf64IMP6NWrFw0bNmTJkiXs2rWLwYMH07lzZ2MzpaamWvNcP9OF7oemX9xql1p3aWpdzdnYOrCzd2qdb6h1l2Zz68DO3ql1zplonctj0/ntWnTixAlCQ0Nxu92UlZVRUlJCRESEz+f48MMP+eijj9i/f3+1K4d5PB5cLhfz5s3z+Uxn+vDDD0lPTzc6w4WUlJSwatUqVqxYQVFREW+88YbReX73u98xffp0Nm7cSHZ2NoMGDWLevHlMmzbN2Ey5ubm0b9+epk2b8u6777J161buvPNOozd8BnjqqaeYPn06mZmZTJ8+naKiIubOncvYsWONzuWP1Dpn1DrnbGwd2Nk7tc531DpnbG4d2NU7tc45E63zyzOpYM/2m/T0dNLT0/nb3/7Gww8/7PPHv5T09HS+/fZbDh486N1eAGa3Kq1cuZKtW7eSl5dHZGQkvXv3JjEx0dg8p51+PWfDhg306NGDqKgo4+9h+Mc//sGMGTPYtm0bX331FbfeeiuLFy9m8uTJRuey8X5o/kqtc0atc87G1oGdvVPrfEetc8bG1oGdvVPrnDPROr9cpNq4/cbGkAHMnTuX/fv3065dO9zu/11Hy+T3qry8nAEDBhATE0O9evWMzXG2mJgYnnnmGQ4cOMDgwYMpKSkxfk+00z+z9evX07dvX2644QbeeustozOBnfdD80dqnXNqnXM2tg7s7J1a5xtqnXM2tg7s7J1a55yJ1vnlInXNmjXeU9KPPvqo95S0nCsvL49Zs2ZZ8R/labfeeqvpEc5r+PDh7Nq1ixYtWlC/fn2OHz9u/N5tTZs2ZcGCBWzevJnbbruNkydPWvEqoI33Q/NHap1zap1zNrYO7OydWucbap1zNrYO7OydWuecidb55SJV22+ci4qKoqioiCZNmpgexXput5sjR46wevVqAJKSkkhNTTU604gRI9i4cSO/+MUvCAsL4+jRo9x7771GZwK45ZZb2LZtG4sWLfK+opuUlET//v1Nj+ZX1Drn1DrnbGwd2Nk7tc431Drn1Drn1DrnTLTOLxep2n7j3PHjxxk5ciRxcXEEBf3v6WDTpbht8frrr/P9999z0003AacuTvDdd98xePBgYzPVr1+fG2+80fvnJk2aWPF/TB07diQpKYkdO3bwzTffkJWVRUFBgX5xq2VqnXNqnXM2tg7s7J1a5xtqnXNqnXNqnXMmWueXV/edM2cOSUlJJCYmEhwcrO03F7Fly5bzHk9KSvLxJPYbNWoUzz33nPe9AlVVVWRkZDBjxgzDk9nn7PuhJSQkWHU/NH+h1jmn1jmn1jmn1vmGWuecWuecWuecidb55ZlUbb9xTtGqmeLiYho1auT9Zzk/G++H5o/UOufUuppR65xR63xDrXNOrasZtc4ZE63zyzOpcOrVkDNPSYeEhDB79mzTY1lj7NixTJo0ifvuu6/am+tP3+frlVdeMTidnVavXs2bb75JUlISHo+HrVu3MmTIENLS0kyPZi2b7ofmr9S6i1Prak6tqzm1ru6pdRen1tWcWldzvmydXy5Stf1G6oLH4+Gzzz7j/fffZ+DAgbRr146ioiLi4uJMj2ads++HlpCQQGJiIh07djQ9ml9R66QuqHXOqXW+odZJXVDrnDPROr/c7qvtN5cnOzubvn37mh7DWi+++CIul4vy8nJSU1M5ceIECxcuZMqUKaZHs46N90PzR2rd5VHrLk6tc06t8w217vKodRen1jlnonV+uUi9//77gf+dkp4/f7623ziQlZWlmF3Ejh07mDZtGhkZGQA0atSIiooKw1PZycb7ofkjte7yqHUXp9Y5p9b5hlp3edS6i1PrnDPROr9cpJ59Srp3794kJiaaHst6frjzu1bVq1ePqqoq73s9jh07Zt3NsiWwqHWXR627OLVObKPWXR617uLUOrv55XtSly9fTmJiorbfXEJVVRUjR470Xnjg8OHDXH311Yanstdnn31GTk4OO3fupGfPnqxZs4a7776bbt26mR5NApRa54xaVzNqndhGrXNGrasZtc5ufrlIFeeee+45hg0bRrNmzUyPckUoLCzkq6++Ak7d2Lht27aGJxIRJ9S6mlHrRK5Mal3NqHX20iI1wI0bN46dO3cSFxdH/fr1vcczMzMNTiUiUrvUOhEJBGqd+AstUgPcli1bzntcN4MWEX+i1olIIFDrxF9okSoAFBcXU1VV5f1zo0aNDE4jIlI31DoRCQRqnVzp/PLqvuJcdnY2b7/9NiEhIbhcLjweDy6Xi3nz5pkeTUSk1qh1IhII1DrxF1qkBrjly5czc+ZMGjdubHoUEZE6o9aJSCBQ68RfuE0PIGa1aNGi2hvrRUT8kVonIoFArRN/ofekBridO3cyf/582rdvT1DQ/06sDxs2zOBUIiK1S60TkUCg1om/0HbfALdgwQI6duxIdHQ0LpfL9DgiInVCrRORQKDWib/QIjXAVVZWMnToUNNjiIjUKbVORAKBWif+ot748ePHmx5CzDl48CD79++nSZMmVFZWUl5eTnl5OSEhIaZHExGpNWqdiAQCtU78hd6TGuAee+yxc47pUuUi4m/UOhEJBGqd+AstUkVERERERMQaek+qkJ+fT0FBASdPnvQe69mzp8GJRERqn1onIoFArRN/oEVqgHvnnXfYsmULBQUFXH/99WzYsIGEhATFTET8ilonIoFArRN/4TY9gJi1Zs0axo4dS0REBI8++ijTp0+nuLjY9FgiIrVKrRORQKDWib/QIjXAhYSE4Ha7cbvdFBcXEx4ezuHDh02PJSJSq9Q6EQkEap34C233DXCxsbH8+OOP9OnTh9GjR9OgQQPi4+NNjyUiUqvUOhEJBGqd+AstUgNccXExubm5XHvttSQnJ1NSUsI111xjeiwRkVql1olIIFDrxF/oFjQB7uuvv2bbtm1s3bqV/fv3065dO5KSkujfv7/p0UREao1aJyKBQK0Tf6FFqlBVVcWOHTv45ptvyMrKIiQkhNmzZ5seS0SkVql1IhII1DrxB1qkBriJEydSVlZG+/btSUxMJCEhgfDwcNNjiYjUKrVORAKBWif+Qu9JDXDR0dHs3LmTPXv2EBoaSlhYGA0bNiQkJMT0aCIitUatE5FAoNaJv9CZVAGgpKSEVatWsWLFCoqKinjjjTdMjyQiUuvUOhEJBGqdXOl0JjXArVy5kq1bt5KXl0dkZCS9e/cmMTHR9FgiIrVKrRORQKDWib/QIjXAlZeXM2DAAGJiYqhXr57pcURE6oRaJyKBQK0Tf6HtviIiIiIiImINt+kBRERERERERE7TIlVERERERESsoUWqiIiIiIiIWEOLVBEREREREbHG/wOl9+HfOB8KAgAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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        " ] @@ -4459,7 +4459,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] @@ -4480,7 +4480,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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        " ] @@ -4544,7 +4544,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", 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        " ] @@ -4936,7 +4936,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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27bFixQp89tln+Pnnn6FUKqvdHlWJiopS+/ziiy+ipKQEN27cAAAcPHgQhoaG6Nmzp9pyvXv3rlb51Tn3Vdzd3eHu7i59btiwIRo2bIhLly4BgHSbb+/evWFg8H//1fv5+cHFxaXada68fkBAABwdHTWOYz8/Pzg4OEif79+/j19//RV9+/ZVe761WbNmCAgIwN69e9XWb9q0qfTsLFB+bMfExOCnn35CWVlZtct73LXxwYMH2Lt3L2JiYmBgYKB27ZLL5dJxd/nyZVy+fBl9+vRRW79Xr15VPq9rZ2cnHe9V2bVrF2QyGYYOHVrlMllZWfDz84Obm5tae7z22ms4evQoCgoK1JZ/mmu8n58fmjZtKn22traWBmZS0eW4dHFxgbe3t9q06lxfaup4JaJyTPCInpFOnTph//79EEJIz9+pqJ7Du3z5Mi5cuKA22uagQYOwcOFCjBgxAmlpaTh8+DASExMBAMXFxQAANzc3pKamoqysDAMGDICDgwP8/Pw0vjQB5f/hV2RiYqJ1WsXyq8vY2Fjtj7btq3zzzTd47733IJfLsWnTJvz00084ePDgE233URITE3H48GGcOHEC9+7dQ1JSEpydndWWqTyipOpL4ODBgzXqtH37dvz9998AIP3t6OhY5fbz8vJgY2OjMcCE6stvxefLAO37p169ehrTAM12ql+/PoyNjdWmqV7DoUuCd/PmTaxcuVKj7mPHjgVQXm+ZTIa0tDS0a9cOEydORIsWLdC8eXN8++23jyxbFXPlgRZUbe7m5qax3cLCQqmtVfr37y89Kzd8+PDH1umbb77BsGHDsGzZMrRv3x4NGzbEqFGjUFRUVO12qazyID2qOqnqeO3atUfuk8epzrlfVSyqeFTL3b59G6WlpVq3Xd14qlrW3t5e4/iqfE7l5+dDCKF19FYHBweN86Cq7Tx8+BC3bt2qdnmPuzbm5eVBqVRi2rRpGsfd/PnzkZ+fj7KyMly7dk1rXEZGRmjQoIFGDABgbm7+2GvZ33//DRsbG7UfmCrLy8ursp5CCOTn56tNf5prfHX2ry7Hpba4q3N9qanjlYjK6eewcUT/AEFBQfjhhx9w8OBB/Prrr0hISJDmdezYEQsWLJC+dKgSvOLiYmzduhWTJ0/GBx98IC2vGgSkouDgYAQHB6OkpAQHDhzAp59+iqioKFy4cAG2trbPuHblDh8+rPa5ZcuWVS67du1ahIaGYs6cOdK08+fP13hMLVq0QLt27R65TOXRSlVf2GbMmAG5XK6xvOrLkapdr1y5gtatW2st28bGBnl5eXj48KFaknf9+nVpfk3Jz89HaWmpWkKh6k3S5XUEDRo0QMeOHTF+/Hit8xs3bgwAaN68OVauXAkhBI4dO4b58+fjvffeg4uLi0ZPZMWyVbFqm75r1y6NL6MV5wNAWVkZBg4cCEdHRxQWFuKdd9557GAWVlZWmDFjBmbMmIGLFy9i48aNmDBhAkxMTDBr1qxHrvukGjVq9Mh98ii6nPvVYWtrC2NjY63bvnHjhsaPHlWpav3KvTSVz6n69etDJpNJx31F169f1zgPqtqOiYkJ7Ozs8ODBg2qX96hrY7169WBgYIDhw4fjjTfe0FpnAwMDKVGpHJdCodD48UElLy+vyuRPxdbWFnl5eXjw4EGVSZ6NjU2V9ZTJZFrPlydVVburrh+6HpfaRoKuzvXFyMioRo5XIirHHjyiZ0SVtM2cORNCCPj7+0vzAgMDcfr0aaxfvx4WFhbSSI8lJSVQKpUaPQCq0f20MTU1RUhICMaNG4f79+8/k6SpKu3atVP7Y21tXeWyRUVFGvVSjfb2vLVs2RIuLi74/fffNerUrl07vPTSSwCADh06wMrKCosWLaqyrKCgIJSVlWHDhg1q01evXg0TExO14+BpKZVK/Pjjj2rT1q5dCycnJ50SvMjISBw/fhyenp5a61+5900mk8Hb2xtffvklAGgdaVRFNQLhuXPn1KaHhYXBwMAAly5d0rpN1SiXQHnivX//fvzwww9YtmwZNm/ejO+++67a9XN2dsaYMWPw4osvSrGq6lR5JMCn4efnB6VSqTHyX+VjQZsnOfcfxdDQEO3bt8fGjRtRVlYmTT906NBjR1StqPL6Bw4cwOXLlx97HFtaWqJt27bYsGGD2u2xFy9eRHZ2tsaLq3Nzc6UefaD82N6wYQN8fHxgYGCgc3mA9mujpaUlOnbsiGPHjuHll1/WeuwB5b30TZs21RjJ88cff6xy1Njz588/8kcuAAgPD4cQAkuWLKlymaCgIBw8eFBtPymVSqxbtw5t2rSp0feTHjx4UO22zcLCQiQnJ0v7tyaOy+pcX2rqeCWicuzBI3pGPDw80LBhQyQlJaFt27awsrKS5rVp0wZWVlZISkpCcHCw9J9n3bp14efnhzlz5qBRo0awtbXFsmXLNG6HWrhwIbKystC1a1c0bdoUt2/fxowZM9C4ceMqe5aet8jISMyaNQufffYZfHx8sHv3bmzcuPF5hwWgPGFJTExEdHQ0Hj58iD59+sDW1hY3btxAdnY2nJycMHr0aFhbW2PGjBl4//330atXL8TGxsLa2hpHjx6FmZkZ3n//fXTp0gWBgYF45513cOvWLXh6emLHjh1YsmQJJk6cWKO9q9bW1hg3bhxu374Nd3d3rFmzBunp6dKrEapr6tSp8PHxQadOnRAXFwcXFxfk5+fjxIkTOHfuHJYtW4bjx4/jgw8+QN++feHm5galUokVK1bAyMgIISEhVZZtYmICX19f/PTTT2rTXV1dMX78eMTFxeHUqVMICgqCmZkZcnNzkZaWhiFDhiA4OBiHDh3C5MmTER8fL33pfO+99zB69Gh06tQJrVq10rpdf39/9OjRAy+++CKsrKywd+9eHDt2DAMHDgRQfttXgwYNsHbtWrz00kuwtLREs2bNHtsD8yjh4eEICAjA22+/jdu3b8PNzQ0bN27EsWPHAEDt2aLKqnvu62LKlCkIDw/HK6+8gmHDhuHWrVuIj49Xe1bucQoLC9XWnzhxItzd3avs/apo2rRpiIqKQrdu3fDee+/h3r17iI+PR926dTFmzBi1Ze3t7dG3b19MmTIFdnZ2+Pbbb/HXX3+p3QJcnfKqc2388ssv0alTJ0RERGDw4MFo1KgRbt++jV9//RVKpRIzZ86EgYEB4uPjMWTIEAwaNAj9+vXDmTNnMHPmTK0JlhACP/30E957771HtklwcDB69eqF0aNHIzc3FyEhISgtLUVWVhaioqLQuXNnjBo1CitWrEBYWBimTJmCOnXqYMGCBfjrr7+k10/UFHt7e4SHh2Py5MkwNTXFrFmzcP/+fXzyyScAaua4rM71BaiZ45WI/r/nMrQL0X9E7969BQCto/mFhYUJAGLy5Mlq08+fPy8iIyOFlZWVsLOzE8OHDxfbt29XG4UvOztb9OjRQzg6OgoTExPh4OAgevfurTa0tWqEtYojzglRPnJabGys2jRtrxio6VE0i4qKxDvvvCNsbW2FlZWViIqKkkYbrThCZk2/JqEyAGLSpEla52VnZ4uoqChRr149YWpqKpydnUXfvn1Fdna22nIbNmwQPj4+wszMTFhbWwsfHx+RlJQkzb97964YPny4cHBwEMbGxsLd3V18+eWX0miLj4p34MCBokmTJo+NW7XcgQMHRLt27YSpqalwcnLSGJ2vOqNoCiFEbm6uGDx4sGjcuLEwNjYWDg4OQi6Xi1WrVgkhykdpfOONN4S7u7swNzcX9evXF506dRIpKSla27KiBQsWCEtLS3Hv3j2NeStXrhS+vr7CwsJCWFpaCg8PDzF8+HCRm5sr7t69K5o3by46deqkNrLegwcPROvWrYW3t7coLi4WQmiOfDlu3Djh7e0t6tSpIywsLKSh5CvavHmzaNWqlTAyMlIb+bSqUTQr7yttbXvz5k3Rt29fYWVlJerWrSsGDBggVqxYIQCIo0ePPrKdqnPuq+ILCAjQWF/bfv3hhx9EixYthImJiXjhhRfEpk2bNOpXVSwARGJiohg1apSwtbUV5ubmomvXruLcuXMa2618TVHZuXOn8PPzE2ZmZqJOnTqiR48eatepivXZunWr8PT0FCYmJqJFixZi7dq1OpdXnWujEEL88ccfom/fvsLOzk6YmJiIJk2aiO7du4vk5GS15b766ivh5OQkTE1NRdu2bcW+ffu0trNqdNHffvvtke0qhBClpaUiISFBuLu7C2NjY2Frayu6dOmiFuPJkydFdHS0qFOnjjA1NRW+vr5i586dauXUxDU+NjZWLF68WDRv3lyYmJgIb29vkZGRobbu0x6XQjz++qLypMcrEamTCfGYYe+IiOgf580330R6ejouX778vEN5rIKCAjg6OmLBggV4/fXXn3c4tS4uLg7Lly9HXl6exu2u/1Sql8EvXrwYQ4YMeabb6ty5MxQKBfbv3/9Mt/Msvfvuuzhx4kSVL0L/J3JxcUFgYCC+//775x0KEdUw3qJJRETPVJ06dTB+/Hh8/vnniI2N1en20X+bFStW4O7du/D09MTDhw+RkpKCb7/9FmPHjv3XJHekm+vXr+N///sfUlJSnncoREQAmOAREVEtGD16NJRKJa5duyaNyqmPLC0t8dVXX+Hs2bMoKSlBs2bN8Nlnn0lDwpP+uXDhAubMmaP2uhsioueJt2gSERERERHpCb4mgYiIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPcEEj4iIiIiISE8wwSMiIiIiItITTPCIiIiIiIj0BBM8IiIiIiIiPWH0vAN4ElevXq2RcmxtbXH79u0aKasmMS7dMC7dMC7dMC7dMC7d/FPjAv65sTEu3TAu3TAu3TAu3dRkXI0bN65yHnvwiIiIiIiI9AQTPCIiIiIiIj3BBI+IiIiIiEhP/CufwatMCIHi4mKUlZVBJpNVe70bN26gpKTkGUb2ZBiXbhiXbhiXbhiXbp4kLiEEDAwMYGZmptM1nIiIiDTpRYJXXFwMY2NjGBnpVh0jIyMYGho+o6ieHOPSDePSDePSDePSzZPGpVAoUFxcDHNz82cQFRER0X+HXtyiWVZWpnNyR0RE/xxGRkYoKyt73mEQERH96+lFgsdbeoiI/v14LX82unXrhhYtWsDV1RVdunTBwYMHAQBXrlzBoEGD4ObmBg8PD8TFxWld/+TJkwgKCkLz5s3RqlUrDBgwANeuXavNKhARkQ70IsH7r8rOzsbhw4elzytXrsSGDRueutzc3Fxs3rxZ+nzs2DF88sknT12uNosXL5ZiXrduHa5fv14j5c6ZMwcLFy586nLmz5+PTZs2Vau8kSNHYvv27dUuOzc3FyEhIQCAP//8EyNHjnyqWImItGnbti2mTZuGkSNH4vfff8eHH34IIQSGDBmCrKwsvPvuu5g0aRJsbGy0rm9gYIDo6GjMmjULXbp0we7duzF37txargUREVWXXt7XGL36ZI2WtzXWo0bLqyk5OTmwtLRE+/btAQBvvPFGjZSrSvB69uwJAPDy8oKXl1eNlF2RQqHAunXrkJKSAgDYsGEDPDw84ODgUOPb0oUQQhr0Yc+ePfjuu+9w/vz5Z7rNVq1a4dq1a7hy5QqaNGnyTLdFRP8tkydPRn5+Pi5evIh58+bBwMAABw4cwPHjxzFixAgMHz4cpqamVfagtmjRAnFxcSgoKEBpaSnWrVsnLZuSkoJp06bh6tWrqF+/PqKjoxEfH1+b1SMiokrYg1dDfvzxR0RFRSEsLAzjxo2DUqnE0aNHIZfLUVxcjKKiIgQHB+PkyZMoKirC6NGjERUVhfDwcKSmpgIAlEolpk6dik6dOkEul2PZsmUAAF9fX+Tl5QEo703r3bs3cnNzsWrVKixevBhhYWE4dOiQWi/TiRMn0K1bN8jlcgwePBh37twBAPTu3RvTp09HVFQUAgMDcejQIY26fPbZZ/jpp58QFlg5ABUAACAASURBVBaGRYsWITs7W0oe58yZgw8++AA9e/aEj48PduzYgYSEBISGhiI2NhalpaUAgOPHj6NXr16IjIxE//79cePGDY3tHDhwAK1bt4aRkRG2b9+OY8eOIS4uDmFhYXjw4AH27duH8PBwhIaGYvTo0dLIfL6+vtI2o6Kiqky+fv/9d3Tv3h0BAQFYvXo1AOD+/fvo06cPIiIiEBoaKrV9bm4uOnbsiBEjRiAkJARXr15FYWEhSktL0aBBA7VyV69eja5du0Iul2Po0KF48OCBNG/fvn3o0qULAgMDsWvXLmm/Tps2TVpn1apVWuMNCwvD1q1btc4jInpSBQUFePHFF9GtWzeYmJjgiy++wOnTpwEAO3bsgJubG1q2bImlS5dWWcbu3bvh5eWFsWPHomXLlvjwww8BAF988QWKi4sxa9YsDBs2DBYWFrVSJyIiqhoTvBpw+vRpbNu2DVu2bEFaWhoMDQ2xadMmeHt7IywsDJ9//jkSEhLw6quvwsPDA/PmzUNAQACSk5OxYcMGTJs2DUVFRfj++++Rm5uL3bt3Iz09XepB06Zp06YYMGAAhg4dirS0NPj6+qrNHzlyJCZNmoT09HR4eHjgyy+/lOYpFAokJydjypQpatNVPvroI/j4+CAtLQ1vv/22xvyLFy9i/fr1WL58Od5//3106NABGRkZMDMzQ0ZGBkpLS/Hxxx9j0aJFSElJQd++fTFr1iyNcg4fPoyXXnoJQPkzIl5eXpg/fz7S0tIgk8kwatQofPvtt8jIyIBCocDKlSulda2trZGRkYE333wTH3/8sdY2+vPPP7F+/XokJSVh7ty5uH79OkxNTbF06VKkpqZiw4YNmDp1KoQQAIDz589j4MCByMzMhKOjI/bt24fAwECNcrt06YIdO3YgPT0dbm5uWLNmjTTv8uXLSE5OxsqVKzFu3DgUFxdjzZo1sLa2xo4dO5CcnIwffvgBly5d0ijXy8tLa8JNRPQ0LC0tsWbNGkybNg0lJSWYPXu29IOZsbExli5dCicnJ8THx+Ps2bNay2jfvj2+//57DB48GKdOncL3338PAGjWrBnu3LmDvXv3QgiB2NjYWqsXERFpxwSvBuzfvx+//fYbunbtirCwMOzfv1/6Aj9q1ChkZWXh+PHjeO+99wAAWVlZSExMRFhYGHr37o2SkhJcuXIF+/fvx4ABA6QRQevXr/9E8RQUFODu3bvw9/cHAMTExKglDl27dgUAvPTSS7h8+bLO5QcHB8PY2BitWrVCWVkZgoODAQAeHh7Izc3F2bNncerUKfTr1w9hYWH4+uuvtT6Qf/PmTY3eMZWzZ8/CyckJrq6uWuvwyiuvSH//8ssvWsuIiIiAubk5bGxs0KFDBxw9ehRCCMycORNyuRx9+/bF9evXcevWLQCAo6Mj2rZtK62/Z88eqW4VnTp1Cj179kRoaCg2b96MU6dOSfO6d+8OAwMDNG/eHM7Ozjhz5gz27t2LjRs3IiwsDN26dUN+fr7WXscGDRpo7ekkInoaRkZG6NSpE9566y14e3sjOzsbjRs3BgCEhoZKdzQIIZCbmyu9W1Z1RwZQfn0KDg5GfHw8DAwMkJSUBKD8OeU5c+agYcOG+Pbbb9G9e/fnUkciIvo/evkMXm0TQiAmJgYTJ07UmJefn4+ioiIoFAqUlJTAwsICQggsWrQIbm5u1Sq/4vDhNfFiYxMTEwCAoaEhFAqFzuubmpoCKH/w3sjISHoWw8DAAEqlEkIItGjRQvoCUBUzMzMUFxfrvH1AfbS9qp4bqTxdJpNh06ZN+Pvvv7Fz504YGxvD19dXatPKtxYdOXIEM2bM0Ch31KhRWLp0KTw9PbFu3Trk5OQ8cpsAkJCQgM6dO6vNy83NVftcUlICMzMzrXUhInoSe/bsQVJSEtq1a4erV6/i559/hp2dHcLCwmBra4vk5GS4uLggOTkZlpaWaN26NS5fvgw/Pz906dIFS5YswTfffIPCwkK4urriwIEDKCsrg7u7OwBgxowZcHR0xAsvvICsrCycO3cOCoWCry4iInqO2INXAwIDA7F9+3bcvn0bQHlSp+oZGz9+PMaOHYuePXti+vTpAICgoCAsX75cujXwxIkTAICOHTti1apVUtKVn58PoLxn6fjx4wCA5ORkabuWlpa4d++eRjx16tRB3bp1pR6vH3/8EX5+ftWuj5WVFe7fv1/9BqjE1dUVeXl5+PnnnwEApaWlar1cKm5ubrhw4YL0uWJ9XF1dkZubK/V0Va7Dtm3bpL8r9rpVlJqaiuLiYuTl5SEnJwdeXl4oLCyEra0tjI2NceDAgSp7ME+dOgU3NzetL2y+d+8e7O3tUVpaqjbaKABs374dZWVluHDhAi5evAhXV1cEBQVh5cqV0q/hZ8+eRVFRkUa5586dQ8uWLbXGQ0T0JOrVq4cjR47g448/xpIlS9C+fXusWLEC5ubmWLRoEUxNTTFp0iSYm5tjyZIlsLW11SijQYMG2LJlCyZMmIC9e/filVdekf4/UygUSExMxNixY3Hv3j0kJCQwuSMies54Fa4BLVq0wLhx4/Daa69BCAEjIyNMnz4dOTk5MDY2Rs+ePaFUKhEdHY39+/dj5MiRiI+Ph1wuR1lZGZo2bYqVK1eif//+OHfuHIKDg2FoaIjY2FgMGjQIo0ePxpgxYzB79mzptkugfFCOYcOGITU1FQkJCWoxffXVV5gwYQKKi4vh5OSk9Vm7qrRq1QoGBgaQy+Xo06cPWrdurVN7mJiY4LvvvsOnn36KgoICKJVKDBkyRCN5CQkJwYgRI6TPffr0wYQJE2BmZoZt27bhyy+/xLBhw6BUKuHl5YUBAwZIy969exdyuVzaVlX1iImJQV5eHkaOHAkHBwe8+uqrGDhwIEJDQ/HSSy9V2YuamZmp0eOmMnbsWHTr1g0NGjRAmzZt1JLsxo0bIyoqCoWFhfj8889hZmaG/v37Izc3F5GRkRBCwMbGRhpAp6Ls7GyEhoZW2a5ERLry9vbG7t27tc7z9fVFRkaGxvSmTZviypUrsLW1xe3bt9G/f3/0799faxkJCQka//8QEdHzJROqbqR/katXr6p9LioqeqKRu4yMjJ7oFsVn7b8U1+DBgzFp0iQ0b9682uv4+vpi586d0jubnkVc/fr1w7x582Bvb//EZegSV0lJCXr16oUtW7Y881+//0vHV01gXLp5mrie9FpeHapk5Z/mnxoX8M+NjXHphnHphnHphnHppibjUj1LrQ178Oi5mjhxIm7evKlTglcb1q5dW6vbu3LlCj766CPe2kREz1xNviv2n/qeWCKi/zJ+m6Tnys3NrdqDzajo46sEmjdv/o9LcomIiIjo34eDrBAREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4D1DixcvxoMHD3Reb+3atbh+/XqNxHD37l2sWLFC+nz9+nUMHTq0RsquLCUlBXPnzgUAjBw5Etu3b6/2uidOnFB7H1N2djYOHz5c4zEC5a9ZyMvLe+pyIiMjUVJSUq3y3N3ddSp7zpw5WLhwoU7r1FS9ntSTHO8DBgzA3bt3q5z/4Ycf4q+//gJQdRvqeqz9/fff6NatG8LDw594wJ5169apnaMV4/wn2bRpE+RyOUJDQ9GjRw/8/vvv0rzMzEx07NgRAQEBmD9/vtb1S0pK8M477yAgIADdunVDbm7uU8eUlpaG2bNnP3U5REREpJ1ejqKpHNqjestVszzDxdueKI4lS5agV69eMDc3r/Y6SqUS69atg7u7OxwcHJ5ouxUVFBRg5cqVePPNNwEADg4OWLx48VOXq82CBQvUkkld/P777zh+/Lj0ou+cnBxYWlqiffv2NRjh01MoFDAyMsKlS5fg4OAAU1PT5x1SjVDV62k8yfG+atWqR87/4osvniombfbv3w8PDw+dylYqlTA0NJQ+b9iwAR4eHtI5+izi1NWdO3dQr149tWlNmzbFxo0bUa9ePezevRvjx4/H9u3boVQqMWnSJKxZswaNGjVC165dER4ejhYtWqitv2bNGtStWxcHDhzA1q1bMX36dJ1/eKhMLpdj9uzZiIuL0+lYISIiouphD14NKCoqwoABAyCXyxESEoKtW7di6dKluHHjBmJiYtC7d28AwIQJE9ClSxcEBwerfSH09fXF9OnTERERgS1btuDo0aOIi4tDWFgYHjx4oNYzc+zYMam8OXPm4P3330f37t0REBCA1atXa8T22Wef4eLFiwgLC8O0adOQm5uLkJAQAOW9EG+99Rb69esHX19fLF++HN999x3Cw8PRrVs35OfnAwAuXLiA2NhYhIWFoWfPnjhz5ozGds6ePQsTExPp5eMAsG/fPnTp0gWBgYFIS0sDABQXF2PUqFEIDQ1FeHg4Dhw4gIcPH+KLL77Atm3bEBYWhsTERKxatQqLFy9GWFgYDh06hNzcXMTExEAul6NPnz64cuUKgPLem3HjxqFbt27w9/dHdnY2Ro8ejaCgIIwcObLKfbZgwQKEhoYiKioK58+fBwDs2rVL6tnp27cvbt26pdbO0dHRGDFiBIDy3o/OnTtrlPvWW28hMjISwcHBWLlypdq8+Ph4BAcHo0+fPvj777/V2jYyMrLKttVFdep18+bNKuulkp2djd69e2Po0KHo1KkT4uLiIIQAUL5fw8PDERoaitGjR6OkpETr8a6SmZmJt99+W63sN954A8D/9ToWFRUhNjZW7RwCgN69e+PYsWOPbMOKjh8/jl69eiEyMhL9+/fHjRs31OafOHECCQkJSE1Nlc6vLVu2IDQ0FCEhIZg+fbq0rLu7O6ZMmYLg4GD88ssv0vTt27fj2LFjaudoxTjd3d0xbdo0BAcHo2/fvjhy5Ah69+4Nf39/7Nq1C0B5wjht2jR07doVcrlcSnRv3LiBV199FWFhYQgJCXlsD+Pt27excOFChISEYNs2zR+i2rdvLyV9L7/8Mq5duwYAOHLkCFxcXODs7AwTExNER0cjNTVVY/1du3YhJiYGABAVFYX9+/dDCPHIa0eXLl2ka8fSpUvRuXNnyOVyvPvuuwAAmUwGf39/6ZpARERENYsJXg3IzMyEg4MD0tPTsXv3bgQHB2Pw4MGwt7fHhg0bsHHjRgDA+PHjsXPnTqSnp+PgwYP4448/pDLq16+P1NRU9OrVC97e3pg/fz7S0tIe+wv3n3/+ifXr1yMpKQlz587VuLXzo48+grOzM9LS0vDJJ59orH/q1CksWbIEO3bswKxZs2Bubo5du3ahbdu2Utzjxo3DtGnTpDImTpyoUc7PP/+MF198UW3a5cuXkZycjJUrV2LChAkoLi7GihUrIJPJkJGRgQULFmDkyJEoKyvDhx9+iB49eiAtLQ3Dhw/HgAEDMHToUKSlpcHX1xcff/wxYmJikJ6ejldffVWtLnfu3EFSUhImT56MQYMGYejQocjMzMTJkydx4sQJre1mbW2NjIwMvPnmm4iPjwcA+Pj4ICkpCbt27UJ0dDQWLFggLX/69GmsXbtWmrZnzx4EBwdrlDtnzhykpKRgx44dWLJkiZSYFxUVwcvLC5mZmfD398eXX36p1rYpKSlVtq0uqlOvxMTEKutV0YkTJzBlyhTs2bMHFy9exOHDh6UE/dtvv0VGRgYUCgVWrlyp9XhX6dixI44cOYKioiIAwLZt2xAdHa22TGZmJuzt7dXOocqqakOV0tJSfPzxx1i0aBFSUlLQt29fzJo1S22Z1q1bqx1rd+/exfTp07F+/Xrs2rULR48eRUpKirS9Nm3aIDMzEz4+PlIZ3bp1g5eXV5XnaFFREQICApCZmQkrKyt8/vnnWLNmDZYsWSLdmrhmzRpYW1tjx44dSE5Oxg8//IBLly5h8+bNCAoKQlpaGtLS0uDp6anRDmVlZcjMzMTgwYPRu3dvFBcX4/vvv5eS5qqsXbtWatfr16+jcePG0rxGjRppvS284nJGRkaoU6eOlLxVde1o166ddAwkJiYiNTUV6enpmDlzplSul5cXfvrpp0fGS0RERE+mVm7RfPjwIeLj46FQKKBUKuHn54c+ffogMTERf/zxBywsLAAAw4cPh4uLS22EVKM8PDwwdepUTJ8+HXK5HL6+vlqXS0pKwurVq6FUKnHjxg2cPn0aL7zwAgCgR4/q3VZaWUREBMzNzWFubo4OHTrg6NGjiIyMrPb6HTp0gJWVFaysrGBtbY2wsDAAQKtWrfDHH3/g/v37+OWXXzBs2DDIZDIIIfDw4UONcm7cuIEGDRqoTevevTsMDAzQvHlzODs748yZMzh8+DAGDRoEoPwl546Ojjh37txj4/zll1+wZMkSAECvXr2QkJAgzQsPD4dMJoOHhwdsbW3RqlUrAECLFi1w+fJltG7dWqO8V155Rfp78uTJAIBr167h3Xffxc2bN/Hw4UM4OTmpbUP1Rf7hw4e4du0anJ2dNcpdtmwZdu7cCQC4evUqzp8/DxsbGxgYGEj7+NVXX8WQIUPU2lZFW9vqojr1qhh3xXpV5u3tLX259/T0RG5uLiwtLeHk5ARXV1cAQExMDP73v/898rlOIyMjBAcHIy0tDVFRUcjIyMDHH3+stoyHhwemTZv2yHNIWxtWdPbsWZw6dQr9+vUDUJ4INWzYsMq4gPIecX9/f+nYffXVV3Hw4EFERkbC0NAQUVFRj1xfGxMTEymR8vDwgImJCYyNjdGqVStcvnwZALB37178+eefSE5OBgAUFhbi/Pnz8Pb2xpgxY6BQKBAREaH12H3rrbfw22+/Ye7cuejYsSNkMtljYzpw4ADWrFmDzZs361yfqjzq2qH6YaVVq1aIi4tDZGSk2nXJ1tZWo3eViIiIakatJHjGxsaIj4+HmZkZFAoFPv30U3h7ewMoH2TBz8+vNsJ4ZlxdXZGSkoLdu3fj888/R2BgIEaNGqW2zKVLl/Ddd98hOTkZ9erVw8iRI1FcXCzNVyW52hgZGaGsrAxA+aAHFVX+cledL3sVmZiYSP82MDCQnimTyWRQKpUoKytDnTp1kJaWBiMjIygUCq3lmJmZobCwsEZjqy5VzBXjV32uKt6Ksaj+/cknn+Dtt99GeHg4srOz1XqIKu6fQ4cOqfXoqGRnZ2Pfvn1ISkqCubk5YmJiNPZXxW1WbNvqUCqV0pfk8PBwjB079onqpRoIp3K9Kqt4bBgaGlbZltXRo0cPrFixAvXq1YOXlxesrKzU5ru6uiItLQ27du2q8hyqrPLxJIRAixYtkJSU9MRxVmRqaqr23F11GRkZSbFVPCYrH48JCQlab/P98ccfkZGRgVGjRuHtt9+WbpFUmThxIlavXo2PPvoIHTt2RN++faXrqTZ//PEHxo4di1WrVkm3UDs4OODq1avSMteuXdP6zK9qucaNG0OhUKCgoAD169cHUPW1w8DAAEpl+RPOK1euxMGDB5GWloavv/4aGRkZMDIyQnFxMczMzKpuRCIiInpitXKLpkwmk/4zVyqVUCqVz+zL/vNw/fp1mJubo1evXnjnnXfw22+/AQCsrKxw7949AOW/0Jubm6NOnTq4desWMjMzqyzP0tJSWg8AHB0dcfz4cQCQfvFXSU1NRXFxMfLy8pCTkwMvL69HlqUra2trNG3aVPrSLIRQG4lPxd3dHRcuXFCbtn37dpSVleHChQu4ePEiXF1d4ePjI/UinD17FleuXIGrq6taW2mLu127dtJzWZs2baqyl7S6VM8rbdu2DW3btgVQPiCN6kvuhg0bqly3qtszCwsLUbduXZibm+PMmTNqz22VlZVJ+27z5s3w8fGpdtuqGBoaSrfuaUvunrZe1eHq6orc3Fzp+b4ff/xR+oGm8j6syN/fH7/99htWr16ttbe6qnOoIm1tWDm2vLw8/PzzzwDKb9k8derUI+vj7e2NgwcPIi8vD0qlElu2bIG/v/9jWuHpz6ugoCCsXLkSpaWlAMrPhaKiIly+fBl2dnaIjY1F//79tbZDy5YtMXXqVGRlZcHPzw+zZs2CXC7H3r17NZa9cuUKhg4dinnz5km9rqp6nz9/HpcuXcLDhw+xdetWhIeHa6wfHh4uHTPJyckICAio9rW7rKwMV69eRUBAACZNmoTCwkLcv38fAHDu3Dm0bNmyWuUQERGRbmptFM2ysjKMHz8e169fR0REBNzd3bFr1y6sWbMGGzduROvWrREbGwtjY+PaCqnGnDx5EgkJCZDJZDA2NsaMGTMAALGxsYiNjYW9vb1Ux06dOqFx48aPHB2yX79+mDBhAszMzLBt2zaMHj0aY8aMwezZszW+fLZq1QoxMTHIy8vDyJEjNX6Ft7GxQfv27RESEoLg4GBpNE1dzJ8/HxMnTsTXX3+N0tJSREdHazwb5Ofnh6lTp0IIIX0BbNy4MaKiolBYWIiZM2fCzMwMAwcOxMSJExEaGgpDQ0PMnTsXpqam6NChAxITExEWFiYNXjFs2DCkpqYiISEBCQkJGDVqFBYuXAgbGxu1XqgncffuXcjlcpiYmEjPpI0ZMwbDhg1D3bp1ERAQUOWQ8Dk5Ofjwww81pnfu3BmrVq1CUFAQXF1dpQQLKO8pO3LkCObNm4cGDRpIIxGq2nbevHlQKBRa27am66W6TfBJmJmZ4csvv8SwYcOgVCrh5eWFAQMGANA83isyNDSEXC7H+vXrMW/ePI1yqzqHKqqqDVVMTEzw3Xff4dNPP0VBQQGUSiWGDBnyyETC3t4eH330EWJiYiCEQGhoKCIiIh7bDn369FE7R3XVv39/5ObmIjIyEkII2NjYYNmyZcjOzsbChQthZGQES0tLrW1Vsb7R0dGIjo7G5cuXtb4iY+7cucjPz8dHH30EoLx3cefOnTAyMkJCQgL69++PsrIy9O3bV2qn2bNnw8vLC+Hh4ejXrx9GjBiBgIAA1KtXT+uzmlVRKpV4//33UVhYCCEE3nrrLdStWxdAeW/30z5vSkRERNrJhGpovFpy//59fPHFFxg0aBCsra1Rr149KBQKfPfdd3BwcNAYgQ8A0tPTkZ6eDgCYOXOmxnNKN27c0Jvh6nUxe/ZsWFpa4r333nveoQAAJk2ahPDwcAQFBT3vUJ6Zq1evYsyYMVizZs3zDoXoX+nmzZt499138eOPP2rMKykpgb29/TPZ7qNuMX+enkdcAfP211hZBz4IrLGyqov7UjeMSzeMSzeMSzc1GVfFRyU0tlMjW9CBpaUlPD09cfToUelWLWNjYwQHB1f57IxcLodcLpc+3759W21+SUnJEz8r82/e+WVlZSgrK6u1Ojwurri4OBw5cqTW27Q292PDhg2xatWqam3v33581TbGpZt/a1yXLl3CJ598onWZkpISjet7TbG1tX1mZT+Nf2pc1fU8Yv+nthnj0g3j0g3j0s1/Ia6Ko2FXVisJXkFBAQwNDWFpaYmHDx/i+PHjiI6ORn5+PurXrw8hBA4fPoymTZvWRjh6Y8yYMc87BDV2dnZan+MhIlJ51IAwRERE9PRqJcHLz89HYmIiysrKIISAv78/2rZtiylTpqCgoAAA4OzsrPYyZCIiIiIiItJNrSR4zs7O+PzzzzWmq17E/LRq+TFCIiJ6BngtJyIienq18pqEZ+1R7zsjIqJ/PoVCAQMDvfgviYiI6Lmq9UFWngUzMzMUFxejpKREp/frmZqaVvki6ueJcemGcemGcemGcenmSeISQsDAwIAvPyciIqoBepHgyWQymJub67zef2GEnZrEuHTDuHTDuHTDuIiIiEgb3g9DRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6QkmeERERERERHqCCR4REREREZGeYIJHRERERESkJ5jgERERERER6Qmj2tjIw4cPER8fD4VCAaVSCT8/P/Tp0wc3b97EV199hcLCQjRv3hzvv/8+jIxqJSQiIiIiIiK9UyvZlLGxMeLj42FmZgaFQoFPP/0U3t7e2L59O6KiohAQEIBFixZh9+7dCA8Pr42QiIiIiIiI9E6t3KIpk8lgZmYGAFAqlVAqlZDJZPj999/h5+cHAOjcuTMOHz5cG+EQERERERHppVq7H7KsrAzjx4/H9evXERERAXt7e1hYWMDQ0BAAYGNjg7y8PK3rpqenIz09HQAwc+ZM2Nra1khMRkZGNVZWTWJcumFcumFcumFcumFcuvmnxlVdzyP2f2qbMS7dMC7dMC7d/NfjqrUEz8DAALNnz8b9+/fxxRdf4OrVq9VeVy6XQy6XS59v375dIzHZ2trWWFk1iXHphnHphnHphnHphnHp5p8aV3U9j9j/qW3GuHTDuHTDuHTzX4ircePGVc6r9VE0LS0t4enpib/++gtFRUVQKpUAgLy8PNjY2NR2OERERERERHqjVhK8goIC3L9/H0D5iJrHjx9HkyZN4OnpiYMHDwIA9uzZg3bt2tVGOERERERERHqpVm7RzM/PR2JiIsrKyiCEgL+/P9q2bQtHR0d89dVXWLt2LZo1a4aQkJDaCIeIiIiIiEgv1UqC5+zsjM8//1xjur29PWbMmFEbIRAREREREem9Wn8Gj4iIiIiIiJ4NQwXwqQAAIABJREFUJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJJnhERERERER6ggkeERERERGRnmCCR0REREREpCeY4BEREREREekJo9rYyO3bt5GYmIg7d+5AJpNBLpeja9euWL9+PTIyMlCnTh0AwGuvvYaXX365NkIiIiIiIiLSO7WS4Bka/j/27j0+5/r/4/hjJ2zT5jCGy/a1g40wq5xCCCtGJkQHpymHJClTlnJohBi+qqUy1chhX6QcOhhCTq1yyKnRnJrjjuYw2uH3x367am24LnZy9bzfbm52fQ7v6/n57HPt+rw+78/Bhn79+uHp6cnVq1cZO3Ysfn5+AHTp0oVu3bqVRAwRERERERGLViIFXuXKlalcuTIA9vb2GAwGkpOTS+KtRURERERE/jWscnJyckryDc+fP8+ECRMIDw9nzZo1bN68GXt7ezw9Penfvz8VK1YsME9MTAwxMTEATJs2jevXrxdJFltbWzIzM4ukraKkXOZRLvMol3mUyzzKZZ7SyNXqvz8UWVvbXmpdZG2ZSr9L8yiXeZTLPMplnqLMVa5cuRuOK9ECLyMjgwkTJtCjRw+aN29Oamqq8fq7ZcuWkZKSwvDhw2/ZzunTp4skj4uLC4mJiUXSVlFSLvMol3mUyzzKZR7lMk9p5Ar6/HCRtfXlM/WKrC1T6XdpHuUyj3KZR7nMU5S5atWqdcNxJXYXzczMTMLDw3nooYdo3rw5AJUqVcLa2hpra2s6dOjA77//XlJxRERERERELE6JFHg5OTnMmzcPg8FA165djcNTUlKMP//444+4ubmVRBwREZE7Eh8fT69evWjQoAE+Pj48+eSTHD9+nKSkJAICAvD29sbHx4eePXty+PCNe8y2bt1KYGAgHh4e+Pv7M3/+/Hzjf/jhBwwGAwaDgb179xb3YomIiAUokZus/Pbbb2zZsgV3d3fGjBkD5D4SYdu2bRw/fhwrKyuqVavGkCFDSiKOiIjIHTl79iw5OTmEhIQQHx/PggULCAkJ4cMPP6R9+/Z4eXkRFxfHBx98wKRJk1iyZEmBNs6fP0+3bt2oXLky48eP5/r161hb/3Xc9erVq7z22mvY29tz9erVklw8ERG5i5VIgVevXj2io6MLDNcz70RE5G7UpEkTVqxYYXy9cuVK4uLiqFq1Kq+++iqpqalUq1aNDz74IF/R9nefffYZV65cITIykqZNm2Jvb59vfHh4OPfccw/3338/K1euNA6PjY0lNDSU+Ph4HB0deeihh4iIiCieBRURkbtOiV2DJyIiYin+fveyvXv3kpqaary+/NChQ/j5+dG3b19q1KjBpEmTCm0jLi4OgPHjx+Pt7U2zZs3Yvn07APv37+eTTz5h5syZ2NjY5JsvIiKCEydOMGXKFF5++WWqVKlSHIsoIiJ3KRV4IiIit+no0aMEBwfj5ubG5MmTAfDw8GDx4sWMGTOGc+fO3bB3Le+RP/feey8RERGkpqby4osvAvDmm2/SpUsXHB0duXz5MgBnzpwhIyMDDw8PMjIy2LhxI+np6QwcOLD4F1RERO4aKvBERERuQ1xcHL169cLOzo7o6GhcXV0BcHR0pG3btowaNYpatWqxevVqALKzs8nIyDA+A8nd3R2A3r17ExQUhK+vL+fOnSMjI4PTp0+zYsUKWrduzbp16wB49tln2bdvH+PGjWP+/Pl4eHiwdOlSOnfuTFpaWimsARERKYtK5Bo8ERERS5KQkMATTzxBSkoKr776Krt372b37t1kZGRw4MABGjRowMGDB0lISMDf3x+AnTt38sQTTzBw4ECmTJnCE088wYIFC4iMjOTYsWMcPHgQf39/KlSowNSpU7ly5QoAn376KTt27GDcuHF4e3vz7rvvUr58eXx8fKhVqxYnT57k0qVLODs7l+YqERGRMkIFnoiIiJlOnDhhfFjt1KlTjcM//fRTNmzYwMKFC3FwcKBjx45MmDCh0Db8/PyYO3cub7/9Nrt27aJ58+a8/fbbALRv3944XUxMDACtWrWiSpUqWFtbs2DBAi5cuEDlypUJCQnBYDAU16KKiMhdRgWeiIiImVq2bElCQkKh4wICAkyeZ+jQofTs2fOm7zVnzhzmzJljfD1y5EhGjhxpZmIREfm30DV4IiIiIiIiFkIFnoiIiIiIiIXQKZoiIiLFIOjzw0XW1pfP1CuytkRExLKpB09ERERERMRCqMATERERERGxECrwRERERERELIQKPBEREREREQuhAk9ERERERMRCqMATERERERGxECrwRERERERELIQKPBEREREREQuhAk9ERERERMRCqMATERERERGxECrwRERERERELIQKPBEREREREQuhAk9ERERERMRCqMATERERERGxECrwRERERERELIQKPBEREREREQuhAk9ERERERMRCqMATERERERExQXx8PL169aJBgwb4+Pjw5JNPcvz4cQC++eYbWrVqhaenJ7169eLkyZOFttGrVy8MBkO+f7169SqyjCrwRERERERETHD27FlycnIICQmhT58+bN26lZCQEM6fP8/w4cOpWLEib7zxBvv27WPUqFGFtjFq1CgiIiKIiIhgwIABADRs2LDIMtoWWUsiIiIiIiIWrEmTJqxYscL4euXKlcTFxbFq1SquXbvGiBEjeOyxx9izZw8rVqzg+PHj1KlTJ18brVu3Nv6c11bfvn0BWLhwIf/9739JSkrCxcWFZ599lmHDhpmVUQWeiIiIiIiICcqVK2f8ee/evaSmphIYGMipU6cAqFGjBgA1a9YE4OTJkwUKvDwJCQls2rSJVq1a4e3tDcCUKVOoXbs2r732GufOncPW1vxyTadoioiIiIiImOHo0aMEBwfj5ubG5MmTb6uNxYsXk52dTb9+/YzDPDw8OHPmDNu2bcPBwYGePXua3a7JBd7FixfJyMgAIDs7m02bNvH999+TnZ1t9puKiIiIiIjcjeLi4ujVqxd2dnZER0fj6uqKm5sbAGfOnMn3v7u7O9nZ2WRkZJCZmWlsIzMzk6VLl1K9enU6depkHB4dHc348eOpWLEiU6dOJTg42Ox8Jhd406ZNMwZdsmQJq1evZu3atURFRZn9piIiIiIiInebhIQEnnjiCZKTk+nXrx+7d+/myy+/JCgoiHLlyhEREcGCBQv45ptvaNasGXXq1GHnzp14eXkxevRoYzvr16/n7NmzPPnkk9jZ2RmHT5gwgatXr9KoUSOcnJw4d+6c2RlNPqnzzJkzxvNHt27dyuTJk6lQoQKvvPIKAwcONPuNRURERERE7iYnTpwgMTERgKlTpxqHJyQk8P777zN58mTCwsK47777mDVr1g3bWbRoEdbW1sabq+S5ePEiM2fO5PLly7i5uTFu3DizM5pc4FlbW5OZmcmZM2dwcHDAxcXF2N0oIiIiIiJi6Vq2bElCQkKh4wIDAwkMDLzhPC4uLsbi8PPPPy+0jfnz599xRpMLPH9/f2bPnk16ejotW7YE4I8//qBKlSp3HEJERERERETunMkF3rBhw9i8eTM2Nja0adMGgPT0dJ544oliCyciIiIiIiKmM7nAs7Ozo2PHjvmGNWjQoMgDiYiIiIiI3C2CPj9cZG19+Uy9O27jpgXeu+++i5WV1S0bGTFixB0HERERERERkTtz08ck1KhRA1dXV1xdXXFwcCA2Npbs7GyqVKlCdnY2sbGxODg4lFRWERERERERuYmb9uD9/fq6KVOmMHbsWOrXr28cdvjwYVasWHHLN0lMTOT9998nNTUVKysrOnbsSGBgIJcuXWL27NlcuHCBatWq8fLLL1OxYsU7WBwREREREZF/L5OvwYuLi6Nu3br5hnl7exMXF3fLeW1sbOjXrx+enp5cvXqVsWPH4ufnx/fff0+jRo3o3r07q1atYtWqVQWeBSEiIiIiIiKmuekpmn/n4eHBkiVLuH79OgDXr19n6dKlxoef30zlypXx9PQEwN7eHoPBQHJyMrGxsbRt2xaAtm3bEhsbexuLICIiIiIiImBGD97w4cOZO3cuAwYMoGLFily6dAkvLy9Gjhxp1hueP3+eY8eO4e3tTVpaGpUrVwagUqVKpKWlmZdeREREREREjEwu8KpXr87kyZNJTEwkJSWFypUr4+LiYtabZWRkEB4ezsCBAwvcnMXKyuqGd+yMiYkhJiYGgGnTppn9vjdia2tbZG0VJeUyj3KZR7nMo1zmUa7iUVazl0ausvq7VC7zKJd5lMs8ZTWXKYoit8kFXh47OzucnJzIysri3LlzALi6ut5yvszMTMLDw3nooYdo3rw5AM7OzsZiMSUlBScnp0Ln7dixY75n8CUmJpobu1AuLi5F1lZRUi7zKJd5lMs8ymUe5SoeZTV7aeQqq79L5TKPcplHucxTVnOZwtTctWrVuuE4kwu8PXv28MEHH5Camlpg3LJly246b05ODvPmzcNgMNC1a1fj8CZNmrB582a6d+/O5s2badq0qalxRERERERE5B9MLvAiIyPp2bMn7dq1o1y5cma9yW+//caWLVtwd3dnzJgxADz11FN0796d2bNns3HjRuNjEkREREREROT2mFzgXbp0iYCAgBteJ3cz9erVIzo6utBx48ePN7s9ERERERERKcjkxyS0b9+eTZs2FWcWERERERERuQMm9+AdOXKEr7/+mi+//JJKlSrlGzdp0qQiDyYiIiIiIiLmMbnAa9++Pe3bty/OLCIiIiIiInIHTC7w2rVrV4wxRERERERE5E6Z9Ry8TZs2sWXLFpKTk6lSpQpt2rTh4YcfLq5sIiIiIiIiYgaTC7yVK1eyefNmHnvsMePDA7/66itSUlLo0aNHcWYUERERERERE5hc4G3YsIGJEydSrVo147DGjRszYcIEFXgiIiIiIiJlgMmPSbh27RpOTk75ht1zzz1cv369yEOJiIiIiIiI+Uwu8Pz9/Zk7dy6nT5/m+vXrJCQk8N5779G4cePizCciIiIiIiImMvkUzUGDBrFgwQJCQkLIysrC1taWBx98kODg4OLMJyIiIiIiIiYyucBzcHBgxIgRDB8+nPT0dO655x6srU3uABQREREREZFiZnKFtnnzZk6cOIG1tTXOzs5YW1tz/PhxtmzZUpz5RERERERExEQmF3jLli2jatWq+Ya5uLiwdOnSIg8lIiKS580336Rx48YYDAb69+8PwPbt2zEYDAX+bd++vcD8P/30E23btqV+/frUr1+fwYMHk5SUlG+aI0eO4OnpicFgYM2aNSWyXCIiIsXB5FM0r169ioODQ75hDg4OXL58uchDiYiI/F1QUBCRkZHG1z4+PkRERBhfjx8/nosXL+Lr61tg3vj4eKpWrcrrr7/Ozp07WbVqFRUrVmT27NkA5OTkMGbMGF12ICIiFsHkb7PatWuzc+fOfMN+/PFHateuXeShRERE8oSFhTF48OB8w1xcXAgKCiIoKIg6deqQmJhIYGBggTNNALp3787KlSvp168f06dPByAuLs44/rPPPuOPP/6gb9+++eY7evQoXbt2xcvLi3vvvZfHH3+8GJZORESkaJncg/fMM88wdepUtm/fTo0aNTh79iy//voroaGhxZlPRETkphYtWgRgPH3zn8qVK2f8+fvvvwegefPmAJw5c4Zp06bx7rvvsm/fvnzzRUVFsWfPHt566y1sbW2JjY0thvQiIiJFy+QevHr16jFz5ky8vb3JyMjA29ub8PBw6tWrV5z5REREbig9PZ1Vq1bh6+trLNpuJDY2ltGjR+Pn58fo0aMBePvtt/Hz88Pb25vU1FQALly4wOXLl/Hw8CAnJ4eNGzdy7tw5nn322WJfHhERkTtlcg8eQLVq1ejWrRtpaWlUrly5uDKJiIiYZMWKFVy5coV+/frlG56RkYG1tbWx927r1q0888wz1KlTh88//xxHR0cgtwdvx44dtG7d2jjvG2+8gZOTE8HBwXh7e7Nz506+/fZb5s6dy6ZNm/D29i65BRQRETGTyQXe5cuXmT9/Pjt37sTW1paFCxfy008/cfToUZ588snizCgiIv9iMTEx/PbbbwCcPn2axYsX06JFCzw9PVm0aBEODg707Nkz3zxeXl74+vqyceNGfv31V3r06EF2djZPP/00W7duxd7enkceeYTRo0cb76i5evVq1qxZw9ChQ2nRogVRUVEkJydTp04dPDw8OHToEImJiSrwRESkTDO5wPv4449xdHQkIiKCV155Bci9i1lUVJQKPBERKTbz5s1jx44dABw6dIgxY8Ywa9YsUlJSOHToEE899RROTk43nP/gwYNcuXIFgHHjxgG5Nw575JFHePDBB43T5RWR999/PwaDgfLlyxMdHc2ZM2dwdHRk4MCBNGvWrLgWU0REpEiYXOD9+uuvfPjhh9ja/jWLk5MTaWlpxRJMREQEYPny5Tccl5CQcMvhffr04YUXXiAxMfGm7zN69GjjtXl58/Xp08fMtCIiIqXL5JusODg4kJ6enm9YYmKirsUTEREREREpI0wu8Dp06EB4eDj79+8nJyeHuLg43n//fQICAoozn4iIiIiIiJjI5FM0g4KCKFeuHJGRkWRlZfHBBx8QEBBA586dizOfiIjITQV9frjI2vryGT36R0RE7m4mF3gHDhygSZMmBAYGkpKSwueff87x48dJS0ujUqVKxZlRRERERERETGDyKZqRkZFYW+dOHhUVRVZWFlZWVnz44YfFFk5ERERERERMZ3IPXnJyMi4uLmRlZbFnzx4++OADbG1tGTp0aHHmExEREREREROZXODZ29uTmprKqVOncHNzo0KFCmRmZpKZmVmc+URERERERMREJhd4nTp1IjQ0lMzMTAYOHAjA4cOHMRgMxZVNREREREREzGBygde9e3eaNWuGtbU1NWrUAKBKlSoMGzas2MKJiIiIiIiI6Uwu8ABq1ap109ciIiIiIiJSeky+i6aIiIiIiIiUbSrwRERERERELIQKPBEREREREQuhAk9ERERERMRCqMATERERERGxECrwRERERERELIQKPBEREREREQuhAk9ERERERMRCqMATERERERGxECrwRERERERELIRtSbxJREQEv/zyC87OzoSHhwMQHR3Nhg0bcHJyAuCpp57i/vvvL4k4IiIiIiIiFqlECrx27drRqVMn3n///XzDu3TpQrdu3UoigoiIiIiIiMUrkVM07733XipWrFgSbyUiIiIiIvKvVSI9eDfy7bffsmXLFjw9Penfv7+KQBERERERkTtQagXeI488Qq9evQBYtmwZUVFRDB8+vNBpY2JiiImJAWDatGm4uLgUSQZbW9sia6soKZd5lMs8ymUe5TJPWc1lqrKaXbn+Ula3MeUyj3KZR7nMU1ZzmaIocpdagVepUiXjzx06dGD69Ok3nLZjx4507NjR+DoxMbFIMri4uBRZW0VJucyjXOZRLvMol3nKai5TldXsyvWXsrqNKZd5lMs8ymWesprLFKbmrlWr1g3HldpjElJSUow///jjj7i5uZVWFBEREREREYtQIj14c+bM4eDBg6SnpzNs2DB69+7NgQMHOH78OFZWVlSrVo0hQ4aURBQRERERERGLVSIF3qhRowoMa9++fUm8tYiIiIiIyL9GqZ2iKSIiIiIiIkVLBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhZCBZ6IiIiIiIiFUIEnIiIiIiJiIVTgiYiIiIiIWAgVeCIiIiIiIhbCtiTeJCIigl9++QVnZ2fCw8MBuHTpErNnz+bChQtUq1aNl19+mYoVK5ZEHBEREREREYtUIj147dq14/XXX883bNWqVTRq1Ii5c+fSqFEjVq1aVRJRRERERERELFaJFHj33ntvgd652NhY2rZtC0Dbtm2JjY0tiSgiIiIiIiIWq9SuwUtLS6Ny5coAVKpUibS0tNKKIiIiIiIiYhFK5Bq8W7GyssLKyuqG42NiYoiJiQFg2rRpuLi4FMn72traFllbRUm5zKNc5lEu8yiXecpqLlOV1ezK9Zeyuo0pl3mUyzzKZZ6ymssURZG71Ao8Z2dnUlJSqFy5MikpKTg5Od1w2o4dO9KxY0fj68TExCLJ4OLiUmRtFSXlMo9ymUe5zKNc5imruUxVVrMr11/K6jamXOZRLvMol3nKai5TmJq7Vq1aNxxXaqdoNmnShM2bNwOwefNmmjZtWlpRRERERERELEKJ9ODNmTOHgwcPkp6ezrBhw+jduzfdu3dn9uzZbNy40fiYBBEREREREbl9JVLgjRo1qtDh48ePL4m3FxERERER+VcotVM0RUREREREpGipwBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBEREREREQshAo8ERERERERC6ECT0RERERExEKowBMREREREbEQKvBERERERKTMad68OQaDwfgvICCg0Om++eYbWrVqhaenJ7169eLYsWMAXL16ld69e1O3bl0MBgPz5s0ryfilRgWeiIiIiIiUSS1atCAiIoKIiAjGjRtXYPz58+cZPnw4FStW5I033mDfvn0899xzAGRnZ1OpUiXatWtXwqlLlwo8EREREREpk9zc3OjQoQNBQUGFFmqrVq3i2rVrjBgxgkGDBtGpUyd++OEHjh8/jqOjIx999BEdO3YsMN/Ro0fp2rUrXl5e3HvvvTz++OMlsDQlQwWeiIiIiIiUScuXL8fX1xc/Pz+WLFlSYPypU6cAqFGjBgA1a9YE4OTJkzdtNyoqij179jBu3DjGjh1L7dq1izh56VGBJyIiIiIiZc7TTz/NvHnzmDt3LnZ2drz22mu3LNxM5eHhQU5ODhs3buTcuXM8++yzRdJuWaACT0RERESkmHTt2hUfHx+8vLzo3LkzO3fuNI5LSkqiYcOGBW4A8uabb9K4cWMMBgP9+/cvjdhlwksvvUTXrl3p2bMn3bp1Iysri/j4eDIyMrh+/TqQewonwJkzZ/L97+7uftO2g4ODWbp0KY0bN+bbb7/lscce4+jRo8W4NCVHBZ6IiIiISDF54IEHCAsLY9SoURw4cICQkBDjuPHjx5ORkVHofEFBQSUVsUw6ePAgAwYM4NNPPyUyMpLly5dToUIF6tWrh5eXF506dQJy11O5cuWIiIhgwYIFxjtq1qlTB4DFixeza9cuAHbv3s3ixYu5fPkyUVFR/Pzzz9SpUwcPDw+ys7NJTEwsrcUtUqVe4L3wwguMHj2aMWPGMHbs2NKOIyIiIiJSZCZOnEhAQACtW7emXLlyWFvn7n5v2LCB9evX88ILLxSYJywsjMGDBxfansFgoHXr1gwZMgQfHx9eeeUVvvjiCxo1akTLli359ddfgb8eHeDh4cH999/PpEmTbpozIyODhx56CIPBUOjdKqFgb+TWrVvz5fr7v0GDBpm0fm6katWqZGdnM3PmTN5++21q165NZGSk8Vq7PK6urrz//vtcvHiRsLAwGjZsyMcff2wcP2bMGJYtWwbAmjVrGDNmDMnJyZQvX57o6GheffVVduzYwcCBA2nWrNkdZS4rbEs7AMCECRNwcnIq7RgiIiIiIkXq4sWLNGrUCABnZ2dmzpzJ5cuXCQ0NJTQ0FAcHB7PbPHbsGN27d+fUqVMsW7aMAwcOMGjQIGbOnMns2bNZsGABM2fOJCMjg+nTp5OSksLFixdv2ubs2bONpzfeyAMPPEC/fv04f/48M2bMYNiwYWzevNk4PjAwkK5duwJ/3ezkdrm6urJw4cJCxyUkJOR7HRgYSGBgoPGBOtYYAAAgAElEQVS1i4uLsTfun9Pm6dOnD3369LmjjGVVqffgiYiIiIhYKkdHR5YsWUJYWBjXrl1jxowZvP/++9jb29OmTRuSkpIASElJITU11aQ2a9SoQUhICG3btgVg4MCBjBw5Evjr7pEeHh6kpqayefNmcnJyeOaZZ27Y3sGDB5k/f36+00cLc6PeyDw+Pj4EBAQQFBRk7A2z5McRlFVlogdvypQpAAQEBBT6nAoRERERkbuRra0tbdq0oU2bNqxdu5bt27djb2/P0aNHadOmjXG69957D3t7e0aNGnXLNp2dnQGws7MD4J577sHGxgbIfbh3Xntff/01e/fu5YMPPuDjjz/m559/LtBWdnY2Y8aMYcCAAfj5+d30ff/ZG/n3G8MA/Pe//2XOnDkYDAamTJlCQECA8XEEb731Fra2tsTGxt5y+eTOlHqBFxYWRpUqVUhLS2Py5MnUqlWLe++9N980MTExxMTEADBt2jRcXFyK5L1tbW2LrK2ipFzmUS7zKJd5lMs8ZTWXqcpqduX6S1ndxpTLPP+WXN999x0rVqygRYsW/PHHH/z000+4urry1ltv8dxzzwGwefNm5s2bR9++fenbty8uLi6sW7eOgwcPAnD+/Hk+/fRTWrVqRd26dQGwsbHBxcXFeHqnk5OTMXfeuDFjxuDu7k7z5s3Ztm0bR44coVKlStja5t/9/+STT0hISGDw4MHs378fgOvXr5OTk0O1atXyTVupUiXWrl3Lb7/9xuuvv05YWBjffPMNACEhITRr1ozExERee+01RowYwalTp2jYsCE5OTls3bqVJk2aMHr06Ntex63++8NtzVeYbS+1LrK2ilJRbH+lXuBVqVIFyD0K0LRpU44ePVqgwOvYsWO+nr2iusPN38/PLUuUyzzKZR7lMo9ymaes5jJVWc2uXH8pq9uYcpnn35LL2tqaHTt2sHTpUsqVK0fTpk154403qFOnjvEuj3nXvXl4eBjf/5133mHHjh0A/PrrrwwdOpRZs2ZRuXJlALKyskhMTOTKlStAbs9aXu68cenp6bzzzjukpKTg6urK5MmTCz0FNC4ujgsXLtCkSRPjsMWLF5OTk2M8y658+fLGcf7+/vj7+xMdHc2mTZuIi4ujSpUqvPzyy8Zp1qxZw7p169i3bx+9e/emZs2a7Ny5ky+++IJp06axadMmvL29i2o135ayuP2B6blq1ap1w3GlWuBlZGSQk5ODvb09GRkZ7Nu3j169epVmJBERERGRIuHv78/GjRtvOk1hN/tYvnx5vtc3umnI6NGjGT16tPH138dNnjyZyZMn3zLjY489hq+vL5Bb7IWHh/Pwww/Tv39/2rRpQ3JyMkeOHOH7779n9erVNGnShNOnTxt7IytXrsyGDRtYuXIlDz74IKmpqWzcuJGqVavi7u5OVFQUycnJxscRHDp0iMTExFIv8CxZqRZ4aWlpzJw5E8g92tC6dWv8/f1LM5KIiIiIyL+Gj48PPj4+AGzfvh2A//znPwWux6tUqRK7d+9m1apVxt7ImTNnYmVlRe3atTl37hxTpkwhKyuLxo0bM378eMqVK2d8HMGZM2dwdHS0qMcRlFWlWuC5uroyY8aM0owgIiIiIiJAy5Yt8/UC5j0gHArvjczrWfT19S3Q65jHkh9HUFbpMQkiIiIicld78803ady4MQaDgf79+wO5vVH/fPi2wWAw9lLFxsbSsWNHPDw8ePTRR40PCBe525X6TVZERERERO5UUFAQkZGRxtc+Pj5EREQYX48fP56LFy/i6+tLRkYGgwcPpkKFCkyYMIF3332XIUOGcPjw4dKIXuYEfV506+HLZ+oVWVtiGvXgiYiIiMhdLSwsjMGDB+cb5uLiQlBQEEFBQdSpU4fExEQCAwOpWrUqmzZt4sKFCwwYMICBAwfy5JNPcvLkSTZv3mzs+evXrx+BgYHUr1+fqKgoJk2aRN26denRowdpaWkAhIeH07hxYzw9PWnVqhVffPFFaSy+SD4q8ERERETEoi1atAjAePrmyZMnAahRowYANWvWBODYsWPGeWJjY+nduzc5OTmMGzeO06dP06lTJ3bt2kV0dDSpqanMmjULHx8fpk+fTo8ePYwPGRcpTSrwRERERMRipaens2rVKnx9fWnevHmh0+Tk5BQYFhAQwMCBA/H19SU7O5vQ0FB69+4NwKlTp3B0dKR69erEx8cTGxtLzZo1CQwMLNZlETGFCjwRERERsVgrVqzgypUr9OvXzzjM3d0d+Osh42fPngVyHzaex8nJCQA7OzvjaxsbGyD38V52dnasX7+ekSNHAjB27FheffXVYl4akVtTgSciIiIid7WYmBi++uorAE6fPs3ixYuJj48Hck/PdHBwoGfPnsbpH374YVxcXIiKiuKzzz5j6dKluLm50bZtW5Pf89KlS4SFhWFtbY2fnx/ly5c3FooipUl30RQRERGRu9q8efPYsWMHAIcOHWLMmDHMmjWLlJQUDh06xFNPPWXskQOoUKECH374IePGjWPChAn4+PgwY8YMYw+dKWxsbEhISGD9+vVkZGTg7e2tHjwpE1TgiYiIiMhd7UYP2QbyPbj771q0aMGGDRsKDP/nw77/3vbNxomUFTpFU0RERERExEKowBOR27Z06VJatmyJl5cXTz/9tPFi9blz5/LAAw/g7e3NsGHDSE9PL3T+9PR0XnrpJRo0aIDBYGDmzJklGV9ERETE4qjAE5HbsnfvXkJCQqhRowavv/46O3bsYOzYsaxdu5bp06fj7+/Piy++yOrVq5k+fXqhbUyfPp3ly5fTt29fAgICmD17NmvXri3hJRGxDG+++SaNGzfGYDAYn/UFcO3aNcaPH4+fnx9eXl4cmDOUzKuXCm3j0Lsv8MsbXfllXCAH//s86fH7Siq+iIgUERV4InJbdu7cSU5ODn379uXZZ5+lYcOGbNiwwXiR+7Bhw3jppZeoXr06//vf/27Yhp2dHaGhoYSGhgIYpx01ahQGg4HQ0FD8/f1p164d27Zto0uXLvj6+jJ79mwAEhMT6d27N3Xr1sXX15euXbuSlJRUAmtApOwJCgoqMGzq1KlERkbSsWNHpkyZgqObL2RnFTq/438a4B40gpod+nLlzFGOL1evuuRatmwZBoOhwL9Tp06RkJBAcHAw3t7e1KtXjxEjRhTaxtWrV41/r8uXL8+8efNKeClE/h10kxURuS1Vq1YF4Mcff8TPz49jx46Rk5NDlSpVANi+fTt2dnYkJyeTmZlJcnKycVyeKlWq8Oeff7Jt2zZOnz4N5D489u+OHj1KUFAQ8+fPp2/fvowdO5YFCxYwe/ZsBgwYwMqVK9m2bRsvv/wyNWvWZO/evWRlFb7zKmLJwsLCOHXqFJGRkcZhV69eJSoqiqZNmzJjxgyys7NZkuV/wzbcHnuezCsXuZZ0BusNn2NllXsc+OLve4j7cDTO9Zrz56VUriX+gaHzYCYdXcaiRYto1KgRn3zyCc7OzoSHhxMVFUV6ejo1a9YkJCSExx9/vNiXX4rXgw8+SEREBACZmZmEhITg7OxMjRo16NatG3FxcQwfPpzq1atz5MiRQtvIzs6mUqVKtGvXjnXr1pVkfJF/FfXgichteeyxx2jatCkLFy6kbdu2/Pnnn0DuToC3tzfvvPMOXbp0oXz58kDuLan/KW8HoXfv3oSGhmJjY2OcPs+LL77IgAEDAPD392fo0KE0a9aMrKwsTp8+bXwo7Q8//MCJEyfo1q0b1atXL85FF7lrnDhxgmvXrnHu3Dl8fHzw9vbm2NJp5NzgIEhWxmX2TurB4fdewMrWlv/0Gp1v/KXj+3Fp8ggAJ1fN5fTp03Tq1Ildu3YRHR1Namoqs2bNwsfHh+nTp9OjRw+ys7OLfTml+Lm7uxMUFERQUBDly5fn+vXr9OnTh127drFv3z6GDBnCCy+8QN++fXnrrbcKbcPR0ZGPPvqIjh07Fhi3fft2DAYD/fr1IzAwkPr16xMVFcWkSZOoW7cuPXr0IC0tDYDw8HAaN26Mp6cnrVq14osvvijWZRe526jAE5HbUr58eVauXMl3333Hxo0bue+++6hQoQL+/v6sX7+edevWsXXrVlxdXTEYDDg4OJCdnU1GRgaZmZkANGvWjJ07d/Lll1/y/fffk5WVRd26dfO9j7OzM3Z2dgDcc889AMbnFGVlZREQEMDq1atp164dP/74I3369GHLli0luCZEyq7r168DkJSUxKxZs+jSpQtJv6wn8advCp3eppw9dZ+bjlvQCLL/vM7p7z7NN965fguqt+xOBdc6kJNNaGgovXv3BnJ73x0dHalevTrx8fHExsZSs2ZNAgMDi3MRpRQsWrQIa2tr+vbta+ytW7duHd7e3vj6+ubrRTZXbGwsvXv3Jicnh3HjxukggshtUIEnIrclKyuLiRMnsn//fj777DO2bt1K//79SUtLIzw8nMOHDzNjxgzi4+MZNmwYkHvNnZeXFxMmTABgy5YtfP7558TFxfH8889jbW3NkCFDzMqxZs0aYmJiqFWrFj4+PgCcO3euaBdW5C5Vu3ZtrKys8PX1JSgoyFiMXUvOveNtduZ1sjOvG6e3srHB2acJrq0ex9GtHum/7+HPy2nG8Tb2Ff9/utwrPJycnPIdcLGzs2P9+vWMHDkSgLFjx+rBzxbm+PHj/PDDD7Rr1w43NzeuXbsGgJ2dHZGRkbi7uzNhwgR+//3322o/ICCAgQMH4uvrS3a2DiKI3A5dgycit8XKyoodO3awaNEi7O3tCQ4OZuzYsaSlpfHNN99w8uRJKleuzCuvvEJwcHChbWRlZTF//nySkpLw9PRk3rx5NGjQwKwc9vb2rFu3jlOnTlG+fHm6detG165di2IRRe4qMTEx/PbbbwCcPn2axYsX06JFCzp06MAPP/zAJ598wsaNGwG4x6MRAPtnDCTzchr3T15L2m+xpOz7Hsf/NOB66gUunziAbcXK2Do4mZzh0qVLhIWF0aRJE/z8/Pjiiy84e/Zs0S+slJpFixaRk5NjvFOru7s7AB06dODRRx/ll19+4dChQ5w6dQpPT0+uXbuGjY2N8UyMW3Fyyt3e8qa/0UGEtWvXcuDAAcaOHcuOHTt49913i3pRRe5aKvBE5LZYW1uzfv36AsOrV6/O5s2bC52nZcuWJCQkGF8//PDD/PzzzwC4uLiQmJhoHDdnzhzmzJljfP33+f45rkOHDre/ICIWYt68eca72B46dIgxY8Ywa9Yspk2bxujRowkLC8PFxYXaXZ/HuV7zAvPbOtzDpZOHSdq9EWtbOyrWaUjtLkOwsrIyOYONjQ0JCQmsX7+ejIwMvL291YNnQa5fv050dDQGg8H4d/fhhx/GxcWFtWvXUqdOHdauXYujoyMNGzbkjz/+MB5kiIqKAmDx4sX89NNPAOzevZvFixcXevfXG9FBBJFbU4EnIiJiAZYvX37DcYsXLzb+HPT5YePPfqF/DXd0q0fD0YVfO+Xk5U+TdzYYX9cbNgvIvRPuPw/c3CyH3N2+/vprkpKSGDNmDNbWuVf52Nvb89FHH/H6668zbtw4vLy8mD9/Pi4uLgXuigwwZswY489r1qxhzZo1PPTQQyZn0EEEkVtTgSciIiIit5R3F81/at68ORs2bCgw3M3NLV/xD3+djfHPszb+Oe3fDxToIIKIeXSTFREREREREQuhAk/kLvTxxx/TvHlzPDw8aNGiBQsWLLjhtElJSTRs2BCDwcC8efNKMGXZ0bx5cwwGg/FfQEDADactyfVlaq6EhASCg4Px9vamXr16jBgxolhzAbz55ps0btwYg8FgvJnCP8XHx9OrVy8aNGiAj48PTz75pPHOeUlJSQQEBODt7Y2Pjw89e/bk8OHDhbZjToa8Z2X9/d9Pr3bg4u97Csz/56VUDswewi/juvDLG105/MHLXD17zMw1If8GhW3Lx48fv+H0R44cwdPTE4PBwJo1a0ouqEgRW7p0KS1btsTLy4unn36aM2fOFJgmOyuTk1+9z563erJ7fDdOfPFfsrMySyFtybnRd+CRI0fo1q0bHh4ePPTQQze85wDA7wsnsntCED+92oETq+aWRGyju7rAM2UHBEzbeIta165d8fHxwcvLi86dO7Nz585Cp1u4cCEPPPAAXl5eBAcHk5ycXKy5TN2hnDt3Lg888ADe3t4MGzaM9PT0Ys1lyvq6evUqvXv3pm7duiVWrJTF9RUfH8/EiROxtrZmwoQJ/Pnnn7z55psFToPJM378eDIyMootz92iRYsWREREEBERwbhx4244XUmvr1vlysnJ4bnnnmPLli08//zzjBs3jipVqpRItlvd+ODs2bPk5OQQEhJCnz592Lp1K88//7xxfPv27Xn77bfp378/O3fuZNKkSXecwcfHx7i+IiIicHFxwcrGDnvXOoXO71yvGe6Pj6Tag49x6dg+Tq3+wOwMUrRu9+DBzQquO1XYthwSElLotDk5OfmuQStuaWlpjBw5kvr16xsf+F2Y0jgQJHe3vXv3EhISQo0aNXj99dfZsWMHY8eOLTDd+R9Wcv6HlVS6txVVm3Tiwo6vOP/DylJIXLIK+w4cPnw4v//+OxMmTMDOzo6hQ4dy8eLFQue3silHpQatiztmoe7qAg9uvQNi6sZb1B544AHCwsIYNWoUBw4cKPSLYv/+/YwdO5a6desyevRoNmzYwMSJE4s92612KNeuXcv06dPx9/fnxRdfZPXq1UyfPr1YM5myvrKzs6lUqRLt2rUr1iz/VNbWV94DXWvUqEHr1q2pXr065cuXp0KFCgWm3bBhA+vXr+eFF17IN/zUqVMYDAaCgoLo06cPPj4+zJgxg3nz5lGvXj0CAgKMF8cvXLiQJk2a4OHhQdOmTe/aXkA3Nzc6dOhAUFDQDbeh0lhft8q1bds29u3bx5AhQ3jhhRfo27cvb731FvBXb1a/fv0IDAykfv36REVFMWnSJOOOYFpa7jPMwsPDady4MZ6enrRq1YovvvjiprnCwsIYPHjwTadp0qQJK1asIDg4mLCwMCpVqsTBgwcBqFq1Kq+++iodOnSgVatWAMYd4tjYWDp27IinpyeNGjVi+PDhJmdwcXExXgdUp04dEhMTqdzoIewqViowv13FShgeDca5XnOcvO/LHWiVmyHxp2/46dUOxH8+mf0zg9kzqScpv25hxIgReHt7M2jQIDIzM8nOzua1116jQYMGeHl50a5dO3744Yebrhe5tds5eHCjgqsoFLYtx8XFFTrtZ599xh9//EHfvn3zDd+8eXOxfB5Hjx7NF198wZNPPsmkSZOoU6dOgWlK80CQ3L127txJTk4Offv25dlnn6Vhw4Zs2LChQGdDevw+AGoF9KN24HMAJP38HQAJ333GT6924Pj/ZrDv7afY9/ZTpMX9RNz81/jljS4cX5F7Q6arV68yePBg6tWrh7e3NwEBAcbHupRFhX3/7N+/n4MHDxIUFMTAgQMZMmQI6enprF27ttA2PJ9+naoPFOwYuJZ8lp9e7cCh90fy20dj+OWNriR8+wlnN0eze3y3ItkHu6sLPFN2QG628RbXH2OAiRMnEhAQQOvWrSlXrlyhR/qio6OB3AfBDh8+nCZNmvDll1+SkZFBeHg4BoOB0aNH06xZM5o1a8bmzZt5+umnqVu3rvGOUbfzgbnVDmVe79mwYcN46aWXqF69Ov/73/8AWLZsGQaDgeHDh9OuXTv8/PxYu3btHe8UmbK+HB0d+eijj+jYsWOBccW5o1vW1pe3tzevv/46sbGxtG3blv379zN9+nSqVq2ab7rLly8TGhpKaGgotWrVKrStPXv20L59eypXrsycOXPYtGkTvXv35uDBg3z88ccATJkyhUqVKvHOO+8wYMAAbG3vznszLV++HF9fX/z8/FiyZEmB8aW1vm6V68iRIwCsW7cOb29vfH19iYzMf6fD2NhYevfuTU5ODuPGjeP06dN06tSJXbt2ER0dTWpqKrNmzcLHx4fp06fTo0cP44GCO1GuXDnjz3v37iU1NZXWrf86Wnno0CH8/Pzo27cvNWrUMPbgRUREcOLECaZMmcLLL7982zuiixYtAqDag4/dcJqrZ4+x962eHIkMxc7ZBbdu+YvJSycOUO3BbmReSeP3RWE4OTnRrFkzvv32W2JiYjh48CCLFi2idevWTJ06lUcffZSsrKzbyiu5bvfgQV7BVRzf3YVty82bF3yUxJkzZ5g2bRpTp07lnnvuKbStovw8njhxgq+//pru3bsTGhpKnz59mDVrVoHpbnYgqDj3deTulrff8OOPP3L06FGOHTtGTk4Of/zxR77p7Co6A3Dx6G4u/pb7iItryfkfTXH5jzhcmgVyPfU8RyJDcXSvT4VqbiTuWsv+/fv5/vvvWbduHY8//jiTJ0/mwQcf5M8//yyBpSw6J0+eBHIPsAPUrFkTyP2c3o4rpw7jXK8Zto5OnNmwiLTfYqn6wCNFsg92Vxd4pjBl4y2OnaOLFy/SqFEjunbtSrly5Zg5c2aBaQrbUDIzM/PdVnjv3r089dRTJCQk0LdvX+6//368vLz4/PPPb/sDc6sdyrydre3bt7Nnzx6Sk5O5dOkSSUlJ+dZZ//79SU5OZtiwYXe8U2TK+jJFcfwuy9r6SkpKYsGCBTRo0IAFCxZw77338sYbb3D69Ol8073//vvY29vTpk0bY5aUlBRSUlKM09x3330MHTqUpk2bAjBixAgGDRoEYNwOPTw8OHPmDNu2bcPBwYGePXvedH2VRU8//TTz5s1j7ty52NnZ8dprrxk/f3lKY32ZkuvatWtA7kN/IyMjcXd3Z8KECfl6FwICAhg4cCC+vr5kZ2cTGhpK7969jbkcHR2pXr068fHxxMbGUrNmTQIDA29rXRbm6NGjBAcH4+bmxuzZs43DPTw8WLx4MWPGjOHcuXNEREQYh2dkZLBx40bS09MZOHCg2e+Znp7OqlWr8PX15R4PvxtOV76qgbrPTafWo8H8eTGJs98vyze+6v0BuLZ6HLt7cj/HEydO5LHHcgvGkydP4urqir29PQcOHGDv3r3Uq1ePli1bmp1XzGNKwVUcf+//vi1Pnjy5wPi3334bPz8/vL29SU1NBeDChQtcvnzZOE1Rfh7zPud79uyhbt261K1blylTphSYriwfCJKy67HHHqNp06YsXLiQtm3bGvcfy5cvn2+6Gu2exM6pKseXTef3hROxtiuPtV25fNNUb9mdGg8/BYCdU1UMjww0Pm/z1KlTuLu7Y21tzc8//8zhw4dp3bo1DRo0KIGlLD45OTl3NL+je31qtHmCiv9pCEDNh5+ieuvcU7DvdB/M4gs8Uzbe4tg5cnR0ZMmSJYSFhXHt2jVmzJhxy6yFbSiDBg0ynkfv6upKSEgI7du3N2Yz9wNjyg7lgAED8Pb25p133qFLly7GdfX3UwB79erFoEGDcHV1Be58p+h21ldhivp3WRbX1/bt2zl79iydO3fm0UcfpXPnzly6dImff/6ZjIwMrl+/DsDp06c5evQobdq0Me4QvPfee/m6952cnACMR4ScnJywsbEBMBaY0dHRjB8/nooVKzJ16lSCg4Nv+Xsoa1566SW6du1Kz5496datG1lZWcTHx5f6+jIll7u7O5D7MPdHH32UDh06kJOTk+96pLxcdnZ2heays7Nj/fr1jBw5Esg9a+B2nxt17do1Y9EJuTugvXr1ws7OjujoaOMRTcj9XLdt25ZRo0ZRq1YtVq9eDcC4ceOYP38+Hh4eLF26lM6dOxt7EEy1YsUKrly5Qr9+/fINz/7zOtmZfx3ksilvj7NPE2p16Es552qk7Ps+3/Q29hUBsLKxxdquXL4zCLKzs6lWrRqbNm1iwIABpKSkMGLEiEJ7UKR43KzgKuq/9//cll1dXcnJySEjI8O475C3o9W6dWvjza3eeOMNvvnmG2M7Rfl5zPs7cOXKFT744AOaNGlCREQEW7ZsyTfdjQ4E5d30qDjWl9z9ypcvz8qVK/nuu+/YuHEj9913HxUqVMDd3T33b+n/30ilQjU3Gr4aRb0R79FgdCRWNrZUqP6ffG3Z2FfE2ib3u9GmgmPuwP8/JT4rK4sGDRoQExND9+7d+f333wkODi70oHlZlvd9nHcvj7Nnc3sx//Of3HXxz++fW8lbT1b///fBpoIjVn9bZ3D7+2AWWeD9fQfkZhtvnuLYObK1taVNmzYMGjQIf39/tm/fTlJSUr4visI2FFtbW9zc3PJl+3suIF82cz8wpuxQVqlShfXr17Nu3Tq2bt2Kq6srBoMBR0dHYzvOzs7G5axQocId7xSZsr5MUdS/y7K4vvK2m5UrV7JkyRLjKTSenp54eXnRqVMnAIKDg/nwww/58MMPjT0kvXr14vHHHzd5fQJMmDCBq1ev0qhRI5ycnDh37pxZ85e2gwcPMmDAAD799FMiIyNZvnw5FSpUoF69eqW6vkzN9fDDD+Pi4sLatWtZsmQJa9euxdHREX9/f5MzXbp0ibCwMKytrfHz86N8+fLGL6YbiYmJ4auvvgJyi9/FixcTHx9PmzZtaNgw92hjQkICTzzxBMnJyfTr14/du3cbTz1ftmwZ48ePZ9myZUyYMIGEhAR8fHwAePfdd4mPj8fHx4datWpx5coVLl26ZHIGyD09s7Cjmb+M68zB/w4DIDH2G05++V7u/19FcD31PBVc8++U3Mrvv/9OREQEjo6O3Hdf7nV8d9tn4G5xq4MHeQfI8hTl3/vCtuUvv/ySP/74Ay8vL5599lkg93q4vL8TXbt2BWDo0KG0aNHC5OU05/OY9/e+efPmBAYGGg8MnjhxwqQDQX8/I6gkDwTJ3SErK4uJEyeyf/9+PvvsM7Zu3Ur//v1JTEzkl3Gd+f2z8QBcOX2Uc1v+R8a5E5xc9S5ZGZep0fYJs95r165dLFu2jKpVqxq/Q8ry39LCvn8cHByoX99MLhIAACAASURBVL8+X331FZ9++ikfffQRFStWNB4I+fv3D0Dynk2kHdoFQMa5E1zYtZbrF5MKvtlN3O4+2N15Mc3/i4mJMV5vlrfyW7RowVNPPUVycjJHjhwhKyuLSZMm0aBBA/bu3cvWrVsZMmQI9vb2Jr9P3h/j/2PvvKOiutaH/QxFmgICggY1igoWBDVgLKhYkqi/GGNCsERjS/FaYhQRCyq5SMBu1KCxxZ5ojMbcaGIsWIi9t9jAEgvSREU6M98ffHPCyGDAK+yd63nWci3mzJF52OfMPru+r4+PD15eXmzevPmpjaM9e/bwn//8Bx8fH+7cucOxY8eoUqUKjx8/xsvLi44dO7Jq1SoCAgJYtmwZ06ZNo23bthw7dozu3bsbDZZRHIcPH2b79u14eHjg6enJ7t27n9qgnDZtGu3btyc/P79Ig9LDw4Pdu3eTkJDAN998g5ubG3v27CE+Pp7w8PASO0FBo2jp0qU0btyYpk2bsmXLlmK9SlpeAOvWrePYsYL13ydPnmTdunXKErmSUJprKWt5eXt7M3nyZL755hsmTpyIi4sLERERRWZuvb298fb2BlCWDzVo0ID69etz8uTJErs9fPiQmTNn8vjxY2rUqPHUCJQy4ujoiFarZebMmWRmZuLu7k5ISIiyNFpPeZdXSb2srKxYvHgxEyZMYOLEidSpU4elS5fi7OxcYidTU1Nu377Njh07yMrKom7dun/bcFu0aBEHDx4ECvbSBQcHFxl0uHHjhpKoODIyUjl++/ZtHBwc2LVrF6tXr8ba2ppOnToxZcoUoCDYyvLly0lKSqJy5cqMGTMGV1fXEjvcv3+fP/74g969e///RuudIv8XwMzGjgcXj5B06GdMLCyxa9CCGm/+y+i5xWFpacnZs2f54YcfyM/Px8fHp9igMColoyTPbn2H6/79+4wdO5aTJ09y8uTJvw3OUpjS1PfF3ctPRnRu2bKl8rP+b2jWrBmurq7Kks2/ozTfR09PTxo0aEBsbCxr165l/fr1mJqa4uvra/AcKjwQVKtWLWUgyNPTs8QNwtK2dVT++Wg0Gg4ePMiaNWuwsrJi4MCBjBs3jsTExCLnJh/9ldyHyZjbOlKzx0jsG5ZuqbqVlRWxsbGsWrUKExMT/P39i6zAkIninj9fffUVY8aM4fPPP1ciuhcM4heN0H/rlyXk3C/4/j2KO8WjuFO4fzILi8pVi5xbHM/aBvtHd/BK0gAp7uYtDaVtHNnb23Py5El+/PFHKlSogK+vL6GhoWg0GoPzvLy8iIiIYP78+Rw5coT27duXOox4ab4wJW1QmpiY8Ouvv3Lz5k0qV67M6NGjS70srzSNopKWF0BwcLDy888//8zPP//MW2+9VWKv0lxLWcsLCkaMP/nkkyLHi0uV0LNnT3r27Km8rlGjhsG5c+fOZe7cuUZ/z9KlS0v1t8iGi4sLq1evNvqeyPIqjderr77Krl27ipzXqlUrg3M3btxYovdKQnHnFy6XJz8DCqJcJicn89prrxWbVuTTTz9VZgmexQGKv3Y+0/8qJ/uGLbFv2NLoeU4+nXHy6ay89hq/Tvn5yeuv5jl7vvw3gwel6eCVpr43di/rKe54UFAQQUFByut27do99++jRqNRGpSTJk3ipZde4ssvv6R+/foG5xU3EOTk5FTiDt6zDASp/LMxMTFhx44dRY7XqFHDoC61fqkuXuPXGv0drq/3x/X1/srrwv9P/96bbxbcr7/99tvzUi9znvYd1W83eJLCfzsYPleedm7tniHU7hmivH4ebTCN7r/dISiAJ4NJPCv6hohsqF6lQ/UqHapX6VC9SocIr+5rS5dA/Wlseb/+359UQlSvskG990uH6lU6VK8CZK0nVK+/KC7iN/zDZ/BUVFRUVMoPWR+sKioqKioqKn/xPxlkRUVFRUVFRUVFRUVF5UVE7eCpqKioqKioqKioqEjDd999R6tWrahTpw59+vRRIs4/SWbCNS59HcTxCV04GfY2f279upxN5eQf3cGbNGkS3t7euLq68sEHHzz13KysLNq0aYOrq2uZRwEsqderr76Kq6ur8q+4gATl7bVkyRJeffVVateuTYsWLZRcPyK91q9fb1BW+n+FQ0CL8ILyL6/4+HgCAgJo1KgR7u7u9OrVyyAnWmFWr17NK6+8Qp06dRg4cCCpqall6gZ//10r7loW9zeUl1dpz3selLQO+Oijj2jYsGG5OEHJHqyZCdc4N3Mgxyd05uTkt7i8bDw5D5LK3E0GiqsbsrOzmTx5Ml5eXtSpU4fzcz8hL7No+geAm1sWcOrf73JsbEeuLJ9QXurCKWn99dtvv/HGG2/g7u6Op6cno0ePJjMzU7jXxYsXadeuHW5ubjRo0IB+/foV2/BUvQry6z1Z10+ePFn1espzGwoS17u5ueHq6vpCBnk6ffo0Y8aMoWrVqkyYMIGDBw8aDZCozc3m8rJxZNyNw/X1Abi+PgDTCiWPkv+/zD+6gwclj6g1Z86cMq3snqSkXi1atCA6Opro6Ohyabj9nVd8fDxhYWGYmJgwZcoUcnNzmTRpUrFRxMrLq2XLlko5zZs3jwoVKlClSpUiES3L20tEeSUkJKDT6RgzZgw9e/Zk//79jBkzpsh5586dY9y4cdSrV4+goCB27dpFWFhYmXnp+bvvWnHX0liY/PL0Ku15z4uS1AEWFhZKXryypqQPVjQaHLzb8/K7o7H3bMPDS0e4s8N4VND/RYzVDZGRkSxbtoxOnToRERGBTQ0P0OYX+zscvNuXpaKUlLT+On/+PO7u7kyZMgUvLy/Wr1/PwoULhXuZmJjQvXt3pk2bRpcuXdi9ezdz5sxRvYrx0tOvXz+lntMnV1e9jHvpdDqCg4OVXLkvIocOHUKn09G3b18GDx6Mp6cnu3btKjJInXpqN7kPkqne5SOcW7+Nc6u3eem1gkG35GO/cmxsR+LXTuXczIGc+vxd7p/dR/y6Lzgx8f+4unISeXl5aLVaQkJCaNSoEXXq1MHf35/Y2FgRf/Zz5R9994SHh/PRRx/97XkXLlxg6dKlRr9Mrq6u+Pn58fHHH+Pu7s7o0aPZvHkzjRs3plWrVpw9exaAX3/9ldatW1O7dm2aNWv21HQGJfWCglC0HTt2pHv37vj7+wNw/fp1XF1d6d69Oz179sTd3Z0ZM2awaNEi6tevz2uvvabMXK1evRofHx9q166Nr68vixYt+q+8tFotAFWrVsXPzw9nZ2csLCywtLQU6lWzZk26d+9O9+7dsbCwICcnh549e2Jubs7evXtxdXWlX79+dO3alQYNGrBq1So+//xz6tWrxzvvvMODBw8AmDVrFt7e3ri5udG6dWslSfg/qbx8fHz44YcfGDhwIOHh4djb23P58uUi5+kTTo8bN46hQ4fi4+PDli1byMrKYtasWbi6uhIUFETz5s1p3rw5e/fupU+fPtSrV08JjZ2ZmclHH31E/fr1qVu3Lq+99pqS+8kYT/uu6XnatTxw4ECZXMuSeP3deWVRV4DxOuBJFixYQEBAQJHj+lHo53mPlfTBauVSi6rte2Pn4UvFlxsCKKlNbv+2kmNjO3L9+xmc+aI3Z77ozYPLx7i8NIQTof/H9R8KQuKX9v6SBWN1Q2ZmJqtWrcLX15cZM2bw7rvvUuvd0ZjZ2Bn9HTW7D8elTdFrCnBsbEfOTv+AuNWfcyL0Ta5tmPFc7jUZKGn9NWzYMObPn8/777/PpEmTgL/yzoWHhz/3+qukXu7u7gwfPpz27dvj4+MD/HXfq15FvfR4e3vz+uuv0717dyXJ9apVq3B1dWXo0KH4+/vj5eXF1q1bGT58OHXr1mXQoEGlboD/L3itXLmSW7du0bdvX4PjZdXWkRFHR0cAjhw5wtWrV7l27Ro6nY5bt24ZnJd57wYA9/Zv5MTErpz6/B1ST+8xOCf9xnmqtHyLvIwHxK0Jx9TKhoq1PUk7f4CdO3dy4cIF1qxZg5+fH5GRkbzxxhvk5xc/MPdP4R/dwSsJWq2W4OBg+vfvj5eXl9Fzrl27hru7O3Xq1GH9+vUsWrSIQYMGcePGDWUEbObMmWRlZTFt2jQ++eQTrK2tn4vfxo0b8fDwwMvLi2+//dbgvVOnTtGhQwcqV67M3LlziYmJITAwkAsXLrBkyRIAIiIisLe3Z/r06fTv3x8zs/8uMGrdunWZMGECR48epV27dpw7d45p06YpXzZRXoVZs2YNJiYmRSq/o0ePEhgYiE6nY+LEidy5c4fOnTtz+PBhNmzYQFpaGrNnz8bd3Z1p06bxzjvvKB20Z0VEeVWoUEH5+fTp06SlpfHqq68WOe/mzZsAyixntWrVyMvLM1jWevr0aXr37s3t27fp27cvzZo1o06dOqxdu5Zz586xZ88etm3bRo8ePZg6dSotW7YkNzfXqFdJvmtPUh7XsqReouqKp9UBJeV53mMlfbACPLh4mNP/DuDGD7OxdKnFS4VyIQE8vnUZp+ZdyUlL5Mqy8djUbIBllRokH95a6vtLdm7cuEF2djb37t3D3d2dunXrcu27KHTP2FDITr6NpcvLWFapQcqxX8v1uVSWlLT+Knze3r17gYLZ7sI8z/qrpF4Au3fvxtvbm+DgYDw8PIoMCKleRQkODqZu3bq0b9+e48ePG7x39OhRPvjgA1JTUxkyZAi2trY0b96c7du3l7oB/k/3unv3LlFRUURGRlKpUiWjv0tEW6e86datG76+vqxevZp27dop96GFhYXBebq8guPmto7U6ReGxsyc6xumk5+VoZzj2Ow1XFr3wLySAwA1ug2lslc7oKCd5OLigpWVFefPn+f06dPUr1+fVq1Kl8RdRv7nO3jr16/nzz//JCAggISEBKAgK3xKSopyTtWqVRkzZgzt2hVc8AEDBihJePWN5Nq1a5OWlsbevXvR6XS8//77/7Vbnz59WLRoEfPmzcPc3JyQkBDl8wCaNm3KJ598gq+vLwDDhw9n0KBBAEojvXbt2ty9e5fff/8da2tr3n333f/KKSUlheXLl9OoUSOWL19Ow4YNCQ0NNcg9KMJLz/Xr14mNjcXf358aNWoYvPfaa68xYMAAPDw80Gq1jB8/Xlly8eeff2JjY4OzszPx8fEcPXqUatWq0bVr1//KR2R5Xb16lYEDB1KjRg2mTp36t+cbS3k5aNAghg8fDhQk3h4zZgwdOnRQ3GrWrImJiQnHjx/n4sWL+Pn50ahRI6O/vyTftcKU17UsqVdx5yUl/bWv7HnXFX9XB5SU53mPlfTBClCxlif1Bkfi7PcOWfeuk3TIcK+Ic6u3qdq+N1DwAHZ9fQB29V9VvEpzf8lOTk4OUFAnzJ49m//7v/8j5cQOko/9+ky/z9zOCdfXB2DrUTAbU17PpfKipPXX1q1biYqKokOHDkX2Qj/P+qs0Xr6+vqxZs4bBgwdz6dIl1qxZo3oV42Vtbc2YMWNYvnw5kyZNIj4+nhEjRhicExAQwKBBg3BxcQEgLCyMbt26Ac/eAP+nen3xxRd4eXlRt25d0tLSAEhKSuLx48fKOSLaOuWNhYUFmzZt4rfffmP37t00bdoUS0tLatasiTY3B21+HgAVHAoGsB282lG5cRsq1WqMNjeb3Id/Pd9NrSoCoDE1w8S8AiZm5mj+//JXrVZLlSpViImJoX///ty/f5/hw4cze/bscv6Lnz//kx287OxssrOzgYKk6CkpKbz22mvKl3fTpk1ERkYq59vZFSyhMTc3B6BSpUqYmpoCfy3BW7BgAbNmzcLZ2ZmFCxcqX/Jn9QIYOXIkb775Ju+++y5vvfUW+fn5xMfHK+/b2toCKCPttra2ipd+lGjDhg1MnjyZihUrEhkZycCBA/8rrwMHDpCQkECXLl1444036NKlC+np6QYjWyK89KxZswadTmc06IneS38dn/QyNzdnx44dSiNp3LhxytKUZ/USVV6XL18mICAAc3NzNmzYgIuLCzqdjqysLKVBXrNmTQBlP1lCQgJmZmYGnSlbW1uD8gIM3Bo1asTOnTt5++23iYuLY+DAgcXOMj3tuybyWpbUq7jz9MvD4PnXFcXVAVlZWUqHoSQ8z3uspA9WAPOK9th5NKfGm0NAY0Lqmb0Gv8vUqiImpgVOppY2BQc1JopXae4v2alevToajQYPDw+6d++uNLiyUwu+f9q8HLR5Jb+mppb/v1FiUlB+ZfVcEkFJ6i+An376iaFDh9KqVSuWLFmi/P16nmf9VRovR0dH2rdvz5QpUzAxMeE///mP6lWMl6OjI6NGjeL1119nyJAhNGjQgBs3bpCVlaX8Hn29amZmhqWlJRUqVFD2nz1LA/yf7KUfhPPz81MCtoWGhvLrr38NFJVXW0ck+fn5hIWFce7cOVauXMn+/fv54IMPSE5O5sTELsStLAiI4+DdHo2ZOcnHtpN0eCsPr57E3M4JC8fiE4A/SVxcHNHR0djY2NC0aVMA7t27VyZ/V3kivIN36tQpRo4cyYgRI/jxxx9L9X937tzJTz/9BBQ0ztatW0d8fDxt27ZV1lJ369aNr7/+mq+//pqgoCAA2rdv/7dRN58kMjKS5ORkGjZsiJOTE6mpqeTl5Rk9tyReFy5coH///qxYsYJly5axceNGLC0tqV+/dMl/p0yZQmZmJo0bN8bW1vapN2VJvPSdgk2bNvHtt98q67bd3NyEekHBCPmGDRtwdXWlY8eOpfIBSE9PJzw8HBMTE7y8vLCwsFBmap7VS0R53b59m/fee4/U1FT69evHyZMn2bJlC7du3aJOnToMHjwYQNmzNW3aNKKjozl27BhvvfUWlpaWJfY6fPgw69evx9HRUfmbi3N72ndN5LUsqVdx53388celcitpXfG0OqBOnToGQVW2bNnCrl27gIJGwrp160odCKak91hJH6x3d6/j1rYlJB/7lesbZoBOi5XLy6VyKs39JRPG6oa0tDQ6duzIhQsX+Oabb1i2bBkAlWo3BuDcjAGcCuuh/I60Pw6RejoGgJwHSSQd3kpWUtFlsE+jNM8lWShp/bVz506GDx+Ora0t3bt3Z/v27aUOfFCa+6ukXvPnz+eLL75g/fr1jBo1Cq1WS7169VSvYrzWrl3L2LFj+fbbb4mKiuL8+fM0bNiwVM+h0jTA/6le3p170n3tRVK93sOt72Tc+k5WlhG6tH2PJXedGP5Dwd7brZfv033tRc7eK1iG2HfjFSbu/GvlR2nbOjKi0Wg4ePAg48ePZ8uWLQwcONBosK8Kdk649Z5IXnoaf/70FRZOL1G3fziaJwaDnoalpSVnz54lLCyMqKgofHx8GDp06PP8c4Tw/DZGPQNarZZly5YRGhqKo6Mj48ePx8fHh+rVq5fo/y9atIiDBw8C8McffxAcHFxk9MTd3R13d3egYLYF4OWXXy7xHiE9eXl5fPXVV9y/fx8XFxemTp1a7B6Wkng5Ojqi1WqZOXMmmZmZuLu7ExISQtWqVUlPNx5W2xgPHz5k5syZPH78mBo1ajw1EmdJvLy9vZk8eTLffPMNEydOxMXFhYiICBo1aiTUC+CXX34hJSXlmaNLmZqacvv2bXbs2EFWVhZ169Z96qiWrOV148YNkpOTAQxmog8dOmRwnpeXFxEREcyfP58jR47Qvn37UgdhsLKyIjY2llWrVmFiYoK/vz/9+vUzem5pvmvleS1L6lXcec2aNVPKuySUtK54Wh3wJF988YWyB+7AgQMcOHAAb29vZSS3JJT0HtM/WNesWYOVlZXyYE1MTDQ4z8zGjqRD/yH30X1MrWxwaNKBGm+V7qFYmvtLJoqrG6KioggKCiI8PBwnJyeqv/kvZUnqkyTs3UB6/GkAMu/Gc+OH2dQKDMaySsmef1C655IslLT+On36NPn5+aSmpjJ69GigIAKvn59fiT+rNPdXSb0cHR1ZvXo1SUlJ2Nra8vbbb5dpvfpP93Jzc+Pbb7/lxx9/xMzMDH9//1J76RvgP/zwA/n5+U9tgP/TvSrV8VZ+zky4DoBNzQZYVHZRVgP8HaVt68iIiYkJO3bsKHK8Ro0a+EzfZXCscuM2VG7cpsi5Tj6dcfL5a6DUa/y6Iu8Neb9gUuV/MRWFRmdsY045cfnyZb7//nuloaGf/ejRo8fT/pvB/qb/Bicnp1I13MoL1at0qF6lQ/UqHarXX3Rfe/G5/a4t75dutcLTUL1Kh6xeJUX9TpYO1asAWe971at0qF5/8dJLxS9FFTrUl5qaahBt0NHRkStXrgg0UlFRKQtkrZBVVFRUVJ4van2voiIeoTN4hw4d4tSpUwwZMgSAffv2ceXKFWWNtJ6dO3eyc+dOAKKiosrdU0VFRUVFRUVFRUVF5Z+A0CArDg4OBqHKU1JScHBwKHJep06diIqKeu6dO2MbNmVA9SodqlfpUL1Kh+pVOlSv0iGrF8jrpnqVDtWrdKhepUP1Kh3l5SW0g1enTh3u3r1LYmIieXl5HDhwAB8fH5FKKioqKioqKioqKioq/1iE7sEzNTVl0KBBREREoNVqad++fZGExyoqKioqKioqKioqKiolwzQsLCxMpEC1atXo0qULXbt2pUGDBuX++aXNV1ZeqF6lQ/UqHapX6VC9SofqVTpk9QJ53VSv0qF6lQ7Vq3SoXqWjPLyEBllRUVFRUVFRUVFRUVFReX4I3YOnoqKioqKioqKioqKi8vxQO3gqKioqKioqKioqKir/I6gdPBUVFRUVFRUVFRWVEpGbm1uiYyrieOE6eAkJCcpNeP78ebZt28bjx48FW8G2bdvIyMhAp9OxcOFCQkJCOH36tGgtacvr4MGDZGZmAvDDDz8wc+ZM4uPjBVvJex1lLa/iOHPmjGgFLl68SExMDAAPHz4kMTFRsFEBsnrp0Wq1ZGRkiNZQeQbS09OL/MvLyxOt9Y/hwYMHohX+kYiu7zMyMkhISChy/MaNGwJs/hmEhoaW6JiKOF64Dt6sWbMwMTEhISGBxYsXk5KSwrx580RrERMTg7W1NadPn+bx48cMHz6cdevWidaStrx++OEHrKysuHjxImfPnqVDhw4sXbpUtJa011HW8iqOhQsXCv3877//nh9//JEff/wRgLy8PObPny/UCeT1+vLLL8nIyCArK4ugoCBGjx7NTz/9JFqLqKgopk2bZvBv/vz5bNu2jZycHNXrCUJCQhg8eDAjR47k008/ZfDgwQwbNoyQkBBhA0IZGRmsXbuWzz77jIEDBzJo0CBGjRrF2rVrhQ42PtkRfvToERMmTFBey8gXX3whWsEoIuv7AwcOMGrUKGbNmsXo0aO5evWq8l50dLQwr6ch8jqmpaURHx9PTk4O165dIz4+nvj4eM6fP092drYwL4BTp06xe/fuIoOeu3fvFmT0dIKCgsr09wvNgycCExMTTE1NOXLkCJ07d6ZLly6MHTtWtBb6YKYnT56kbdu21KhRAxkCnMpaXiYmBWMTJ06coFOnTjRr1ozvvvtOsJXc1xHkKq9p06YZPa7T6YQ3kI4cOcL06dMJCQkBwMHBQZkBFYmsXrdu3cLa2pr9+/fTtGlT+vTpw7hx43jrrbeEerm4uPDw4UNat24NFDTmrKysuHPnDl9//TUjRoxQvQrRuHFjWrRoQZMmTQA4ffo0hw8fxt/fn6VLlwppWM6ZM4dGjRoRFhaGvb09UNDI3LNnD3PmzBE2azB48GCcnJwMjqWmphISEoJGo2HBggVCvJ7WEb9+/Xr5iTyBrPX95s2biYqKonLlyly9epUFCxbQp08fmjdvLvTZLet1PHXqFHv37iUlJYVVq1Ypxy0tLendu7cwr3Xr1nHp0iVq167N5s2b6dq1K126dAFg+/btdOjQQYjX4cOHjR7X6XSkpaWV6We/cB08U1NTYmNj2bt3r9JIys/PF2xVkBNj6tSpJCYm0qdPHzIzM9FoNKK1pC0vBwcHFi9ezJkzZ+jevTu5ublSdKRkvY4yltfFixcZMWIElpaWBsd1Oh1xcXGCrAowMzNDo9Eo1y4rK0uojx5ZvfLz88nLy+Po0aN07twZMzM5Hi2XL18mMjJSee3j48P48eOJjIxk9OjRqtcTXLlyhSFDhiivvb29Wb16NR9//LGw/TWJiYlMnDjR4Ji9vT1vv/22slRZBH379uXMmTP069ePmjVrAjBs2DC++uorYU4A48ePp2HDhkbfEznjKWt9r9VqqVy5MgB169ZlypQpREVFkZycLPTZLet19Pf3x9/fn0OHDtGiRQthHk9y/Phxpk+fjqmpKe+99x7z5s3j3r17DBgwQGhbZ+7cufj5+Rm9l8q6TpXjKVyODB06lN9++40ePXrg7OxMYmIibdq0Ea3FkCFDuH79Oi4uLlhYWPDo0SOGDh0qWkva8ho1ahSnTp2iW7du2NjYcP/+ffr27StaS9rrKGN51atXjwoVKhh9iL300ksCjP6iZcuWLF68mMePH7Nz505iYmLo2LGjUCeZvTp16sSwYcOoVasWDRo0ICkpCWtra9FaZGVlkZycrMy0JCcnK51ikZ1QWb0qV67Mjz/+aDCzaGdnh1arVVYBlDdVqlRhy5YttGvXrsgM3pMzaOVJt27daNWqFStXrsTR0ZHAwEApBvOqV6/Oxx9/TLVq1Yq8969//UuAUQGy1vdWVlYkJCRQtWpVoOA7EBYWxowZM/jzzz+Fecl6HfW88sorxMbGkpiYiFarVY4HBAQI8dFqtZiamgJgY2NDSEgIX3/9NbNnzxa6j7hmzZp069ZNGQQqzNmzZ8v0s03DwsLCyvQTJCM2NpbAwEClsG1sbIiPj6devXpCvcLDw3n77bepUKECABYWFsybN4927doJ9ZK1vMzMzEhPT+f69evUrl2b3NxcrKyssLGxEeoFcO7cOU6fPk3Dhg159OgRGRkZODg4CHWSsbzatGmDs7Oz0ffat29fzjaGeHh4YG5urpRbx44d8fPzE+qk0+lwcnLCzs4OMzMzkchEZwAAIABJREFUHj16RKdOnYR7AdjZ2dGrVy/atGmDRqPB2tqaBg0aUKlSJaFezs7OzJw5k+PHj7Nnzx5+/vlnBg4cSOXKldFqtbi7u6tehWjSpAnHjx/np59+4sCBA1hbWzNo0CDMzMzw9vamYsWK5e7UrFkzzpw5w7p161i/fj1btmzh8OHDODk5MXDgQOWZKQJra2tatmxJXl4eixcv5uHDh8KXJdvZ2WFnZ2f0u+fs7Iyrq6sAK3nrezc3N8zMzAzubXNzc1q3bk3VqlV5+eWXhXjJeh31REVFkZSUhKOjo/KsNDMzw8PDQ4jPqVOncHBwoEqVKgBoNBp8fX25ceMGR44c4b333hPiVb16dezt7Y0OeDZo0KBs24a6F4yxY8cWORYcHCzApIDs7Gzdo0ePdGPGjNE9evRI+Xfv3j3dyJEjhXnpka289GzYsEEXGRmp+/TTT3U6nU6XkpKiCw0NFWyl0y1evFi3ZMkS3WeffabT6XS6R48e6caNGyfYSt7y0pOYmKg7ffq0Tqcr+E5kZGQINtLp7t+/rzt69Kju6NGjuvv374vW0el0Ot3o0aNFKxjFWD1h7JgIcnJydNeuXdNdu3ZNl52dLVpHQVYvlWcjOztbd+PGDdEa0rN69eoSHStvZPWSFdmeRdnZ2cXWoykpKcrPN2/eLC+lUrFp06bn/jtfmCWasbGxynRy4c2+WVlZQkYl9ezcuZOtW7dy//59ZY8bFIwMdu7cWZiXrOWlR9ZgE1evXmXatGlKIJqKFStKEWZc1vKCgu/Arl27SE9PZ/78+aSkpLBkyRImT54szGnXrl1s3LgRT09PdDod33zzDe+++66wjdp6ateuzdWrV6lbt65QDz23b9/mzz//JCMjw2AzeWZmptCcSOfOncPT07PIBvd79+4B8Oqrr4rQktZrxYoVDBgwgKioKKPLDAs/m2QiJiZG+Gy/ngoVKigrXWTyKowMXsaWpZ06dUr4lgFZvYwhw3V0d3fn5s2bRpceiuBpM/mFZ8kWLFhQbMAfkRw6dIgePXo819/5wnTwPDw8qFy5Mo8ePaJbt27KcUtLS2FT8ABdu3ala9eu/PLLL0rEHxmQtbz0yBpswtTUFK1Wq3g9fPhQin0ZspYXFES4ioyMZMKECQBUq1ZNeD6pn376ienTpyvLYx49ekRoaKjwDt7Vq1cJDQ2lSpUqWFhYoNPp0Gg0zJw5U4jPnTt3OHHiBI8fP+b48ePKcUtLSz755BMhTgAXLlzA09PTwKkwojpSsnq1bdsWQPjywtKyYcMG4Q1dY6heRfntt9/Yvn07iYmJjBkzRjmemZkpbFmfzF5PQ4b76+LFi+zZswdnZ2fMzc2FP4tKik6CYHzGKAuvF6aDV6VKFapUqUJERIRoFQP0I7oODg5Gw6mKeuDLWl56jAWbEN34BujSpQszZszgwYMHfPvttxw6dIiePXuK1pK2vABl/b6e/Px84Z3iSpUqYWVlpby2srISvp8MKBJNUDS+vr74+vpy+fJlYfvGjBEYGAggRYCjwsjq5ebmBmAQACM9PZ2UlBThA3qFG92F0el0QgeCVK/S4efnR5MmTVi3bh3vv/++ctzKykroqiBZvWS9jnr0A7L/NES3LYqjLLxemA7epEmTCA8P54MPPjAoSP2ow8qVK4V4yTqiK2t56Xnrrbc4c+aMkjuqZ8+eeHl5CXWCgo3kbm5uynKP4OBgqlevLthK3vKCgkblpk2byMnJ4cyZM2zfvp1XXnlFiMvPP/8MQNWqVZkwYQI+Pj5oNBqOHTsmxVIU/QbyBw8eCF0C+SQ7d+5k586dRY6L7shs27YNf39/rKys+Prrr7l27Rp9+vTB29tb9TJCWFgYY8eORavVEhISgp2dHR4eHvTv31+Y04MHD5g4cWKRgFA6nY5JkyYJslK9Sou1tTXW1tb06tULe3t7zM3NOX/+PDdu3KBdu3bCAn7J6iXrdczIyMDa2tpgAFTlv0edwfsvCA8PBzBIzCgDso7oylpeetasWUPfvn0NOin6YyKZP38+I0aMMIhwpT8mElnLC6BPnz7s3r2bmjVrsmPHDpo2bSos9L9+X6KLiwsuLi7KcR8fHyE+T3Ls2DFWrVrF/fv3sbW1JTk5GVdXV2bPni3Uq1mzZsrPubm5HDlyRMktJZKYmBi6du3KqVOnePToEcOHD2fBggXCO1Kyeukbb7t27aJdu3YEBgYWO5NQXjRr1oysrCxq1apV5L3i8oSVB6rXszFr1iyioqJISEhg8eLF+Pj4MG/ePMaPH696FULW6zhv3jzGjRtHSEgIGo3GoGOi0WhYsGCBMLeSIEuO1icpi5yCcv6lZUx8fDwXL15Eo9FQv359ateuLVqJR48e8f3333Pp0iUA6tevT0BAgBTLwmQsL1k3RN+6dcvgtVarJT4+XpDNX8haXgAmJiZ06tSJTp06iVYRFkq5pKxfv56IiAjCw8OZPn06586dY//+/aK1ijycWrduLTRIjh594+PkyZO0a9eOGjVqSLEHQ1av/Px87t+/z8GDB+nVq5doHeDpOb9GjhxZjiaGqF7PhomJCaamphw+fJjOnTvTpUsXJSiZ6vUXsl7HcePGAfDVV18Jc/g7UlNTSUpKIj8/Xzmm7xSL2nb08OFDdu7cWcRLP7nzzjvvPPfPfOE6eBs3buTgwYPK0sfo6GhatGjBu+++K9Rr7ty5NGjQgKCgIAD279/P3LlzhU7Fg3zlpd8Qfe/ePak2RG/evJnNmzeTk5OjLGfS6XSYmZkJ7bjIWl4AQUFBT113LnKz9ueff270+JQpU8rZxBBTU1MqVaqETqdDq9Xi6ekpfLm0MRISEqTYJ+Lm5sbUqVNJTEykT58+ZGZmSrEHQ1avgIAAIiIiqF+/PnXr1uXevXtKAmgZuH79OhcvXgQKBkGNzW6IQPUqOaampsTGxrJv3z4lOmvhBq8oZPUCOa8jFKwouXDhAgCNGjUStrWiMGvWrOHgwYNUr15dqVM1Go3w2evp06dTv359GjdujImJSbl8pkYnw7BhOTJy5EhmzJihhFTNyckhODiYL7/8UqhXUFAQs2bN+ttj5Y1s5ZWRkUF6erp0G6L1rFu3jj59+ojWUJC5vJKSkp76vn6/mQgKz7rm5ORw+PBhTE1Nhc94hoeHExwczLp163j48CF2dnbExcUxdepUoV76vbr6Pbr29vb07t27TJadlAatVsv169dxcXHBxsaGR48ekZqaKjxwiKxeMrNt2zZ27dpF8+bNgYLUL506dRIefVr1Kh23bt3it99+w93dHT8/PxITEzlw4ABvv/226mUEWa/j2rVriYuLw8/PD4Dff/+dOnXqCG//jBw5kpkzZ2Jubi7U40mCg4OZMWNG+X7oc8+sJzlhYWG69PR05XV6erouLCxMoFEBK1as0MXGxury8/N1+fn5ut9//123cuVK0VpSl9eff/4pWqMIM2bM0B0/flyXn58vWsUAWctLj4xJxZ9EhoT1mZmZuvz8fF1eXp4uJiZGt3XrVt3Dhw9Fa/0jWL9+vWgFo8jqJUuiej1BQUG6zMxM5XVmZqYuKChIoFEBqpdKWSLrdQwKCjJo5+Tn50vhFRERYVBesvDtt9/qjh8/Xq6f+cIs0Vy+fDlQMHMxevRovLy80Gg0nDlzRmjS4MIj39u2bWPBggXodDp0Oh2WlpZ88MEHQrxkLS891atX5+uvvyY/Px9/f3/8/PywtrYWrcXrr7/Onj17+Oabb2jRogXt27fnpZdeEq0lbXmBnEnF09PTlZ/1+ygzMjKE+eixtLRUfvb39xcnYoTDhw8b7NXVjzjLwvHjx5WgVjIhq5dOssU9Op3OYGmTiYmJFI6qV+m4e/cu69at49atWwaRgEUH55DVS9brCAUrhPQrgUQ/H/Vt1goVKhAcHEzjxo0NAqoMGjRIiFfhNv7mzZsxMzPDzMysXCLSvzAdPH2eHzc3N4OGh+h1ubJGqZS1vPR07NiRjh07cufOHWJiYhgzZgweHh507NgRT09PYV5eXl54eXmRkZFBbGws4eHhODo60rFjR9q0aSMsgpOs5QVyJhUvHCHM1NQUZ2fnp256Ly8Kpy3Jy8sjLy8PS0tL4fvwli5dSkJCAq1btwZgx44dnDlzhg8//FCoV2FkaRQ9iaxehSOjykD79u2ZOHEivr6+ABw9elSKXJ6qV+mIjo4mMDCQlStXMmHCBGJiYqT4DsjqJet1fPvttxk7diyNGjVCp9Pxxx9/GGwDKW8Kt1lliXoNYtv4L9wevMLEx8crN4VMbNiwQcoRXdnKS6vVcvz4cWJiYkhJSaFly5ZcvHgRS0tLPvvsM2Fejx49Yv/+/ezbt4/KlSvTpk0bLl68yM2bNwkLCxPmJWt5hYaGEhYWpnR+8/LyCAsLE76vTHZ0Oh1Hjx7lypUrQh+sAJ999hlz5sxROp9arZagoCDmzJkj1OvmzZtK/kKtVltum9v/Dlm9Vq1aRfv27alRo4ZoFaPoIzoDNGjQQIqIzqB6lYaQkBCmTZtmEGNAf0z1Mo6M1xHg/v37xMXFAVC3bl3s7e0FG0FWVhYVKlRQ6lStVktubi4WFhZCvY4cOYKnp6eycurx48ecP3++TFe6vDAzeMb4+uuvpfjyPomsS3ZkKq8VK1Zw/PhxGjduzDvvvGOwbFRkCOEZM2Zw584d2rZtS0hIiJILrFWrVkp4YRHIWl5QfFJxfdLxN998s9ydDh8+/NT39VFlRaLRaGjevDkbN24U3sGrWrUqycnJSmCclJQUgzyColi6dCm5ubn4+/vTpk0baZYly+rl6urK4sWLpVrKrc/Nl56ejrOzM87Ozsp76enpwoJFqV7Phrm5OVqtlmrVqvHrr7/i4OBAVlaWUCcZvWS/jgCXL19WluVrtVopluWHh4czadIkZTtDTk4OU6dOFT5g/P333xuUj42NDRs3blQ7eGWFrJOXqtff8/LLL9OrVy+DPUl6IiMjBRgV0KVLl2KXPEZFRZWzzV/IWl5QfFJxfdJxEezevZvLly/TqFEjAM6fP4+Hhwe2traAuA5e4Y6nTqcjLi5OimhhmZmZjBo1irp166LRaLh69Spubm7KgJA+7Hh58+9//5u7d+8SExNDSEgIdevWpX379nh5eQnxkd1LxqXcTyZW1qPfwyJqj5Tq9WwMGDCAnJwcBg4cyPr16zl37hzDhg0T6iSjl+zXUdZl+Tk5OQbtHEtLS7KzswUaFWCs/VzWaThe6CWaR44ckWLE4Un0X2DZkKm8dDodR44ckS6oQ05ODr/99ptBzprXX39dSTMhClnLS1amTp3KsGHDlBnY+/fvEx0dzcSJE4V6RUdHKz+bmJjg7OxMx44dsbOzE2iFkgupOETv3dVqtRw5coRvvvkGa2trdDodvXv3Fj4TK6OXjEu5dTodKSkpODk5Cfn84lC9Ss78+fMZMWIE27Zto2vXrqJ1FGT1Ajmvox5Zl+VPmjSJgQMHKtuJ4uPjWbZsmbAE53qio6OxsbHhjTfeAGD79u2kp6eX6SDCCzWDd+HCBezt7XnppZe4ePEiCQkJnDhxQuhm8iNHjtCwYUMqVqzIw4cPWbVqFdeuXaN69ep88MEHODo6CnOTsbz0LFu2TMrRowULFmBlZUXnzp0BiI2NZcGCBYwePVqol6zlBRAXF8emTZtITk42GNESmeg8JSVF6dwB2NnZkZycLMxHz9ChQ0UrGEV0B644bty4QUxMDCdPnqRx48aEhITg5uZGamoqoaGhwjpSsnqtWLGCEydO4OnpKdVSbo1GQ2RkpPC8sE+iepWc+Ph4UlNTiYmJoW3btkXeF7XkUFYvkPM66pF1WX7//v2ZM2cOlStXRqfTkZaWJjTGgJ5Bgwbxww8/MHfuXDQaDY0bNy7z9tcL08FbsWIFV69eJT8/H29vb86dO0eTJk3YunUr58+fp1+/fkK8vv32W2XEY9myZdSrV4/evXtz9uxZoqOjmTRpkhAvWctLz7lz5wxGj9q1a0dQUJBQJ4A///zTYATL09OTUaNGCTQqQNbygoKlKP369aNmzZrSzFx7enoSERGhdIgPHDhA48aNBVv9FQq6OESFgj58+DBr167lwYMHAOUSAvpp5ObmYm5uzvLly+nYsSN9+vQxmEV3cHCgV69eqtf/5+DBg7Rs2ZKaNWtKu5S7du3aXL16VYo0PYVRvUrGa6+9Rnh4OPfu3WPcuHEGS9ZELjmU1UuPbNdRj6zL8l9++WXmzJnDnTt3AHjppZek2F508uTJInvl9fVuWfHCdPDOnDnDrFmzyMnJYciQISxatAgLCwvy8vIICQkR1mHRarXKzwkJCUpnwN/fn61btwpxAnnLS4+so0e1a9fm8uXLuLu7A3DlyhXq1Kkj2Ere8gKwtbWVKqwxwODBgzly5Iiy9LBTp05SLGnNzc3l1q1btGrVCoBDhw7h6uqq3G+iWLNmDSEhIVSvXl2oh57Q0FCmTZuGo6Oj0VF5oNjjZYmsXj/++CMtW7Zk+/btxYZgFx1s5erVq4SGhlKlShUsLCyUQQSRM/2qV8np2rUrXbt2ZcmSJXz00UdCHIwhq5ce2a6jnp49ewr9/OLQ17H6KMUgRzRUfR37d8eeJy9MB0+j0Sj/9K+hYB9L4U5WedOoUSPWr19Pjx49aNSokbLP7dy5c0IfqLKWV1RUFBqNxmD0CBA+whUUFIRGoyE/P59JkyYpa+aTk5OFJjqXtbwKExgYyKJFi/D09DQIGCJ6f1Tz5s1p3rw5x48f55VXXhHqoufmzZv8+9//xtTUFCgYfZ4yZQoff/yxUC97e3tpOndQkGojNjaWK1euGI2IKurektWrYsWKTJ06lcTERKMNIVGj8YURvf+1OFSv0vHRRx+h1WpJS0szaEuI3mcmq5es1/HvluVPnDixXPe9paWlkZqaSk5ODteuXVNm7TIzM4UGWTl58iQnT54kNTXVYAVOZmZmmafHeWE6eE2bNmXy5Mnk5ubSoUMHZs+ejbu7OxcuXKBBgwbCvAYNGsSmTZuU/Q1bt27FwsKCV155hREjRgjzkrW83nrrLWGf/TREpkB4GrKWV2FiYmK4c+cOeXl5BhWe6A6eng0bNkjTwUtPTyczM1PZF5KVlUV6erpgq4LksnPmzMHX11eKTvpHH33E/v37efz4McePHy/yvuplyPjx44mPj2fBggV069ZNiMPf8d133xV5JuoDZIhE9Sodv/76K99//z12dnYGA8iiZ6Rk9ZL1Ov4dubm55fp5p06dYu/evaSkpBgkF7e0tKR3797l6lKYypUr4+bmxrFjxwzySFtZWdG/f/8y/ewXpoPXt29fLl++DIC7uzsJCQkcOXKEDh060KJFC2FeZmZmBAYGEhgYSEZGBvn5+VSqVEmYjx5Zy8vYqJEMMyz6pY+F2blzJ506dRJg8xeylldh4uLi+PLLL0VrFIsM6/f1vP3224wdO5ZGjRqh0+n4448/eO+990RrkZmZiYWFBWfOnDE4LqrDUr9+ferXr0+dOnWKXXIoAlm9zMzMcHd3Z+rUqUoqENm4deuWwWutVkt8fLwgm79QvUrH1q1bmTt3rhTtnMLI6iXrdfw7yns/vb+/P/7+/hw6dEhoG/VJatWqRa1atfDz88PMrHy7XC9MBw8KOippaWnKl6Nt27bY29sLtiogLi6OlJQUTExMqFatGq6urqKVqFOnjrIUzN7enkaNGuHi4lLm08qlRaYZlsLs2LFDeAfPGLKVl4eHB7du3ZJqiV9hRC9/LEz79u1p2rQpV65cAQoGYmSow2SL7nnu3Dk8PT2xsbGRaimkrF4rVqxgwIABREdHG22YiVyiuXnzZjZv3kxOTg79+/dXBlzMzMyE1q+q17Ph5OQkfD+nMWTzkv06ykqLFi04ceIEf/75p8EsYkBAgEArSEpKYt26ddy6dcvAqyyD+LwwHbzr16+zZMkSMjIycHBwAAoCTdjY2DB48GCDqdPy5MKFC6xatQobGxvi4+Px8PDg8ePHmJqaMnz4cGHrv/fs2cOqVauoVKkSAwYMYNmyZTg7O3P37l3ef/99/Pz8hHgZQ6YZlsKoXiXjypUrBAcH4+zsjLm5uTSbyPXo9yqeOXNGeCLqixcvUqtWLXx9fdm3bx9btmyha9euRmeQy4MtW7bQvXv3YqN7iorqeeHCBTw9PY0ugwRxHSlZvfSBXWRc0t2jRw969OjBunXr6NOnj2gdBdWrdPz8888AODs7ExYWRrNmzQyWc7/55puqVyFkvY4lRVQ7Y/HixeTk5HD+/Hk6dOjAoUOHpIg3EB0dTWBgICtXrmTChAnExMSUeRm9MB28r776io8//ph69eoZHL98+TILFy5kxowZQrxWrFhBaGgotra2JCYmsnLlSsLDwzlz5gyLFi0iNDRUiNd//vMf5s6dS1ZWFsHBwUybNo2qVauSlpbG1KlTpergyTTDUhgZAhMYQ7bymjBhgmiFErFw4UIWLlwo1GHp0qXMmDGD69evs3XrVtq3b8+CBQv4/PPPhfjoVxqIGiArjsDAQLRaLU2aNFEijsqArF5ubm5otVp27tzJp59+KlrHKL169WLfvn0kJiYSEBBAcnIyaWlpwhtvqlfJyMzMBApmypycnMjLyyMvL0+IS2Fk9dIj23UsTFJSEnfv3sXLy4ucnBzy8/OxsrICYPjw4UKcLl++zMyZMxkzZgzvvfce3bp144svvhDiUpicnBwaN26MTqejSpUqBAYGEhISUqbRSF+YDl52dnaRzh0ULNvMysoSYFSAVqtV9jw4OTkpyZS9vLxYsWKFMC8TExNsbW2xtbXF0tKSqlWrAkixHKwwiYmJpKSkYGVlJXxZ66lTpzh69CipqalAQU4rX19fmjRpItSrMDKVlx797NODBw/KfWP2kxQXSlmn00kRzMTU1BSNRsOxY8d444036NChAzExMcJ89Okt/P39lWNpaWlS1BMmJib89NNPUnWkQG6vpKQk8vLyyn2vSElYtmwZGo2G8+fPExAQgKWlJcuWLROen0/1Khky7BU2hqxeemS7jnp27tzJrl27SE9PZ/78+aSkpLBkyRImT54MYJCmoDzR5xW1sLAgNTWVSpUqcf/+fSEuhTE3N0er1VKtWjV+/fVXHBwcyrzvIddmqjKkSZMmREZGcuDAAS5dusSlS5c4cOAAkZGRQhvgbm5uLFy4kP379/Pll18qQTGys7OFpiNwcnJi3bp1LFu2jJdeeolVq1Zx8eJFvv/+eypXrizMa/r06crPR48e5fPPP+f48eNMnz6dPXv2CPNasWIFv/zyCw0bNqR79+50796dhg0b8ssvv/DNN98I85K1vApz7NgxPv30U4YPH86UKVMYNmyYsBG3ixcv8tprr9GtW7ci/4wlfy5vLC0t2bx5M/v376dZs2ZotVqpRptBfELswjRu3JiffvqJ5ORk0tPTlX+ikdXLxcWFSZMmsXHjRn7++WflnwxcvXqVDz/8UFk+V7FiRSnufdWrdISHh/P48WPldXp6ermG0y8OWb1kvY7bt28nPDxcmbGrVq0aDx48EGwFzZo14/Hjx3Tr1o2QkBCGDRtG69atRWsxYMAAcnJyGDhwIPHx8ezbt49hw4aV6WfKN0xXRgwaNIgTJ05w7NgxgxmWN954g2bNmgnz+vjjj9m1axeXL1+mcePGSmQ1jUYjNP/JiBEj2L59O9bW1rz//vucOnWKH3/8EScnJ6EBFfQznFCw/2fKlCk4Ozvz8OFDwsPDDWYSypOTJ08ajQTZqlUrRo4cycCBAwVYyVtehVm/fj0RERGEh4czffp0zp07x/79+4W41KtXjwoVKhiNPioyn6GeUaNGERsby5AhQ7C3tyc5OVm6fVMy7fE8cOAAUNAY0aPRaMp0Y3tJkNXLxcUFFxcXdDqdsnRNFkxNTdFqtUoQmIcPH5Z7pD5jqF6l4+HDh9jY2CivK1asKEXHQFYvWa+jubm5wUx/fn6+FF76YCotWrTglVdeITc3V4rgOfoltZaWluXWhn5hOnhQ0LMX2ZkzhpmZGW+88YbBsYcPH2JraysscAKAtbU1PXr0UF63aNGCBg0aYGdnJ8wJDEPv5ufn4+zsDICtra3QysXc3Nxo8vC4uDiDDdvljazlVRhTU1MqVaqETqdDq9Xi6enJypUrhbg8bT+gqH1uhbG3t1c2/evTXbRr106wlSEdO3YUraDw1VdfiVYwiqxe+uVq2dnZWFhYCLYxpEuXLsyYMYMHDx7w7bffcujQIXr16iVaS/UqJSYmJiQnJysB5JKSkqR4FsnqJet1bNiwIZs2bSInJ4czZ86wfft2KaJza7VaTpw4QWJiosEqOFHBcvTExcWxadMmkpOTyc/PV46XZTC5F6aDd/XqVdauXUvlypXp06cPCxcuJC4ujmrVqvHxxx9Tu3ZtIV4nT55k6dKlODg4MGjQIObPn09ubi65ubkMGzaMxo0bC/EytlxowoQJyh4lfaLl8ub69etKyODc3Fzu379P5cqVycvLE7qkdejQoSxdupTMzEwcHR2Bgiit1tbWZT4N/zRkLa/C2NjYkJWVRYMGDZg3bx52dnZSNS5lyxuoR7Z0F1qtlrS0NF555RVl5lhUFGA92dnZ/PzzzyQnJ/PJJ59w9+5d7ty5I7zcZPXSBx3Lyspi4cKFXL9+nZ07d/Lhhx8K9QJo06YNbm5unD17FoDg4GApUquoXqWjd+/eTJo0iYYNG6LT6bh48aIUgb9k9ZL1Ovbp04fdu3dTs2ZNduzYQdOmTaUY3Js2bRrm5ubUrFlTig66nnnz5tGvX79y9dLoZFpPU4aMHz+ewMBAHj9+zNq1a+nfvz8tWrTg7NmzfPfdd8LWWgcHBzNy5EgyMjKIiopi3LhxuLu7c+vWLebPn19s0IeypmfPnkUaZ6mpqTg4OEixlOhJHj9+zO3bt3GZqTMkAAAgAElEQVR3dxfqkZaWZrAEWIZgE8aQpbwAsrKyqFChAjqdjv3795ORkUGbNm2kSTgbEhIi7Hv4NMaOHWuwx1Ikv/zyCxs3bsTOzg4TExNpUl3MmTMHNzc39u3bx6xZs8jOziY0NFRY1GTZvSZMmMDo0aOZPn26cm8FBQUxa9YsYU5/tzdR1GCj6vXsPHz4UMnlWa9ePSXQnGhk8vonXEcZGTNmjPDnjjEmTZpEeHh4uX7mCzODl5+fT9OmTQFYu3atkum+cePGrF69WpiXiYmJMhpjYWGhNLirV68udIalb9++nDlzRhlxABg2bJg0S4uMdaRk6KzY29sX6dTdvn1bmoiVemxsbKQoLyjYJ6j/Duj3BJ4/f55GjRoJtPoLWcfAZBhd1rNt2zbmzp0rTadcz7179xg1ahS///47gDQzw7J6QdFZVxMTsbHYQkJC0Gg06HQ6kpOTqVixIjqdjsePH+Pk5CTsmaR6PTu2tra88sor0q1CkMlL9uuoD7qnX3KoH9QTPfjfpEkTTp8+jbe3t1CPJwkMDGTRokV4enoabNspy9ynL0wHz9zcnNOnT5ORkYFGo+HIkSM0b96cCxcuCH2AWVtbs2PHDjIzM7GxseHnn3+mVatWnDlzRmjUvm7dutGqVStWrlyJo6MjgYGBUkx3X7t2jaVLlxpNWP/hhx8KW2r7NKZOnSo8f5oxRI/M65kzZw5t2rShe/fu5ObmsmbNGuLi4qSIYAZydaQKI1MCdicnJyk2sj+JmZkZOTk5St2VkJAgRQoAWb0cHR25dOkSGo2GvLw8tm3bJnxwSt+QXbRoEc2bN1f20Z88eZKjR4+qXv8QL2McP36cwMBA0RpFkMFL9uu4aNEi+vfvj5ubm/BBoMK4u7szc+ZMtFotZmZmSsdT1L5+PTExMdy5c4e8vDyD8lI7eM+Bjz76iLVr1yrRKX/77Teio6NxcHDgk08+EeY1bNgwNm3ahEajITQ0lNjYWCIiInBychLqBQUP+9GjR3Ps2DGmTp1Kdna2UB+A6OjoYhPWR0dHC1vitHz58mLfy8jIKEcTQw4fPmz0uE6nIy0trZxtjBMREcHatWsJDQ0lKysLPz+/cl/KoOfcuXN4enoWKbeUlBSgbCvjZ0WGBOzOzs6EhYXRrFkzg9FJ0Rvb33vvPSIiIkhOTmbevHlcunRJaBRg2b0++ugjVqxYQWpqKkOGDMHLy4vBgweL1gLgypUrDBkyRHndtGlT1qxZI9CoANXr2ZF1dYRMXrJeR2tra2VVnEysXLmSqVOnSrcHLy4uzmik9bLkheng1apVyyDtwMCBA4WFri+Mk5OTwQzBm2++KbxR9CQ+Pj54eXmRkJAgWkXahPV79uzhgw8+MDoKr1+GJYK5c+fi5+dntKITnVRcj5mZGRUqVCAnJ4ecnBycnZ2FjQheuHABT09Pjh8/bvR9UR082ROwOzk54eTkRF5enhQ5mvR4e3vj5ubGlStX0Ol0DBgwQIr9PrJ6AXz66aeiFYzi4ODADz/8QJs2bQCIjY1VVnGIRPV6dqKiokQrGEUmL1mvY6NGjVi9ejWvvvqqQbvHzc1NoFXBs6hGjRpSde4APDw8uHXrVrkGyHlhgqwAnDp1iqNHjxrs3fL19RWa6PxpbNy4UcnpIYLbt2+TmppKvXr1DJaLnjp1SliZLV++nHv37tGuXTuDaJV79+7F2dlZ2Gjz559/Tq9evfDw8Cjynsi9i/pEn/p9lIX517/+JXzmBwoCDfn4+PDuu+/y6NEjlixZgpmZGaNHjxatJg0DBw5kxIgRRZZt63Q65s6dy5IlSwSZGSJbeP2oqCj8/Pzw8fGRIlG9Hlm9Ro4cSZUqVWjVqhWvvvqqQV4w0aSnp/P999/zxx9/oNFoaNCgAQEBAcKDTaheJeNpq1ygIFexCGT10iPbddRTXNqgKVOmlLOJIV999RWJiYk0adJEqtUko0aNIiEhAWdnZ8zNzcslENkL08FbsWIFd+/epW3btgYdg3379lG1alUpZvOeRGQDfNu2bWzfvh1XV1du3LjBgAED8PX1BcRHFTSWsN7Hx0dojsP09HTMzc2latwC/PHHH1SpUsVouPq4uDjq1KkjwOrvPfbt20fbtm0FGRXMbh4+fLhILh1RAy5ffPEFb731Fp6enkXemzJlivAcfbKG179w4QIHDhzgxIkT1KlTh9atW9OsWTMqVKigehXD1atX+f333zl69CjVq1enVatWQr+LKv8b7Nmz56nv6wNslTeyeqk8G99//73R4/ocn6JISkoyelyf7zo9Pf25d9pfmA7eyJEjja5/1el0jBw5knnz5gmwgv79+xs9rtPpyMnJ4bvvvitnowKCgoKIiIjA0tKSxMREZs+eTdu2benatatU4dll5tGjR9JFFZQRfXqExMREAgICSE5OJi0trUjS+PIkIiICa2vrIhvIu3XrJsxJZmQMr18YrVbLuXPn2LlzJ6dPnxa+4V6PrF5QEDJ+1apV7N+/n/Xr14vWITw8nNGjRyuziunp6Xz55ZcGWy9UL/m9VEqHrNcxIyNDmVmEgsTnAQEBUgbbKszy5cuFz8oaoywmTl6YPXjm5uZcvXq1SKMxLi7OYBq3vLG2tiYyMtJovrR//etfAowK0Ol0ytIhfQCFWbNmkZSUJHQDsqwJ69euXUu3bt2wtbUlLi6OOXPmoNFoyM/PZ/jw4TRs2FCIlzGKG+wQxdKlS9FoNJw/f56AgAAsLS1ZtmwZkZGRwpxSU1OFP0D/DtkSsMsWXl9PTk4Ox44d48CBA1y7do127dqJVgLk9MrIyODIkSMcOHCAe/fu4evrK/R7WJhHjx4ZLBmtWLEiDx48EGhUgOpVOmRd2ierl6zXMTo6mpo1azJq1CigYNVNdHQ0Y8aMEWz2dC5duiRawShl0a5+YTp4Q4cOZenSpWRmZhos0bS2tmbYsGHCvNq1a0dycrLRDl7r1q0FGBVgZ2fH9evXqVWrFgCWlpaMGzeOhQsXcvPmTWFey5YtUxLWT5o0if79+zNp0iTOnj3L0qVLhYXWP3HiBO+//z4Aa9as4bPPPqNu3brcuXOHefPmCdu0/cEHHyibjfUVSHZ2tnJchhmDq1evMm3aNMaOHQsUPMBEB+pwd3fn5s2bRvcuyoIMuZr0yBheH2D27NnExcXh7e1N586dadiwoRQdT1m9goOD8fX1JSAgQJo8mXo0Gg3JycnKQEJSUpIUgRRUr9LRr18/5eecnBwOHz6MqampQKMCZPWS9Treu3fPoDP33nv/j707D4u6XP8H/h42AUGWFA0EEVFRkVARzAQ3tOLkUi7HJddj5kJfU0I0xCUlAxSMUFxQS+GYadbxqInliiIukQkayqKSYMKAyDoOzMzvj/nNpxkYEDwOz4Per+vqOszMufy8Lz84M8923xMQGBjIMFHLpot7+tIM8JycnPD5559rbZDN0qRJk+p97f3332/GJJr8/f3rvLnp6+vD398fvr6+jFLx27BeLpdDJpNBX18fUqlUWCm2tbVlWq1yyJAhqKysxPvvvy/8rvPUsB5Q/l7J5XLhDa60tJT5B1hGRgbOnDnTrAeim4qn3fXayuuzPn8HAMOGDcPHH3/MxeBJHa+5YmJihH97vK0QT548GSEhIejZsycUCgUyMjK46FFJuZqmdpVFFxcXLF++nFGav/Gai9f7aGRkhIyMDLi4uABQfmbycIaY/O2lGeCpWFpa1hnU5eXlMZ9trqmpqVNiv7S0lFnpbNUqp7rExES8+eabwj9oFnhtWD9y5EisX78eY8eOxWuvvYbdu3fDy8sL6enpwiooC7Nnz0ZOTg6+/PJL9O/fH2+99RbzwVNtb7/9NiIiIvD48WPs27cPKSkpDU58NIdPP/2U6fUbg4cPeZX8/Pw65fXVP/xZUa/2y7o4lDpec6m/N/C0Qgwo/87CwsKQmZkJANy0lqBcTaPe1kUulyMnJ4dpr1gVXnPxeh8/+OADbN68GZWVlVAoFDAzM2O6G66xeJoYVUdbNHVk3bp1zKpVpqenIyYmBtXV1ejcuTPmzp0LGxsbAMpCD6w++I8cOaLxWKFQ4McffxRWo1iVnG2oYT3LL7xvv/02HBwccOLECTx48AAymQwPHjxA//798d577zHLBShnJkNCQnD8+HGsXr2am/53Kt7e3nByckJaWhoA5TYx9V4xuqgu9TSqylaPHz/m4u+L9wbsu3fvrvNepe05ll6mD/bngcdcbdq0Qb9+/bgbfFKuxgsKCoJIJIJCoYC+vj5sbGyY1hvgPRfA5310dHRERESEMAjmpbjKxYsX8frrr9f7nJ+fH4tY+Oqrr/DRRx/V+9zKlSuf+zVfmgFeQ71OWM7SJCQkIDg4GPb29khJScG6devg7++Pbt26Mf2A/e6779CnTx/Y29sLOeRyOaqqqphlAvhtWA8oG3/26tWLdQyt9PT04Ofnh9dffx137txhHacOOzu7elfR165d2+wDhatXr2LPnj149OgR2rRpA7FYDDs7O0RGRjZrDhVeG7Dfvn0bt27dQmlpqcakUGVlpUZ7CR6wbKPSEF5z8bRCXNuvv/6KiRMnso5RB+V6Op6OB6jjNZc6nu6jiqmpKbZt24YPP/yQdRQAwI8//lhngKf+HKu2F/fv39d4rFolVtHFJPZLM8A7c+YMpk+fXmcbJABcuHCBQSKlmpoa2NvbAwAGDBgAOzs7bNiwAVOnTmW6lS4yMhJ79uyBRCLBhAkT0KpVK5w9e5Z5LxGAzwbstWVkZCArKwv29vZ47bXXmOWoqanBhQsXYGVlBTc3N9y4cQO3bt1CQUEBfH19tf574A2LiY79+/cjNDQUa9euRXh4ONLT05GUlNTsOVRUH+oLFixglkGbmpoaSCQSyGQyjckfU1NTLhrVSyQSGBkZQU9PDz4+Prh69Src3d2Z/97zmuvixYtwd3eHiYkJrl27hh9//BHvvfdenfNJrPG4ughQrsaQy+VITU2t02OUdSNqXnOp4+k+qlMfqLDy22+/4bfffkNxcbHGgk5VVRXT4zs//PADfvjhB0ilUqEtmkKhgIGBgc7rWfD/7e456dKlC+zt7dG9e/c6r9XXGLE56Ovro6SkRDgXaG9vj5UrV+KLL77Aw4cPmeVq27YtlixZgitXrmDdunX4xz/+wSyLOvUG7Fu3btVowL5v3z5mA7zly5cL5cR/+eUXJCYmwtPTEwcPHsSdO3cwduxYJrm2bNkCmUyGJ0+e4OzZs5BIJPDy8kJaWhqysrLg7+/PJFdTsJjo0NfXh7m5ORQKBeRyOVxdXbmoOMpbA/aePXuiZ8+eGDJkiLCtVf39jLVVq1bhs88+Q0VFBUJDQ9GlSxckJyfXOS9IuZS+//57vP7668jIyMCNGzcwatQoxMXF4fPPP2eaqzZWVYmfhnI9XVhYGAwNDeHg4MDVeXBec6nj6T6q4+FMoJWVFZycnHD16lWNCSkTE5N6+003h3fffRfvvvsu/v3vf2PKlCnNeu2XZoAXEBBQb787lkvzU6ZMqfOF6JVXXsGaNWtw/PhxZrlU+vfvj969e+PAgQNaC680t5MnTyIsLEyjAXthYSH8/PyYzm7JZDKNjCEhIWjTpg1GjRqF4OBgZgO83NxcbNiwATKZDPPmzcO2bdugp6cHb29vKmncgNatW0MikaBHjx6Ijo6GhYUFWrVqxToWwsPDhQbsLPt31qYa3AHA+vXruTp716pVK5w6dQojR47EmDFjuPm95zGXaqY7NTUVw4cPR9++ffHtt98yzdTQ8QoAzJoWU65nU1RUxFU1YhXecvF+H9Xx0DPW0dERjo6OGDRoEPOdENpMmTIFxcXFKCws1Pi+qMseyfz9LeiItv2tOTk5zLeeuLm51XlOlYt1cQ4VY2NjTJs2jYtleF4bsCsUCpSXl0OhUEChUAgzWsbGxkx76SgUCmEb3ZMnT1BZWQkzMzNUV1drvMnwjMV9DQwMhJGREWbMmIGkpCRUVlYyWyVT1xIasPO0jUihUOD27ds4f/485s2bBwBcnA3kNZe1tTW2b9+O69evY8yYMaiurmZ+P1Wf0bdu3cL9+/cxcOBAAEBKSgrT6teU69m4u7vj999/Z3p0QRvecrH+bvo0X3zxRZ2VTlNTU3Tp0gW+vr7MWiZkZWXhwIEDEIvFkMlkQoujmJgYJnlUEhISkJycjI4dOwp/byKRiAZ4urJt2zauZppVKFf9eG3AXllZiWXLlglvJo8ePYKVlRUkEgnTL0hDhw7Fxx9/DLlcjkmTJiEyMhI2NjbIzMwUPvh5kJOTg4yMDIhEInTv3l3jw00X1aWeRv1sJ6tD2dq0hAbsw4cPZx1BMHPmTPzwww/o378/7O3t8fDhQy4KIfGaa/Hixbh27RpGjRqF1q1b49GjR0z7sQJ///v7+eef8dlnnwkTZiNGjMCqVasoVwvJpdKtWzds2LABcrkcBgYGwmcm6y3wvOXi6XNHm/bt26O0tBRvvPEGACA5ORkmJibIz8/Htm3b6lSMbC5bt27FjBkz4OTkxFWf0cuXL2PTpk3NuvPmpR7gsZ6ZrA/lqh+vDdjr2+YrEomYbr165513hIGctbU1Bg8ejLS0NPj6+grN2Fk7ePAgLl68KFSCjI2NxYABAzBu3DgAuqkuVZ/p06c3eP6C9ZcQXhuwb9iwAcOGDYO7uzvefPNNplnUmZmZISgoSHjcvn17LrY28Zpr//79GDp0KF599VUAynMtVlZWjFMplZeXo6qqSng/kEgkGr3LWKFcTfPNN99g3bp13J114zXXmjVrtD7PerB++/Ztoe4AAHh4eAi1CFgW2DI1NUWfPn2YXb8+7du3h0wmowFec+Fhy5U2lKt+2s4B/vLLL/D19WXeVLk2VS5VX0NWrK2thZ9bt26N8vJyDBgwgGEiTUlJSYiIiBC2dIwdOxaBgYHCAK857dmzBwDw7bffwsrKCj4+PlAoFDh//jwePXrU7Hlq47UB+8iRI3HmzBns3r0bAwYMwNChQ2Fra8s6FuLi4lBdXY0hQ4bA29ubm15NvOays7PD9u3bIZPJMGTIEAwaNIibbGPHjsXSpUvRq1cvKBQK/PHHH1xUdaZcTdO2bVvY29tzNYgC+M01bdo04WepVIpLly4xPfahIpFIIBaL0bZtWwCAWCyGRCIBAKZn4Hr16oW9e/fCy8tLIwfrLa9GRkYIDAxE7969NXLpcmJPpOBhWYaxvLw8Lvam10a5GicoKIj51lFtKFfjrFmzBp988glat24NAKioqMCGDRuYzlAGBgYiIiLiqc+xUrsBu+pDlrXKykqcP38eP/zwA1555RUMHz4c3t7eTD/w8/PzcebMGVy8eBHOzs4YMmQIF+dseM0FKLOdPn0aFy5cQPfu3TF8+HC4urqyjoWSkhJkZmYCALp27cpNtVbK1XibN29GQUEB3N3dNVYzWLcj4DWXNupVu1lJTU3Fjh070KFDBygUChQUFGDOnDno2bMnTp48yazyOq8rnmfOnNH6vC634r7UK3gq69atQ2xsLOsYdVCuxuF1joJyNY6JiQmWLFkCNzc3iEQiXL9+Hc7OzkIVMRZb11q1aoWkpCThfMGFCxe4qKLJWwN2dWVlZUhKSsK5c+fg6OgIb29vZGRk4OzZs1i9ejWzXLa2tpg0aRKcnJywe/du3L17FwqFApMnT2bWIJ7nXHK5HHl5ecjLy4O5uTk6deqEI0eO4JdffsHHH3/c7HlqF/dS7eIoLi5GcXExs5l5yvVsbGxsYGNjg5qaGtTU1DDNoo7XXOrbalXNsSsrKxkmUurbty+io6ORl5cHQPl+ptqFw7KtFuuBXH1YnKl8aQZ4DZWcZfmPhXL975YtW8Y6glaUq3E8PT3h6ekpPNZlVanG+r//+z98/fXX+PrrrwEA3bt3Z96jDOCvAbtKREQE8vPz4ePjg6CgIOHc1sCBA5n+vt27dw+nT5/Gb7/9ht69eyMoKAhOTk4oLi7GihUrmA2keM319ddf49dff0Xv3r3x3nvvaZzTXbRoEZNMe/fuBaDcnpaTk4NOnTpBoVAgNzcXTk5OCA0NpVwtIJfK07aJ7tq1i8mkHq+5goKCIBKJoFAooK+vDxsbG8yfP7/Zc2iTk5MjlP2/d+8eAGDw4MFMspw7dw4+Pj44cuSI1tdZrcRGRkZiyZIlCAgI0Lr9V5fn51+aAd6ZM2cwffp0rVuFLly4wCCREuV6NmVlZThw4ABu3boFAHBxccH48eNhbm5OuVpQLoDPamEmJiZYunQp6xh18NaA/dixY/Dz80Pnzp3rLSbEsjnvrl27MHz4cEyZMkWjbLe1tTUmTZpEuWrp1KkTJk2apFFFVoXVljDVjPyGDRsQFhYmVJDNzc3FgQMHmGSiXLqj+oziDatcLPs0N+Srr77Cw4cP4ejoqFGtktUA78mTJwCAqqoqJtevz6xZswCwmVh/aQZ4Xbp0gb29Pbp3717nNZZvepTr2WzatAk9evRAQEAAAGWhjk2bNiEkJIRytZBcLGe2niY4OBiOjo4YOnQo3N3duTl4z1sD9tOnT8PPzw9XrlzhoghTbWvWrIFUKoVYLK5T9MXHx4dRKn5zDR48GOfPn0dBQQHGjx8PsViMkpISODs7My+2kp+fr9EexMHBQdgexhLlIrokl8uRmpqKgoICjV6ZrM8G5uTkIDIykpvPxhEjRgB4+kpsc1PtZmnXrh1KSkqQnZ0NAHB2doaFhYVOr/3SDPACAgLqLU/KcoaEcj2bkpISjS+U48aNQ3JyMsNESpSr8VjObD3Nl19+ibS0NJw6dQq7du3C66+/jiFDhjCvDMlbA3Y7Ozv83//9Hx49eoRPPvlEeJ6X9g1Xr17F3r17UVNTg82bN+Pu3bvYv3+/RosCyvW3nTt3QiQS4caNGxg/fjyMjY2xc+dO5gUdAOUAZevWrfD29gagnKTioR8k5SK6FBYWBkNDQ+7aN9jb26OkpISbNioqRUVF2LVrl8ZupVmzZmmtwN6ckpOTER8fLxxB2bVrF6ZNm6bTiuYvzQCvOXtpNQXlejZubm64cOECXn/9dQBASkoKFxXoKFfjqc9sFRYW4sGDB3Bzc4NUKoVMJmOaTSQSwc3NDW5ubkhPT8dXX32FEydOoFOnTpg6dSq6devGJBdvDdg//vhjlJSUIDQ0lMstrQcOHMD69euFIi+Ojo4oKChgGwr85srKykJYWJhwL83MzLgpOLFgwQKcOHECx44dAwD06NEDI0eOZJyKcj1vvBUBU2GVq6ioiPlEmTZlZWVYsmQJnJ2dNY7ysJ6k2rJlCwYNGiT04ktKSsKWLVuY76L64YcfsH79emHVrrS0FGvXrqUB3vP04MED/Pvf/8b9+/c1yozHxMQwTEW5GkvViFqhUODYsWNCDrlcDmNjY0yfPp1ytYBc6n755RecPHkS5eXl+Oqrr1BUVIQdO3Zg5cqVzDKpV4S0sLDA7Nmz4eHhgbt37yIyMrLZV7F5bsBuaWnJTfuI2gwMDOpsLeRhFpzXXPr6+pDL5UKW0tJSLnIByj5S77zzDvOtabVRrufLz8+PdQStWOVyd3fH77//znxCtjbetkKqlJaWYujQocLjIUOG4OjRowwTKcnlco0tmWZmZhpbbnXhpRvgbdmyBRMnTsQ333yDTz/9FKdPn+ZixohyNY6qETVvKNezS0xMxPr164Um3q+++ioeP37MNNOKFSvg7e2NwMBAja0dXbp0Efb6NydeG7DXd46Sly2aHTt2xPnz5yGXy/HgwQP89NNPzFZfW0Kut99+GxEREXj8+DH27duHlJQUpkVf1PE22ahCuRonOzsb8fHxsLKywpQpUxAbG4usrCzY2tpi7ty56Ny5M4Dm35nAay6Vbt26YcOGDZDL5TAwMBDeW1lO6gF8VLvWxtzcHOfOncOgQYMAAOfPn+eimJy7uztCQ0OF1kvJycno06ePTq/50g3wpFIpevfuDYVCgXbt2mHixIkICgrCP//5T8rVgnLV1NTUqfBZWlqKNm3aMEqkRLmaztDQUCObTCZjvmqwadOmejOMHTu2mdP87ddff9VYLRs5ciQCAwOZ/Xvk+RwloOyheOjQIRgaGiI6Ohpubm5cFIPhNdeAAQPg5OSEtLQ0AMoznzw0xwb4m2ykXE0TFxeHiRMnoqKiAiEhIZgxYwZCQkKQlpaGuLg4Zu0beM2l8s0332DdunXcnMELCQnB2rVr6+wq4WXgOX/+fOzatUvI0b17dyxYsIBpJgCYNm0aLl26hIyMDACAr6+vRnsoXXjpBniGhoaQy+V49dVXcfz4cVhbW0MikbCORbkaKT09HTExMaiurkbnzp0xd+5c2NjYAABCQ0MRFhZGuVpALnU9e/bEoUOHIJVKcf36dSQmJqJfv35MM4WHh9d5ztTUFF26dIGvr69GafvmxFsDdisrK8jlcmzZsoXLBrMXLlzA5MmTMXnyZOG5hIQETJ06lWEqfnNt2LABgYGBsLOzAwA8evQIa9eu5eJ9gtfJRsrVODKZTFixSEhIEM4e9e7dW+jdR7nqatu2Lezt7bkY3AHA2rVrAfC7O6hdu3bMzwHWp3v37tDT04NIJNLoMaorL90Ab+bMmZBKpZg1axb279+P9PR0LFy4kHUsytVICQkJCA4Ohr29PVJSUrBu3Tr4+/ujW7duTGcnKdezmzJlCk6dOgUHBwf8/PPP6NOnD4YPH840k42NDUpLSzW2U5iYmCA/Px/btm3DRx99xCQXjw3YVR9YlZWVzEvp13bp0iUYGhoKlQR37twJqVTKOBW/ufr374+oqCgEBARALBYjPDwc06ZNYx0LAH+TjZSr6Xl+//13VFZWQiQS4fLly/D09MTNmzc1+qhRLk02NjZYs2YN3N3dNSqbszxbKZfLsWTJEmzatIlZhvo8fPgQu3fvRmZmJkQiEbp164YZM2agfW/3nZ0AACAASURBVPv2THOdPHkSBw8ehKurKxQKBXbv3o1x48Zh2LBhOrumSMHLtzxCGiEwMFBji9qff/6JDRs2YOrUqfj++++ZzTRTrucjJycHTk5OrGNg+fLldUrDq55bsmQJIiMjmeQqKyvj4jxBbeHh4bhz5w7c3Nw0VhRnz57NMJVyFSMsLAxDhw7FtWvX0Lp1a2FbKeXS7vjx47h27RoKCwsxd+5crb1QWcjKykLHjh1RUVGB/fv3o7KyEqNHj2Z+dpFyNc7du3eRkJAAkUiEGTNm4MSJEzh79iysra0xd+5cuLi4UC4t6us7zLrISXh4OGbPno22bdsyzVFbcHAw3nzzTY1dLsePH8fnn3/ONNeiRYuwbt064fO7rKwMK1aswJdffqmza750K3j5+fk4fPgwxGKxRil21tuLKFfj6Ovro6SkRDgXYm9vj5UrV+KLL77Aw4cPmWSiXM/Ptm3buBh0SiQSiMVi4cNLLBYLs9+1zzI2J14bsHt6eur8PEFTlJeXCz/PmzcPERER6N69OyZMmIDy8nJmbWB4zXXkyBHhZ4VCgaKiIjg6OiIzMxOZmZlcVGJUbWkyNjbWeqZm165dTCYUKFfjODo6Ijg4WHg8a9YsLiY1eM2l8rSBHKvfr4qKCqFNgvqkHuvtkU+ePIGPj4/w2MfHB//9738ZJlIyNzeHiYmJ8NjExETnk7Uv3QAvKioKI0aMgK+vLxfL7yqUq3GmTJmiMWABgFdeeQWrV69GYmIi5WohuerDy4aCadOmISQkBB06dIBCoUBBQQHmzJkDiUSCwYMHM8vFawP2IUOGQCqVQiwWM88CKL9kqNqDqP43NTUVqampEIlEzCoJ8pqrqqpK47FqsF77eZ6pGhvzhnL9LS8vD8XFxejatatGT89r167B3d292fPwnqsxWP1+sT5jWh93d3f8+OOPGDhwIEQikVCtUjW5xmoSrUOHDvj000/h4eEBkUiEq1evwsHBQZhc08Uk2ks3wNPT0+Oy2Sflahw3NzfhZ/UvlK1bt8Z7771HuVpIrvrwUEkQAPr27Yvo6Gjk5eUBAGxtbYXCKv/4xz+Y5eK1AfvVq1exd+9e1NTUYPPmzbh79y7279/PbDa3ufsUNhavuWqvEqjOI6nPOBPyvzh27BgSExNhZ2eHrVu3YubMmejfvz8AYN++fcwGUrzm4h2vbRIuXrwIAPj55581nr9w4QLTSbT27dtrnAP08PAAoNtJtJdmgKcavffr1w+JiYnw9PTUOLDKessO5Woa3r5QUq7/jap8sGrLIQ/b/R48eID8/HxUV1fj3r17AMB09Q7grwG7yoEDB7B+/XqsXr0agHLbU0FBAZMs6qRSKU6cOCGUpu7RowdGjBjBrAoq77mys7OxZcsWYTuyqakp5s+fz8W5WNKynTx5EmFhYTA2NkZBQQEiIyNRWFgIPz8/pjs3eM3FK97bJDztM/D69esaE9/NhcVW25dmgKe+NQYADh8+rPHLycOWHcrVeLx+oaRcTRcXF4e//vpLOBT9888/4/r165gzZw6zTAcOHMDNmzdx//599OnTB7/99htcXFyYD/B4a8CuYmBgUKeCJg/nA2NiYmBiYoK33noLgLLpbUxMDJYsWUK5tIiNjcWcOXPQo0cPAEBGRga2bNnCvGF9Y/D6ZZxy/X091fZHGxsbrF69Ghs3bkRhYSHTvyNeczVWc2fkvU3C0yQkJDAZ4D2NLrbavjQDPNWoPjk5Ge7u7jA1NcXBgwdx584djBs3jnK1kFwqvH6hpFxNl56ejqioKCHP4MGDERAQwDRTSkoKIiIiEBQUhAULFqCkpARfffUV00wAvw3YO3bsiPPnz0Mul+PBgwf46aefmFcRBJRVY6OiooTHrq6uWLx4McNESrzm0tPTEwZ3AODi4gJ9fX2GiRrPz8+PdQStKJeShYUF7t69C0dHRwDK4i/Lli1DbGwscnNzmzVLS8jVWKx/vx4/fozq6mrhMW9VNWtrCYP25+WlGeCpHDp0CAMHDkRGRgZu3LiBUaNGIS4ujnkJVcrVNLx+oaRcTdehQweIxWK0a9cOAFBUVMS8Z42RkRH09PSgp6eHyspKWFhYoKioiGkmgN8G7LNnz8ahQ4dgaGiI6OhovPbaa1yc8ezcuTNu374t/K5nZmaiS5cujFPxlysnJweA8lzN9u3b8cYbbwgFCliftcnOzkZ8fDysrKwwZcoUxMbGIisrC7a2tpg7dy46d+4MQFnoh3Lxm8vf37/OZIG+vj78/f3h6+vbrFnU8ZqL1/uocvXqVezZswePHj1CmzZtIBaLYWdnx6yFUGPxMrHdHF66AZ6qEmRqaiqGDx+Ovn374ttvv2WcinI1Ve0vlG5ublwU6KBcTVdVVYXFixfD2dkZIpEIWVlZcHJyEtolsDgn2KVLF1RUVGD48OFYtmwZjI2NuRgQ89qAPS8vD5MnT8bkyZOZXL+2gIAAiEQiyGQyhISEaLS7YFnlk9dce/fu1Xh88OBBRknqiouLw8SJE1FRUYGQkBDMmDEDISEhSEtLQ1xcHEJDQylXC8ilvqW8NtXqGQu85uL1Pqrs378foaGhWLt2LcLDw5Geno6kpCSmmVoyXawsvnQDPGtra2zfvh3Xr1/HmDFjUF1dzcWSLeVqmgsXLtT5QpmQkICpU6cyTEW5ngWP5ZZV5/9GjhwJd3d3VFVVoVOnToxTAbdv39ZowO7h4aHRgJ2VvXv3oqSkBF5eXhg4cCAcHByYZQGAZcuWMb1+fXjNxbrfakNkMhn69OkDQPmeNWDAAABA79696wxMKRe/uRqyePFixMbGso5RB8tcvN9HfX19mJubQ6FQQC6Xw9XVlXmBlcZQ7RTijS622r50A7zFixfj2rVrGDVqFFq3bo1Hjx7h/fffZx2LcjXRpUuXYGhoCG9vbwDAzp07IZVKGaeiXM+iTZs26Nixo8ZzN27cQK9evRglUiouLkZhYSFkMhkA4ObNm8y3q/HagH3VqlUoKSlBcnIyduzYgcrKSgwcOJDZeV3Vh7hYLGZy/frwmkulvpU7lqv9hoaG+P3334XWDZcvX4anpydu3rzJtDcr5WoaVb+v2hQKhfAexgKvuXi9jyqtW7eGRCKBi4sLoqOjYWFhodHwnJWamhqcOHECf/zxBwDltvMRI0YIn4+ffPIJk1z5+fk4fPgwxGKx8J0C+HtyTRdbbUUKHpZjCGkiqVSKsLAwDB06FNeuXUPr1q0xa9Ys1rEo1zMICAiAj48PRo8ejerqasTHxyM7O5vpFpT4+HhcvHgRHTt2FPbsi0Qi5m0lUlNTsWPHjjoN2Hv27ImTJ08y7dGnkpubi//85z9ITk7Gvn37mGZRbYlUKBSorq5GQUEBbG1tmZ8T4TXXf//7X+Hn6upq/Prrr7Czs8OCBQuYZbp79y4SEhIgEokwY8YMnDhxAmfPnoW1tTXmzp0LFxcXytUCck2dOhWjRo3SWrTn6NGj+Prrr5s/FPjNxet9VJFIJDAyMoJCoUBSUhIqKyvh7e0Nc3Nzprm2bt2KmpoaYcB07tw56OnpYd68eUxzBQYGYsSIEXByctIYoOuyBQ0N8EiLourPByjPbkVERKB79+7CNj/WfQMpV9NJJBIkJCQgJycHEokEgwYNwpgxY5jOUi5atAgbNmzQ6P3Ii+rqaq0N2Fm6f/8+kpOTcenSJZibm2PgwIHw8vKChYUF62gacnJycOLECeYf9rXxmqu6uhqhoaFCexVCntWKFSswe/ZsrV9o58+fz2wrJK+5WoKSkhJkZWUBAJydnWFpack4kXIgFRER8dTnmltQUJBQV6C5vHRbNEnLpt6fT/W/qampSE1NhUgk4qJvIOVqGgMDAxgZGUEqlUIqlcLGxob5FpT27dtDJpNxOcDjsQF7bGws3njjDQQHB8Pa2ppploY4OTkhMzOTdYw6eM315MkTLqrH5uXlobi4GF27dhV6lgHAtWvX4O7uTrlaQK4FCxbUO6Gofq64ufGaC+DzPqqcPHkSBw8ehKurKxQKBXbv3o1x48Zh2LBhTHPp6enhr7/+QocOHQAADx8+ZP59AgD69euHxMREeHp6anyv0OUkO63gEUKYCgwMhIeHB8aNG4eysjLs2LEDBgYGTIuGbNiwAffu3UPv3r01zrbNnj2bWSag/gbsrPsGqvvll1+YlhdXp36+Ri6X486dOygvL0dwcDDDVPzmUm0dVeUqLS3F+PHjhYbsLBw7dgyJiYmws7PDvXv3MHPmTPTv3x8Am1lxykWaA+/3cdGiRVi3bp2wJbOsrAwrVqzAl19+yTRXWloatmzZgvbt20OhUEAsFmP+/PlwdXVlmmvhwoV1ntP1JDut4JEWKzc3F/fv39dossl6JQOgXE01b948oQeYlZUVli5dinPnzjHN5OHhAQ8PD6YZtOG1Abu6n3/+mZsBXlVVlfCzvr4++vbtCy8vL4aJlHjNpV7lU19fHxYWFswbnZ88eRJhYWEwNjZGQUEBIiMjUVhYCD8/P6YVnSnXs3lasQlWeMvF+300NzeHiYmJ8NjExIT5+TtAWWU0Ojoa+fn5AJTHGHjYibN58+ZmvyYN8EiLVN9KBusBC+VqOicnJ5w7dw4FBQUYP348855ggGZFq5ycHJ0ehG4KXhuwq+Phy4fKhAkTAECoRKf+hYQlXnO1a9cOOTk5yMjIgEgkgouLi9BQmRWFQiFsT7OxscHq1auxceNGFBYWMv1do1zPJioqCiNGjICvry8XW+dUeMvF+33s0KEDPv30U3h4eEAkEuHq1atwcHAQdie88847THKFhISgZ8+e6NGjB7p3787F4A5Qbnc/cuQIxGIxPvzwQ+GoRb9+/XR2Tfa/xYQ8g5SUFISEhMDS0hILFixAREQEKisrWceiXM8gLi4Ot2/fxoULFwAAxsbG2LlzJ+NUf9u2bRvrCILaDdiDgoK4aMCujnWlUXXZ2dkICAhAYGAgPvnkEwQGBiI7O5t1LG5zHTx4EJs3b0Z5eTnKysqwZcsWfP/990wzWVhY4O7du8JjY2NjLFu2DGVlZcjNzaVcLSSXip6eHkaOHAlnZ2c4OTkJ/7HGWy7e72P79u3Rv39/YUu3h4cHbGxsUFVVpbFDobl99NFHsLW1RUpKClasWIFly5Yxq4SqbsuWLTAwMMDt27cBKHtMf/vttzq9Jq3gkRaJ15UMytV0WVlZCAsLw9KlSwEoDx3X1NQwTvU3HmZLVXhswP7w4UNcunQJRUVF0NPTw6uvvopBgwbB1NSUaS5AWfxlzpw56NGjBwAgIyMDsbGx2LBhA+XSIikpCREREUJl1rFjxyIwMJBZP0MA8Pf3r7NNVF9fH/7+/ky3AlOuZ9OvXz8cP34cXl5ezVZsojF4y8X7fVTtQqjPrl27mJxZt7GxgaGhIQwMDGBgYIAbN24IVadZevjwIRYvXixMZDdHz0Aa4JEWqfZKhrGxMRcrGZSr6fT19SGXy4WZwNLSUuFnHrBs8qwNTw3Yjx07htTUVPTo0QPZ2dlwdHREUVERgoODMWfOHObN6vX09IRBFAC4uLgwP1MG8JvL2toa1dXVwgCvurqaeVXUV155pd7XHB0dmy9ILZTr2Zw9exYikahOg3HWFZ15y8X7fXyaW7duMbnuRx99BHNzcwwaNAjDhg3D7Nmzudhya2BgAKlUKny3+euvvzQKuOkCVdEkLV5BQQEXKxm1Ua7GSUpKQnJyMu7cuYPBgwcjJSUFkyZNwuuvv84016VLlzTOInl6ejLNA/DXgD0gIAARERHQ09PDkydPsH79eqxevRpisRjh4eEIDw9nkkvl66+/hlQqxRtvvAGRSITk5GQYGhrC29sbgG6bzLbEXOHh4cjOzoabmxtEIhGuX78OZ2dnYZDHuopsbbz2KaNc9ZNKpUhMTNR4bx05ciTzfp685tKGh/v4NKwqfR47dgwZGRkoKiqCra2tcB5P1TaBld9//x2HDh3C/fv38dprr+HWrVs6r+5JK3ikRcnJyWnwNVZfjCjXs/P29oaTkxPS0tIAKNsmdOzYkWmmuLg4/PXXX3jjjTcAKCtDXr9+XdgiycqVK1ewadMmbg6OA4BMJoOenh6qq6shkUgAAG3bttWoRMeKqk/gwYMHNZ5XnW1hVSGP11yenp4aExmsVobV1V5RUVEoFMLvGwuU69nExMTA1NQUb7/9NgDg/PnziImJYdoWh8dcvN9HXvn5+cHPzw8SiQSnT5/GgQMHUFRUhP379zPN9dprrwn9ThUKBWbOnIk2bdro9Jo0wCMtyt69ext8ndUXI8rVdOXl5cLPFhYWGDRokMZrLM9kpKenIyoqSlglGzx4MBe95nhrwD58+HAsX74czs7OyMjIwJgxYwAot9myPlMDsC+9Xh9ec/FYPXbfvn0YNWqU1i2sLDcgUa5n8+effyIqKkp47OrqisWLFzNMpMRbLt7v49Owyrhnzx5kZGRAIpGgW7dumDhxosZ2eFY+++wzrFy5En379q3znK7QAI+0KKovRvVtp6BcLSMXoNzCIRKJhGakZmZmUCgUqKioQNu2bZn0jVHp0KEDxGIx2rVrBwAoKipC+/btmeVRMTIyQmBgIDcN2P38/NC7d2/k5eVh1KhRsLOzAwC0adMGa9asYZKpPl988YVGnzde8Jpr27ZtzJspA0Dnzp3h6empdbB56tQpBomUKNez6dy5M27fvi2cAc/MzBT6oLLEWy7e7+PT+Pn5Mblut27dMHr0aFhaWjK5fm1SqRRSqRRlZWUak9qVlZUoLi7W6bXpDB5pkSIjI2Fqaiqs+pw/fx6VlZXMt3lQrqbbunUrPD09hZmt3377DVeuXMHcuXOZZVq1ahWys7Ph7OwMkUiErKwsODk5CZUhWZ15O3PmjNbn1VdeeCGRSIQ+TjxYunQp8zOB2lCuhuXn58PMzEzrdqaSkhJmX+QoV9MEBARAJBJBJpMhPz8fbdu2BQCh76n66hnl4vc+ZmdnIz4+HlZWVpgyZQpiY2ORlZUFW1tbzJ07l3nfTG2rYrpeKWvIsWPHcPToUTx69AjW1tbCyqapqSmGDx+Ot956S2fXphU80iLxtp1ChXI1XWZmJubNmyc87tOnD+Lj4xkmAv75z38yvX59eNxCV5/FixdzVQiA18pzvObipXqsra1tva+xnKWnXE3D4yo1wG8uXu9jXFwcJk6ciIqKCoSEhGDGjBkICQlBWloa4uLiEBoayiQXy5WyhqjOBP7000/C+c7mQgM80iLxtp1ChXI1nbW1Nb7//nuhguD58+eZl2Zv06ZNnUIvN27cYF72Xx0PW+haUiGABQsWsI6glS5ncJvi5s2bsLS0hK2tLTIyMvDXX38hNTVV48wIS/n5+Th8+DDEYrFGAR/W5xkpV+OotrvzhtdcKrzdR5lMhj59+gAAEhISMGDAAABA7969n3rmX5d++eUXYaVs2bJlGitlPLzHqg/utm3bhg8//FDn16QBHmlR1LdThISE1NlOQblaRi51ixYtwoEDB4Qmzz169MCiRYuYZoqKioKPjw9Gjx6N6upqxMfHIzs7m9nspDY87K7ntRBAZWUlfvzxRxQVFaFPnz4aBXzi4uKYVUPVVtU2PDwcQUFBUCgUTNs2ZGVlQSaT4bXXXkN6ejrc3d1x9OhR3LhxA9OmTWOSS11UVBRGjBgBX19fLvpaqVAuoku83UdDQ0P8/vvvqKyshEgkwuXLl+Hp6YmbN28yzcdypaypGqpu/jzRAI+0KLxup6Bcz87MzAyzZs1CVVUVRCIRF+e2QkNDkZCQgBUrVkAikWDQoEFYu3Yt61gaeNhCx2shgC1btuDVV1+Fl5cXTp8+jZSUFCxatAiGhobIzMxklmv58uXo2rWrRhXUsrIy7NmzBwC7Wfnr169j48aNkEqlmDdvHrZu3YpWrVqhpqYGQUFBXAzw9PT0mBeG0oZyEV3i7T5+8MEHSEhIgEgkQnBwME6cOIEtW7bA2tqa6bl5FRYrZU2l6/YIKjTAIy0Kr9spKNezy83NRUxMjLBv3tzcHAsXLoSDgwOzTAYGBjAyMhL29dvY2HAxewpoNmAHwLQB+4IFC+pth7B+/fpmTvO3hw8f4pNPPgGg/Ps5dOgQPvvsMyxdupRZJkB5LvGnn37C6NGjhW1OCxcuZL6dTyQSCf+pHgPKL5dyuZxlNEG/fv1w/PhxeHl5aQyQWbfjoFxEl3i7j46OjggODhYez5o1C7NmzWKS5Wmaa6WsqdT//nSJBniEEKa2b9+O6dOnw9XVFYDyrNv27duxbt06ZpmWL18ODw8PrF+/HmVlZdixYwcuXbrEvOoobw3YeS0EUFNTA7lcLgzK33vvPVhbW2PVqlVMzwYOGDAA7u7u+Pbbb3H69GlMnz5dGEyx1KdPH6xcuRLV1dUYNmwYIiMj0a1bN9y8eZOLHlIAcPbsWYhEojrnPmNiYhglUqJcRJd4vI95eXkoLi5G165dNXbcXLt2De7u7sxy1dZcK2WN8cUXX9R5rzc1NUWXLl3g6+sLIyOj535NapNACGEqMDAQERERT32uOWVnZ9cpQnPu3Dn4+PgwSqT08ccfazRgl8vlCAgIYFbK+969e+jUqRMA5aDqP//5D7KysmBvb49x48ahVatWTHLFx8fDzc0Nbm5uGs9fu3YNu3btQnR0NJNc6u7cuYM9e/YgNzcXO3fuZB0Ht2/fBqDsI/XXX3/h8uXLaNu2LQYMGMDF6nV9vTx18cWIchFe8HYfjx07hsTERNjZ2eHevXuYOXMm+vfvD0DZPoh14S9e7d69G6WlpcLkbHJystB2qaqqCh999NFzvyYN8AghTEVERKBz587C4CkpKQk5OTkIDAxklkmhUCApKQkFBQUYP348xGIxSkpK4OzszCwToJwF/Ne//iVsvS0sLMTOnTuZnbVU/0Dfs2cPysrKMHToUFy+fBnl5eXw9/dnkqulUFUbNTExYR2Fe7z28qRcRJd4u48BAQEIDQ2FsbExCgoKEBkZCR8fH/j5+XHRO5PFSlljLF++vM6xBdVzS5YsQWRk5HO/Jm3RJIQwNX/+fHz33XfYuHEjAGUVTdYl7ePi4iASiXDjxg2MHz8exsbG2LlzJ9NzZYBypm/x4sV1GrCrBlnN3YBdfX4wLS0N69evh4GBAXr06MF8gH7x4kWIRCIMGDAA6enpuHLlCuzs7DBixAhmK1KXL19Gz549YWZmhtLSUuzZswd37txBx44dMX36dLzyyitMconFYsTHx6O4uBju7u4YPXo0DAyUXw/Cw8OZn10E+O3lSbmILvF2HxUKhbAt08bGBqtXr8bGjRtRWFjIRWXn9u3b11kpMzExQX5+PrZt26aTlbLGkEgkEIvFGpXMVccFVO+1zxsN8AghTD18+BBFRUVQKBSQyWRIS0tDenq60DaBhaysLISFhQlfbM3MzFBTU8MsjwpvDdgrKytx+fJlyOVy1NTUCB9U6gU7WNi5cyceP36MmpoaXLlyBTU1NfDw8EBqairy8/OZFQXYt2+f8GVt586d6Nq1KyZPnoy0tDRs2bIFISEhTHLFxsbCy8sL3bp1w6lTp7B69WoEBQXB3NwcYrGYSabaeO3lSbmILvF2Hy0sLHD37l04OjoCAIyNjbFs2TLExsYiNzeXWS6V27dva0zEenh4aKyUsTJt2jSEhISgQ4cOUCgUKCgowJw5cyCRSDB48GCdXJMGeIQQpqKjozFt2jQ4ODhwUXACAPT19SGXy4U8paWlXGTjrQF7z549cfXqVQBA165dUVJSAktLS5SUlMDc3JxJJgD4448/sHHjRtTU1GDu3LnYvn07DAwM8MYbbzT7Kqc69YqUf/31lzATP2TIEBw9epRVLJSWlgql2GfPno1z585h1apVWLp0KfPfe157eVIuoku83kd/f/86fU/19fXh7+8PX19fRqn+xmKlrDH69u2L6Oho5OXlAVAWKFNtF/3HP/6hk2vSAI8QwlSbNm3g4eHBOoaGt99+GxEREXj8+DH27duHlJQUTJo0iXUs7hqw17eV1tLSEitXrmzmNH9TfQExMDBAly5dhA92fX19pgOWXr16Yf/+/Xj33XfRq1cvoUlwenq6cOCeBZlMBqlUKnzh8PHxgaWlJUJDQ/HkyRNmuQB+e3lSLqJLvN7HhraRq1b1WGKxUtZYOTk5KCwshEwmw7179wBAp5moyAohhKm0tDRcuHABrq6uGn1+vLy8GKZSloJOS0sDoDz3UHvljAWJRIKEhATk5OQIDdjHjBnDRZVDACgoKBDOlNnZ2THL8fnnn2PJkiUaJbwBoKSkBGFhYczOUtbU1ODQoUM4ffo0AKC4uBitWrVCv379MHXqVGHWubkdOXIETk5O6Nmzp8bzd+7cQXx8PLOto4SQlmP+/PmIjY1lHQPV1dVaV8pY+uqrr/Dw4UM4OjpqfF7Pnj1bZ9ekAR4hhKno6Gjk5+ejY8eOGm98LAqtqJqt14d1k+Camhrs27cP169fh0QiwaRJk4TD5CyoF+C4cuUKvv76a/Tq1Qu3bt3Cu+++iyFDhjDLpo1EIsGTJ09gYWHBOgoqKyshk8mYbmUlhJCmqN2PT0WhUODQoUPYvXt3Myeq69atW8JKmQrr1bvFixcjMjKyWXeQ0BZNQghT2dnZ+PLLL1nHAKCsQikSiaBQKCAWi2FmZgaFQoGKigq0bdsWmzdvZpqPtwbs6gU4/vOf/2DVqlWwsbFBaWkp1q5dy9UA77vvvsPEiRPrrOqxotqSqcrFq4MHD2L8+PGsYxBCOLBv3z6MGjWqzjk8AFxU0axvpYz1AM/e3h4lJSWwsrJqtmvSAI8QwlT37t1x//59LrZAqgZwW7duhaenJ/r27QsA+O2333DlyhWW0QAA8+bNEyqoWVlZYenSpTh37hyzPOqzkTKZDDY2NgCU5ypZF+eo7ddff+VyIMVrLpWTJ0/Sl0yICgAAGNlJREFUAI8QAkBZ1dPT0xNOTk51Xjt16hSDRJpycnKafaWsMcrKyrBkyRI4OztrFHvRZdEvGuARQpjKzMxEYGAgbGxsYGhoCIVCAZFIxLRNQmZmJubNmyc87tOnD+Lj45nlUXFycsK5c+c0GrCzrKh29+5dzJgxAwqFAtXV1Xj06BGsrKxQU1OjUTGSBzzMLmvDQ64ZM2ZofV6hUEAqlTZzGkIIrxYsWFDvUQXWfWIBNitljTFhwoRmvyadwSOEMFVYWKj1+Xbt2jVzkr+FhobCxcUF3t7eAIDz58/jjz/+QHBwMLNMALBjxw6hAXtUVBTKy8sRGhrKxQeruoqKCuTl5Qm9m3ggl8u5KUajjodc8+fPx/r162Fpaan1NR4KJxBCyNOsWbMGd+/ebdaVMl7RCh4hhCmWA7n6LFq0CAcOHBBWEXv06IFFixYxTsVvA/baWrduzcXgbteuXXWeMzU1RZcuXdC/f38GiZR4yzV48GCIxWKtAzyWRXwIIXzKz8/H4cOHIRaLNYqZrFq1imEqNitlDQkJCcHatWsxffp0jW2jqp1K33zzjc6uTQM8QgipxczMDLNmzUJVVRVEIhE3hTl4a8AuFosRHx+P4uJiuLu7Y/To0cKsqXqFTVaqq6uRn5+PAQMGAAAuXboEGxsb3Lt3Dzdu3MDMmTMpF9Bgj8f333+/GZMQQlqCqKgojBgxAr6+vsx3IKir3eqFtbVr1wIA9uzZ0+zXpgEeIYTUkpubi5iYGKFtgrm5ORYuXAgHBwemuXhrwB4bGwsvLy9069YNp06dwurVqxEUFARzc3ONCpus5ObmYu3atcIXkJEjR2LlypVYu3YtAgICKFcDeK/uSQhhR09PDyNHjmQdQ8Bypexp5HI5lixZgk2bNjXrdWmARwghtWzfvh3Tp0+Hq6srAODGjRvYvn071q1bxzSXt7c3nJychAbsgYGBTKuPlpaWCh/ys2fPxrlz57Bq1SosXbqUiypm5eXlkEgkQkuCJ0+eoLy8HHp6ejA0NKRcDeC9uichhJ1+/frh+PHj8PLy0njPYtUrluVK2dPo6enB1tYWYrEYbdu2bbbr0gCPEEJqefLkiTC4A4BevXrhyZMnzPKoN2C3sLDAoEGDNF5j9aEqk8kglUphZGQEAPDx8YGlpSVCQ0OZ/n2pjBkzBoGBgejVqxcUCgX++OMPvPvuu5BIJOjduzflagDVXyOE1Ofs2bMQiUR1Gp/HxMQwSsRupawxKioqhDYJrVq1Ep7XZfEXqqJJCCG1REREoHPnzvDx8QEAJCUlIScnB4GBgUzyLFy4kMsG7EeOHIGTk1Odcw937txBfHw8QkJCmORS9+jRI2RlZQEAunTpAmtra8aJlHjNpcJDdU9CCJ+kUikSExORkZEBkUgEFxcXjBw5UpjsYyU8PByzZ89u1pWyxrh586bW53V5ZpAGeIQQUkt5eTm+++473Lp1C4CyiuaECRPQunVrprnqa8A+d+5cprl4pVAokJSUpNE3sKSkBM7OzpRLC96qexJC+BQZGQlTU1NhN8n58+dRWVmJJUuWMM21atUq3Llzp1lXynhFWzQJIaSWhw8foqioCAqFAjKZDGlpaUhPT2fafB3grwG7tgGButmzZzdTEu3i4uKEvoHjx4+HsbExdu7cybxvIK+5eKvuSQjh059//omoqCjhsaurKxYvXswwkdI///lP1hE0UJsEQgjhSHR0NKZNmwYHBwcuioWoWFtb4/vvv9dowM5ya5+TkxMA4NatW7h//z4GDhwIAEhJSYGdnR2zXCq89g3kNVdLqO5JCGGvc+fOuH37ttDvNDMzE126dGGcitokqKMBHiGE1NKmTRt4eHiwjlEHbw3YhwwZAgD4+eef8dlnn0FfXx8AMGLECOYNbwH++gaq8JqrJVT3JISwExAQAJFIBJlMhpCQEOGsm1gshq2tLbNcPLdJUPf48WNUV1cLj3V5VpAGeIQQUsvEiROxdetWuLq6anyx9fLyYpiK3wbs5eXlqKqqEqp5SiQSjcqfrPDWN5D3XC2huichhJ1ly5axjqAVz20SAODq1avYs2cPHj16hDZt2kAsFsPOzg6RkZE6uyYVWSGEkFqio6ORn5+Pjh07alQSXLBgAcNU/DZgP336NA4ePIiePXsKA4MJEyYIK3wsyOVyZGZmwszMTOgb6OrqyrRvIM+5VHiv7kkIIU/TnCtljREYGChsdw8PD0d6ejqSkpIwf/58nV2TVvAIIaSW7OxsfPnll6xj1MFrA/YhQ4ZAT08Px44dw4QJEzBp0iSUlJQwzaSnp4edO3ciPDyci/OAKrzmApTbmdLS0jSqe2ZlZTGv7kkIIY3BYqWsMfT19WFubg6FQgG5XA5XV1edbxulJjeEEFJL9+7dcf/+fdYx6uCtAbtKXFwcMjMzIZVK4eHhIVSFZM3V1RUpKSncNe3mNVdcXBxu376NCxcuAAA395EQQhpj//79CA0NxauvvorNmzcjJCQEXbt2ZR0LrVu3hkQigYuLC6Kjo7F7926NNg66QCt4hBBSS2ZmJgIDA2FjYwNDQ0PhoDbrNgk2NjY4ePCgRgN2GxsbppkAfqtC/vLLLzh69Cj09PRgZGTEzYF7XnPxeh8JIaQxWKyUNUZgYCCMjIwwc+ZMJCUlobKyEuPHj9fpNWmARwghtXz66aesI2g1f/58fPfdd9i4cSMAZRVN1ucCAX6rQvJ64J7XXLzeR0IIaYzaK2UWFhY6XylrDGNjY5SUlCArKwtmZmZwd3eHubm5Tq9JRVYIIaSFyM7OxqFDh1BYWAiZTAYAXKwsJiUlITk5GXfu3MHgwYOFqpCvv/4601w5OTl1njM1NUW7du2Elg4s8JqL1/tICCGNIZFIhF0RqpUyb29vnQ+mnubkyZM4ePAgXF1dhUJk48aNw7Bhw3R2TRrgEUJIC7Fo0SKtDdjbtWvHMJVSXl4ed1Uhg4ODkZOTI1QZzc3NhYODAyorKzFnzhy89tprlOv/4726JyGENIZqpQwAnJ2dYWlpyTiR8rN73bp1wkCzrKwMK1as0GkxN9qiSQghLQSvDdgBwM7OjruqkFZWVggPD4e9vT0A4P79+9i/fz/ef/99bNiwgdkAj8dcPFf3JISQxqi9UrZ7926dr5Q1hrm5OUxMTITHJiYmOl9VpAEeIYS0ELw2YOfVgwcPhEEUAHTs2BH5+flo3749w1T85lJV9/Ty8qKzd4SQFufw4cMIDw+vs1LGeoDXoUMHfPrpp/Dw8IBIJMLVq1fh4OCAI0eOAADeeeed535NGuARQkgLcfr0aeTn56OmpkajATsN8LTr2LEjduzYgTfeeAMAkJycDDs7O1RXV8PAgN3HH6+5eK3uSQghjcFipawx2rdvrzGBp9qJU1VVpbNr0hk8QghpIRYtWsRlA3ZeSaVSJCYmIiMjA4Cyv+Gbb74JQ0NDSKVSGBsbUy5CCHlBxMTEIDc3t85KWadOnQDoZqXsedi1axdmz579XP9MWsEjhJAWQtWAnQpfNI6RkRFGjRqFUaNG1XmN5SCK11y8VvckhJDGYLFS9jzcunXruf+ZNMAjhJAWgtcG7LwKCAioc5bM1NQUTk5OGDduHLOtO7zm2rlzJ3fVPQkhpLEmTJjQ4Ou6WCnjFQ3wCCGkheC1ATuv+vTpAz09PQwaNAgAcOHCBTx58gSWlpbYvHkzli1bRrnU8FjdkxBCnhddrJTxSu/p/xdCCCE8aNeundb/iHZpaWmYMmUKHBwc4ODggMmTJ+OPP/7A2LFjUVhYSLlq4bW6JyGEvMh0UQ6FBniEEEJeSHK5XGh4CwBZWVmQy+UAwPRMGa+5VNU9b968iZs3byIuLo6L6p6EEPIi8/Pze+5/JlXRJIQQ8kLKyspCbGwsJBIJAGXJ7Hnz5qFjx45ITU3FwIEDKZcaqu5JCHmRLV26FOHh4c12vezsbMTHx8PKygpTpkxBbGwssrKyYGtri7lz56Jz5846uzYN8AghhLzQKisrASgLmfCE11yEEPIiOnPmDIYMGdJs11u+fDkmTpyIiooKJCQkYMaMGRgwYADS0tLw7bffIjQ0VGfXpj0XhBBCXlipqan4888/UV1dLTw3fvx4homUeMzFa3VPQghpSGNXyppzcAcAMpkMffr0AQAkJCRgwIABAIDevXtj7969Or02DfAIIYS8kLZv3w6pVIobN25g2LBhSElJgbOzM+tY3ObitbonIYQ0JC4uTlgpCwkJwYwZMxASEoK0tDTExcXpdKWsIYaGhvj9999RWVkJkUiEy5cvw9PTEzdv3oSenm7LoFCRFUIIIS+k27dvw9/fH61bt8aECRMQGhqKBw8esI7FbS5eq3sSQkhDVCtlqskp9ZUy9V0Sze2DDz7AkSNHcPr0aQQHB+PGjRuYOXMm4uLiMHPmTJ1em1bwCCGEvJCMjIwAAK1atUJxcTHMzc3x6NEjxqn4zaWq7qlaTeSluichhDSE5UpZQxwdHREcHCw8njVrFmbNmtUs16YBHiGEkBdS3759UVFRgVGjRiEoKAgikQjDhw9nHYvbXB9++KHW6p4SiQRjx45lnI4QQrT74IMPkJCQAJFIhODgYJw4cQJbtmyBtbU15s6dyzRbXl4eiouL0bVrV41KxNeuXYO7u7vOrktVNAkhhLzwqqurUV1dzV3FSh5zUXVPQgj53x07dgyJiYmws7PDvXv3MHPmTPTv3x8AEBQUhLCwMJ1dm1bwCCGEvPB27dqFDz/8kHWMOnjLxWN1T0IIeRpWK2UNOXnyJMLCwmBsbIyCggJERkaisLAQfn5+0PX6GhVZIYQQ8sLLyclhHUErnnJt374dycnJOH78OBQKBS5evEjFVQgh3Dt27BjCw8Px008/ISAgAFeuXBFe27dvH7NcCoVCGGza2Nhg9erV+O233/DNN9/QAI8QQgj5X7Vp04Z1BK14ysVrdU9CCGmIaqVs6dKlWLVqFb7//nscO3YMAHQ+kGqIhYUF7t69Kzw2NjbGsmXLUFZWhtzcXJ1em7ZoEkIIeeGpVzLjCU+5eK3uSQghDdG2UrZx40YUFhYyHeD5+/vXqUCsr68Pf39/+Pr66vTatIJHCCHkpbFt2zbWEbTiIVft6p4LFy4U+koRQgivWK6UNeSVV16BpaWl1tccHR11em2qokkIIeSFUl5ervV5hUKBwMBAbN26tZkTKfGaSxseq3sSQog2RUVF0NfX1zqYysjIgIuLC4NUDZs/fz5iY2N19ufTFk1CCCEvlH/9619o166dxtYckUgEhUKBx48fU65G4K26JyGE1OeVV16p9zVdr5Q15MiRI1qfVygUQr9RXaEBHiGEkBdK+/btsXLlSrRt27bOa/Pnz2eQSInXXNrwVN2TEEKe1eLFi3W6UtaQffv2YdSoUXXO4QG6L/5CAzxCCCEvFD8/P5SXl2sdSI0ePZpBIiVec2nDU3VPQghpCMuVsoZ07twZnp6ecHJyqvPaqVOndHptOoNHCCGEEEIIaZGmTp1a70rZ0aNH8fXXXzd/KAD5+fkwMzPTOmFWUlJSbwGW54FW8AghhLxQampqcOHCBVhZWcHNzQ3nz5/HrVu3YGdnB19fXxgYsPno4zVXQ7Zt20Zn8QghXGO5UtYQW1vbel/T5eAOoBU8QgghL5jo6GjIZDI8efIErVu3hkQigZeXF9LS0qBQKODv70+51LSk6p6EEFIby5WyxsjPz8fhw4chFoshk8mE51etWqWza/I3XUgIIYT8D3Jzc7FhwwbIZDLMmzcP27Ztg56eHry9vREYGEi5amlJ1T0JIaQ2litljREVFYURI0bA19cXenrN04KcBniEEEJeKAqFAjU1NZBIJHjy5AkqKythZmaG6upqjdlTyqXUkqp7EkJIfVislDWGnp4eRo4c2azXpAEeIYSQF8rQoUPx8ccfQy6XY9KkSYiMjISNjQ0yMzMxcOBAylVLS6ruSQgh9WGxUtYY/fr1w/Hjx+Hl5QVDQ0PheTMzM51dk87gEUIIeeEUFxcDAKytrVFRUYG0tDS0bdsWzs7OlIsQQl5AQUFBCAsLYx2jjoULF0IkEtV5PiYmRmfXpAEeIYSQF45cLgeg3BpTU1OD3Nxc2NjY6HTGtKXmaonVPQkhpLbvvvsObdq0adaVssaQSqVITExERkYGRCIRXFxcMHLkSBgZGensmjTAI4QQ8kK5fPkyduzYAZFIhA8++AA//PADjI2NkZ+fjzlz5sDDw4NyqeG1uichhDQFi5WyxoiMjISpqSkGDRoEADh//jwqKyuxZMkSnV2TpuUIIYS8UA4ePIiIiAhIpVIEBgZi/fr1sLW1RWFhITZu3MhsIMVrLl6rexJCSFNERUVpXSlj7c8//0RUVJTw2NXVFYsXL9bpNfk5gUgIIYQ8J5aWlrCxsUHbtm2FEtq1WwFQLiVVdc+qqiqhuicA5tU9CSGkKWJiYpCXl4e3334bb731Fu7fv8989Q5QNmK/ffu28DgzMxNdunTR6TVpBY8QQsgLRy6XQ09PT6PMv1wuR01NDcNUfObitbonIYQ0BYuVsoYEBARAJBJBJpMhJCREqFQsFosb7N33PNAZPEIIIS+UrKwsODg41DnAXlBQgIyMDPj4+FCuWqi6JyGkpYuOjsZbb72Fbt26AVCulCUmJjI7R1xYWNjg6+3atdPZtWmARwgh5IWXk5MDJycn1jHq4CUXj9U9CSGkMdRXyvLz8+uslKmv6r0saIBHCCHkhcdrfyQecvFa3ZMQQhqD5UoZr+gMHiGEkBcer3OZPOTitbonIYQ0xss4gHsaGuARQgh54Y0fP551BK14yWVpaQkAXFX3JIQQ8myoTQIhhJAXknplSk9PTwBAaWkpqzgCHnOpzuDxVN2TEELIs6EBHiGEkBdKeno65s2bhw8//BDr1q1DQUGB8FpoaCjlqmXu3LnCQE69aqZYLMaYMWNYxSKEEPKMaIBHCCHkhZKQkIDg4GDs3LkTvr6+WLdundBkluWWQ15zOTs712ndkJOTAxsbG6atG8j/a+8OXmx6wziAP7eZyBV3w4hxyagJKTtZTLISf4Eae6HZoEkWGCURsbnCWtnYTyllYzHNhtmJut1CmkgyzSgNY6E7v98whnvTnNc7n0+dxenZfLdP57zfF6A9FjwAsjI9PR3VajUiIvbs2RODg4Nx8+bNGB0djVKpJNcfuHPnTtERAGiTBQ+ArHR0dMSHDx9m36vVapw7dy7u378fb968kesPKFcB+Hd1DA0NDRUdAgD+lq6urpiZmZlthoyIKJfL0dfXF52dnbF9+3a5fqNSqUR3d3fRMQBog4vOAYCYnp6Ozs65tyd9/PgxVq9eXVAiANrhF00AloxLly4VHWFeReZKtd0TgPa46ByArNTr9V/OGo3G4gX5Qaq5mu2e1Wo1RkZG4uLFizEwMBC9vb3O4gH8gyx4AGTlzJkzsWPHjnlnk5OTi5zmP6nm+rHds7u7O65duxaHDx9Ort0TgN+z4AGQlY0bN8aRI0di/fr1P82OHTtWQKLvUs3VbPdslr802z0vX74c4+PjheUCoD1aNAHISqVSiUqlEqtWrfpp1tXVVVg7ZKq5/qV2TwB+T4smAABAJrRoApCl4eHhmJqaipmZmbh161acPn06xsbGio6VbK75pNo6CsCvWfAAyNKjR4+iXC7H2NhYTE5OxsDAQNy7d6/oWMnlqtfrv3yKbPcEoD1KVgDIUvMEwpMnT2Lv3r1RrVaTqP1PLVeq7Z4AtMeCB0CWenp6Zi/u7u/vj0+fPiVR+59arlTbPQFoj5IVALL09evXaDQasW7duli5cmVMTEzE+/fvY/PmzXL9z8jISGzatCk2bNjw02x0dDR2795dQCoA2mXBAyAr9Xp9wXlPT88iJZkr1VwA5MUvmgBk5e7duwvOz58/v0hJ5ko1V9Pw8HDs27cvVqxYEbdv345GoxH9/f2xa9euQnMB0Bpf8ADI0ufPn+PBgwfx7NmzKJVKsW3btti/f38sW7ZMrnkMDg7G1atX4+nTp/Hw4cM4dOhQ1Gq1uHLlSqG5AGiNaxIAyFKtVovXr1/HwYMH48CBA/Hq1auo1WpFx0o2V2rtngC0xy+aAGTp5cuXcePGjdn3nTt3xokTJwpM9F2quVJr9wSgPRY8ALK0ZcuWeP78efT29kZExIsXL2Lr1q0Fp0o319GjR2fbPZcvXx4TExNx/PjxomMB0CILHgBZOXXqVJRKpfjy5UucPXs21qxZExER7969m/cqgKWe68d2z/Hx8YKSAPA3KFkBICtv375dcL527dpFSjJXqrkuXLiw4Lzodk8AWmPBAwCSbfcEoDUWPAAgrl+/HuVyOfr6+iIi4vHjxzE1NRUnT54sOBkArXAGDwBItt0TgNa4Bw8AmG33bEql3ROA1viCBwBLWKrtngC0xxk8AFjCUm33BKA9FjwAAIBMOIMHAACQCQseAABAJix4AAAAmbDgAQAAZMKCBwAAkIlvjztwWWD4raQAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
        " ] @@ -7497,7 +7497,7 @@ "\n", "df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul[df_evm_vs_wasm_bn128mul['engine'].isin(\n", " ['parity-evm', 'geth-evm', 'evmone', 'cita-evm',\n", - " 'ssvm', 'wasmi', 'wabt', 'fizzy', 'eos-vm', 'wasm3']\n", + " 'ssvm', 'wasmi', 'wabt', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3']\n", ")].copy()\n", "\n", "df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul.sort_values('time')" @@ -7528,7 +7528,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
        " ] @@ -7626,7 +7626,7 @@ "\n", "df_evm_vs_wasm_mul256 = df_evm_vs_wasm_mul256[df_evm_vs_wasm_mul256['engine'].isin(\n", " ['parity-evm', 'geth-evm', 'evmone', 'cita-evm',\n", - " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'eos-vm', 'wasm3']\n", + " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3']\n", ")].copy()\n", "\n", "df_evm_vs_wasm_mul256 = df_evm_vs_wasm_mul256.sort_values('time')" @@ -7649,7 +7649,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
        " ] @@ -7731,7 +7731,7 @@ "\n", "df_evm_vs_wasm_blake2b = df_evm_vs_wasm_blake2b[df_evm_vs_wasm_blake2b['engine'].isin(\n", " ['parity-evm', 'geth-evm', 'evmone', 'cita-evm',\n", - " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'eos-vm', 'wasm3']\n", + " 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3']\n", ")].copy()" ] }, @@ -7788,7 +7788,7 @@ "outputs": [ { "data": { - "image/png": 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p5qkJCgoqs+5bt24Vbm5uwtzcXAAQtra2Gr/p7du35fJpaWkiNDRU7fesUaOG2nE/ffr0MperzYvQrpGuq++//77B61cyT5ydnZ1wdHRUG9axY0fx5MmTUqf99ddfhaurqwAgbGxs1NoFDg4OajmqVJ0+fVrt2Le2thZ2dnbydNu2bSvXeVXSqlUrAUB88sknOsvoc+5WrceOHTvUxpX3eJRs3LhRbV+3tLRUO98C6jny3Nzc5PHa8vNpu76WJB3nVlZWcnurtLyLeXl58nVZ9dxpYmIiDxs+fLjBuds+++wzAUC0bNlSY5xqm8vExEQj79idO3fk8Tdv3lQbVx3buUIU5/6TfjNd+UGJGGSiZ46xjbGvv/5abuDrSo6oGkA5ePCgzjpIDesFCxZovQHLysoSdnZ2wsTERNy+fbvcQSYhhOjVq5cAIIYOHaqzzJtvvikAiE6dOqkNlxqL3bt3F+fPn5eH5+TkiAsXLoj58+cbnEA3KytLbpwvXrxYbdylS5cE8L8gRGJiogAgvL29NebzyiuvaG34jB49WmzcuFHtQpaXlyeioqJE27ZtBQDRqlUrjfl9++238kVx3bp1IjMzUwhRfHOZlJQkdu3aJQYNGqQxnXTxrVGjhnB2dhY7duwQ+fn5QqlUipMnT4q6desKAKJ9+/ZiwIABwtfXV+zbt08UFRWJoqIiERUVJWrVqiUAiJEjR2rdZhUZZMrNzRU7duyQ66AraevTCDJJv5nqTfqNGzcEAGFmZibu37+v1zpcvHhReHp6yo2WM2fOlLnsig4y/fzzz/L89+7dqzFeuql2dHQUCoVCLFiwQA4EJScni7ffflue/vPPPy9XHc6cOSM3ikNDQ8WZM2fkgNXt27fF+PHj5Zvq0hK87t+/XwAQjRs3Fnl5eUKIyg0y2djYiFatWglbW1thZWUl/Pz8xMiRI5/K7yY1zh0dHYWTk5PYvn27nAT90qVLcn3NzMzE6dOn1aZdtGiRACB8fX11BgLfe+89ARQn4VWlb+Lve/fuyTezr732mjh16pR8Y5OUlCTmzp0rzMzMBACxe/dutWml87ivr6+IiooShYWFQojiG4tbt26JlStXipkzZ+q/sf6/QYMGCQBi1KhRpZaT1q+qgkza6qJrn3kaCZf1Tfw9cOBA+absiy++kBOR379/Xw66ABArV640uA4vQrtmzpw5AoB46aWXDF6/xMREMXLkSPHzzz+LR48eycMzMzPFhg0bhIeHhwAgpk6dqjGt6j7i5OQkgoOD5Q+WFBQUiAMHDojatWsLoDhQVVJGRoYc9PX29hb79++XzxvHjx8XTZo0UXtoZ+h+mJ6eLgeQtf0uEn3O3dJDBQAa5z1jjsfs7Gw5QP7666+LGzduyOOysrLEqVOnxIwZM8R///tfrXWurMTf06ZNk4+DuXPnygGfx48fy/sfAIPPn3///bccRFLd/4T43/laCqiVPJ9LbVJt26A6tnMl7du3L9e2phcHg0z0zDHkKywlnywLUfw0UorI62pUSl+38vPz03oTUrIxdvv2bWFiYiJsbW3lk70QQqxfv14AEN26dRNCCKOCTFLvESsrK629G3JycuQne+vWrZOHJyUlycu8d++eQcssi3QR6dWrl9pwqcE7fvx4eZh08YqLi5OH5eXlCRsbGwFAREZG6r3czMxM+Sl3yZ4vUi+Qt956y6B1kS6+2uYphBAHDx6Ux1tbW4vr169rlPnmm2/k8dqelD2tIFNpX5fz8vIS77//vtYnukIYfzMTHx8vFAqF1puZ4OBgAUAsWrSozHXw8fERzs7O8r+vXbum1/IN+bqcPr0ZVOXn54vmzZsLAKJevXpaf0OpsQtAzJ07V+t8Xn/9dQFA1KxZU613niG2bdsmPymXbmylp402NjZi1KhRpT5JzMzMFD4+PkKhUIhjx47JwyszyKT6O1lYWKgNCwsL0/vLeNqoPgGOiorSGP/kyRNRv359AUD07t1bbVxycrJcH22BxNzcXLmHzBdffKE2Tt8gkxR00NZjRLJ06VIBQAQGBqoNb9SokQAgfvjhh1KXYSipF8unn35aajlp/bT17Cn5Jz2tru5Bpr/++ktezurVq7WWkYJQLi4uBh/3L0K7ZseOHQIoDvxKQe+nJTY2Vt5nS2571X0kICBA67VR9eFCYmKi2rjFixfL5+BLly5pTHv//n21Xk6G7oeqbYuHDx/qLFfauTs5OVl8+OGH8viS5xQhjDseT5w4IW9fQ87blRlkunPnjhy4nz17ttYy0sMDc3Nzg9rDRUVFcjtr586dauOknrFSb+533nlHbbwU+Cur13FJz2s7VzJ58mQBaD70JpIwJxM905KSkkr9S09P15jG0dERAwcOBFD8frcokYQyNTUVP/30E4DivAT65Cbx8vLCK6+8guzsbLVEvFJiTCkZozH69+8PBwcH5ObmYseOHRrjf/75Z6Snp8PKygqDBg2Sh9vb28PEpPhQlnK9PC2qeZlUc0VJycBV3/2X8jKpJgo/efKknLjVkKTfdnZ28vyOHTumNq5GjRoAoPYFHkN06NABHTp00BgeEhICS0tLAMVfz/D399co06NHDwBATk4Orl+/rjH+8OHDEEJo5PkwVEFBgdp+/vjxY3lceno6Hj9+rHXffxqknB4hISHw8fFRGzdmzBgAwPr168ucT0JCAh49egQA+PTTT1G/fn2D65Kamlrq8Z+SkmLQ/N599138888/8pftSvtSlbW1tdb8DAAwb948AMXJ1w8cOGBQHSRDhgzBgQMHUK9ePQBAfn6+nLusoKAAmZmZar97STNnzkRCQgImTpyI4ODgctWhvDw8PBAREYFz584hNzcXjx8/xpMnTxATE4NXXnkFQPF+NHXqVKOXFRwcjK5du2oMt7a2xowZMwAU52FSPR5q1aolXwPWrFmjMe3u3bvx8OFDWFtbY9SoUQbXKTc3V87LNXPmTJ3lRo8eDaD4S43SF9KA/53Dnub5Wgghz69WrVp6TZOdnV3mNbasRNPVxbZt2wAAderU0Zk8X8qD+PDhw3If90D1bddIuYYKCwsNPjeXJSgoCK6ursjOzsbZs2d1lps2bRqsra01hvfq1QsWFhYA/vdFQ8nWrVsBAIMHD0ajRo00pnV3d8fEiRPLXXcpN5ypqan8pcCytGnTBu7u7nB3d4eDg4Oc+Fuqj5Qz8WmRzkn5+fnydftZs3PnThQWFsLKygqzZs3SWubDDz+EpaUlCgoK8OOPP+o9bxMTE7nNeejQIXm49EGb+vXry+dz1fHA/9q8hn7Y5nlt50qk472s3If04mKQiZ5pori3nc4/XUkrpcbRrVu3NC4I33//PfLy8mBiYmLQ1+CkBIfSDfaNGzdw9OhRODk54dVXXzV85UqwtraWg0fS16dUScP69++v9iUoa2tr+SasZ8+emDdvHk6cOIH8/Hyj6yQFkTIzM3H69Gl5uJRIVbpAqv5bNUmj9G9ra2u8/PLLGvP/9ddfMXToUNStWxe2trZqyR6lRm/JTyz37t0bCoUCP//8M3r16oUtW7YYdJFr27at1uGmpqbyRVPXp7/d3Nzkf6empuq9TEOFhIRo7Ovp6emIiopC8+bNsW7dOrRt27bUBkB5qH5tSGpQqRoyZAisrKxw7do1HD16tNR51a1bF66urgCKj8fyfMktOjq61OPfkGDeZ599hpUrVwIA5s6dq5ZAVZugoCCdSbnr16+POnXqAEC5PuFbVFSE8PBwtGvXDiYmJti1axfu37+PtLQ0HDt2DKGhodizZw+Cg4MRFRWlMf3Ro0excuVKeHh4YNGiRQYv31jdu3dHZGQkmjdvLjdYTU1N0b59e+zbtw/9+/cHAHz99ddG76NdunQpc5xSqcTff/+tNk66Kfzll1/UAjwAsHbtWgDF+7PUmDfE6dOn5eBL9+7d5ZvBkn9NmjSRp0lISJD/3adPHwDArFmz8NZbb2Hv3r3IyMgwuB6q0tLS5AcB+t7IRkRElHmNlQLL1Z10HHfu3Fl+aFNSo0aN4OnpqVa+PKpru0Z1vytPkCk/Px+rVq1C9+7d4eHhAUtLS7U2QXJyMgDNNoGql156SetwMzMzOfiqGrzPz8+Xg076nGvKQ9oWNWrU0PuDCw8fPpSDjpmZmfLwbt264erVq2rnlqehXr16CAgIQEFBAV566SUsXrwYZ8+e1frRl6oiHXNt2rTReW12cnKSk3MbeoxKv7HqsSX9W0rc7e3tjYsXL8r7Ynx8vNwO0RVkqq7tXOl4f9oBZao+GGSiaik0NBR169YFoNnrQvr/7t27w8vLS+95DhgwAE5OToiJicH169flp33Dhw+HlZXVU6m3dGP/xx9/qN2UpKSkYO/evWplVK1btw6BgYFISUnBggUL8PLLL8Pe3h4dOnTAkiVLSu0RUZrg4GD56Z8UMLp06RKSk5Ph7+8vN7iB0oNMqvMBim8KR4wYgb59+2L79u2Ij49Hfn4+nJyc4ObmBjc3N3mbSr07JB06dMDixYthYWGBvXv3YsSIEfD09ISXlxfCwsLUelJpY29vr3OcmZlZqWWk8QB0fummojg4OKBr16747bff4OPjg8TEREyYMOGpLiMqKgq3b9+GjY2NWm85iaOjo3zjUVZvJi8vLxw+fBhubm7IzMxEz549NZ7WVZYVK1bIvZLCw8Mxf/78MqdR3bdLGy81NgHgtdde0xpsKNmYW7p0KT7//HO4uLjg2LFjGDBgANzd3eHo6Ijg4GDs27cPISEhePLkCSZMmKAWMM7JycGbb74JIQS++uornY3tqmJiYoJPP/0UQPFx/ssvv6iN1xWQeffdd7XOr7TfQXWc6u8AAJ06dULjxo1RUFAgn6uB4pto6RxR3uNHtbFfVq8UidSjEwBmzJiBIUOGoKCgAGvXrkWvXr1Qo0YNNGvWDDNmzMDVq1cNrpNqjyMp8Ef6k/afso57Kbhccn+rDM96u0a1B5GhPeCSk5MRFBSESZMm4cCBA7h//z5MTEzg4uIitwmk4F/JNoEqfa7vqtfux48fy8HZ0n576XcvD2lbGHJcxsfHy0HHpKQk/PDDD6hTpw4OHDiAOXPmlLsuupiammLr1q3w8/NDQkICZs2ahZYtW8LBwQHdunXDypUr1c5hVaGij1EpSHT58mW5B5F0rZACUFIZKfgkja9Xr57GcVfd27nS8f6i9HYlwzHIRNWSQqGQn/rt3r1b7n5+7tw5nDlzBoDhXcEtLS0xfPhwAMVBnc2bNwP435PAp6FTp07w8fGBEALfffedPHzr1q0oLCyEm5sbunfvrjGdt7c3/v77b+zduxdTpkxB69atoVQqERMTg/fffx/+/v4aTz71YW1tLT8ZlC5qUuBItRcTUPz5b29vb9y5cwc3btxAfn4+jh8/DkDzCc8333yDLVu2wNTUFPPmzcP169eRl5eHx48f48GDB3jw4IEc5Cj5WgBQfJMWHx+PZcuW4dVXX4Wrqyvu3LmDjRs3okuXLhg8eHClB4Eqi729PYYOHQqg+Dd5mq/cSJ/EffLkCRwcHDQ+JaxQKORXC3bs2KH2hFWbRo0a4fDhw3B3d0dWVhZ69epVZg+op+3LL7/ElClTAABvv/02li1bVmHLevz4sV6v9UlBmNGjR8u9vVQpFApMmzYNAHDz5k2110P+85//4Pr16+jduzdeeeUVZGVlqf3l5eXJZZ88eYKsrKxKbwT6+/vLT0tv3rypNs6QV4SMJfVmkj4frvrvpk2bol27duWar+rT/ZycnDJ7pggh1F4tNjc3x7Zt23D27FnMmzcPXbp0gY2NDS5cuIBPP/0UTZo0wWeffWZQnZydneV/V2QvS6o6z3q7RvVhlur+qI+pU6fi/PnzcHZ2xvr163H//n3k5OQgJSVFbhN4eHgA0N4meJZJ26K8x6WrqyuGDx+OAwcOwNraGl999ZXO3m7GCAwMxJUrV7Bz50689dZbaNq0KXJychAVFYV//etfCAgI0HjVsDpp0qSJ3ItHNYikUCjkNmzJ3k7Sf7X1Yqru7VzpeDf0WKcXB4NMVG298cYbMDU1RU5ODrZs2QLgf0/7nJ2d5Vc6DCE1vJYvX447d+6gadOmctfcp0GhUOD1118HoP7KnLPSWV0AACAASURBVPTv4cOHqz1lUGViYoIePXrg888/x6lTp/D48WN8//338Pb2RmpqKkaMGFGuV+iki2dMTAwKCwvlIJPqTZNEtTfTiRMnkJOTozYPiRSoGDduHObPnw9/f3+NVxTKehfdw8MD4eHh2L17N5KSkvDPP//IuTR+/PFH+dWo6kg1V5Kx+Z8kjx49wp49e/Qun52dLf+OpQkICMDhw4fh4eEhB5qk1y0r2ooVK/DOO+8AACZPnowVK1boPe3du3f1Gq8aJJJycpX2Wt+jR4/kJ6xSPiZtVHNYxcfHa/z7t99+g729vcafau6QJk2awN7eHsOGDdNjjSuHoa8IlfY7qI7TFqwbPXo0bGxsEBcXh0OHDqGgoEBejjG9AN3d3eV/q/Y4NVRgYCDmz5+PgwcPIi0tDVFRUejUqROKioowY8YMnDt3Tu95WVhYyL3ayttz1VDStai0IGZF5Y572qT9p7RXsVTHa9vfKsOz3K5R3e/0zQsGFPeW2LVrF4DihwJhYWFqxxhQHNh9+PChwXUqS82aNWFqagpA/3ONoaRtkZOTY1TAPyAgQM5D9/7772u8Yvs0jkcLCwu89tprWL16Nc6fP4+UlBSsWrUKNWvWRGJiYpW+PlsZx6jUrj106BCuXbsmHw/Sb6irJ5O21ymreztXOt4NOdbpxcIgE1Vbnp6ecgK79evXIz8/X06WOGrUKLXXt/QVFBSEZs2aycGap5HwuyTpdbirV68iNjZW/q/qOH3Y29tjxIgRcu+UpKSkcj2Fki6qWVlZiI2N1ZqPSaKa/Fu6+NrZ2Wm8LpSYmAgAaNmypdZlZmVl4cSJEwbVs1mzZli7dq2cBNmYxKzPOtVGlq2t7VOZ53fffYf8/Hy4uroiPT0dmZmZOv+kV5v0SQAOAA0bNkR0dDQ8PDyQnZ2N3r17q71WWRFWrFih1oPpyy+/NGj6U6dOISsrS+u4GzduyL+BoTdjqo3M0gIUqq9aldb1/VkUFxcn3xD6+fkZNa/SXguQxpmYmGg9lzg6Osq9NNasWSPnZ7K2tpaD+SWp/j66eky0adNGvn6UfB2wvMzMzNC1a1f897//haWlJYQQWvNxlaZx48YANHuPVRQnJycA/zufa2PoebwiSL9paT1gpOM4OjoaSqVSa5krV67IwQZd+Uwq2rPcrpEC4LVr1zYo11lKSoocGNHVJjh27FiF9Mi0sLBA8+bNAZR+rilPT3CJdFwCxh+b7733HhwdHZGSkiL3iJVUxPHo7OyMCRMmYPHixQCAM2fOqCUG1+fY0ochx+ipU6d0BsvS0tLUcjcZSjWIpC2A5OXlBX9/f8TFxeHAgQPyq9PaHrpW93audLxrS5ZPBDDIRNXcm2++CQCIjY3FJ598Il8cjQkOLV68GNOmTcO0adN03qgYo0GDBvIraps3b5Z7MTVt2lTrxaqs3kmqeRJ0JTQtTbt27eT3xr/++mskJyejbt26WvM+SEGmI0eOyEGEDh06aPS+khKX63pSv2DBAp2vYqm+DqSNtL7lWdfnQW5urvzU187ODg0bNnwq85WCka+99hocHBxgZ2en80/qGfPXX3/h0qVLes2/QYMGOHLkCOrUqYMnT57g//7v/4xquJdGNcD0zjvvGNSDSZKTk6PRiJdIX/mpWbMmunXrZtB8nZyc4OvrCwD44YcfdDaWpSeUJiYmakk8N27cWOprWar5h6S8Hob0UCtLWTcTQgj5abuJiYmc5Lq8jh07pjUgmZubK79S1qNHD503tVLPrj179uA///kPgNITfqvmuEpLS9NaxtbWFiNGjABQfD24fft2qetQsmdRaecwS0tLuWeFoeewTp06ASj+qmdlCAwMBFCco0rbzVJycrKcZL0qSb+prt8TgHxOu3v3LtatW6e1jPRVSRcXF/krilXhWW3XSPuAtB/qS3o1G9DeJigsLMQHH3xQrjrpQ3r9fMeOHVrzoSUnJ2PVqlXlnn/Dhg3l17CMPTYdHR0xefJkAMU9z1QDPsYcj/q2qwD185I+x5Y+9JnPwIEDYWZmhtzcXDnoVdLChQuRl5cHc3Nz+WuMhpACSvHx8fK1tGQvJSkQNXfuXADFPcxq166tMa/q3s6V9jFtD5yJAACC6BkTEREhAIinsXvm5+eLWrVqCQDCxMREABBt2rTRuw4+Pj4GLS86Olque3x8fPkqLYT48ssvBQDh4uIifHx8BACxePFincts1qyZWLp0qbh06ZIoKioSQgihVCpFTEyMaNasmQAg6tSpIwoLC8tVn86dOwsAwtTUVAAQYWFhOst6eHioldVW7w8//FAAEGZmZmL16tUiLy9PCCHE/fv3RXh4uAAgnJ2dBQAxZswYtWl79uwpwsLCxG+//SZSU1Pl4Y8ePRILFiwQCoVCABCrV69Wmy4kJEQAEBERETrrLm3rDRs26Cwj/b7R0dEa46RlGLrflJw+JCRE6/iLFy+K/v37y3WYOXOmRhnV4yclJaXUP2n7nTx5Up7m0KFDZdZTqVQKb29vAUC89957Bq3DjRs3hJeXlwAgrK2tRVRUlNp41WNI2zYui3TsABDvvvuuwdOPGTNGABCOjo7CxMRELFy4UGRkZAghhEhJSRFTpkyR579s2TKD5y+EEJ999pk8j7Zt24rjx4+LgoICoVQqxY0bN8SIESPk8aUda9ps2LBBr3NQWlqa2r7Qvn17AUAMGzZMbXhaWpradPHx8aJNmzZi1apVIi4uTiiVSiGEEEVFReLPP/8UPXr0kJc/adIkg7eNRDoWHR0dRc2aNcWOHTtEQUGBEEKIy5cviy5dusjnmdjY2FLn1bp1a7lOAMTx48d1ls3OzhYWFhYCgPjPf/4jr19J9+7dk891Hh4eYvPmzfJ+IoQQycnJ4scffxSvvvqq6N69u9q0bm5uYtasWeLPP/8Uubm58vDr16+LwYMHy9erixcvlrmdVP32228CgLC1tS31XC9th9LOhRLpeNB2TisqKpJ/p4YNG4rY2FihVCpFUVGRiI6OFo0aNRI1a9Ys9Xpe1rEeHx9v9DX1gw8+EACEv7+/uHPnjs5yAwcOFACEhYWFWLFihcjOzhZCFF+Xxo0bJ9dj5cqVBtfhRWjXNGzYUAAQX3/9tUHzF0KIDh06CADC09NTHDx4UG7HnD9/XnTr1k1YWloKW1tbrddnffcRXdf39PR0UadOHQFA+Pr6iqioKPm4/+uvv0SzZs1EjRo1jNoPhwwZIgCIiRMn6iyj77k7OTlZ2NjYaLQBjDkeN27cKNq3by+f1yWFhYVi79698vZp166d2nTXr1+X57dt2zYDt8r/rF27VgAQTk5O4vLlyzrLTZs2TQAQCoVCzJs3T27DpKamyu1KXW0jfUnrKl1fSl4Dt2zZonY90XWdq67tXGkdpDKXLl3SOR96sTHIRM8c1caYm5tbmX8xMTGlzk+6KEl/q1at0rsOVRVkevjwoXyjIzUk7969W+YyAQhzc3Ph7OwszMzM5GEODg7ijz/+KHd9PvroI7VlbNq0SWfZ4cOHq5U9efKkRpnU1FQREBCgtn41atSQL5wTJkyQb25KXnyli6jqujk4OKgNGzRokNxILTnd8xBkMjc319jPpUal9Dd06FCRn5+vMQ/V46esv8DAQCGEEBMmTJCPN30Dke+9954AIFxdXdXqUVaQSQgh4uLi5CCVtbW12L9/vzxOdX92cnIq8/hfsmSJ2rylfUif88eUKVM06qa63w0dOlRuaDo5OanNe/To0Rr7mL6KiopEWFiY2m9hZmam8Rt37txZZGVlGTRvfW9USh5Huv5K/o6qN3QAhKWlpXBxcRGWlpZqw8PCwuSgUHlIx+LSpUvlm1dLS0vh6OgoL0OhUIg1a9aUOa9169bJ0zRt2rTM8m+++aZc3sbGRnh7ewsfHx8xbdo0tXKXLl0SDRo0UDuP1axZU74Zlv5eeeUVtelUx5mYmAgnJydhZWWltl7lCWDm5eXJwQfVY6okaTnGBpmEEGLv3r3C3NxcbXtJ61K/fn21G7LS6lKRQaZr167JdTIxMRFubm7Cx8dH+Pj4iMTERLlcWlqa2nFhZmamcdxPnz69XHWo7u2aq1evCqA4QJecnGzQ/IUQ4tSpU2rHjaWlpbC3t5d/h82bN+u8PhsbZBJCiNjYWLVAko2NjbCzsxMAhL29vdi2bZtR++Hu3bsFAOHl5aUzcK3vuVsIId59910BFAeUk5KS5OHlPR5Vly1tf2dnZzmICRQH07UFgLp27SqXsbe3l48tQ85hjx8/ls9dwP8esPr4+Ig///xTLpeXlycH7FTPn6r1HD58uNa2kb5GjRolz0tb8PbBgwdq22r79u1a51Nd27lCCLF69WoBQLRo0ULnPIiq5/skVG2U9XnopKSkMl8Xk7qWA8VdTKUcHc8yZ2dn9O7dW/7/rl27yl9WKalNmzbYvn07Jk2ahNatW8PFxQUZGRmwsrJCixYt8P777+Py5cvo2LFjuetTMnF3ad1jVcc5ODigVatWGmVq1KiB48ePIzw8HL6+vjA1NYWZmRlCQ0OxZcuWUrumr1ixAosXL0bv3r1Rv359CCGQk5MDDw8P9OvXDzt37sSOHTue69flCgoKNPZzpVIJPz8/DBs2DL///ju2bt0Kc3Nzo5elmkD2tddek1/VKcuQIUMAFHfBNzQvTd26dXH48GH4+PggJycH/fr1w/79+zXKpaamlnn8l8ybJFRe5ypr2rKSoG7ZsgVff/01WrZsicLCQtja2qJdu3bYvHkzNm3aVO59zMTEBOvXr8f+/fsxbNgw+Pr6wszMDAUFBahduzZ69+6N77//HlFRUU8t59bT4ubmhhUrVmDEiBFo3LgxHBwckJaWBnNzcwQEBGDs2LE4duwY1q9fr/MjBYZwcnLCyZMnMWvWLHh7eyMvLw81a9ZE3759ERMTg/Hjx5c5j0GDBsmv4+iT8Purr75CZGQkmjVrBgC4ffs2EhISNBIPN2rUCP/88w9Wr16N7t27y+deIQT8/f0xePBgrFmzBtu3b1ebbv/+/Zg9ezY6duwILy8v+QMJ/v7+CAsLQ2xsLMLDw/XaPqosLCzkJM5Snp6K1qNHDxw9ehR9+vSBk5MTioqK4OXlhVmzZuH06dMaCZyrQv369REdHY1+/fqhVq1aePToERISEpCQkCB/vh4ofr3l4MGD+OabbxAaGgp7e3tkZWXB3d0dAwcORHR0NJYsWWJ0fapju0ba3wYMGFCuRMCtW7fGyZMnMWTIELi4uECpVMLe3h5DhgzB8ePHMWrUqKddZTVBQUFyUmVPT08UFhbC0dERY8aMwd9//632ynJ59OnTBx4eHkhMTHwqH76YPn06LCwskJ2djUWLFsnDy3s89uvXD5s3b0ZYWBgCAwPh6OiI9PR02Nvbo23btliwYAEuXryIgIAAjWl//PFHTJ06FQ0aNEBBQYF8bBnyCp2TkxP++OMPDBs2DJ6enkhPT5fno5qLy8LCAtu2bcOPP/6IXr16wdnZGZmZmXB2dkavXr2wa9cu/PDDD0a1jVTbu9oSeru5ucl5thQKhdZ8TED1budKx7sxH9Cg6k8hVFvkRERERNXIzp07MWjQIFhbW+PevXsGJSV+3ty8eRMNGjSAjY0N7t+//8wFKan6EUKgfv36iIuLw5EjRwzOyfSi+OijjxAREYGwsDC9P5pB9Ky5desW6tatC3t7e9y5c+e5+zAJVZ7n91E/ERERURmkxO/Dhw+v1gEmoLiX4JtvvonMzEx89dVXVV0degFs374dcXFx6NGjBwNMpQgPD0etWrXw/fffq30hluh5snjxYgghMHv2bAaYqFTsyURERETV0po1azBhwgSYmJjgn3/+QZMmTaq6ShUuKSkJ/v7+sLa2Rnx8PHszUYVRKpVo1qwZrly5grNnz8qvmJJ2X331Fd5++21MmjQJX3/9dVVXh8ggiYmJ8Pf3h7u7O65evSp/eZpIG+MTJhARERE9I/766y8MGzYM6enpcl6Qf/3rXy9EgAkozhny7bff4uzZs7h169YLs95U+e7du4fBgwfDz8+PASY9TJgwAWlpaTAxMYFSqXyuc0fSiychIQGzZ89G586dGWCiMrEnExEREVUbhw8fRufOnWFqagofHx+MGTMGc+bMeSqJyImIiIiodAwyERERERERERGR0dhPk4iIiIiIiIiIjMYgExERERERERERGY1BJiIiIiIiIiIiMhqDTEREREREREREZDQGmYiIiIiIiIiIyGgMMhERERERERERkdEYZCIiIiIiIiIiIqMxyEREREREREREREZjkImIiIiIiIiIiIzGIBMRERERERERERmNQSYiIiIiIiIiIjIag0xERERERERERGQ0BpmIiIiIiIiIiMhoDDIREREREREREZHRGGQiIiIiIiIiIiKjMchERERERERERERGY5CJiIiIiIiIiIiMxiATEREREREREREZjUEmIiIiIiIiIiIyGoNMRERERERERERkNAaZiIiIiIiIiIjIaAwyERERERERERGR0RhkIiIiIiIiIiIiozHIRERERERERERERmOQiYiIiIiIiIiIjMYgExERERERERERGY1BJiIiIiIiIiIiMhqDTEREREREREREZDQGmYiIiIiIiIiIyGgMMhERERERERERkdHMqroCzyulUol79+7B3t4eCoWiqqtDRERERERERPRUCCGQmZkJDw8PmJjo3z+JQaZyunfvHry8vKq6GkREREREREREFSIxMRF16tTRuzyDTOVkb28PoHiDOzg4VHFtiIiIiIiIiIiejoyMDHh5ecmxD30xyFRO0ityDg4ODDIRERERERERUbVjaHogJv4mIiIiIiIiIiKjMchERERERERERERGY5CJiIiIiIiIiIiMxiATEREREREREREZjUEmIiIiIiIiIiIyGoNMRERERERERERkNLOqrsCLpqCgAEVFRVVdDaIqY2pqCnNz86quBhERERERvaA++eQT7Nq1C1euXIG1tTXat2+PxYsXo2HDhmrl/vzzT3zwwQc4ceIETE1N0aJFC+zbtw/W1tY653337l3MnDkTv//+O548eQJ/f39s2LABQUFBFb1azwQGmSpJRkYGHj58iLy8vKquClGVs7S0hIuLCxwcHKq6KkRERERE9II5cuQIJk+ejDZt2qCwsBBz5sxB9+7dcenSJdja2gIoDjD17NkTs2fPxooVK2BmZoZz587BxET3C2GpqakIDg5G586d8fvvv6NWrVq4fv06nJycKmvVqpxCCCGquhLPo4yMDDg6OiI9Pb3MG+WMjAzcvXsXdnZ2cHR0hLm5ORQKRSXVlOjZIYRAQUEB0tPTkZWVBU9PTwaaiIiIiIioSqWkpMDV1RVHjhxBp06dAAAvv/wyunXrhgULFug9n1mzZiEmJgZHjx7VWcbX1xfjxo3DtWvXsGvXLjg7O2PFihVo164dxo0bh4MHD6Ju3bpYv3693PspISEBb7/9No4dO4b8/Hz4+vpiyZIl6N27t3ErXgpDYh6qGGQqJ0M2+M2bN2Fubo46deowuESE4mDTnTt3UFBQgLp161Z1dYiIiIiI6AV248YN1K9fH+fPn0fTpk2RnJwMNzc3fPHFF9iyZQvi4uIQEBCAf//73+jQoYPO+TRu3Bg9evTAnTt3cOTIEXh6euJf//oXxo8fL5fx9fVFZmYmFi5ciC5dumDZsmX4/vvv0b59e4wdOxaBgYGYOXMmrl69iosXL0KhUKBPnz7Iz8/HZ599BltbW1y6dAkODg5yQKwilDfIxMTfFaygoAB5eXlwdHRkgIno/1MoFHB0dEReXh4KCgqqujpERERERPSCUiqVCA8PR3BwMJo2bQqguKMIAERGRmL8+PHYu3cvWrVqha5du+L69es653Xz5k2sXLkS9evXx759+zBp0iRMmTIFmzZtUivXu3dvTJgwAfXr18e8efOQkZGBNm3aYPDgwWjQoAFmzpyJy5cvIykpCQBw+/ZtBAcHo1mzZqhbty769OlToQEmYzAnUwWTknwz0TGROumYKCoq4vFBRERERERVYvLkybhw4QKOHTsmD1MqlQCACRMmICwsDADQsmVLHDx4EOvXr8cnn3yidV5KpRJBQUFYuHChPM2FCxewatUqjBkzRi7XvHlz+d9ubm4AgGbNmmkMS05Ohru7O6ZMmYJJkyZh//79eOWVVzBw4EC1eTxL2JOpkrAXE5E6HhNERERERFSV3n77bfz666+Ijo5GnTp15OG1a9cGUPz6m6pGjRrh9u3bOudXu3ZtvaZRfcgu3RdpGyYFu8aNG4ebN29i1KhROH/+PIKCgrBixQq917MyMchERERERERERC8MIQTefvtt7N69G4cOHYKfn5/aeF9fX3h4eODq1atqw69duwYfHx+d8w0ODjZ4Gn15eXlh4sSJ2LVrF6ZNm4a1a9caPc+KwNfliIiIiIiIiOiFMXnyZPzwww/46aefYG9vjwcPHgAAHB0dYW1tDYVCgRkzZiAiIgKBgYFo0aIFNm3ahCtXruDHH3+U59O1a1cMGDAAb7/9NgBg6tSpaN++PRYuXIghQ4bg5MmTWLNmDdasWWNUfcPDw9GrVy80aNAAqampiI6ORqNGjYyaZ0VhkImIiIiIiIiIXhgrV64EAISGhqoN37BhA9544w0AxYGd3NxcTJ06FY8fP0ZgYCAOHDiAevXqyeXj4uLw8OFD+f/btGmD3bt3Y/bs2fjoo4/g5+eH5cuXY+TIkUbVt6ioCJMnT8adO3fg4OCAnj17YtmyZUbNs6IohBCiqivxPNL3c365ubmIj4+Hn58frKystJa5/VEzrcOfFd7zzld1FaqtDRs2YOzYsThx4gTatm1b1dUpl7t378Lf3x/Tpk3Dxx9/rPd0+hwbREREREREVPn0jXmUxJxMVOFOnz4NhUKBl156Sev4LVu2QKFQQKFQID4+XmN8Tk4OrKysYGNjg7y8vIqubqXJysrCnDlz0LdvX40Ak6+vr7xNFAoFTExM4OjoiJdffhnLly9HQUFBpdbV19cXvr6+Wsd5enpi4sSJWLp0KRITEyu1XkRERERERPTsYJCJKlzLli3h5OSE06dPIyMjQ2P8wYMH5ez5hw4d0hgfExODvLw8dOjQAZaWlhVe38ryxRdf4MGDB5g1a5bOMu+++y4iIiLwwQcf4NVXX8XFixcxdepUvPbaa5VY07LNmDED+fn5WLBgQVVXhYiIiIiIiKoIg0xU4UxMTBAaGoqioiIcOXJEY/yhQ4cQGhoKZ2dnrUEmaVjXrl0rvK6VpaioCKtWrUKDBg3Qvn17neXCw8MRGRmJBQsWYNOmTThz5gxsbW3x66+/at2WVcXDwwPdunXDDz/8gPT09KquDhEREREREVUBBpmoUkgBopJBpFu3biE+Ph5du3ZFSEgIoqOjNaYtGWS6du0aZs2ahaCgINSqVQuWlpbw8fHBW2+9hTt37mhML4TApk2b0L59e9SqVQtWVlbw8vJCjx49sG3bNrWy0mthWVlZmDp1Kry8vGBtbY0WLVpgz549AIDCwkL8+9//Rv369WFlZYV69erhyy+/NGh7HDhwAImJiRgyZIhB0/n7+yMkJAQAEBsbKw+/desWFAqFnKSupNDQULm3mESf7XL48GEoFAokJCQgISFB7RW+kssaNmwYsrOzsXXrVoPWiYiIiIiIiKoHfl2OKkWXLl0AFL8ap0r6/y5dusDR0RG7du3CpUuX0LhxYwDFycZOnToFJycntGrVCgCwa9curFq1Cp07d0b79u1hYWGBixcvYt26dfjll19w6tQpeHp6ysv44IMP8Mknn8DPzw9DhgyBo6Mj7t+/j9jYWOzYsQNDhw5Vq1NBQQG6deuGx48fo3///sjPz8eWLVswcOBA7N+/H19//TVOnDiBXr16wdLSEjt27MA777yDWrVqacxLl6ioKABAhw4dyrE1i5mbm5d7WkC/7eLr64uIiAgsX74cQHHPKkmLFi3U5hccHAygOIA2YcIEo+pGREREREREzx8GmahSNGrUCLVr18aFCxeQkpKCWrVqASjupWRnZ4c2bdrIGesPHTokB5mOHDmCoqIihIaGwsSkuOPdqFGjMHXqVI38TPv370evXr3w8ccfy5+kBIDVq1fD09MTFy5cgI2Njdo0qp+blNy7dw+tWrXC4cOH5WWMGjUKnTp1wuDBg1GvXj1cuHABNWrUAAC89957CAgIwKJFi/QOMh07dgwAEBQUpFd5ydWrV3H48GEAxgWoAP22i6+vLyIjI7Fx40YAQGRkpM75+fv7o0aNGvjjjz+MqhcRERERERE9n/i6HFWarl27Qgih9kpcdHQ0OnbsCDMzMzRp0gSurq5qr9Rpy8fk6empNQF49+7d0aRJE+zbt09jnLm5OUxNTTWGu7i4aK3r8uXL1ZbRsWNH+Pn5ITU1FYsXL5YDTABQt25dBAcH48KFCygqKiptE8hu374Nc3NzODs7l1pu+fLliIyMxNy5czFmzBi0bt0aT548wfTp09G6dWu9llUaQ7dLWdzd3ZGSkoLc3Fxjq0ZERERERETPGQaZqNJIr8xJgaPLly/j/v376Ny5s1wmNDQUhw8fhlKpVCurGmQSQuC7777DK6+8glq1asHMzEzOE3T+/HncvXtXbbkjR47ErVu30LhxY8yePRt79+4tNTl1jRo1UK9ePY3hHh4eAKA1uOPp6YnCwkI8ePBAr23x6NEjODk5lVnu888/x/z58/Hxxx9j8+bNyM7ORmRkJJYsWaLXckpj6HbRR82aNQFo7yFGRERERERE1RuDTFRppECRlIdJNR+TJDQ0FKmpqThz5gxSUlJw/vx5eHp6IiAgQC7z3nvvYdSoUbh06RJ69OiBadOmISIiAhEREfDx8UF+fr7acpctW4Zly5bBzs4OixYtQq9eveDi4oL+/fvjxo0bHhBVcAAAIABJREFUGvV0dHTUWn8zMzOd46VxBQUFem0La2trvXr7xMfHQwiBnJwc/PnnnwgMDMT8+fPx7bff6rWc0hi6XfSRk5MDoHj9iIiIiIiI6MXCnExUaby9vVGvXj3cuHEDiYmJOHToEGrUqIGWLVvKZaReTYcOHYKPjw+EEGq9mJKTk/HFF1+gadOmOH78OOzt7dWWsWXLFo3lmpqaIjw8HOHh4UhOTsaxY8ewdetW7NixAxcvXsTFixe1vn5XkVxdXXH9+nUUFBTolcDbysoKL7/8Mn7//XcEBARg0qRJ6Nq1q9y7SspXVVhYqHX6tLQ0jWEVsV0ePXoEMzMzuUcTERERERFRRWg9Y3NVV+G5dXrJ6AqbN3syUaWSAkZRUVE4fPgwQkJC5AAJAAQEBMDd3R2HDh3S+qrczZs3oVQq0b17d40A0507d3Dz5s1Sl+/q6orXXnsN27dvR5cuXRAXF4cLFy48rdXTW/PmzQEUJ/I2RO3atTFnzhxkZ2cjIiJCHi69epeYmKgxTUZGBq5du1bqfMvaLqampmXmm8rKysLdu3fRvHlzKBQKQ1aLiIiIiIiIqgEGmahSSa/GLVu2DKmpqWr5mCSdO3fG0aNHsX//fgDqQSZfX18AxV9nUw16ZGVlYfz48Ro9efLy8hATE6OxjIKCAjx+/BgANL6sVhlCQ0MBAH/99ZfB077zzjtwc3PDxo0bcf36dQCAvb09AgICEBMTg0uXLslli4qK8N5778mvsUkM3S7Ozs5ISUnRmI+q2NhYFBUVaf1NiYiIiIiIqPrj63JUqbp06SIn6Jb+v6TOnTtjy5YtiI+PR8OGDeHp6SmPc3d3x7Bhw7B161a0aNEC3bt3R3p6Og4cOAArKyu0aNECZ8+elcvn5OSgQ4cO8Pf3R+vWreHj44Pc3FwcOHAAly9fRr9+/dCoUaOKX/ES+vfvj/DwcOzbtw/jxo0zaFobGxvMmjULU6dOxbx58+RXBGfMmIE333wTwcHBGDx4MKysrBAdHY2CggIEBgbi3Llz8jwM3S5du3ZFbGwsevbsiU6dOsHS0hKBgYHo27evXEYKCg4cONCYTUNERERERETPKQaZngHe885XdRUqTa1atdCsWTP8888/cHFxQdOmTTXKqPaEUe3FJPnmm29Qt25dbNu2DV999RVq1aqFfv364aOPPtIIcNja2mLx4sWIjo7G8ePHsWfPHtjb26NevXpYuXIlxo4d+/RXUg9eXl7o27cvfvnlF6Smpur1pTlVEydOxJIlS7Bt2zbMnj0bzZs3x9ixYyGEwNKlS7Fp0yY4OTmhf//+WLhwodHb5cMPP0RaWhp++eUXxMTEoKioCGPGjJGDTEqlEt999x0CAwPRrl074zYOERERERERPZcUQghR1ZV4HmVkZMDR0RHp6elwcHDQWS43Nxfx8fHw8/ODlZVVJdaQnnXHjx9HcHAwli5diqlTp1Z1dYzyyy+/oF+/fvj222/x+uuv6zUNjw0iIiIiIiovJv4uP30Sf+sb8yiJOZmIqkj79u0xePBgLF68GE+ePKnq6pSbEAIREREICgrCyJEjq7o6REREREREVEUYZCKqQp9++ikmTpyI+Pj4qq5KuT148AD9+vXD2rVr+VU5IiIiIiKiFxhzMhFVIW9vb0RGRlZ1NYxSu3bt534diIiIiIiIyHjsyUREREREREREREZjkImIiIiIiIiIiIzGIBMRERERERERERmNQSYiIiIiIiIiIjIag0xERERERERERGQ0BpmIiIiIiIiIiMhoDDIREREREREREZHRGGQiIiIiIiIiIiKjMchERERERERERERGY5CJqJzGjBkDV1dXZGdnV2k9MjIyMGXKFPj6+sLMzAwKhQJnz54FABQUFCAiIgL169eHpaUlFAoF9uzZg9OnT0OhUGDdunVVWnciIiIiIiKqPsyqugIEtJ6xuaqrUKrTS0Y/lfkoFIoyy0RHR6Nly5bw8PCAUqnEvXv34OTkpLN8YmIifH194ezsjDt37sDCwgKhoaE4cuQIAOCbb77B2LFjtU47f/58REZGAigOGG3cuFHvdYmNjcW3336LTz/9FLa2tvLwW7duwc/PDz4+Prh165bO6aVtIYTQe5m6vP/++1i9ejX69OmDUaNGwdTUFO7u7gCAzz77DB999BE6deqEIUOGwNzcHAEBAQgICMCrr76KuXPnYtiwYbCzszO6HkRERERERPRiY5CJKl1ERITOcb6+vnB0dMTgwYOxadMmfPvtt5gyZYrO8uvXr4dSqcSYMWNgYWGhNs7MzAzr1q3TGmRSKpVYv349zMzMUFhYaPA6fPDBB3BwcMCkSZMMnvZp+/XXX9GgQQP88ssvWsfZ2dnhwIEDGttn9uzZeOmll/DFF19gzpw5lVVdIiIiIiIiqqYYZKJKJ/UeKs1bb72FTZs2Yd26dTqDTEqlEhs2bJDLl9SnTx/s2bMHFy9eRJMmTdTG7du3D7dv38aAAQOwe/dug+p/7do1REVFYdy4cbC2tjZo2opw7949dOrUSec4Z2dnjQATALRt2xYB/4+9O4/yqjzwPPwtdkGLdaQCgmVsDCBbAhEhtkJSHRKJEcWIBClCG4wTiWilacVRxMQetDMqJrFdSGLaLeTYjTbt2EbELd2iskiaeCa2OgpugMRYDAhIoOYPD5WULAK3oFie55zfkbr3ve99Lxw8h8+59/66d89tt92Wyy67LI0aeXoWAACAPedfleyXBg8enOOPPz5Lly7Ns88+u90xjzzySJYtW5YhQ4akW7du2+z/5je/mSSZOXPmNvtmzpyZli1bZsyYMbu9tp/97GepqanJqFGjdvvYnXniiSdSUlKywwhXXl6e8vLy2p+HDBmSkpKS1NTU5Mknn0xJSUlKSkoyZMiQfOMb30hJSUleffXVLFu2rHbfnx+fJOecc06WL1+euXPn1uu1AAAAcOhxJxP7rQkTJuTiiy/OT37ykwwcOHCb/VtfWj1hwoTtHv+pT30qJ598cu6+++5cd911ad68eZJkxYoV+dd//deMGTMmrVu33u11Pfroo2ncuHFOPPHE3T62Pn3jG9/IkCFDcvXVV+foo4/ON77xjSQfxqg2bdqkvLw8M2bMSJJcfPHFSZI2bdrUmeNzn/tckmTu3LkZNmzYvls8AAAABx2RiX1uR3fqtGjRIpdddlntz5WVlbnssssya9as3HjjjXVeTr1q1arMmTMn7du3z8iRI3d4rgkTJmTs2LGZPXt2Ro8enST5+c9/nj/+8Y+ZMGFC1q9fv1trX7duXZYsWZIePXrUeeH3R7333nu79FhgEVuj0tVXX53y8vJtzjdixIjal5nvaC2f/exnkyRPPfXUXlolAAAAhwqRiX3u6quv3u721q1b14lMbdu2zVlnnZW77747s2bNqn38LUn+8R//MZs2bUplZWXtHUrbc9ZZZ+Wiiy7KzJkzM3r06NTU1OQnP/lJevTokc997nN59NFHd2vtb775ZjZv3pxPfOITOx1XXV29w+vcn7Ru3TotWrTI8uXLG3opAAAAHOC8k4l9rqamZruf9957b5uxW1/o/dH3Kn3co3JbtWjRIueee26eeOKJvPzyy3nsscfyyiuvfOxxO/L73/8+yYcBbGeOPvroHV5nTU3NHp17b2nXrl1Wr17d0MsAAADgACcysV/7y7/8y3Tv3j3PPfdcli5dmuTDR7v+67/+KyeddFJ69OjxsXNMmDAhNTU1+elPf5qZM2emefPmqays3KP1bP02uQ0bNuzR8fuj9evX7xffkgcAAMCBTWRiv7f1rqOtdzNt/e/Wu5w+Tu/evXPiiSfmpz/9ae6///6ceeaZad++/R6t5cgjj0zypzua6lOjRh/+dfzjH/+43f3bu9OrqC1btuS9996rvS4AAADYUyIT+71x48alefPmufvuu7NixYr88z//c9q2bZuvfe1ruzzHhAkT8s477+SDDz7Y40flkuQTn/hE/tt/+2958cUX93iOHdn6CN7rr7++zb6XX3451dXV9X7OF198MTU1NenXr1+9zw0AAMChRWRiv9e+ffucccYZ+cMf/pCzzz4769evz7nnnpsWLVrs8hznnHNO7r///vzLv/xLhgwZssdrKSkpycknn5zVq1fn5Zdf3uN5tqd79+4pLS3Nv/zLv2TVqlW129evX5+LLrqoXs+11TPPPJMkGTp06F6ZHwAAgEPHfhGZbr755pSXl6dFixYZOHBgnnvuuZ2Ov++++9K9e/e0aNEivXv3zkMPPVS7b9OmTbn00kvTu3fvtGrVKp06dUplZWXeeuutOnOUl5enpKSkzufaa6/dK9dHXdOmTdvhZ8mSJds9Zuujcb/+9a/r/LyrWrZsmREjRuSrX/1qSkpKCq1/5MiRSZJf/epXheb5qKZNm2bSpEmprq7Opz/96UycODEXXHBBevXqlf/3//5fOnXqVK/nS5JHHnkkjRs3zumnn17vcwMAAHBoadLQC/jlL3+Zqqqq3HrrrRk4cGBmzJiRYcOG5cUXX9zue2KefvrpjB49OtOnT89XvvKV3HvvvRkxYkQWL16cXr165f3338/ixYtz5ZVXpm/fvvnDH/6QSZMm5atf/WoWLlxYZ67vfe97dR6dOuKII/b69ZJcffXVO9xXXl6+3Ue3hg4dmm7duuWll17KoEGD0qtXr725xJ0aOXJkjjzyyNx555258MIL63Xuq6++Oi1btszMmTNz++23p6ysLOecc06mTZuWnj171uu5qqur88ADD+QrX/lKunTpUq9zAwAAcOgpqWng71MfOHBgPvvZz+bHP/5xkg9fRNylS5d85zvfyWWXXbbN+FGjRmXdunV58MEHa7edeOKJ6devX2699dbtnmPBggU54YQTsmzZsnTt2jXJhzHj4osvzsUXX7xH616zZk1at26d6urqlJaW7nDchg0b8uqrr+aYY47Zrce72L9Nnz49l19+eRYvXpxPf/rTDb2cPfKjH/0oF110UX7961/npJNO2ufn93cDAADYU/0n39nQSzhgLfrBx3/b+q42j49q0MflPvjggyxatCgVFRW12xo1apSKiorMnz9/u8fMnz+/zvgkGTZs2A7HJx/esVFSUpI2bdrU2X7ttdemffv2+fSnP50f/OAHO/xWryTZuHFj1qxZU+fDoeuSSy5J165dM3Xq1IZeyh5Zv359pk+fnpEjRzZIYAIAAODg06CPy61evTqbN29Ox44d62zv2LFjfve73233mBUrVmx3/IoVK7Y7fsOGDbn00kszevToOvXtoosuymc+85m0a9cuTz/9dKZMmZK33347N9xww3bnmT59+k4f8+LQ0qJFi9x11115/PHHs27durRq1aqhl7RbXnvttZx//vn5xje+0dBLAQAA4CDR4O9k2ps2bdqUs88+OzU1Nbnlllvq7Kuqqqr9dZ8+fdKsWbN861vfyvTp09O8efNt5poyZUqdY9asWeM9Noe4k08+OSeffHJDL2OP9OjRI9OmTWvoZQAAAHAQadDI1KFDhzRu3DgrV66ss33lypUpKyvb7jFlZWW7NH5rYFq2bFkee+yxj32GcODAgfnjH/+Y1157LZ/61Ke22d+8efPtxicAAAAAGvidTM2aNUv//v0zb9682m1btmzJvHnzMmjQoO0eM2jQoDrjk2Tu3Ll1xm8NTC+99FIeffTRtG/f/mPXsmTJkjRq1Gi732gHAAAAwM41+ONyVVVVGTduXAYMGJATTjghM2bMyLp16zJ+/PgkSWVlZTp37pzp06cnSSZNmpRTTjkl119/fYYPH55Zs2Zl4cKFuf3225N8GJjOOuusLF68OA8++GA2b95c+76mdu3apVmzZpk/f36effbZDB06NEcccUTmz5+fSy65JOeee27atm3bML8RAAAAAAewBo9Mo0aNyjvvvJOpU6dmxYoV6devXx5++OHal3svX748jRr96YarwYMH5957780VV1yRyy+/PN26dcsDDzyQXr16JUnefPPNzJkzJ0nSr1+/Oud6/PHHM2TIkDRv3jyzZs3KtGnTsnHjxhxzzDG55JJL6rxzCQAAAIBdV1JTU1PT0Is4EK1ZsyatW7dOdXX1Tt/3tGHDhrz66qspLy/PYYcdtg9XCPu39evX57XXXssxxxyTFi1aNPRyAACAA0j/yXc29BIOWIt+UPmxY3a1eXxUg76T6VDQuHHjJB8+xgf8yda/E1v/jgAAAHBgE5n2sqZNm6Z58+aprq6Om8bgQzU1Namurk7z5s3TtGnThl4OAAAA9aDB38l0KOjQoUPefPPNvPHGG2ndunWaNm2akpKShl4W7HM1NTXZtGlTqqurs3bt2nTu3LmhlwQAAEA9EZn2ga3PL65evTpvvvlmA68GGl7z5s3TuXPn3Xq2FwAAgP2byLSPlJaWprS0NJs2bcrmzZsbejnQYBo3buwROQAAgIOQyLSPNW3a1D+wAQAAgIOOF38DAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFDYfhGZbr755pSXl6dFixYZOHBgnnvuuZ2Ov++++9K9e/e0aNEivXv3zkMPPVS7b9OmTbn00kvTu3fvtGrVKp06dUplZWXeeuutOnO8++67GTNmTEpLS9OmTZucd955Wbt27V65PgAAAICDXYNHpl/+8pepqqrKVVddlcWLF6dv374ZNmxYVq1atd3xTz/9dEaPHp3zzjsvzz//fEaMGJERI0bkt7/9bZLk/fffz+LFi3PllVdm8eLFmT17dl588cV89atfrTPPmDFj8sILL2Tu3Ll58MEH89RTT+X888/f69cLAAAAcDAqqampqWnIBQwcODCf/exn8+Mf/zhJsmXLlnTp0iXf+c53ctlll20zftSoUVm3bl0efPDB2m0nnnhi+vXrl1tvvXW751iwYEFOOOGELFu2LF27ds3/+T//Jz179syCBQsyYMCAJMnDDz+cU089NW+88UY6der0setes2ZNWrdunerq6pSWlu7JpQMAAAB7oP/kOxt6CQesRT+o/Ngxe9o8GvROpg8++CCLFi1KRUVF7bZGjRqloqIi8+fP3+4x8+fPrzM+SYYNG7bD8UlSXV2dkpKStGnTpnaONm3a1AamJKmoqEijRo3y7LPPFrkkAAAAgENSk4Y8+erVq7N58+Z07NixzvaOHTvmd7/73XaPWbFixXbHr1ixYrvjN2zYkEsvvTSjR4+urW8rVqzIkUceWWdckyZN0q5dux3Os3HjxmzcuLH25zVr1uz84gAAAAAOIQ3+Tqa9adOmTTn77LNTU1OTW265pdBc06dPT+vWrWs/Xbp0qadVAgAAABz4GjQydejQIY0bN87KlSvrbF+5cmXKysq2e0xZWdkujd8amJYtW5a5c+fWeYawrKxsmxeL//GPf8y77767w/NOmTIl1dXVtZ/XX399l68TAAAA4GDXoJGpWbNm6d+/f+bNm1e7bcuWLZk3b14GDRq03WMGDRpUZ3ySzJ07t874rYHppZdeyqOPPpr27dtvM8d7772XRYsW1W577LHHsmXLlgwcOHC7523evHlKS0vrfAAAAAD4UIO+kylJqqqqMm7cuAwYMCAnnHBCZsyYkXXr1mX8+PFJksrKynTu3DnTp09PkkyaNCmnnHJKrr/++gwfPjyzZs3KwoULc/vttyf5MDCdddZZWbx4cR588MFs3ry59j1L7dq1S7NmzdKjR4986UtfyoQJE3Lrrbdm06ZNmThxYs4555xd+mY5AAAAAOpq8Mg0atSovPPOO5k6dWpWrFiRfv365eGHH659uffy5cvTqNGfbrgaPHhw7r333lxxxRW5/PLL061btzzwwAPp1atXkuTNN9/MnDlzkiT9+vWrc67HH388Q4YMSZLcc889mThxYr7whS+kUaNGGTlyZH74wx/ugysGAAAAOPiU1NTU1DT0Ig5Ea9asSevWrVNdXe3ROQAAANiH+k++s6GXcMBa9IPKjx2zp83joP52OQAAAAD2DZEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAIB94Kmnnsppp52WTp06paSkJA888ECd/WvXrs3EiRNz1FFH5bDDDkvPnj1z66237nTO2bNnZ8CAAWnTpk1atWqVfv365a677tqblwE71KShFwAAAACHgnXr1qVv377567/+65x55pnb7K+qqspjjz2Wu+++O+Xl5XnkkUfy7W9/O506dcpXv/rV7c7Zrl27/I//8T/SvXv3NGvWLA8++GDGjx+fI488MsOGDdvblwR1uJMJAAAA9oEvf/nLueaaa3LGGWdsd//TTz+dcePGZciQISkvL8/555+fvn375rnnntvhnEOGDMkZZ5yRHj165Nhjj82kSZPSp0+f/Pu//3vtmPLy8lxzzTWprKzM4YcfnqOPPjpz5szJO++8k9NPPz2HH354+vTpk4ULF9Yes2zZspx22mlp27ZtWrVqleOPPz4PPfRQ/f1mcFASmQAAAGA/MHjw4MyZMydvvvlmampq8vjjj+e//uu/8sUvfnGXjq+pqcm8efPy4osv5uSTT66z78Ybb8znPve5PP/88xk+fHjGjh2bysrKnHvuuVm8eHGOPfbYVFZWpqamJkly4YUXZuPGjXnqqaeydOnSXHfddTn88MPr/Zo5uHhcDgAAAPYDP/rRj3L++efnqKOOSpMmTdKoUaPMnDlzm2D0UdXV1encuXM2btyYxo0b5x/+4R/yV3/1V3XGnHrqqfnWt76VJJk6dWpuueWWfPazn83Xvva1JMmll16aQYMGZeXKlSkrK8vy5cszcuTI9O7dO0nyyU9+ci9cMQcbkQkAAAD2Az/60Y/yzDPPZM6cOTn66KPz1FNP5cILL0ynTp1SUVGxw+OOOOKILFmyJGvXrs28efNSVVWVT37ykxkyZEjtmD59+tT+umPHjklSG5D+fNuqVatSVlaWiy66KP/9v//3PPLII6moqMjIkSPrzAHb43E5AAAAaGDr16/P5ZdfnhtuuCGnnXZa+vTpk4kTJ2bUqFH5X//rf+302EaNGuUv/uIv0q9fv3z3u9/NWWedlenTp9cZ07Rp09pfl5SU7HDbli1bkiTf/OY383//7//N2LFjs3Tp0gwYMCA/+tGP6uVaOXiJTAAAANDANm3alE2bNqVRo7r/TG/cuHFt+NlVW7ZsycaNGwuvqUuXLrngggsye/bsfPe7383MmTMLz8nBzeNyAAAAsA+sXbs2L7/8cu3Pr776apYsWZJ27dqla9euOeWUUzJ58uQcdthhOfroo/Pkk0/mzjvvzA033FB7TGVlZTp37lx7p9L06dMzYMCAHHvssdm4cWMeeuih3HXXXbnlllsKrfXiiy/Ol7/85Rx33HH5wx/+kMcffzw9evQoNCcHP5EJAAAA9oGFCxdm6NChtT9XVVUlScaNG5ef//znmTVrVqZMmZIxY8bk3XffzdFHH52/+7u/ywUXXFB7zPLly+vc7bRu3bp8+9vfzhtvvJHDDjss3bt3z913351Ro0YVWuvmzZtz4YUX5o033khpaWm+9KUv5cYbbyw0Jwe/kpqt30/IblmzZk1at26d6urqlJaWNvRyAAAA4JDRf/KdDb2EA9aiH1R+7Jg9bR7eyQQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGFNGnoBAAAAcCDoP/nOhl7CAWvRDyobegnsA+5kAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoBNihBAAAgAElEQVQTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAICD2FNPPZXTTjstnTp1SklJSR544IEdjr3gggtSUlKSGTNm7HTOW265JX369ElpaWlKS0szaNCg/Nu//Vt9Lx04wDR4ZLr55ptTXl6eFi1aZODAgXnuued2Ov6+++5L9+7d06JFi/Tu3TsPPfRQnf2zZ8/OF7/4xbRv3z4lJSVZsmTJNnMMGTIkJSUldT4XXHBBvV4XAADA/mDdunXp27dvbr755p2Ou//++/PMM8+kU6dOHzvnUUcdlWuvvTaLFi3KwoUL8/nPfz6nn356XnjhhfpaNnAAatDI9Mtf/jJVVVW56qqrsnjx4vTt2zfDhg3LqlWrtjv+6aefzujRo3Peeefl+eefz4gRIzJixIj89re/rR2zbt26nHTSSbnuuut2eu4JEybk7bffrv38/d//fb1eGwAAwP7gy1/+cq655pqcccYZOxzz5ptv5jvf+U7uueeeNG3a9GPnPO2003LqqaemW7duOe644/J3f/d3Ofzww/PMM8/UjikpKcltt92Wr3zlK2nZsmV69OiR+fPn5+WXX86QIUPSqlWrDB48OK+88krtMb/5zW8ydOjQHHHEESktLU3//v2zcOHCYr8BwD7ToJHphhtuyIQJEzJ+/Pj07Nkzt956a1q2bJmf/exn2x1/00035Utf+lImT56cHj165Pvf/34+85nP5Mc//nHtmLFjx2bq1KmpqKjY6blbtmyZsrKy2k9paWm9XhsAAMCBYMuWLRk7dmwmT56c448/freP37x5c2bNmpV169Zl0KBBdfZ9//vfT2VlZZYsWZLu3bvn61//er71rW9lypQpWbhwYWpqajJx4sTa8WPGjMlRRx2VBQsWZNGiRbnssst2KXoB+4cGi0wffPBBFi1aVCcGNWrUKBUVFZk/f/52j5k/f/428WjYsGE7HL8z99xzTzp06JBevXplypQpef/993c6fuPGjVmzZk2dDwAAwIHuuuuuS5MmTXLRRRft1nFLly7N4YcfnubNm+eCCy7I/fffn549e9YZM378+Jx99tk57rjjcumll+a1117LmDFjMmzYsPTo0SOTJk3KE088UTt++fLlqaioSPfu3dOtW7d87WtfS9++fevjMoF9oElDnXj16tXZvHlzOnbsWGd7x44d87vf/W67x6xYsWK741esWLFb5/7617+eo48+Op06dcp//ud/5tJLL82LL76Y2bNn7/CY6dOn5+qrr96t8wAAAOzPFi1alJtuuimLFy9OSUnJbh37qU99KkuWLEl1dXX+6Z/+KePGjcuTTz5ZJzT16dOn9tdb/y3Xu3fvOts2bNiQNWvWpLS0NFVVVfnmN7+Zu+66KxUVFfna176WY489tuBVAvtKg7/4uyGcf/75GTZsWHr37p0xY8bkzjvvzP3331/nWeCPmjJlSqqrq2s/r7/++j5cMQAAQP379a9/nVWrVqVr165p0qRJmjRpkmXLluW73/1uysvLd3pss2bN8hd/8Rfp379/pk+fnr59++amm26qM+bPH3XbGrG2t23Lli1JkmnTpuWFF17I8OHD89hjj6Vnz565//776+NSgX2gwe5k6tChQxo3bpyVK1fW2b5y5cqUlZVt95iysrLdGr+rBg4cmCR5+eWXd1jJmzdvnubNmxc6DwAAwP5k7Nix230lydixYzN+/PjdmmvLli3ZuHFj4TUdd9xxOe6443LJJZdk9OjRueOOO3b60nJg/9FgdzI1a9Ys/fv3z7x582q3bdmyJfPmzdvmZXFbDRo0qM74JJk7d+4Ox++qJUuWJEk+8YlPFJoHAABgf7N27dosWbKk9t89r776apYsWZLly5enffv26dWrV51P06ZNU1ZWlk996lO1c3zhC1+o84VLU6ZMyVNPPZXXXnstS5cuzZQpU/LEE09kzJgxe7zO9evXZ+LEiXniiSeybNmy/Md//EcWLFiQHj167PnFA/tUg93JlCRVVVUZN25cBgwYkBNOOCEzZszIunXraot5ZWVlOnfunOnTpydJJk2alFNOOSXXX399hg8fnlmzZmXhwoW5/fbba+d89913s3z58rz11ltJkhdffDFJar9F7pVXXsm9996bU089Ne3bt89//ud/5pJLLsnJJ59c53lhAACAg8HChQszdOjQ2p+rqqqSJOPGjcvPf/7zXZrjlVdeyerVq2t/XrVqVSorK/P222+ndevW6dOnT371q1/lr/7qr/Z4nY0bN87vf//7VFZWZuXKlenQoUPOPPNM78aFA0iDRqZRo0blnXfeydSpU7NixYr069cvDz/8cO0L4ZYvX55Gjf50s9XgwYNz77335oorrsjll1+ebt265YEHHkivXr1qx8yZM6fObZ3nnHNOkuSqq67KtGnT0qxZszz66KO1QatLly4ZOXJkrrjiin101QAAAPvOkCFDUlNTs8vjX3vttY/d9tOf/vRj5/noOcvLy7fZ9tG1/eIXv9jldQL7n5Ka3fm/DbXWrFmT1q1bp7q6OqWlpQ29HAAAAPay/pPvbOglHLAW/aCyXufzZ7HnduXPYk+bxyH57XIAAAAA1C+RCQAAAIDCRCYAAAAACtujyPTKK6/kiiuuyOjRo7Nq1aokyb/927/lhRdeqNfFAQAAAHBg2O3I9OSTT6Z379559tlnM3v27KxduzZJ8pvf/CZXXXVVvS8QAAAAgP3fbkemyy67LNdcc03mzp2bZs2a1W7//Oc/n2eeeaZeFwcAAADAgWG3I9PSpUtzxhlnbLP9yCOPzOrVq+tlUQAAAAAcWHY7MrVp0yZvv/32Ntuff/75dO7cuV4WBQAAAMCBpcnuHnDOOefk0ksvzX333ZeSkpJs2bIl//Ef/5G/+Zu/SWVl5d5YIwAAwCGt/+Q7G3oJB6xFP/DvVNhXdvtOpv/5P/9nunfvni5dumTt2rXp2bNnTj755AwePDhXXHHF3lgjAAAAAPu53b6TqVmzZpk5c2auvPLK/Pa3v83atWvz6U9/Ot26ddsb6wMAAADgALDbkWmrrl27pmvXrvW5FgAAAAAOULsdmWpqavJP//RPefzxx7Nq1aps2bKlzv7Zs2fX2+IAAAAAODDsdmS6+OKLc9ttt2Xo0KHp2LFjSkpK9sa6AAAAADiA7HZkuuuuuzJ79uyceuqpe2M9AAAAAByAdvvb5Vq3bp1PfvKTe2MtAAAAABygdjsyTZs2LVdffXXWr1+/N9YDAAAAwAFotx+XO/vss/OLX/wiRx55ZMrLy9O0adM6+xcvXlxviwMAAADgwLDbkWncuHFZtGhRzj33XC/+BgAAACDJHkSm//2//3d+9atf5aSTTtob6wEAAADgALTb72Tq0qVLSktL98ZaAAAAADhA7XZkuv766/O3f/u3ee211/bCcgAAAAA4EO3243Lnnntu3n///Rx77LFp2bLlNi/+fvfdd+ttcQAAAAAcGHY7Ms2YMWNvrAMAAACAA9gefbscAAAAAPy5XYpMa9asqX3Z95o1a3Y61kvBAQAAAA49uxSZ2rZtm7fffjtHHnlk2rRpk5KSkm3G1NTUpKSkJJs3b673RQIAAACwf9ulyPTYY4+lXbt2SZI77rgjXbp0SePGjeuM2bJlS5YvX17/KwQAAABgv7dLkemUU06p/fVf//Vf197V9Od+//vfp6KiwjubAAAAAA5BjXb3gK2PxX3U2rVr06JFi3pZFAAAAAAHll3+drmqqqokSUlJSa688sq0bNmydt/mzZvz7LPPpl+/fvW/QgAAAAD2e7scmZ5//vkkH97JtHTp0jRr1qx2X7NmzdK3b9/8zd/8Tf2vEAAAAID93i5HpscffzxJMn78+Nx0000pLS3da4sCAAAA4MCyy5FpqzvuuGNvrAMAAACAA9huv/gbAAAAAD5KZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgMJEJAAAAgMJEJgAAAAAKE5kAAAAAKExkAgAA6t1TTz2V0047LZ06dUpJSUkeeOCBOvtramoyderUfOITn8hhhx2WioqKvPTSS7s8/7XXXpuSkpJcfPHF9b10APaQyAQAANS7devWpW/fvrn55pu3u//v//7v88Mf/jC33nprnn322bRq1SrDhg3Lhg0bPnbuBQsW5LbbbkufPn3qe9kAFCAyAQAA9e7LX/5yrrnmmpxxxhnb7KupqcmMGTNyxRVX5PTTT0+fPn1y55135q233trmjqePWrt2bcaMGZOZM2embdu22+wvKSnJbbfdlq985Stp2bJlevTokfnz5+fll1/OkCFD0qpVqwwePDivvPJK7TG/+c1vMnTo0BxxxBEpLS1N//79s3DhwuK/CQCHGJEJAADYp1599dWsWLEiFRUVtdtat26dgQMHZv78+Ts99sILL8zw4cPrHPtR3//+91NZWZklS5ake/fu+frXv55vfetbmTJlShYuXJiamppMnDixdvyYMWNy1FFHZcGCBVm0aFEuu+yyNG3atPiFAhximjT0AgAAgEPLihUrkiQdO3ass71jx461+7Zn1qxZWbx4cRYsWLDT+cePH5+zzz47SXLppZdm0KBBufLKKzNs2LAkyaRJkzJ+/Pja8cuXL8/kyZPTvXv3JEm3bt12/6IAcCcTAACw/3v99dczadKk3HPPPWnRosVOx/75u5q2hqzevXvX2bZhw4asWbMmSVJVVZVvfvObqaioyLXXXlvnUToAdp3IBAAA7FNlZWVJkpUrV9bZvnLlytp9H7Vo0aKsWrUqn/nMZ9KkSZM0adIkTz75ZH74wx+mSZMm2bx5c+3YP3/UraSkZIfbtmzZkiSZNm1aXnjhhQwfPjyPPfZYevbsmfvvv78erhTg0CIyAQAA+9QxxxyTsrKyzJs3r3bbmjVr8uyzz2bQoEHbPeYLX/hCli5dmiVLltR+BgwYkDFjxmTJkiVp3LhxoTUdd9xxueSSS/LII4/kzDPPzB133FFoPoBDkXcyAQAA9W7t2rV5+eWXa39+9dVXs2TJkrRr1y5du3bNxRdfnGuuuSbdunXLMccckyuvvDKdOnXKiBEjao/5whe+kDPOOCMTJ07MEUcckV69etU5R6tWrdK+fftttu+O9evXZ/LkyTnrrLNyzDHH5I033siCBQsycuTIPZ4T4FAlMgEAAPVu4cKFGTp0aO3PVVVVSZJx48bl5z//ef72b/8269aty/nnn5/33nsvJ510Uh5++OE671t65ZVXsnr16r26zsaNG+f3v/99Kisrs3LlynTo0CFnnnlmrr766r16XoCDkcgEAADUuyFDhqSmpmaH+0tKSvK9730v3/ve93Y45rXXXtvpOZ544olttn30nOXl5dts++jafvGLX+z0PADsGu9kAgAAAKAwkQkAAACAwkQmAAAAAAoTmQAAAAAoTGQCAAAAoDCRCQAAAIDCRCYAAAAAChOZAAAAAChMZAIAAACgsCYNvQAAAGD/tPx7vRt6CQesrlOXNvQSAPY5dzIBAAAAUJjIBAAAAEBhIhMAAAAAhTV4ZLr55ptTXl6eFi1aZODAgXnuued2Ov6+++5L9+7d06JFi/Tu3TsPPfRQnf2zZ8/OF7/4xbRv3z4lJSVZsmTJNnNs2LAhF154Ydq3b5/DDz88I0eOzMqVK+v1ugAAAAAOJQ0amX75y1+mqqoqV111VRYvXpy+fftm2LBhWbVq1XbHP/300xk9enTOO++8PP/88xkxYkRGjBiR3/72t7Vj1q1bl5NOOinXXXfdDs97ySWX5F//9V9z33335cknn8xbb72VM888s96vDwAAAOBQ0aCR6YYbbsiECRMyfvz49OzZM7feemtatmyZn/3sZ9sdf9NNN+VLX/pSJk+enB49euT73/9+PvOZz+THP/5x7ZixY8dm6tSpqaio2O4c1dXV+elPf5obbrghn//859O/f//ccccdefrpp/PMM8/slesEAAAAONg1WGT64IMPsmjRojoxqFGjRqmoqMj8+fO3e8z8+fO3iUfDhg3b4fjtWbRoUTZt2lRnnu7du6dr1647nWfjxo1Zs2ZNnQ8AAAAAH2qwyLR69eps3rw5HTt2rLO9Y8eOWbFixXaPWbFixW6N39EczZo1S5s2bXZrnunTp6d169a1ny5duuzyOQEAAAAOdg3+4u8DxZQpU1JdXV37ef311xt6SQAAAAD7jSYNdeIOHTqkcePG23yr28qVK1NWVrbdY8rKynZr/I7m+OCDD/Lee+/VuZvp4+Zp3rx5mjdvvsvnAQAAADiUNNidTM2aNUv//v0zb9682m1btmzJvHnzMmjQoO0eM2jQoDrjk2Tu3Lk7HL89/fv3T9OmTevM8+KLL2b58uW7NQ8AAAAAf9JgdzIlSVVVVcaNG5cBAwbkhBNOyIwZM7Ju3bqMHz8+SVJZWZnOnTtn+vTpSZJJkybllFNOyfXXX5/hw4dn1qxZWbhwYW6//fbaOd99990sX748b731VpIPA1Ly4R1MZWVlad26dc4777xUVVWlXbt2KS0tzXe+850MGjQoJ5544j7+HQAAAAA4ODRoZBo1alTeeeedTJ06NStWrEi/fv3y8MMP177ce/ny5WnU6E83Ww0ePDj33ntvrrjiilx++eXp1q1bHnjggfTq1at2zJw5c2ojVZKcc845SZKrrroq06ZNS5LceOONadSoUUaOHJmNGzdm2LBh+Yd/+Id9cMUAAAAAB6eSmpqamoZexIFozZo1ad26daqrq1NaWtrQywEAgHq3/Hu9G3oJB6yuU5fW63z9J99Zr/MdShb9oLLe5vLnsOfq888h8WdRxK78Wexp8/DtcgAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAAAAAFCYyAQAAAFCYyAQAAABAYSITAAAAAIWJTAAAAAAUJjIBAAAAUJjIBAAAAEBhIhMAAAAAhYlMAAAAABQmMgEAAABQmMgEAAAAQGEiEwAAAACFiUwAABzUpk2blpKSkjqf7t2773D8zJkz85d/+Zdp27Zt2rZtm4qKijz33HP7cMUAcGASmQAAOOgdf/zxefvtt2s///7v/77DsU888URGjx6dxx9/PPPnz0+XLl3yxS9+MW+++eY+XDEAHHhEJgAADnpNmjRJWVlZ7adDhw47HHvPPffk29/+dvr165fu3bvnJz/5SbZs2ZJ58+bVjikvL88111yTysrKHH744Tn66KMzZ86cvPPOOzn99NNz+OGHp0+fPlm4cGHtMcuWLctpp52Wtm3bplWrVjn++OPz0EMP7dXrBoB9SWQCAOCg99JLL6VTp0755Cc/mTFjxmT58uW7fOz777+fTZs2pV27dnW233jjjfnc5z6X559/PsOHD8/YsWP/P3t3Hldj+v8P/HXa930TqVAYKiqSLBmNJdOUMYytCCOmkBgmgzDmm13GzGRs2YbmM2Ob8RnbUJZBPpZGxvIzSGOprCGEun5/eJx7Os4pUTlHXs/Howfnuq/7uq/rXq77Ou9zn+sgIiIC/fv3x7Fjx1C/fn1ERERACAEAiI6ORlFREfbu3YusrCzMnDkTJiYmVdpOIiIiddJRdwWIiIiIiKqTn58fVqxYgYYNG+LatWuYOnUq2rZti5MnT8LU1PSF648fPx6Ojo4ICgpSSA8ODkZUVBQAYPLkyUhOTkaLFi3Qs2dPaT1/f3/k5eXBwcEBOTk56NGjBzw8PAAA9erVq+KWEhERqReDTERERERUo3Xt2lX6v6enJ/z8/ODs7Iz//Oc/GDx4cLnrzpgxA6mpqUhPT4eBgYHCMk9PT+n/9vb2ACAFkEqn5efnw8HBASNHjsTw4cOxY8cOBAUFoUePHgplEBERven4dTkiIiIieqtYWFjA3d0df//9d7n55syZgxkzZmDHjh0qg0G6urrS/2UyWZlpJSUlAIAhQ4bgwoULCA8PR1ZWFnx9fbFw4cJKt4eIiEhTMMhERERERG+V+/fv4/z586hVq1aZeWbNmoUvv/wS27Ztg6+vb5Vt28nJCcOGDcOGDRswZswYLFmypMrKJiIiUjcGmYiIiIioRhs7diz27NmD7OxsHDhwAN27d4e2tjb69OkDAIiIiEB8fLyUf+bMmZg0aRKWL18OFxcX5ObmIjc3F/fv369UPWJjY7F9+3ZcvHgRx44dQ1paGho3blypMomIiDQJ52QiIiIiohrt8uXL6NOnD27evAlbW1u0adMGhw4dgq2tLQAgJycHWlr/fvaanJyMx48f46OPPlIoJyEhAVOmTHnlehQXFyM6OhqXL1+GmZkZunTpgvnz579yeURERJqGQSYiIiIiqtFSU1PLXZ6enq7wOjs7+4VlqsojhFB47eLiopDG+ZeIiKim49fliIiIiIiIiIio0hhkIiIiIiIiIiKiSmOQiYiIiIiIiIiIKo1BJiIiIiIiIiIiqjQGmYiIiIiIiIiIqNIYZCIiIiIiIiIiokpjkImIiIiIiIiIiCqNQSYiIiIiIiIiIqo0HXVXAAC+/fZbzJ49G7m5ufDy8sLChQvRsmXLMvP/9NNPmDRpErKzs+Hm5oaZM2ciODhYWi6EQEJCApYsWYI7d+4gICAAycnJcHNzk/K4uLjg0qVLCuUmJibi888/r/oGEhEREVGF5UzzUHcV3lh1J2epuwpERPQWU/uTTD/++CPi4uKQkJCAY8eOwcvLC507d0Z+fr7K/AcOHECfPn0wePBgHD9+HGFhYQgLC8PJkyelPLNmzcLXX3+NRYsWISMjA8bGxujcuTMePXqkUNa0adNw7do16W/EiBHV2lYiIiIiIiIioppK7UGmefPm4ZNPPkFkZCTeeecdLFq0CEZGRli+fLnK/AsWLECXLl3w2WefoXHjxvjyyy/h7e2Nb775BsCzp5iSkpIwceJEhIaGwtPTE6tWrcLVq1exadMmhbJMTU3h4OAg/RkbG1d7e4mIiIiIiIiIaiK1BpkeP36Mo0ePIigoSErT0tJCUFAQDh48qHKdgwcPKuQHgM6dO0v5L168iNzcXIU85ubm8PPzUypzxowZsLa2RvPmzTF79mw8ffq0zLoWFRXh7t27Cn9ERERERERERPSMWudkunHjBoqLi2Fvb6+Qbm9vjzNnzqhcJzc3V2X+3Nxcabk8raw8ADBy5Eh4e3vDysoKBw4cQHx8PK5du4Z58+ap3G5iYiKmTp36cg0kIiIiIiIiInpLaMTE3+oQFxcn/d/T0xN6enqIiopCYmIi9PX1lfLHx8crrHP37l04OTm9lroSEREREREREWk6tX5dzsbGBtra2sjLy1NIz8vLg4ODg8p1HBwcys0v//dlygQAPz8/PH36FNnZ2SqX6+vrw8zMTOGPiIiIiIiIiIieUWuQSU9PDz4+Pti1a5eUVlJSgl27dsHf31/lOv7+/gr5AWDnzp1SfldXVzg4OCjkuXv3LjIyMsosEwAyMzOhpaUFOzu7yjSJiIiIiIiIiOitpPavy8XFxWHAgAHw9fVFy5YtkZSUhMLCQkRGRgIAIiIiULt2bSQmJgIARo0ahfbt22Pu3Lno1q0bUlNTceTIESxevBgAIJPJEBsbi+nTp8PNzQ2urq6YNGkSHB0dERYWBuDZ5OEZGRno0KEDTE1NcfDgQYwePRr9+/eHpaWlenYEEREREREREdEbTO1BpjPtf74AACAASURBVI8//hjXr1/H5MmTkZubi2bNmmHbtm3SxN05OTnQ0vr3gavWrVtj7dq1mDhxIiZMmAA3Nzds2rQJTZs2lfKMGzcOhYWFGDp0KO7cuYM2bdpg27ZtMDAwAPDsq2+pqamYMmUKioqK4OrqitGjRyvMuURERERERERERBWn9iATAMTExCAmJkblsvT0dKW0nj17omfPnmWWJ5PJMG3aNEybNk3lcm9vbxw6dOiV6kpERERERERERMrUOicTERERERERERHVDAwyERERERERERFRpTHIRERERERERERElcYgExEREVE1SE5OhqenJ8zMzGBmZgZ/f39s3bq1zPyBgYGQyWRKf926dXuNtSYiIiJ6dRox8TcRERFRTVOnTh3MmDEDbm5uEEJg5cqVCA0NxfHjx9GkSROl/Bs2bMDjx4+l1zdv3oSXl1e5P3ZCREREpEn4JBMRERFRNQgJCUFwcDDc3Nzg7u6Or776CiYmJmX+wq2VlRUcHBykv507d8LIyEghyOTi4oLp06cjIiICJiYmcHZ2xi+//ILr168jNDQUJiYm8PT0xJEjR6R1Ll26hJCQEFhaWsLY2BhNmjTBb7/9Vu3tJyIiorcPg0xERERE1ay4uBipqakoLCyEv79/hdZZtmwZevfuDWNjY4X0+fPnIyAgAMePH0e3bt0QHh6OiIgI9O/fH8eOHUP9+vUREREBIQQAIDo6GkVFRdi7dy+ysrIwc+ZMmJiYVHkbiYiIiPh1OSIiIqJqkpWVBX9/fzx69AgmJibYuHEj3nnnnReud/jwYZw8eRLLli1TWhYcHIyoqCgAwOTJk5GcnIwWLVpITzyNHz8e/v7+yMvLg4ODA3JyctCjRw94eHgAAOrVq1eFLSQiIiL6F59kIiIiIqomDRs2RGZmJjIyMjB8+HAMGDAAp06deuF6y5Ytg4eHB1q2bKm0zNPTU/q/vb09AEgBpNJp+fn5AICRI0di+vTpCAgIQEJCAk6cOFGpNhERERGVhUEmIiIiomqip6eHBg0awMfHB4mJifDy8sKCBQvKXaewsBCpqakYPHiwyuW6urrS/2UyWZlpJSUlAIAhQ4bgwoULCA8PR1ZWFnx9fbFw4cJKtYuIiIhIFQaZiIiIiF6TkpISFBUVlZvnp59+QlFREfr3719l23VycsKwYcOwYcMGjBkzBkuWLKmysomIiIjkOCcTERERUTWIj49H165dUbduXdy7dw9r165Feno6tm/fDgCIiIhA7dq1kZiYqLDesmXLEBYWBmtr6yqpR2xsLLp27Qp3d3fcvn0baWlpaNy4cZWUTURERFQag0xERERE1SA/Px8RERG4du0azM3N4enpie3bt+O9994DAOTk5EBLS/Gh8rNnz2L//v3YsWNHldWjuLgY0dHRuHz5MszMzNClSxfMnz+/ysonIiIikmOQiYiIiKgaqPpluNLS09OV0ho2bAghRJnrZGdnK6U9n9/FxUUhjfMvERER0evCOZmIiIiIiIiIiKjSGGQiIiIiIiIiIqJKY5CJiIiIiIiIiIgqjUEmIiIiIiIiIiKqNAaZiIiIiIiIiIio0hhkIiIiIiIiIiKiSmOQiYiIqAZJTExEixYtYGpqCjs7O4SFheHs2bPlrvPkyRNMmzYN9evXh4GBAby8vLBt27bXVGMiIiIiqikYZCIiIqpB9uzZg+joaBw6dAg7d+7EkydP0KlTJxQWFpa5zsSJE/H9999j4cKFOHXqFIYNG4bu3bvj+PHjr7HmRERERPSmY5CJiIioBtm2bRsGDhyIJk2awMvLCytWrEBOTg6OHj1a5jqrV6/GhAkTEBwcjHr16mH48OEIDg7G3LlzpTyBgYEYMWIEYmNjYWlpCXt7eyxZsgSFhYWIjIyEqakpGjRogK1bt0rr3L59G/369YOtrS0MDQ3h5uaGlJSUam0/EREREamPjrorQERERNWnoKAAAGBlZVVmnqKiIhgYGCikGRoaYv/+/QppK1euxLhx43D48GH8+OOPGD58ODZu3Iju3btjwoQJmD9/PsLDw5GTkwMjIyNMmjQJp06dwtatW2FjY4O///4bDx8+rPpGVqGcaR7qrsIbq+7kLHVXgYiIiNSMTzIRERHVUCUlJYiNjUVAQACaNm1aZr7OnTtj3rx5OHfuHEpKSrBz505s2LAB165dU8jn5eWFiRMnws3NDfHx8TAwMICNjQ0++eQTuLm5YfLkybh58yZOnDgBAMjJyUHz5s3h6+sLFxcXBAUFISQkpFrbTERERETqwyATERFRDRUdHY2TJ08iNTW13HwLFiyAm5sbGjVqBD09PcTExCAyMhJaWorDBE9PT+n/2trasLa2hofHv0/+2NvbAwDy8/MBAMOHD0dqaiqaNWuGcePG4cCBA1XVNCIiIiLSQAwyERER1UAxMTHYsmUL0tLSUKdOnXLz2traYtOmTSgsLMSlS5dw5swZmJiYoF69egr5dHV1FV7LZDKFNJlMBuDZE1QA0LVrV1y6dAmjR4/G1atX0bFjR4wdO7YqmkdEREREGohBJiIiohpECIGYmBhs3LgRu3fvhqura4XXNTAwQO3atfH06VOsX78eoaGhla6Pra0tBgwYgDVr1iApKQmLFy+udJlEREREpJk48TcREVENEh0djbVr12Lz5s0wNTVFbm4uAMDc3ByGhoYAgIiICNSuXRuJiYkAgIyMDFy5cgXNmjXDlStXMGXKFJSUlGDcuHGVqsvkyZPh4+ODJk2aoKioCFu2bEHjxo0r10AiIiIi0lgMMhEREdUgycnJAIDAwECF9JSUFAwcOBDAswm5S8+39OjRI0ycOBEXLlyAiYkJgoODsXr1alhYWFSqLnp6eoiPj0d2djYMDQ3Rtm3bF84PRURERERvLgaZiIiIahAhxAvzpKenK7xu3749Tp069VLrAEB2dna52584cSImTpz4wvoQERERUc3AOZmIiIiIiIiIiKjSGGQiIqIqkZiYiBYtWsDU1BR2dnYICwvD2bNnK7x+amoqZDIZwsLCqrGWRERERERUXRhkIiKiKrFnzx5ER0fj0KFD2LlzJ548eYJOnTqhsLDwhetmZ2dj7NixaNu27WuoKRERERERVQcGmYiIqEps27YNAwcORJMmTeDl5YUVK1YgJycHR48eLXe94uJi9OvXD1OnTkW9evWUlru4uGD69OmIiIiAiYkJnJ2d8csvv+D69esIDQ2FiYkJPD09ceTIEWmdS5cuISQkBJaWljA2NkaTJk3w22+/VXmbiYiIiIjoXwwyERFRtSgoKAAAWFlZlZtv2rRpsLOzw+DBg8vMM3/+fAQEBOD48ePo1q0bwsPDERERgf79++PYsWOoX78+IiIipEmno6OjUVRUhL179yIrKwszZ86EiYlJ1TWOiIiIiIiU8NfliIioypWUlCA2NhYBAQFo2rRpmfn279+PZcuWITMzs9zygoODERUVBQCYPHkykpOT0aJFC/Ts2RMAMH78ePj7+yMvLw8ODg7IyclBjx494OHhAQAqn5AiIiIiIqKqxSeZiIioykVHR+PkyZNITU0tM8+9e/cQHh6OJUuWwMbGptzyPD09pf/b29sDgBRAKp2Wn58PABg5ciSmT5+OgIAAJCQk4MSJE6/cFiIiIiIiqhgGmYiIqErFxMRgy5YtSEtLQ506dcrMd/78eWRnZyMkJAQ6OjrQ0dHBqlWr8Msvv0BHRwfnz5+X8urq6kr/l8lkZaaVlJQAAIYMGYILFy4gPDwcWVlZ8PX1xcKFC6u0nUREREREpIhflyMioiohhMCIESOwceNGpKenw9XVtdz8jRo1QlZWlkLaxIkTce/ePSxYsABOTk6Vqo+TkxOGDRuGYcOGIT4+HkuWLMGIESMqVWZ1yZnm8eJMpFLdyVkvzkRERERErwWDTEREVCWio6Oxdu1abN68GaampsjNzQUAmJubw9DQEAAQERGB2rVrIzExEQYGBkrzNVlYWABAufM4VURsbCy6du0Kd3d33L59G2lpaWjcuHGlyiQiIiIiovIxyERERFUiOTkZABAYGKiQnpKSgoEDBwIAcnJyoKVV/d/ULi4uRnR0NC5fvgwzMzN06dIF8+fPr/btEhERERG9zRhkIiKiKiGEeGGe9PT0cpevWLFCKS07O/uF23JxcVFI4/xLRERERESvHyf+JiIiIiIiIiKiSmOQiYiIiIiIiIiIKo1BJiIiIiIiIiIiqjQGmYiIiIiIiIiIqNIYZCIiIiIiIiIiokpjkImIiIiIiIiIiCqNQSYiIiIiIiIiIqo0BpmI6I23d+9ehISEwNHRETKZDJs2bSo3f3p6OmQymdJfbm7ua6oxERERERFRzcMgE9ErYmBDcxQWFsLLywvffvvtS6139uxZXLt2Tfqzs7OrphoSERERERHVfDrqrgDRm0oe2Bg0aBA+/PDDCq939uxZmJmZSa8Z2Ki8rl27omvXri+9np2dHSwsLFQuCwwMhIeHB7S1tbFy5Uro6elh+vTp6Nu3L2JiYvDzzz/D3t4eCxculLZ9+/ZtxMTEYMeOHbh//z7q1KmDCRMmIDIyslLtq0450zzUXYU3Ut3JWequAhERERGRxuGTTESvqGvXrpg+fTq6d+/+UuvZ2dnBwcFB+tPS+vcyDAwMxIgRIxAbGwtLS0vY29tjyZIlKCwsRGRkJExNTdGgQQNs3bpVWuf27dvo168fbG1tYWhoCDc3N6SkpFRZO2uyZs2aoVatWnjvvffwxx9/KC1fuXIlbGxscPjwYYwYMQLDhw9Hz5490bp1axw7dgydOnVCeHg4Hjx4AACYNGkSTp06ha1bt+L06dNITk6GjY3N624WERERERGRWjDIRPSaMbChfrVq1cKiRYuwfv16rF+/Hk5OTggMDMSxY8cU8nl5eWHixIlwc3NDfHw8DAwMYGNjg08++QRubm6YPHkybt68iRMnTgAAcnJy0Lx5c/j6+sLFxQVBQUEICQlRRxOJiIiIiIheO35djug1kQc2fH19UVRUhKVLlyIwMBAZGRnw9vaW8skDGwAQHx+PGTNmSIENAJg8eTKSk5Nx4sQJtGrVSiGwAQAuLi6vvW1vmoYNG6Jhw4bS69atW+P8+fOYP38+Vq9eLaV7enpK/9fW1oa1tTU8PP79epm9vT0AID8/HwAwfPhw9OjRQwoGhoWFoXXr1tXdHCIiIiIiIo3AJ5mIXpOGDRsiKioKPj4+aN26NZYvX47WrVtj/vz5CvleJbCRmpqKZs2aYdy4cThw4MBraE3N07JlS/z9998Kabq6ugqvZTKZQppMJgMAlJSUAHj2FcpLly5h9OjRuHr1Kjp27IixY8dWc82JiIiIiIg0A4NMRGrEwIbmyMzMRK1atSpdjq2tLQYMGIA1a9YgKSkJixcvroLaERERERERaT5+XY5Ijao6sDFgwAC0bdsWn332GebMmVMFNXwz3L9/XyFYd/HiRWRmZsLKygp169ZFfHw8rly5glWrVgEAkpKS4OrqiiZNmuDRo0dYunQpdu/ejR07dlSqHpMnT4aPjw+aNGmCoqIibNmyBY0bN65UmURERERERG8KBpmIXhEDG5rjyJEj6NChg/Q6Li4OADBgwACsWLEC165dQ05OjrT88ePHGDNmDK5cuQIjIyN4enri999/VyjjVejp6SE+Ph7Z2dkwNDRE27ZtkZqaWqkyiYiIiIiI3hQMMhG9IgY2NEdgYCCEEGUuX7FihcLrcePGYdy4ceWWmZ6erpSWnZ2tlFZ6uxMnTpQmbSciIiIiInrbMMhE9IoY2CAiIiIiIiL6Fyf+JiIiIiIiIiKiSmOQSUPdu3cPsbGxcHZ2hqGhIVq3bo3//e9/0vIpU6agUaNGMDY2hqWlJYKCgpCRkSEtT09Ph0wmU/lXupznRUVFoX79+jA0NIStrS1CQ0Nx5syZam0rEREREREREb35GGTSUEOGDMHOnTuxevVqZGVloVOnTggKCsKVK1cAAO7u7vjmm2+QlZWF/fv3w8XFBZ06dcL169cBAK1bt8a1a9cU/oYMGQJXV1f4+vqWuV0fHx+kpKTg9OnT2L59O4QQ6NSpE4qLi19Lu4mIiIiIiIjozcQgkwZ6+PAh1q9fj1mzZqFdu3Zo0KABpkyZggYNGiA5ORkA0LdvXwQFBaFevXpo0qQJ5s2bh7t37+LEiRMAnk0G7eDgIP1ZW1tj8+bNiIyMhEwmK3PbQ4cORbt27eDi4gJvb29Mnz4d//zzjzQv0IoVK2BhYaGwzqZNmxTK/PPPP9GhQweYmprCzMwMPj4+OHLkSBXvJSIiIiIiIiLSJJz4WwM9ffoUxcXFMDAwUEg3NDTE/v37lfI/fvwYixcvhrm5Oby8vFSW+csvv+DmzZuIjIyscD0KCwuRkpICV1dXODk5VXi9fv36oXnz5khOToa2tjYyMzOhq6tb4fWJiIiIiIiI6M3DJ5k0kKmpKfz9/fHll1/i6tWrKC4uxpo1a3Dw4EFcu3ZNyrdlyxaYmJjAwMAA8+fPx86dO2FjY6OyzGXLlqFz586oU6fOC7f/3XffwcTEBCYmJti6dSt27twJPT29Ctc/JycHQUFBaNSoEdzc3NCzZ88yg19EREREREREVDMwyKShVq9eDSEEateuDX19fXz99dfo06cPtLT+PWQdOnRAZmYmDhw4gC5duqBXr17Iz89XKuvy5cvYvn07Bg8eXKFt9+vXD8ePH8eePXvg7u6OXr164dGjRxWue1xcHIYMGYKgoCDMmDED58+fr/C6RERERERERPRmYpBJQ9WvXx979uzB/fv38c8//+Dw4cN48uQJ6tWrJ+UxNjZGgwYN0KpVKyxbtgw6OjpYtmyZUlkpKSmwtrbGBx98UKFtm5ubw83NDe3atcPPP/+MM2fOYOPGjWXmf35S8ClTpuCvv/5Ct27dsHv3brzzzjvlrk9EREREREREbz7OyaThjI2NYWxsjNu3b2P79u2YNWtWmXlLSkpQVFSkkCaEQEpKCiIiIl5pXiQhBIQQCuXeu3cPDx8+hKGhIQDgwoULSuu5u7vD3d0do0ePRp8+fZCSkoLu3bu/9Parks9nq9S6/TfZ0dkRVVpezjSPKi3vbVJ3cpa6q0BERERERKQSn2TSUNu3b8e2bdtw8eJF7Ny5Ex06dECjRo0QGRmJwsJCTJgwAYcOHcKlS5dw9OhRDBo0CFeuXEHPnj0Vytm9ezcuXryIIUOGKG3jypUraNSoEQ4fPgzgWbAoMTERR48eRU5ODg4cOICePXvC0NAQwcHB0nolJSWIi4vD33//jZ07dyIpKQkAcODAATx8+BAxMTFIT0/HpUuX8Mcff+B///sfGjduXI17i4iIiIiIiIjUjU8yaaiCggLEx8fj8uXLsLKyQo8ePfDVV19BV1cXxcXFOHPmDFauXIkbN27A2toaLVq0wL59+9CkSROFcpYtW4bWrVujUaNGStt48uQJzp49iwcPHgAADAwMsG/fPiQlJeH27duwt7dHu3btcODAAdjZ2UnrmZubw8TEBM2aNYO1tTXmzZuH8ePHIyoqCkePHsXNmzcRERGBvLw82NjY4MMPP8TUqVOrd4cRERERERERkVoxyKShevXqhV69eqlcZmBggA0bNlSonLVr15a5zMXFBUII6bWjoyN+++23CpU7e/ZszJ49W3r98ccfS/9ft25dhcogIiIiIiIiopqDX5cjIiIiIiIiIqJKY5CJiIiIiIiIiIgqjUEmeikDBw7EnTt31F0NIiIiIiIiItIwDDIREREREREREVGlMchERERERERERESVxiATERERERERERFVGoNMRERERERERERUaQwyERERERERERFRpTHIRERERERERERElaaj7gq8DXKmeai7Cm+supOz1F0FIiIiIiIiIqoAPslERERERERERESVxiATERERERERERFVGoNMRERERERERERUaQwyERERERERERFRpTHIRERERERERERElcYgExERERERERERVRqDTEREREREREREVGkMMhERERERERERUaUxyERERERERERERJXGIBMREREREREREVUag0xERERERERERFRpDDIREREREREREVGlMchERERERERERESVxiATERERERERERFVGoNMRERERERERERUaQwyERERERERERFRpWlEkOnbb7+Fi4sLDAwM4Ofnh8OHD5eb/6effkKjRo1gYGAADw8P/PbbbwrLhRCYPHkyatWqBUNDQwQFBeHcuXMKeW7duoV+/frBzMwMFhYWGDx4MO7fv1/lbSMiIiIiIiIiehuoPcj0448/Ii4uDgkJCTh27Bi8vLzQuXNn5Ofnq8x/4MAB9OnTB4MHD8bx48cRFhaGsLAwnDx5Usoza9YsfP3111i0aBEyMjJgbGyMzp0749GjR1Kefv364a+//sLOnTuxZcsW7N27F0OHDq329hIRERERERER1URqDzLNmzcPn3zyCSIjI/HOO+9g0aJFMDIywvLly1XmX7BgAbp06YLPPvsMjRs3xpdffglvb2988803AJ49xZSUlISJEyciNDQUnp6eWLVqFa5evYpNmzYBAE6fPo1t27Zh6dKl8PPzQ5s2bbBw4UKkpqbi6tWrr63tREREREREREQ1hY46N/748WMcPXoU8fHxUpqWlhaCgoJw8OBBlescPHgQcXFxCmmdO3eWAkgXL15Ebm4ugoKCpOXm5ubw8/PDwYMH0bt3bxw8eBAWFhbw9fWV8gQFBUFLSwsZGRno3r270naLiopQVFQkvS4oKAAA3L1794XtvPeo+IV5SLWK7N+KKi56WGVlvW2q8jgAvCYqg8dCM/A4aA4eC81RlceCx+HV8ZrQHFV9LDiWfXV8T6EZeE1ojoocC3keIcRLla3WINONGzdQXFwMe3t7hXR7e3ucOXNG5Tq5ubkq8+fm5krL5Wnl5bGzs1NYrqOjAysrKynP8xITEzF16lSldCcnp7KaR1Uh0VzdNSAA5guHqbsKJMdrQjPwOGgOHgvNwWOhGXgcNAePhcbgWFYz8Dhojpc5Fvfu3YO5ecX7M7UGmd4k8fHxCk9QlZSU4NatW7C2toZMJlNjzV7d3bt34eTkhH/++QdmZmbqrs5bjcdCM/A4aA4eC83BY6EZeBw0B4+F5uCx0Aw8DpqDx0Iz1JTjIITAvXv34Ojo+FLrqTXIZGNjA21tbeTl5Smk5+XlwcHBQeU6Dg4O5eaX/5uXl4datWop5GnWrJmU5/mJxZ8+fYpbt26VuV19fX3o6+srpFlYWLyoiW8EMzOzN/rkr0l4LDQDj4Pm4LHQHDwWmoHHQXPwWGgOHgvNwOOgOXgsNENNOA4v8wSTnFon/tbT04OPjw927dolpZWUlGDXrl3w9/dXuY6/v79CfgDYuXOnlN/V1RUODg4Kee7evYuMjAwpj7+/P+7cuYOjR49KeXbv3o2SkhL4+flVWfuIiIiIiIiIiN4Wav+6XFxcHAYMGABfX1+0bNkSSUlJKCwsRGRkJAAgIiICtWvXRmJiIgBg1KhRaN++PebOnYtu3bohNTUVR44cweLFiwEAMpkMsbGxmD59Otzc3ODq6opJkybB0dERYWFhAIDGjRujS5cu+OSTT7Bo0SI8efIEMTEx6N2790s/CkZERERERERERID2lClTpqizAk2bNoWFhQW++uorzJkzBwDwww8/oGHDhgCABQsWQEdHRwoQOTk5oXHjxpg9ezZmzJiBvLw8LFu2DAEBAVKZAQEBePDgAaZMmYKFCxfCwcEB69atU5gMPDg4GIcPH8YXX3yBtWvXokuXLvjuu++gp6f3Gluvftra2ggMDISOjtrjjW89HgvNwOOgOXgsNAePhWbgcdAcPBaag8dCM/A4aA4eC83wNh8HmXjZ36MjIiIiIiIiIiJ6jlrnZCIiIiIiIiIiopqBQSYiIiIiIiIiIqo0BpmIiIiIiIiIiKjSGGQiojfakydPMGXKFLi5uUFfXx8ymQxJSUmQyWQYOHCguqtHVWTFihWQyWRYsWKFuqtCpFF4bRC9Hunp6ZDJZFDzbyaVi/1BzfEmnG81UWBgIGQymbqr8cZjkImqTV5eHmJiYuDn5wd7e3vo6+ujTp066NixIzZs2ADOOU9VYe7cuZg6dSocHR0xduxYJCQkoEuXLuquFmkoDh6IAJlMhsDAQHVXg4heE17zmsnFxQUuLi7qrga9AIO3L+/t+z09em3++ecfrFq1Cq1atUL37t1hZWWF/Px8/Prrr+jRoweGDBmCJUuWqLua9IbbsmULTExMsHPnTujp6QF49nTT6dOnYW5urubaUVXp3r07WrVqhVq1aqm7KkRE9BZq2bIlTp8+DRsbG3VXpUy8VxJVzqpVq/DgwQN1V+ONxyATVRsvLy/cvn0b2traCun37t2Dn58fli5ditjYWDRp0kRNNaSa4OrVq7C2tpYCTACgq6uLRo0aqbFWVNXMzc0ZNCQiIrUxMjLS+LEF75VElVO3bl11V6FG4Nfl1EQefHn//fcV0jMzMyGTySCTyfD3338rLAsMDIShoSGKiorw+PFjLFy4EJ07d4aTkxP09fVhZ2eHDz/8EMePH1faXklJCZYuXYqWLVvCysoKhoaGqFOnDkJCQpCeni7lK/393wMHDqBDhw4wNTWFra0tPv30Uzx8+BAA8N///hf+/v4wNjaGvb09xo0bh6dPnypsU1dXVynABACmpqbS15meb+PrtHfvXoSEhMDGxgb6+vpwc3PDxIkTpej1vn37IJPJMGjQIJXr5+fnQ1dXFwEBAVKa/Ks4RUVFmDBhAurWrQtDQ0P4+Pjg999/BwAUFBQgOjoajo6OMDAwgL+/Pw4fPqxyGydPnkSvXr1gZ2cHfX19uLq6IjY2Fjdv3lTKK3/k9v79+xg1ahQcHR2hr68PT09P/PzzzyrLf/z4MebNmwdvb28YGxvD1NQU91QvVAAAIABJREFUbdu2xS+//PJS+1IdpkyZAplMhosXL+LSpUvSdePi4oLs7GylOZnkj7qW9yf3onwrVqxAQUEBjI2NywySlpSUwMXFBZaWltJ1U1Ved/9R+jHhX3/9FX5+fjAyMkLt2rUxadIklJSUAABWrlwJLy8vGBoaom7dupg9e7ZSWfLjlp6ejhUrVsDb2xtGRkYvfIy/rEeV5V8ByMvLw4ABA2BjYwNDQ0O0atVKoW+T592zZ4/0f/nf83N3nThxAr1790atWrWgp6cHZ2dnjBgxQum6K32enT59Gt27d4e1tTVkMhmys7MV6nf58mX06dMHNjY2MDIyQkBAgNQnvMiL+qrSUlJS4OfnBxMTE5iYmMDPz6/Mx7vXr1+P9u3bw87ODgYGBnB0dERQUBDWr1//wjp9+eWXkMlkWLVqlcrlGzZsgEwmwxdffCGlyffFlStX0LdvX9jY2MDU1BTdunXDhQsXAACnT59GWFgYrKysYGpqio8++gh5eXkV2Eua43Vfn6Vt3rwZLVu2hJGREWxtbTFo0CCF/Se/xwPAnj17lPq1mqYi53haWhq6du0q3TPt7e3Rtm1bLF68GADw4MEDmJqaon79+mVux9PTE4aGhrh79y4AxX4uJSUFHh4eMDQ0hKurK77++msAgBACc+fORcOGDWFgYAA3N7cyr6c3wdswrtWEOXL27t2LsLAwaRoKJycnfPjhh9i/fz8A5XtlRa75goICzJw5E+3bt4ejoyP09PTg6OiIiIgInD9//pXquXnzZnTs2BGWlpYwMDBA06ZNMWfOHBQXF0t5Vq9eDZlMhmnTpqks49ixY5DJZOjXr5+UJh/rFhQUYPjw4ahVqxaMjY3Rrl07HDt2DMCzDx/79+8POzs7GBoaolOnTjh37twrtQMAnj59isTERNSvXx8GBgZo0KABEhMTceHCBZVjiPz8fIwePRoNGjSAvr4+bGxs0KNHD5w8eVLKIx8/XLp0SWEMW9b5deTIEbz33nswNTWFubk5unfvLo0zXkZF6gYADRo0gKmpaZlP9HzwwQeQyWT4f//v/wGo2nFi6ets//79CAwMhKmpKSwsLNCjRw+lfiQtLQ2DBg1Cw4YNpbGPr6+v1Ic/r/RYJCIiAg4ODtDS0pL6jeenVRg4cCAiIyMBAJGRkUrvG9q0aQMdHR1cu3ZN5fYiIiIgk8lw8OBBlcufJ4TA8uXLERAQADMzMxgZGcHX1xfLly9XyKfx4zBBatO8eXNhZmYmnj59KqXNmzdPABAAxOLFi6X0hw8fCn19fdGhQwchhBDXrl0TWlpaon379mLo0KFi/PjxomfPnkJfX18YGBiIw4cPK2xr3LhxAoCoX7++iI6OFp9//rkIDw8Xrq6u4osvvpDypaWlCQCiS5cuwsDAQISGhooxY8YIb29vAUD069dPpKamCgMDA/Hxxx+L0aNHC3d3dwFATJ06tULtfvjwofDy8hIymUycO3euMrvwlX333XdCJpMJS0tLERERIcaOHSsCAwMFANG6dWtRVFQkSkpKhIuLizAzMxMPHz5UKiMpKUkAEMnJyVJa+/btBQARGhoq6tWrJ6Kjo8WgQYOEvr6+0NfXF0eOHBHe3t6iadOmYuTIkaJPnz5CS0tLWFpaijt37iiUv2/fPmFkZCR0dHRE7969xeeffy6VX79+fXH9+nWF/M7OzsLR0VH4+/uLRo0aiZiYGDFo0CBhZGQkZDKZ2L59u0L+R48eSW1u1qyZGDFihBg2bJhwcnISAMTChQurcI9XvbS0NJGQkCDMzc2Fubm5SEhIEAkJCWL+/Pni4sWLAoAYMGCAlP/48eNSntJ/Q4cOFQCEoaGhlFdVvoSEBGFnZycAiB9//FEIIcSgQYMEAPHHH38o1W/btm0CgIiOjq6W9r/O/iMlJUUAEB988IEwMDAQvXv3Vrj2v/jiCzFr1ixhZmYmwsPDxciRI0Xt2rUFALFy5UqFshISEgQAERwcLAwNDUXv3r3F+PHjxYQJE8ptr7wOKSkpCukAhJeXl2jQoIHw8fERsbGxom/fvkJbW1vo6emJrKwshW07OzsLAArHdePGjVKezZs3C319falun332mejWrZsAINzc3MStW7ekvPLzLCAgQJiZmYmAgAARFxcnBgwYIK5cuSLVz9PTU9StW1f4+PiI8ePHi0GDBgljY2Ohra2tsG1VKtJXyY0YMUIAELVr1xYjR45UOA4jR45UKheAqFWrlhg6dKiIj48XkZGRokmTJqJfv37l1kkIIS5cuCBkMpl47733VC4PCwsTAMTp06cVjpWnp6dwcXERrVq1EnFxceL9998XAES9evVEVlaWsLCwEB07dhRjxoyR2ik/b98k6rg+33//faGrqyv69Okj4uPjRYcOHQQA0aBBA+m8vXjxonQNOjs7K1wHx48ffw175vWpyDm+ZcsW6foaOHCgiI+PF0OGDBEtWrQQbdq0kcoaMGBAmX19ZmamACA+/vhjKU2+j0NDQ4W5ubmIiIhQuB6XLFkiPv30U2Fvby8GDx4shg8fLiwtLQUAsWfPnurfOdWkpo9r5WUlJCRUw957saSkJCGTyYSRkZHo16+fiI+PFxEREaJevXpi1KhRQgjle2VFrvmDBw8KPT090blzZ/Hpp5+Kzz77TISEhAhtbW1hZWUlsrOzX6qen3/+uXQvGjRokBg9erTw9fUVAMRHH30k5bt//74wNjYW7u7uKsuJjY0VAMTWrVulNGdnZ1GrVi3RokUL4eHhIUaNGiV69+4tjaVPnz4t6tatK/z8/MTo0aNFSEiIdP8ufV6+jPDwcOk+FRcXJ6Kjo4Wtra1Udumx5t9//y3q1KkjAIhOnTqJMWPGiPDwcGFkZCSMjY3FoUOHhBBC3L59W+UYNiEhQaSlpQkh/j3f5OOl4OBgMWbMGPHuu+9K576q9ydlqWjdhPi3D/vhhx+Uyrl+/brQ1dUVfn5+UlpVjhPl7e7cubPQ09MTH3zwgYiPjxcffPCBkMlkwtbWVpw/f17K37lzZ1G/fn3Rr18/MX78eBEVFSWN9eLi4pTqD0A0bdpUODk5CS8vLzFq1CgRFRUljh49KoT4972c3MaNG0VoaKjUp5c+VkIIsWrVKgFAfPXVV0rbun37tjA0NBRNmjSp0DEqKSkRffr0kc7ZqKgoMWLECNGoUSMBQIwZM0bKq+njMAaZ1CguLk4AEBkZGVJaSEiIcHd3F05OTqJPnz5S+q5duwQAMW3aNCHEswDB5cuXlco8efKkMDExEUFBQQrpVlZWwtHRURQWFiqtc/PmTen/8gsbgNi0aZOU/vjxY+Hp6SlkMpmwsbFRuNnfvXtX2NnZCSsrK/H48WOl8vPy8kRCQoKYNGmSiIqKkoIY6rpJ//XXX0JHR0d4eXmJGzduKCxLTEwUAMScOXOEEEJMnDhRIahQmo+Pj9DT01PYf/KOqU2bNuL+/ftS+o8//igACAsLC9GzZ0/x5MkTadnMmTMFADF37lwprbi4WNSvX18AENu2bVPY7meffSYAiEGDBimkyzvU0NBQhTeev//+u9RZlzZhwgQBQEyaNEmUlJRI6Xfv3hW+vr5CT09PeqOsyZydnYWzs7NCmqogkyqFhYXCx8dHyGQy8fPPP5ebd8aMGdL+LS4uFkIIkZGRIQCIgQMHKuX/6KOPBACRmZn5Uu2pqNfZf8gHD7q6uiqvfSMjI+Hg4KBw08/JyRF6enrCw8NDoSz5wMXY2FicOHGiwu0tL8gEQHz66afScRFCiKVLlwoAIioqSiH/84OH0m7cuCHMzMxE7dq1lQbV69atEwBETEyMlCY/zwCIyZMnqyxTvrxv374K19mff/4p9PT0hK2trXjw4IHKdV+mr9qzZ48AIBo3bqwQsL5165Y0yNu7d6+U7u3tLfT09EReXp7K/VARbdq0Edra2uLq1asK6Tdv3hR6enrC19dX5b4YPXq0Qvrw4cOl/jEpKUlKLykpEcHBwQKANPh7U6jj+lR1v5C/2St93grx7Fi0b9++ss3UaBU5xz/88MMy++nS14H8Pjp8+HClfGPGjBEAxJYtW6Q0eT9nZWWlsl80NzcX7u7uIj8/X1p26NAhAUCEhIS8WoM1QE0f16ozyJSZmSm0tLSEo6OjuHjxosKykpISabxW3r2yrGv+zp07CvtMbvfu3UJLS0sMGTKkwvXcsWOHNOYsPQ4uKSkRw4YNEwAUxlv9+/dXOmeEEOLp06fC3t5eODg4KASH5GPdssbSFhYWYvTo0Qr3W/k9Zv369RVuh5z82m/WrJnCuXb16lVhb2+vNNZs3bq10NbWVuqLz549K0xNTZXGRKrGsHKlz93U1FSFZfLA17p16yrclpep27lz5wQA0bVrV6VyFi5cKACIb775RkqrynFi6XYvWrRIYdmiRYukD1XkLly4oFTHJ0+eiPfee09oa2uLS5cuKSyTlx0ZGaky8KhqnFjWdSXEs4C5lZWVqFevnsJ5J4QQ33zzjQCgMLYpz+LFi6W6le57ioqKpKDmkSNHpHRNHocxyKRGv/76qwAgEhMThRDPOlRzc3MRFRUlIiIihIODg5RXHuwo/SahLCEhIUJPT0/h5LSyshIuLi7i0aNH5a4rv7BVRSynTZsmnfjPkz/RoepCz8rKkk5qeQc0e/ZspQvxdRk5cmSZ+7K4uFjY2toKHx8fIcSzjlfVoO/UqVMCgAgLC1NIl3dMz38SWVxcLHR1dQUApc4uJydHABARERFS2t69e8vs3O/duyesrKyEgYGBQjBJfuNVdQycnZ2FlZWVQn0sLS1F/fr1VR6HX375RQCa/zSTEK8eZCouLhbdu3dXuAbLsn79eiGTyYS3t7fCoEmIZ5/cGhsbi4KCAiktPz9f6OnpiRYtWrx0eyrqdfYf8ptrede+qicZ3333XaGtra0wEJS/+Xr+Bvci5Q2cjY2Nxb179xTSnzx5InR0dIS3t7dCenlBJvkn7qtWrVK53NvbW9jY2Eiv5eeZg4ODwrX4fP20tbVVfhI8ePBgpQF3aS/TV8mPg6qA+A8//KAUmPb29hbGxsYKT2a9rO+//14pQC7Ev0+QPD+oAiBMTEyU3hTK+ztV/ZH8E8Lly5e/cj3VQR3X5/NvwoV4dr+wsLAQZmZmCkHYtyXI9KJzXB5kOnv2bLllFRcXi9q1awtra2uFfV9cXCxq1aolbG1tVfZzZfWLgPKn90IIUa9ePVG3bt2KNE8j1fRxrTqDTPI3gS/qC18lyFQeDw8P4eLiUuH8H3zwgcqxrhDPglkymUz06NFDStu+fbsAIEaMGKGQ97fffhMARGxsrEK6fKxb1li6vHtMWR8GlWfgwIECgNiwYYPSsv/7v/9TGGseO3ZM6V5bmjwIW/oJ64oEmdq1a1fmMlVP6qjyKnXz9/cXOjo6SoH6li1bCl1dXYVvVFTlOFHeNnd3d4X7lhDP+lw3Nzchk8kUgvSqrF+/XgAQK1asUEgHIPT09JS+ESL3skEmIYQYPXq0ACB+//13hfTmzZsLfX19lUFcVTw9PYWxsbHKDx9PnDghAMWnmTR5HMaJv9WoXbt20NbWRlpaGj7//HMcP34cBQUFePfdd/HgwQOsWrUKp0+fRuPGjZGWlgZDQ0P4+flJ62dmZmLWrFnYv38/cnNz8eTJE4Xyb9y4If26RO/evfHdd9+hadOm6N27Nzp06AB/f38YGhqqrFuzZs2U0uRllbfs6tWrcHV1VVjWtGlTCCFQXFyMf/75B+vWrcMXX3yBAwcO4D//+Q90dF7vaXjo0CEAwPbt27Fr1y6l5bq6ujhz5gwAwN3dHS1btsS2bdtw48YN6RdF1qxZAwAIDw9XuY3n95GWlhbs7Ozw4MEDpQnlSu87Ofn8A6rmqZF/13jHjh04e/YsPDw8pGUWFhZK+x8A6tSpo/Bd4LNnz+L27dtwdHTE1KlTlfJfv34dAKT9UBONHz8eGzduxMCBA/H555+Xme/IkSMIDw+Ho6Mjfv31VxgbGyssj4qKwrBhw7B27VoMGzYMwLNfpnj8+DE++eSTaqv/6+w/5F6lXyguLkZeXh5q166tsKxly5YKrzMzM7Fp0yaFNBcXF6W5DlRxd3eHiYmJQpqOjg7s7e1x586dF64vJ+8bMjIyVM5D8ejRI9y4cUOhLwCe/chB6Ynnn1e3bl04Ozsrpbdt2xbLli3D8ePH0aNHjzLrU5G+qrw+o0OHDgCe7WO53r17Y9y4cWjatCn69u2LDh06oE2bNjAzM1NYNykpSWkfDhw4EC4uLujVqxdGjhyJ1atXIy4uTlq+Zs0a6OjooE+fPkp1cXNzg5GRkUKa/Bzy9PRUmAeh9LLS/eObQB3XZ9u2bZXqYWJigmbNmiE9PR0XLlxAgwYNqqfBGqgi53jv3r2xYcMGtGrVCn379kXHjh3Rtm1bpV8P09LSQr9+/TBr1iz89ttvCA0NBQDs2rUL165dw4gRI1SOZV6lz8zIyKhUu9XpbRnXqoN87s5OnTpVS/np6elISkpCRkYGbty4oTAfVen7W3Z2ttL8bRYWFoiNjQXw7L5lbGysNH+MnKGhocLYsmPHjqhVqxZSU1Mxb9486Toqb5xtaWlZ5li6vHvMq9xH/vzzTwDP5t15Xuk5WYF/79l5eXkq51WSt/vMmTNo2rRphevg4+OjlFanTh0AULg/r1ixQmmeprCwMDRr1uyV6hYeHo6DBw9i3bp1GDVqFADg3LlzOHz4sDRP5POqcpwYEBAALS3F6aO1tLQQEBCAc+fO4c8//0RQUBDu3buHOXPmYNOmTTh//jwKCwsV1lF13F1dXav0VyKHDh2K+fPnY8mSJejYsSMA4OjRozh+/Dj69u0LKysrAOWPdR88eICsrCw4Ojpi5syZStuQ94elrx9NHocxyKRGZmZm8Pb2xh9//IEnT54gLS0NMpkMHTp0kCZaS0tLg7OzMw4fPoz27dtLHf2BAwfw7rvvAnh2w3Fzc4OJiQlkMhk2bdqEP//8E0VFRdK2FixYAFdXV6SkpGD69OmYPn06DAwM0KtXL8ydO1fpQnv+jQYAqeMvb9nzA4LStLW14eLigvj4eOjo6GDcuHFYsmQJhg8f/jK7rdJu3boFAPjqq68qlD88PByHDx/Gjz/+iOjoaAgh8MMPP8DS0hLdunVTuU5Z+6ii+04+eai9vb3K8uUXvDyfXFm/KKKjoyNNugf8uw/++usv/PXXXyrXAaDUUdcUS5cuxZw5cxAYGFjmxIAA8M8//yAkJAQymQy//vorHB0dlfL07dsXY8eOxdKlS6Ug07Jly2BiYqKyc68qr7P/KL3N571qv/D8uZ2ZmakU8Gzfvn2Fgkyqti3ffulJRl9Efl18++235eYrLCxU6DPLuk5ftFyeXlBQUG59KtJX3b17F1paWrC1tVW5HZlMptBfjB07FtbW1khOTsbcuXMxZ84c6OjooFu3bpg/f770piopKQmXLl1SKC8wMBAuLi6wsLDA+++/j/Xr1+PUqVN45513cP78eRw4cADBwcGws7NTqkt13Fs0kTquz1c9z2qqipzjPXv2xKZNmzBv3jwsWrQI3377rXSc5s6dq/CmKDw8HLNmzcKaNWukINPq1aulZaq8yvn+/GTTb5K3bVz7OhUUFEAmkykFl6vCTz/9hI8//hgmJibo3LkzXFxcYGRkJE3kXPoekJ2drXSvdnZ2loJMt27dwtOnT1V+gClXemypra2Nvn37Yu7cudi+fTu6deuG+/fvY9OmTXjnnXfg7e2ttP7rPJbye6uqgMTzfa78nv3f//4X//3vf8ss82XH1uW1qfQYZ8WKFdKPm8i5uLigWbNmr1S3jz/+GLGxsVizZo0UZKqOPg+o2Djx+fSCggI8fvwYgYGBOHbsGJo3b47w8HBYW1tDR0cH2dnZWLly5UvdL19Vo0aN0L59e2zatAk3b96EtbU1li5dCgAKHziXN9a9ffs2hBC4cuVKha8fTR6HMcikZh06dMD//vc/HD58GOnp6WjSpIn0JsHV1RVpaWlwc3PDkydPpE+jgWdvOoqKirBv3z6l6PqhQ4ekyLucjo4Oxo4di7Fjx+Lq1avYs2cPUlJSsGrVKuTm5mL79u3V39hSOnXqhHHjxiE9Pf21B5nkF9Ddu3dhamr6wvy9e/dGXFwc1qxZg+joaOzduxeXLl1CVFQU9PX1q7WOZc3mn5ubq5DvVcvv0aNHmb88V1Pt2rULw4cPh7u7O9avXw9dXV2V+e7du4f3338f+fn52LhxI5o3b64yn6mpKfr164fvv/8emZmZKCwsxOnTpzFkyBClp2uq2uvqP6rD85+UDBw4sEIBpeokvy6ysrJe6lPG59vyvLKuY3l6WcHhl+mrzMzMUFJSguvXrysNKvLz8yGEUOgv5L+cOWjQINy8eRP79u3DunXr8J///Afnzp3DiRMnoK2t/cJfrwkPD8f69euxevVqJCYmvvApz7fJ674+X/U8q6kqeo6HhoYiNDQU9+7dwx9//IENGzZg2bJl6NKlC86cOQMLCwsAz57KbtasGbZs2YKCggLo6upi48aNaNiwIVq0aKHm1mqOt3VcW90sLCwghMC1a9eUnviorClTpsDAwABHjx6Fm5ubwrLU1FSF14GBgXj2rRvVzMzMIJPJcOPGjQpvPzw8HHPnzsWaNWvQrVs3rF+/Hg8ePNCI+4j83nrjxg2lD3Ge73Pl99iFCxciJibmtdVR7vlf1C3tVepmZWWF4OBgbNq0CWfPnkXDhg2xZs0amJubIyQkpCqqXK6K3NM2b96MY8eOYfDgwVJQRy41NRUrV65UWcaLxm2vYtiwYdizZw9WrVqFqKgorFu3Dm5ubgpPmJc31pUfIx8fHxw5cqTC29XUcZjWi7NQdZLfYHfs2IF9+/ZJn+IAwLvvvov09HTs3r0bgOLXIM6fPw8rKyulG/GDBw+kn/Asi6OjI/r06YNt27ahQYMG+P3336v8J9ZfRP7IXVlv8KuT/NFs+aOjL2JjY4MuXbr8//buPKrm/P8D+PNWt25RqC5ZpossY9AdTSFSJFMkEyUmIiPrOWWc03GIGfvYxozBsc8YW4Qx5qg41SiUJZnB2JeMbClbp6siev/+8Lv367q3O60Kz8c5naPP8v68Px+fz/vz7vV5Lzh+/DiuXbumeXiHDx9ebXlUBzT0vTCePn2KjIwMmJubo23bthVKv127drCyskJGRkat+Ur3Nly8eBGBgYGwsrJCbGyspvnqm16+fImhQ4fi7NmzWLJkCQYMGGAw3XHjxgEA1q9fr/fLRXWpifLjXWdsbAwAels4qcuGsk4zW1ZZWVk6rYEA4MiRIwBQagCzPGWVoTJDvUxfU3UAsLGxgb+/P2JiYuDp6YkLFy7oTBFcmn79+sHGxgbR0dEoKSnBtm3bYGlpqWnp8SF728+n+n56nUqlwunTp2FlZYWWLVtqlhsZGZWrld+7riz3uKWlJXx8fLBu3TqEhobi/v37Ol3XQkJCUFRUhN27d+P333+HSqWq1rrAu+hDrddWN3UX84SEhArtb+iZv379Otq1a6cTYLp3755mWvOy6tKlCx4+fIirV6+WeR+lUomOHTvijz/+QH5+PrZu3QqJRIJhw4aV69jVQalUAgDS0tJ01h09elTr94rUIYyNjd9KWVzR+o06ULF161akpaXhxo0bCAwMhEwmq/I8viktLU2rFwYAlJSU4OjRo5BIJFAqlZqhDfTVOfS9EyvKUN1RbdCgQZDL5diwYQN27dqFvLw8hIWFlfkYlpaWaNeuHS5evFiuoR5qaz2MQaYa5ubmBhMTE6xevRr5+flaL+NevXrhwYMH+Pnnn1GnTh2tL2UKhQKPHz/W6ur08uVLREZGasbTUXv27JlOQQi8ClaoVCpIpVKdPq9V4cyZM3oDGI8ePUJUVBSAVw/G2zZx4kSYmJggPDwcWVlZOuufPHmiGd9ETV3IqguOFi1a6PTFrkrdu3eHg4MD9u/fj6SkJK118+bNw8OHD/Hll18aHAfGEBMTE0yYMAE3b95EZGSk3v+nc+fOIScnp0Lp10a5ubno378/CgoKsGfPHp3K1Ou+/vprxMfHY+zYsVp9nEvTqVMnuLi4YNu2bdi1axccHR11xhyqDm+j/HjfqAOLt27d0lk3atQoWFpaYvr06Xq7kRYUFJQ5OP26ly9fIioqSuvr79mzZ7FlyxbI5fJSy8HylFUjR44EAMyePVurW1xeXp6m2bV6G+BV4OnNr9HFxcWaJvVlrUBKpVIMGTIEWVlZWLx4Ma5evYqAgIBSx0X5kLzt5zMpKUmn9cb8+fPx5MkTjBgxQus9b21tjdu3b1fFadZaZbnHDx8+rPePBvW7783nIDg4GMbGxtiyZQu2bNkCiUTCINMb3ud6bU0aP348jI2NMWPGDJ2PFkKI/xwvxdAzr1AocO3aNa2WI0VFRZgwYUK5P0RGREQAgKYF4Zuys7Nx8eJFneUhISEoLCzE8uXLcfDgQXh4eOCjjz4q17GrgzrQNWfOHK3AZXZ2Nn766SetbTt37owuXbpg+/btiImJ0UmrpKREpzubtbU1Hjx4gKKiomrIfeXyBgC+vr5o0KABtm3bhs2bNwN4ey1krly5gvXr12stW79+Pa5cuQJfX1/I5XLNeJepqala2x06dEhn38owVHdUMzU1RWhoKC5cuICoqChIpdJyt9CPiIhAQUEBxowZo7db5Y0bN3RamNfWehi7y9WwunXrwsXFBceOHYORkRE8PDw069Rfg3Jzc+Ht7a3V6ic8PBwJCQlwc3NDUFAQZDIZUlJScOfOHfTs2VPra3ZhYSG6d++ONm3a4LPPPoO9vT1UKhViY2ORnZ2NyMjIaun29eOPPyI2Nhbdu3eHvb09zM3NcfPmTcTFxeHp06cYPHhwtY5ZU5oOHTpg1apVmDBhAtq2bYt+/frBwcEB+fn027g3AAANGklEQVT5yMzMxKFDhxAaGoo1a9Zo9vHz80O9evXwww8/oLi4GBEREdXS1FLNyMgIv/76K7y9vdGvXz8MHjwYCoUCx44dQ0pKChwcHLBw4cJKHWP27Nn466+/sHz5csTFxcHd3R0NGzbEnTt38M8//+DMmTM4duyY3v6876KZM2ciMzMTzs7OSE5ORnJyss42s2bNQnp6OlauXAlzc3PI5XK9AySqB1J83fjx4zF69GgAb6cVE/B2yo/3jaenJ3bv3o2AgAD07dsXMpkMSqUSfn5+kMvl2L59OwYPHgylUgkfHx98/PHHePbsGf79918cOnQI3bp1w4EDB8p1TEdHR6SmpsLFxQVeXl7Izc1FTEwMXrx4gXXr1pVaEShPWeXu7o7w8HCsWLECHTp0QEBAAIQQ+O2333D79m1ERETA3d1dk7a/vz+srKzQtWtXKBQKFBcXIzExERcuXEBgYKDegcpLExISglWrVuHbb7/V/E5v//ns378//Pz8EBgYiObNm+P48eNITk6Gg4MD5syZo7Wtp6cndu7cCX9/f3Tq1AnGxsYYMGAAHB0dq/5C1JCy3ONffPEF7t69Czc3NzRv3hwSiQSpqalIT09H165ddVrV2NnZwcvLCwkJCTAyMtLsR//zPtdra1LHjh2xbNkyREREoH379vD394dCoUB2djYOHz4MX19fLFu2rNT9DT3z4eHhCA8PR6dOnRAYGIgXL14gMTERQggolcpydaH38fHBN998g7lz56JVq1bw8fGBQqHAw4cPce3aNRw5cgTz5s1Du3bttPYLDg7G1KlTMXv2bJSUlNSa94iXlxeCg4MRHR2Njh07wt/fH8+ePcPOnTvRpUsX7Nu3TyuguX37dvTq1QtDhw7FsmXL4OTkBHNzc2RlZeHYsWPIzc3VCih5enoiIyMDffv2RY8ePWBqagp3d3et93VVKW/eAMDMzAxBQUFYu3YtNm7cCIVCUS1508fb2xsRERGIj49H+/btcf78eezbtw+2traaAJ+fnx+aN2+OxYsX49y5c+jQoQMuX76M2NhYDBw4sMqGBFFPKrBs2TI8fvxY03VyxowZWtuNGzcO33//Pe7evYuAgIBy/w01btw4HD9+HJs2bUJaWhq8vLzQpEkT3L9/H5cuXcKJEycQHR2t896plfWwcs1FR9UiKipKANBMRf26Nm3alDrF+u7du4WTk5OwsLAQtra2IigoSFy/fl2MHDlSABA3btwQQgjx/PlzsWjRIvH555+LZs2aCVNTU9GoUSPh7u4uoqOjtaYqNDQ9q6HpG9XT9SYnJ2uWJSUliZCQENGmTRthaWkpTExMRKNGjUTfvn3Fjh07yn2dqlp6eroYOnSoaNKkiZBKpcLW1lY4OTmJqVOniosXL+psHxYWJgAYnO7Y0PTohqYpRSlTy549e1YEBgYKW1tbIZVKhUKhEJMmTdI77aah9EvL14sXL8TatWtF9+7dhZWVlTAzMxP29vbCx8dHrF69WqhUKr3p1Sb6zls9tbx6WlkhhOa5MPQjxP+eAUM/+p6Bp0+fCjMzM2Fubi4eP35cjWesrbrLDyHK/+yr6UvL0PaGVGRaZn33RnFxsZgyZYqwt7cXJiYmOveJEEJcunRJjB49WigUCmFqaioaNGggOnbsKCIiIkR6erpmO3332ZvU+bt165YYMmSIsLa2FjKZTLi6uoqEhIQynXt5yqpffvlFuLi4CAsLC2FhYSFcXFz0Tju7atUqMWDAAKFQKIRMJhM2Njaic+fOYvXq1VrThJdV69atBQDRrFkznSmH37wWbzJ0HWtyyvCq8Lafz7179woXFxdhbm4ubGxsRGhoqLh3755O+vfu3RNBQUHC1tZWGBkZGZya+V1Vlnt8x44dIigoSDg4OAgLCwtRr149oVQqxaJFi0R+fr7edLdu3ap5F6xdu1bvNuUtF9UM1SHeJe9rvbY2lEfJycmif//+wtraWpiamopmzZqJgIAAkZaWJoQo/ZwMPfMlJSVizZo1on379kImkwk7OzsxevRokZOTU+F7MjExUfj5+Qm5XC6kUqmws7MTrq6uYu7cuSIrK0vvPl5eXgKAkMlkIi8vT+82FalLl+VdbUhxcbGYO3euaNGihTA1NRUtW7YU3333nThx4oQAICZNmqS1/aNHj8SMGTNEhw4dhLm5uahbt65o3bq1CA4OFnv27NHaNj8/X4wZM0Y0btxYGBsba91fhu63ip5TefKmlpqaqinzpk2bpnebqqwnvn7eR44cER4eHqJOnTrCyspKDBw4UFy9elUrjczMTBEQECDkcrmm3rNjx45Sr5+heqMQpZfDcXFxmvfr6383vMnNzU0AEAcOHCj1GP8lJiZGeHl5iQYNGgipVCqaNm0qevbsKZYuXar3b0Ahal89TPL/ByQiokrIyMiAi4sLQkJCNE2KiSQSCTw8PN7r1mFEREQfmg0bNmDMmDGaFsdUNVJSUtCrVy/MnDlTb2+C2qyoqAjNmjVD3bp1kZmZ+d512y2PD/fMiYiq0JIlSwCAFQ0iIiKi90R2drbO+G537tzBvHnzYGxsjP79+9dQzqi22bhxIx4+fIhx48Z90AEmgGMyERFVWFZWFqKjo3H+/Hns3LkT3t7ecHV1relsEREREVEVWLhwIeLi4tCjRw80bNgQWVlZiI2NRX5+PmbNmlUrBiinmrVw4ULk5uZi7dq1aNiwISZOnFjTWapxDDIREVVQZmYmpk2bhrp168LPzw/r1q2r6SwRERERURXx8fHBhQsXEBcXh8ePH0Mmk8HR0RETJ05EcHBwTWePaoFp06ZBKpVCqVRixYoVqFevXk1nqcZxTCYiIiIiIiIiIqq0D7uzIBERERERERERVQkGmYiIiIiIiIiIqNIYZCIiIiIiIiIiokpjkImIiIiIiIiIiCqNQSYiIiKid0xoaCj8/f1rOhtEREREWji7HBEREdE7Ji8vD0II1K9fv6azQkRERKTBIBMREREREREREVUau8sRERERVaGSkhIsWLAALVq0gLm5OZRKJXbv3g0ASElJgUQiwZ9//glnZ2dYWFigW7duuHz5slYa8+bNQ8OGDWFpaYmwsDBMnToVn376qWb9m93levbsiYiICEyZMgXW1taws7PDrFmztNJ88uQJwsLCIJfLYWVlBU9PT5w5c6b6LgQRERF9cBhkIiIiIqpCCxYswObNm7FmzRqcP38ekydPxvDhw3Ho0CHNNtOnT8fSpUuRkZEBExMTfPXVV5p127Ztw/z587Fo0SKcOnUK9vb2WL169X8ed9OmTahTpw5OnDiBxYsXY86cOUhMTNSsHzx4MHJycrB//36cOnUKTk5O6N27Nx49elS1F4CIiIg+WOwuR0RERFRFnj17BmtrayQlJcHV1VWzPCwsDAUFBRg7dix69eqFpKQk9O7dGwAQHx8PX19fFBYWQiaToWvXrnB2dsbKlSs1+7u5uUGlUuH06dMAXrVkevLkCfbu3QvgVUumly9f4siRI5p9OnfuDE9PTyxcuBCpqanw9fVFTk4OzMzMNNu0atUKU6ZMwdixY6v1uhAREdGHwaSmM0BERET0vrh27RoKCgrQp08freXPnz9Hp06dNL87Ojpq/t24cWMAQE5ODuzt7XH58mVMnDhRa//OnTvj4MGDBo/9eprqdHNycgAAZ86cgUqlgo2NjdY2hYWFuH79ehnPjoiIiMgwBpmIiIiIqohKpQIAxMXFoWnTplrrzMzMNAEdqVSqWS6RSAC8GsupMl5PU52uOk2VSoXGjRsjJSVFZz/OUEdERERVhUEmIiIioiryySefwMzMDFlZWfDw8NBZX5ZWQ23btsXJkycxYsQIzbKTJ09WKl9OTk7Izs6GiYkJmjdvXqm0iIiIiErDIBMRERFRFbG0tERkZCQmT56MkpISuLm5IS8vD2lpabCysoJCofjPNMLDwzFmzBg4OzujW7duiImJwdmzZ9GyZcsK58vLywuurq7w9/fH4sWL0aZNG9y9exdxcXEYOHAgnJ2dK5w2ERERkRqDTERERERVaO7cuZDL5ViwYAEyMzNRv359ODk5ISoqqkxd4oYNG4bMzExERkaiqKgIQUFBCA0NRXp6eoXzJJFIEB8fj+nTp2PUqFHIzc2FnZ0d3N3d0ahRowqnS0RERPQ6zi5HREREVMv16dMHdnZ22LJlS01nhYiIiKhUbMlEREREVIsUFBRgzZo18Pb2hrGxMbZv346kpCQkJibWdNaIiIiIDGJLJiIiIqJapLCwEH5+fvj7779RVFSEtm3bYsaMGRg0aFBNZ42IiIjIIAaZiIiIiIiIiIio0oxqOgNERERERERERPTuY5CJiIiIiIiIiIgqjUEmIiIiIiIiIiKqNAaZiIiIiIiIiIio0hhkIiIiIiIiIiKiSmOQiYiIiIiIiIiIKo1BJiIiIiIiIiIiqjQGmYiIiIiIiIiIqNIYZCIiIiIiIiIiokr7P6NPR+//PnjFAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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        " ] @@ -8052,7 +8052,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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0qVasWKElS5YoKipKfn5+Cg8PV0REhLVMXFycOnTooNdff11eXl4qV66cRo0apUuXLmnw4MHy8PBQlSpVbEZrXLhwQYmJifLx8ZGzs7OqV6+ulJSUW369xcWNBB1XMwxDy5cv144dO3L9scyIjrxlZ2dr4MCBioiIUFBQUL7loqOjNXHiRP3+++/Kzs7WsmXLtGDBAptFdSXWnMlLYGCg0tPTtXbtWvXt21c9e/bUL7/8kmfZ8PBwxcbGqkGDBmrevLkWLFigihUr6oMPPrApd/VUrJxpVwVNxerfv7/GjBmjiIgIjRgxwtr/d4sXXnhBK1as0N69e7V69Wp17NhRjo6O6t69uyQpNjZWycnJ1vIXLlxQenq60tPTdeHCBR08eFDp6emFHtE0fPhwffnll9q5c6e2bdumr7/+WnXr1i1UnQAAAHcrAqXb7Ny5c/riiy80btw4PfTQQ/L399fIkSPl7++vKVOmWMs5OTnZrLlRvnx5677t27dr6dKl+te//qWmTZvqgQce0DvvvKP58+fr0KFDeZ43KChIX3zxhdq1a6datWrpkUce0WuvvaavvvpKly5dknTlfxSvXatg0aJF1ikAkvR///d/evjhh+Xq6io3Nzc1atTIZhTI3Wrx4sUKCwvTuHHjVLlyZdWuXVsvvPCCzp07Z1Puhx9+0KFDh7Ry5UpNnDhRI0aMUNu2bVW+fHmtXbtWzz77rPr06WMdnTB58mQtXrxYn332mXbs2KE5c+bIz8+vCK7w9rvRoEO6EjyVLVtWpUqVUps2bfTOO+/o0UcftSnDiI68JSQkaOvWrZo/f36B5d5++20FBASoTp06KlWqlBITExUfH59reglrzuRWqlQp+fv7q1GjRkpJSVFISIjefvvtGzq2ZMmSCg0NzRV05DXtqqCpWM8884x2796tJ598Ulu2bFFYWJjeeeedQl1XcXLgwAF1795dgYGB6tKliypUqKA1a9aoYsWKkq68nq8OPw8dOqTQ0FCFhobq8OHDmjBhgkJDQ/XMM88Uqh2lSpVScnKygoOD9dBDD8nR0fG6ry0AAIB7VYmibsDd7tKlS7p8+fJ1p5qkpqaqUqVKKl++vB555BGNGTNGFSpUkCSlpaWpXLlyCgsLs5aPioqSg4OD1q5de8Ojbk6ePCk3NzeVKHHjP/YePXooNDRUU6ZMkaOjo9LT03OtSXE32r17t1atWiVnZ2ctXLhQR48e1XPPPadjx47ZjDjy8PDQ5MmT5eDgoMDAQI0bN05nz57V0KFDJV1Z3HTs2LFatWqVunXrpv379ysgIEAPPPCALBZLgXfWudPlBB3XTqnKi6urq9LT03X69GktX75cSUlJqlmzpiIjI61lzIzo8Pb2Vv/+/dW3b199//33ioqKUqdOnWzquBskJiZaRyxWqVKlwLIVK1bUokWL9Pfff+vYsWPy9fXVSy+9pJo1a9qUu9k1Z5YsWaJly5apRYsWSkhI0IQJE27FJRZL2dnZOn/+/A2VvXz5srZs2aLWrVsX+rxVq1bVs88+q2effVbJycmaNm2a+vXrV+h6i4PrhTbXTsHy8/O77h3Grj1GujLl6lpX1zNs2DANGzaswHoBAABwBYHSbebq6qrw8HCNHj1adevWlZeXl+bNm6e0tDT5+/tLujLd7bHHHlONGjW0a9cuDR06VK1atVJaWpocHR2VkZGhSpUq2dRbokQJeXh4KCMj44bacfToUY0ePbrAaXJ52b9/vwYPHqw6depIkgICAkwdf6fKzs6WxWLRnDlz5O7uLunKHWkef/xxvf/++3JxcZEk1atXz2aEh5eXl81onJwRHjmjOeLi4vToo48qMDBQMTExatu2rVq2bGnHK7MPM0GHJDk4OFhfDw0aNND27duVkpJiEyjdzIiO6OhoffPNN/r++++VkpKiN9988674A9wwDPXr108LFy5UamqqatSoccPHOjs7q3Llyrp48aK++OILdenSpdDtyVlzpmfPnnrwwQc1ePDguyZQSk5OVqtWrVStWjWdOnVKc+fOVWpqqnXR+NjYWFWuXNk6dXXUqFG6//775e/vrxMnTmj8+PHat29foUfODBw4UK1atVLt2rX1119/6ccff2QqFnAb7R9V//qF7mHVhm8p6iYAAIoBprzZwccffyzDMFS5cmU5OTlp8uTJ6t69uzWI6Natm/7xj3+ofv366tChg77++mutX78+z/9dvRlZWVlq06aN7rvvPo0cOdLUsUlJSXrmmWcUFRWlsWPHateuXbekTcWdj4+PKleubA2TJKlu3boyDMNmcd3rjebI2ZYTcjRs2FB79uzR6NGjde7cOXXp0kWPP/74bbwS+zIMQ4mJiVq4cKF++OEHU0HH1cyMAClIzoiOBQsW6Pnnn9e0adMKXWdxkJCQoE8++URz586Vq6urMjIylJGRYTMl89o1Z9auXasFCxZo9+7d+u9//6uYmBhlZ2dryJAhhWrL3b7mzJEjRxQbG6vAwEC1aNFC69ev13fffWedknntVKy//vpLvXr1Ut26ddW6dWtlZWVp9erV+S7ifaMuX76shIQE1a1bVzExMapdu7bef//9QtUJAAAAFAYjlOygVq1aWrFihc6cOaOsrCz5+Pioa9euuaaa5KhZs6Y8PT21c+dOtWjRQt7e3tYRLjkuXbqk48ePy9vbu8Bznzp1SjExMXJ1ddXChQuvO13t8uXLNt+PHDlSTzzxhL755ht9++23GjFihObPn3/D0+zuVBEREfr88891+vRp60LOv/32mxwcHG5oxE1B3Nzc1LVrV3Xt2lWPP/64YmJidPz48RteuLo4S0hI0Ny5c/Xll19agw5Jcnd3t47qunZER0pKisLCwlSrVi2dP39eS5Ys0ccff2yzxtjNuJtHdOT0zdUjuCRpxowZiouLk3Ql6Lh69Nzff/+tYcOGaffu3Spbtqxat26tjz/+ONc6amblrDmzd+9eubi46MEHH7yr1pz56KOPCtx/bfD/1ltv6a233irwmOtNu5JyT+m6m9ZLAgAAwN2BQMmOypQpozJlyuivv/7Sd999p3HjxuVZ7sCBAzp27Jj1dsnh4eE6ceKENm7cqEaNGkm6shh0dna2mjZtmu/5srKyFB0dLScnJy1evDjXOk7SlcDp3Llz1j/2d+/enatM7dq1Vbt2bQ0aNEjdu3fXjBkz7rhA6fTp0zaL4u7Zs0fp6eny8PBQtWrVlJycrIMHD2r27NmSpCeeeEKjR49WfHy8Xn31VR09elSDBw/WU089Ze2rmzFx4kT5+PgoNDRUDg4O+vzzz+Xt7V3oP+qLi5sJOs6cOaPnnntOBw4ckIuLi+rUqaNPPvlEXbt2LVRbckZ0HDhwQG5uboqJibnuH/p3iuutHSPlDjqaN2+e753J8jtGYs0ZAAAAAHkjULKD7777ToZhKDAwUDt37rSuSRQfH6/Tp0/r1VdfVadOneTt7a1du3ZpyJAh8vf3V3R0tCRZpzj06tVLU6dO1cWLF5WYmKhu3brJ19dXknTw4EG1aNFCs2fPVpMmTZSVlaWWLVvq7Nmz+uSTT5SVlaWsrCxJV9Y7cXR0lHRlalFSUpKef/557dmzR5MmTZIkrV69WqGhoRo8eLAef/xx1ahRQwcOHND69evVqVOnIujFwtmwYYMefvhh6/dJSUmSpJ49e2rmzJk6fPiw9u/fb91ftmxZLVu2TP369VNYWJgqVKigLl26aMyYMYVqh6urq8aNG6fff/9djo6Oaty4sZYsWZLrTlt3qpsJOsaMGXPdfmVEBwAAAAAULwRKdnDy5EklJyfrwIED8vDwUKdOnfTaa6+pZMmSunTpkjZv3qxZs2bpxIkT8vX1VcuWLTV69Gg5OTlZ65gzZ44SExPVokULOTg4qFOnTpo8ebJ1/8WLF7Vjxw6dPXtWkrRp0yatXbtWkqyLHefYs2eP9Vb17u7uKlu2rBo0aKAKFSpo4sSJevHFF9WnTx9t3LhRx44dU2xsrDIzM+Xp6anHHntMr7766m3usVsvMjKywLBj5syZubbVqVNHy5YtM3XM9UZ49OrVS7169SqoqQAAAAAAFHsESnbQpUuXfO+k5OLiYr1bUEE8PDw0d+7cfPdfOzrjegHK1caPH6/x48dbv796qtG8efNuqA4AAHD7cfexgnH3MQAA7OfumGcDAAAAAAAAuyFQAgAAAAAAgClMebuHxcXFWe+8BQDAzWIaVsGYhgUAAO5GjFACAAAAAACAKQRKAAAAAAAAMIUpbwCAuxZTsQrGVCwAAADcLAIlALAzQo7rI+gAAAAAirdiESi99957Gj9+vDIyMhQSEqJ33nlHTZo0ybf8559/rldeeUV79+5VQECA3njjDbVu3dq63zAMjRgxQtOmTdOJEycUERGhKVOmKCAgwB6XA9yxCDoKRsgBAAAAAFcUeaD06aefKikpSVOnTlXTpk01adIkRUdHa8eOHapUqVKu8qtXr1b37t2VkpKitm3bau7cuerQoYM2bdqkoKAgSdK4ceM0efJkzZo1SzVq1NArr7yi6Oho/fLLL3J2drb3JaKQCDmuj6ADAAAAAGBPRR4oTZw4Ub169VJ8fLwkaerUqfrmm280ffp0vfTSS7nKv/3224qJidHgwYMlSaNHj9ayZcv07rvvaurUqTIMQ5MmTdKwYcPUvn17SdLs2bPl5eWlRYsWqVu3bres7QQdBSPkAAAAAADg7lSkgdKFCxe0ceNGJScnW7c5ODgoKipKaWlpeR6TlpampKQkm23R0dFatGiRJGnPnj3KyMhQVFSUdb+7u7uaNm2qtLS0PAOl8+fP6/z589bvT548KUnKysoqsP2n/r58nSu8t12v/24U/Xx99LV90M/2Q1/bB/1sH7eqnyX6+np4TtvHrerns2fp5+uhr+2DfrYf+to+rtfPOfsNwyjUeYo0UDp69KguX74sLy8vm+1eXl769ddf8zwmIyMjz/IZGRnW/Tnb8itzrZSUFL366qu5tletWvXGLgR5S3Ev6hbcO+hr+6Cf7Ye+tg/62T7oZ/uhr+2Dfrab+Dj62h7oZ/uhr+3jRvv51KlTcne/+Z9JkU95Kw6Sk5NtRj1lZ2fr+PHjqlChgiwWSxG27MZlZWWpatWq+uOPP+Tm5lbUzbmr0df2QT/bB/1sP/S1fdDP9kNf2wf9bD/0tX3Qz/ZBP9vPndjXhmHo1KlT8vX1LVQ9RRooeXp6ytHRUZmZmTbbMzMz5e3tnecx3t7eBZbP+TczM1M+Pj42ZRo0aJBnnU5OTnJycrLZVq5cOXMXU0y4ubndMU/iOx19bR/0s33Qz/ZDX9sH/Ww/9LV90M/2Q1/bB/1sH/Sz/dxpfV2YkUk5HG5BO25aqVKl1KhRIy1fvty6LTs7W8uXL1d4eHiex4SHh9uUl6Rly5ZZy9eoUUPe3t42ZbKysrR27dp86wQAAAAAAMCNK/Ipb0lJSerZs6fCwsLUpEkTTZo0SWfOnLHe9S02NlaVK1dWSkqKJGnAgAFq3ry53nzzTbVp00bz58/Xhg0b9OGHH0qSLBaLBg4cqDFjxiggIEA1atTQK6+8Il9fX3Xo0KHIrhMAAAAAAOBu4Thy5MiRRdmAoKAglStXTq+99pomTJggSZozZ44CAwMlSW+//bZKlChhDYOqVq2qunXravz48Ro7dqwyMzP10UcfKSIiwlpnRESEzp49q5EjR+qdd96Rt7e35s2bl2uh7ruNo6OjIiMjVaJEkeeEdz362j7oZ/ugn+2HvrYP+tl+6Gv7oJ/th762D/rZPuhn+7lX+9piFPY+cQAAAAAAALinFOkaSgAAAAAAALjzECgBAAAAAADAFAIlAAAAAAAAmEKghHvCxYsXNXLkSAUEBMjJyUkWi0WTJk2SxWJRXFxcUTcPN2DmzJmyWCyaOXNmUTcFuKV4buN2GzlypCwWi1JTU222WywWRUZG3lDZO1VqaqosFouK+B40dxT6DDeK58qN4fd88RUZGSmLxVLUzbijESjhhmRmZioxMVFNmzaVl5eXnJycVKVKFbVo0UILFixQcV/b/c0339Srr74qX19fvfDCCxoxYoRiYmKKulkoAvziwN0gryAAwK3h5+cnPz+/om4GUCzwerh9+F1ePBEAmnNv3dMON+2PP/7Q7Nmzdf/996tjx47y8PDQkSNH9NVXX6lTp0565plnNG3atKJuZr6+/vprlS1bVsuWLVOpUqUkXRm1tH37drm7uxdx63AjOnbsqPvvv18+Pj5F3RQAuKMkJiaqW7duqlatWlE3BXeAJk2aaPv27fL09CzqpgB3BT7DFl+zZ8/W2bNni7oZdzQCJdyQkJAQ/fXXX3J0dLTZfurUKTVt2lT/+te/NHDgQNWrV6+IWliwQ4cOqUKFCtYwSZJKliypOnXqFGGrYIa7uzvhHwDcBE9PT8IB3LDSpUvz+Qi4hfgMW3zxHy2Fx5S3WyAnaGnbtq3N9vT0dFksFlksFu3cudNmX2RkpFxcXHT+/HlduHBB77zzjqKjo1W1alU5OTmpUqVKeuyxx/Tzzz/nOl92drb+9a9/qUmTJvLw8JCLi4uqVKmidu3a2ax5cPW85tWrV+vhhx+Wq6urKlasqOeee07nzp2TJH3zzTcKDw9XmTJl5OXlpSFDhujSpUs25yxZsmSuMEmSXF1drVPHrr3G4iBnLYg9e/Zo37591p+Hn5+f9u7dm2sNpZwhjgU9clyv3MyZM3Xy5EmVKVMm36AtOztbfn5+Kl++vPXncSPs/Zy7eujnV199paZNm6p06dKqXLmyXnnlFWVnZ0uSZs2apZCQELm4uKhatWoaP358vj+T1NRUzZw5Uw0bNlTp0qWvO+Q3v+GnOcOFMzMz1bNnT3l6esrFxUX3339/nuuFrFixwvp1zuPadbQ2b96sbt26ycfHR6VKlVL16tXVr18/HTt2zKbc1c+h7du3q2PHjqpQoYIsFov27t1r074DBw6oe/fu8vT0VOnSpRUREaH//Oc/kqSVK1eqXbt28vT0lJOTkwICAjRs2LA8/8dkxowZatq0qcqWLauyZcuqadOm+Q7J/eKLL9S8eXNVqlRJzs7O8vX1VVRUlL744osC+1qSRo8eLYvFotmzZ+e5f8GCBbJYLHr55Zdt+jcyMlIHDx7UE088IU9PT7m6uqpNmzbavXu3JGn79u3q0KGDPDw85Orqqscff1yZmZnXbY892fv1dbUvv/xSTZo0UenSpVWxYkU99dRTNv2T874uSStWrMj1nnMnuZHn548//qhWrVrJ19dXTk5O8vLy0oMPPqgPP/xQknT27Fm5urqqVq1a+Z4nODhYLi4uysrKkmT7HjRjxgzVr19fLi4uqlGjhiZPnixJMgxDb775pgIDA+Xs7KyAgIB8Xwt5+e9//yuLxaKnnnoqz/1HjhxRyZIlFRERIUnauHGjEhMTFRQUJHd3d7m4uKh+/foaO3asLl68mOv4nCkop0+f1oABA6z9ExwcrH//+9+5yt+KdZGmT5+u9u3by8/PT87OzvLw8FB0dLR+/PHHG64jOztbFSpUUFBQkM3248ePy8HBQRaLxfq+mCMuLk4Wi0X79u0rdFtWrVqlyMhIubq6qly5curUqZPNaznnPX3fvn02nxmuXiPmXvjMZ891ca73+8/sa0n639T28+fPa+jQoapWrZpcXFzUqFEj6/Pr5MmTSkhIkK+vr5ydnRUeHq5169bleY6tW7eqS5cuqlSpkpycnFSjRg0NHDgw12cCyfxrU5IuXLigiRMnqmHDhipTpoxcXV314IMPavHixTfcj5cuXVJKSopq1aolZ2dn+fv7KyUlRbt3787zc86RI0c0aNAg+fv7y8nJSZ6enurUqZO2bt1qLXMjr4erbdiwQY8++qhcXV3l7u6ujh07Wj8LmXEjbZMkf39/ubq65ju65B//+IcsFot+++03Sbf2s+y1Vq5cqQ4dOliXBalataoee+wxrVq1Kte5pRv7XX7y5Em98cYbat68uXx9fVWqVCn5+voqNjZWu3btMt2v0pXPGC1atFD58uXl7OysoKAgTZgwQZcvX7aW+fjjj2WxWDRq1Kg869i0aZMsFot69Ohh3ZbzvD958qT69u0rHx8flSlTRg899JA2bdok6cp/7v/zn/9UpUqV5OLiopYtW+r333+3eb+53nu0dOVzwVNPPaXAwEDrZ+GwsDDr54JrXf3ZNDY2Vt7e3nJwcLC+f167FEZcXJzi4+MlSfHx8bn+BnzggQdUokQJHT58OM/zxcbGymKxKC0traAfhZVhGJo+fboiIiLk5uam0qVLKywsTNOnT7cpV6w/lxu4JUJDQw03Nzfj0qVL1m0TJ040JBmSjA8//NC6/dy5c4aTk5Px8MMPG4ZhGIcPHzYcHByM5s2bG7179zZefPFFo3PnzoaTk5Ph7OxsrFu3zuZcQ4YMMSQZtWrVMhISEoyXXnrJePLJJ40aNWoYL7/8srXcjz/+aEgyYmJiDGdnZ6N9+/bG888/bzRs2NCQZPTo0cOYP3++4ezsbHTt2tUYNGiQUbt2bUOS8eqrr97QdZ87d84ICQkxLBaL8fvvvxemC2+LH3/80RgxYoTh7u5uuLu7GyNGjDBGjBhhvPXWW8aePXsMSUbPnj2t5X/++WdrmasfvXv3NiQZLi4u1rJ5lRsxYoRRqVIlQ5Lx6aefGoZhGE899ZQhyfjpp59ytW/p0qWGJCMhIcH0tdnzOTdjxgxDkvGPf/zDcHZ2Nrp162bzfHn55ZeNcePGGW5ubsaTTz5p9O/f36hcubIhyZg1a5ZNXSNGjDAkGa1btzZcXFyMbt26GS+++KIxdOjQAq83pw0zZsyw2S7JCAkJMfz9/Y1GjRoZAwcONJ544gnD0dHRKFWqlLFlyxabc1evXt2QZPMzW7hwobXMl19+aTg5OVnbNnjwYKNNmzaGJCMgIMA4fvy4tWzOcygiIsJwc3MzIiIijKSkJKNnz57GwYMHre0LDg42qlWrZjRq1Mh48cUXjaeeesooU6aM4ejoaPTp08ewWCxG+fLljdjYWOOFF14wIiMjDUlGs2bNjPPnz1vP169fP0OSUblyZaN///42/dy/f3+bfnn//fcNSYaPj4/Ru3dvIzk52YiPjzfq1atn9OjRo8C+NgzD2L17t2GxWIxHH300z/0dOnQwJBnbt2+3+VkEBwcbfn5+xv33328kJSUZbdu2NSQZNWvWNLZs2WKUK1fOaNGihfH8889brzPneVmcFMXrq23btkbJkiWN7t27G8nJycbDDz9sSDL8/f2tz7s9e/ZYX0PVq1e3eR7//PPPduiZW+NGnp9ff/219bURFxdnJCcnG88884zRuHFj44EHHrDW1bNnz3zfY9PT0w1JRteuXa3bcvqvffv2hru7uxEbG2vzWpo2bZrx3HP/3969x+V4/38Af911dz5IBxLrzqEwJaJompQmJNpKkuXbHJZYOayvL2Zjxtfhy9bGnPe1ETnr+yVziCI5LYbNoS8abZKKpOTQ6v37o991rav77u6+E5m9n4+Hx0Of6/S5rvtzuj7X5/pc46l58+Y0evRoio6OpqZNmxIAOnLkiEbnV1lZSQ4ODmRubk6PHj1SWh4fH08AaMWKFUREFBUVRXZ2dmKZM2HCBOrUqRMBoHfeeUdpe4VCQXZ2duTp6UkdOnSgDz74gEaNGkXGxsYkk8lo//79kvWFc05NTZWEAyBvb2+N1jU0NKQePXrQ6NGjxXaHmZkZ6ejoUFJSkkbXhYjo7bffJgB0584dMWznzp1i3qpZF9jb21Pr1q3rHRehLeTv70/6+vo0ePBgmj59Og0ePJhkMhnZ2NjQ9evXiYioqKhIZZth1qxZkuvxqrf5hH3NmjWrrp/zmSxfvrzO+k/bvERE5O3tLebxNm3a0IQJE2jUqFFkYGBABgYGlJmZSW5ubuTs7EyxsbE0fPhw0tHRoaZNm9L9+/cl+09PTydjY2OSy+UUFhZG06ZNE/fftm1bKigokKyvbd58/PixeM5dunShmJgYGjduHL322msEgJYuXarRtYyIiBDr2ilTptCECRPIxsaGAgMDldq6165do1atWhEA6tevH3344YcUERFBxsbGZGJiQidPniQizfKDkFaENt3AgQPpww8/JF9fX/EaqfrdaqNp3Ij+KKs2btyotJ+CggLS09OjHj16iGEN2ZatLj4+nmQyGRkbG9OIESNo+vTpNHLkSGrTpg1NnDhRcmyhDatJXX7ixAnS19cnf39/Gj9+PP3973+nwMBA0tXVJUtLS7px44bG15WIaNq0aWIbctSoUTR58mTq3r07AaCQkBBxvdLSUjIxMSEnJyeV+5k0aRIBoO+//14MUygU1KJFC3J3dycXFxeaOHEihYWFifnq8uXLZG9vTz169KDJkyeL6dLR0ZFSUlI0LqOJiPz9/alt27Y0YsQI+sc//kFRUVFi237KlClK8QVAzs7O9Nprr5GrqytNnDiRoqKi6MyZM0T0R3kh2LVrFw0ZMkQsQ6r/NkRE69evJwA0b948pWMVFRWRkZERderUSaPfpLKykoYPHy5ei6ioKIqJiaEOHToQAPrwww/FdV/mdjl3KDWQKVOmEAA6deqUGBYYGEhOTk702muv0fDhw8XwQ4cOEQCaM2cOEVVVJr/99pvSPn/++WcyNTUlPz8/SbilpSXZ2dnRw4cPlba5e/eu+H+hkAcgaWA9ffqUOnfuTDKZjKytrSWNlwcPHlCzZs3I0tKSnj59qrT/O3fu0KxZs+jjjz+mqKgoscJ73o2OZ6VQKEihUEjCVHUoqfLw4UPq1q0byWSY3wOWAAAgAElEQVQy2r59u9p1FyxYIBZAFRUVRER06tQpAkCRkZFK64eEhBAAOnfunFbnQ/Ri05xQEerp6alML8bGxmRraysp8HNyckhfX59cXFwk+xIqUBMTE7pw4YLG56uuQwkAjR8/XrzmRERr164lABQVFSVZv2bFUV1hYSGZm5tTy5YtlSrqxMREAkAffPCBGCakIQD0ySefqNynsDw8PJwqKyvF8PPnz5Oenh4BIBcXFyosLJRsN3/+fAJAixcvJiKiI0eOEADq2LGjpMF77949sTF09OhRMdzNzY309fUlN23Vz1MTXl5epKurS7m5uZLwu3fvkr6+PnXv3l3luU6ePFkSHh0dTQDIwsKC4uPjxfDKykoaOHAgARAr9pdFY+QvALRv3z7JMqEBWD3dEanuCPgz0SR9vvPOO7WWj9XTsNAYjY6OVlrvww8/JAC0Z88eMUwogywtLVWWWU2aNCEnJyfKz88Xl508eZIAUGBgoMbnOHPmTMnDheq6detG+vr6Yp198+ZNSecEUVX+EB5IHDt2TLJMaDwPGTJE0ulcvWFeXUN0KGVnZyudR25uLtnZ2ZGjo6PKa6DKV199pXRdYmJiyMTEhHr27Emenp5i+PXr1wkAjRo1qt5xqd4WWrlypWTZypUrxc7c6lS1Gap71dt8L6JD6eLFiySXy8nV1bXO+k+bvET0Rz3v5eVFpaWlYviWLVvEumjo0KFUXl4uLlu4cCEBoCVLlohhFRUV1LZtW5Vl89///neVaVPbvDljxgwCQB9//LGkjfDgwQPq3r076evriw+oaiPsu0uXLpJ0kpubS82bN1dq677xxhukq6urdE5ZWVlkZmam1G5Tlx+qp7vNmzdLlgmdXImJiWrjX502cbt69SoBoAEDBijtZ+nSpQSAli1bJoY1ZFtWcO7cOdLR0SE7Ozv65ZdfJMsqKyvF305dG7a2uvz+/fuSdC04fPgw6ejo0JgxY1Rup8qBAwfE9Fc9T1RWVtK4ceMIgOQe591331Uq44iIfv/9d2revDnZ2tpK6iwh3deWrywsLGjy5MmSNC60DT/99FOtymhV5X95eTm99dZbpKurSzdv3pQsE/b93nvvKdWzRKrvC2r7vYiqHhJYWlpSmzZtJOdDRLRs2TICIGnrqrN69WoxbtXL4CdPnoidbpmZmWL4y9ou5w6lBrJ7924CQPPnzyeiqgzXpEkTioqKopEjR5Ktra24rlAxVr/5q01gYCDp6+tLEpmlpSU5ODjQ48eP1W4rFPKqehnnzJkjJuCahAasqgz7008/iYlTKJT/9a9/KWWol019O5QqKirEp6nCb1ubHTt2kEwmIzc3N0lhTVT1NNPExISKi4vFsPz8fNLX1yd3d3etz4foxaY5oWBVl15UjWrz9fUlXV1dSeUi3KzULNzqoq4yNjExoZKSEkl4eXk5yeVycnNzk4Sr61ASnjCvX79e5XI3NzeytrYW/xbSkK2traThWDN+urq6Kp8kvf7665IbjeoqKirIxsaGunXrRkR/XGdVDeqNGzcqNWzd3NzIxMREMqJKW6tWrVJqYBP9MbqkZoUJgExNTZVufI4ePUpA1ZPKmmWF8KTn3//+d73j+Tw0Rv6qeSNJRFRSUkIWFhZkbm4u6TB9FTqU6kqfQodSVlaW2n1VVFRQy5YtycrKSnJdKyoqqEWLFmRjY6OyDKqtzAJUP41u06YN2dvba3J6RFR1A6SqE+rSpUsEgIKCgurcx5kzZwgAzZ49WxIuNN5V1dMKhYIsLS0lYQ3RoVQbYeSkpk/LhXZE9c5+Z2dn8vf3p08++YTkcrlYngsPBmorkzWJi9AWcnJykuQhoqo04ujoSDKZTNKBWFeH0qve5nsRHUqxsbG1Xpea9Z+2eUmo52uOKKyoqBAf5NS86czJySEANHLkSDFMqLtUdViUlJSQpaUlGRoaSup/bfJmRUUFNW3aVGXdSET03//+l4C6RylFRkYSANq5c6fSsn/+85+Stu7Zs2dVdoQJhM7S6qO7NelQ6t27d63LVI0aUaU+cfP09CS5XK70cMLDw4P09PQkI8gasi0rEG7M62rD1KdDSR0XFxdycHDQeP3BgwerTPdEVR1XMpmMgoODxbD9+/cTAIqJiZGsu3fvXgJAkyZNkoQL6b62fKWubThy5Eity2hVduzYQQDo22+/lYQDIH19faXRhAJtO5SIiCZPnkwAKCUlRRLetWtXMjAwUNkRqErnzp3JxMSEysrKlJZduHCBAOkopZe1Xc6TcjeQ3r17Q1dXF6mpqZg2bRp+/PFHFBcXw9fXF2VlZVi/fj0uX76Mjh07IjU1FUZGRujRo4e4/blz57Bo0SIcO3YMeXl5SnMmFBYWil8GCAsLw/Lly+Hs7IywsDD4+PjA09MTRkZGKuPWpUsXpTBhX+qW5ebmonXr1pJlzs7OICJUVFTg119/RWJiIj766CMcP34cW7duhVz+aiWpf/zjH9i1axciIyMxbdq0WtfLzMxEREQE7OzssHv3bpiYmEiWR0VFYdy4cdi0aRPGjRsHoOqrAk+fPsXYsWPrFbcXmeYE9UlLFRUVuHPnDlq2bClZ5uHhIfn73LlzSEpKkoQ5ODgovfevipOTE0xNTSVhcrkczZs3x/379+vcXnDy5EkAwKlTp1S+n/748WMUFhaisLBQMsGtq6urZML3muzt7aFQKFTuDwD2798veX9doKenhytXrgCAOLeGqrmmfHx8AFRdQ0FYWBimTp0KZ2dnhIeHw8fHB15eXjA3N5dsGx8fr3SNIiMj4eDggNDQUMTGxmLDhg2YMmWKuDwhIQFyuRzDhw9XioujoyOMjY0lYUIa6dy5s+Q99erLcnNzlfbVmBojf7355ptK8TA1NUWXLl2QlpaG7OxstGvX7vmc8AumSfoMCwvDzp070bNnT4SHh6Nv37548803lSaX1tHRwYgRI7Bo0SLs3bsXQ4YMAQAcOnQIt2/fRkxMjMq6qT7l2alTpzQ+RycnJ3h4eGDfvn2SMiMhIQEAEBERIa779OlTLFu2DJs3b8aVK1dQWlqKqrZgFVX5w8LCQqmOBoBWrVppPHeDNrKzszF//nwcPnwYt27dwpMnTyTLc3NzxXJO1fwqkyZNgoWFBTp16gQbGxtxvqOCggJcvHgRERER8PDwwJw5c5Ceno4BAwaI6whlXH3iIujVqxd0dKRTh+ro6KBXr164evUqzp8/Dz8/P42uxV+lzfc8CfXt/v37cejQIaXl1es/bfJSdTXPV0dHB82aNUNZWZnSRLyq6iJ19a4wb8uBAweQlZUFFxcXcZmmeTMrKwtFRUWws7PDp59+qrR+QUEBAIjXoTbnz58HUDW3S03V55YC/rjud+7cUZlPhWNduXJFaa4zdbp166YU1qpVKwCQtDG+/fZbpXmVgoKC0KVLl3rFLSIiAidOnEBiYiImTpwIALh69SpOnz4tzs1VU0O2ZYV5t/r166e0XUNIS0tDfHw8Tp06hcLCQsl8Z9XbnTdu3FCaR9HCwgKTJk0CUPW7m5iYKM3LIzAyMpKks759+6JFixbYvHkzPv/8c7EOVZfnmjZtWmu+Utc2LCwsBKB5GV1SUoLFixcjKSkJ169fx8OHDyXbqKovW7du3aAfpnj//ffxxRdfYM2aNejbty+AqrkQf/zxR4SHh8PS0hKA+nubsrIy/PTTT7Czs8PChQuVjiHUC9V/l5e1Xf5q3f03InNzc7i5uSEjIwPl5eVITU2FTCaDj4+POFlcamoqFAoFTp8+DW9vb7EgOH78OHx9fQFUFUiOjo4wNTWFTCZDUlISzp8/L2ksffnll2jdujXWrVuHuXPnYu7cuTA0NERoaCiWLFmilGFq3kACEAsGdctUTQQq0NXVhYODA6ZPnw65XI6pU6dizZo1iI6O1uayvdTWrl2LxYsXo0+fPrVO9AYAv/76KwIDAyGTybB7927Y2dkprRMeHo64uDisXbtW7FD65ptvYGpqqjLza+JFprnqx6ypvmmpefPmkr/PnTun1KDy9vbWqENJ1bGF46vqqKnNvXv3AABff/212vUePnwoyWc1z6Wm2pYLHUoZGRnIyMhQu48HDx5AR0cHNjY2Kvcvk8nESYcBIC4uDlZWVlixYgWWLFmCxYsXQy6XIyAgAF988YXY2I2Pj5dMdgtUNZ4dHBxgYWGBQYMGYceOHbh06RJef/11XL9+HcePH8fAgQPRrFkzpbg8j/KmMTRG/qotnQjhxcXFz+NUG4Um6XPo0KFISkrC559/jpUrV+Lrr78Wf4MlS5ZIGv4RERFYtGgREhISxA6lDRs2iMtUqU9arTl5cV0iIiJw+vRpbNmyBRMmTAARYePGjWjatCkCAgLE9UJCQrB79244OTlh2LBhaNasGfT09HD//n18+eWXKtNLbV8Mksvl4uSyDeXatWvw8PDAgwcP4OPjg8DAQJibm4sTmx45ckQSR1U3x5GRkbCwsBAnCd22bRtyc3ORkZEBIoKvry9cXFxgaGgoTsaelpaGdu3aiTem9YmLoCHz11+tzfc8CPXtvHnzNFpf07xUXW3nq+l1EOrU2tKOcONVve4FNM+bwjW4ePEiLl68qHIbAEo3zDUJ7QNVN8w14y4cMzk5GcnJyfU+Zk3qrmn1dti3334rfhxF4ODggC5dutQrbsOGDcOkSZOQkJAgdig9j7IfUJ1HiouLIZPJlB4QNYRt27Zh2LBhMDU1hb+/PxwcHGBsbCxO3F297Xbjxg2lclehUIgdSvfu3cPvv/+usmwWVL+uurq6CA8Px5IlS7B//34EBASgtLQUSUlJeP311+Hm5qa0fX2vq5A+NCmjnz59ij59+uDs2bPo2rUrIiIiYGVlBblcjhs3buC7777Tqvyvrw4dOsDb2xtJSUm4e/curKyssHbtWgCQDBRQd29TVFQEIsKtW7c0/l1e1nY5dyg1IB8fH/zwww84ffo00tLSxKdwQFXPaGpqKhwdHVFeXi552jZv3jw8efIE6enpSk8XTp48KT55EMjlcsTFxSEuLg65ubk4cuQI1q1bh/Xr1yMvLw/79+9//idbTb9+/TB16lSkpaW9Mh1Khw4dQnR0NJycnLBjxw7o6empXK+kpASDBg1Cfn4+du3aha5du6pcz8zMDCNGjMCqVatw7tw5PHz4EJcvX8aYMWOURtZo40WlueehZo94ZGSkRp1Hz5NQsP70009aPZmreS411fa1BCFdxcXF1fkVEXNzc1RWVqKgoECpwsjPzwcRSSoG4as4o0aNwt27d5Geno7ExERs3boVV69exYULF6Crq1vnF1giIiKwY8cObNiwAfPnz6/zifCr5EXnr9rSiRD+Kn1yWNP0OWTIEAwZMgQlJSXIyMjAzp078c0336B///64cuUKLCwsAFSNnu3SpQv27NmD4uJi6OnpYdeuXWjfvj3c3d0b7TzDwsIwZcoUJCQkYMKECTh69Chu3ryJqKgoGBgYAAB++OEH7N69G/7+/khOTpZ8UfXkyZP48ssvGyv6oi+++AJFRUXYsGED3n33XcmycePGKd0gVh9dpYqPjw+2bduG1NRUHD9+HE2aNEHXrl2hq6sLT09PpKam4urVq7h165bSKF5t4yJo6Pz1V23zNRShvnrw4AHMzMzqXF+TvPS84lhb2snLy5OsV9/9BwcH1/oFOE33U1lZicLCQqWHTjXjLhxz6dKl+OCDD+p9zPpS96XJ+sTN0tISAwcORFJSErKystC+fXskJCSgSZMmCAwMbIgoq2VhYQEiwu3bt5VGLz2r2bNnw9DQEGfOnIGjo6Nk2ebNmyV/9+nTR225a25uDplMJo4G0kRERASWLFmChIQEBAQEYMeOHSgrK3tu7T9Nyuj//Oc/OHv2LEaPHi124Ag2b96M7777TuU+6mqn14dQ36xfvx5RUVFITEyEo6OjZESjunsbIb1369YNmZmZGh/3ZWyX69S9CtOU0GA4cOAA0tPTxSdQAODr64u0tDQcPnwYgHT47PXr12FpaanUsCgrKxM/tVgbOzs7DB8+HPv27UO7du2QkpKi1efnG4IwJK62Tpc/m8uXLyMkJATm5ubYs2ePOGyxpoqKCoSFheHChQv417/+hcGDB6vdb1RUFABgzZo1Knux66Mx0tyfnXCzpmrkkvBKQkO/LpKTk6M0CgiA+MpCba8uVCd0VqpqjAlhqoZqA4CVlRWCgoKwZcsW+Pr64tKlS0qfYa3NwIEDYWVlhU2bNqGyshIbN26EmZmZOArkVfai81d6erpSWGlpKc6dOwdzc3O0adNGDNfR0dFq9N3LTJP0aWZmhv79+2P16tWIjIzEnTt3lF4/i4iIwOPHj7F9+3bs2rULpaWlSh0OL5q1tTX69++PkydP4tq1a2LDr3q8hNdrAwICJJ1JgOo00RiEONbM90RU5+hKVYS8dfjwYaSmpsLb21s8d19fX/z444/YtWsXAOXXjeobl4yMDKWRW5WVlTh+/DhkMhlcXV3FcF1d3Trz11+1zddQhPpWeM2pLprkpYamrt59+PAhMjMzYWRkhPbt29dr/x07doS5uTkyMzOfaYSYkHZVpf/jx49L/q5PO0eT/NAQ6tsGE26kExISkJGRgV9++QUhISEwNDRs8DjWJEzfcODAgXptr64uv379Ojp27KjUmXT79m3xk++a6tGjB+7evYurV69qvI2rqytcXFzwn//8ByUlJUhISIBMJsOIESO0OramNCmjayv/gYatL9XdKwjeeecd2NjYYO3atdi2bRuKi4sxZswYjY9hZmaGjh074vLly1pNz/Eytsu5Q6kBeXl5QS6XY8WKFSgpKZE0Lnx8fFBYWIhvvvkGJiYmkiemCoUCRUVFkuGuFRUViIuLE9+fFjx58kSpcgCqKrbS0lLo6ekpvX/aEM6fP6+ysrt37x5mzJgBoCqB/9kVFBRg0KBBKCsrw86dO5UK8eomTZqEvXv34v3335e8x1qbrl27wt3dHRs3bsS2bdvQuXNnpXmEtPUi0tyrRugg/PXXX5WWvffeezAzM8NHH32kcvh5WVmZxo3f6ioqKjBjxgzJ06MLFy6IN81btmxBTk6O0nb3798X53D429/+BqDqVZLqw+uLi4vFobLCOkBVA7jm06ry8nJxSLmmDS09PT0MGzYMOTk5WLRoEa5evYrg4GCNOsH+7F50/kpJSVEabTBv3jzcv38fI0eOlJTtlpaW+O233xriNBuFJunz6NGjKhtz+fn54jrVhYeHQ1dXFxs2bMCGDRsgk8kavUMJ+ONmR2h0tm7dWjKviTDXz7FjxyTbXbx4EfPnz39xEVWjtjguWLAAP//8s9b769ChA2xtbbF7925cvnxZKW9VVFRg8eLF4t8NEZf//e9/WLNmjSRszZo1+N///oeAgADJyA5LS0sUFhaKryWr8iq3+V6E8ePHQy6XIyYmps76T1BXXmpovXr1Qtu2bfH9998jJSVFsmzu3Lm4e/cuhg8frnYORXXkcjmio6Nx8+ZNxMXFqWxn//zzz2KZVxvhBn/OnDmSDsa8vDylEY4eHh7o0aMHEhMTsWXLFqV9VVZWKo3y0yQ/NIT6xA2o6oxv2rQpNm7ciPXr1wN4caM1xo0bB11dXcycOVPpwSER1TkPjbq6XKFQ4Nq1a5KRO48fP0Z0dLTWHZCxsbEAII4KrikvLw+XL19WCo+IiMCjR4/w1Vdf4fDhw/D29sZrr72m1bE1pUkZXVv5f+TIEaVtn4W6ewWBvr4+IiMjcenSJcyYMQN6enpav2kRGxuLsrIyjB07VuVrpr/88ovSmwQvY7ucX3lrQKampnB3d8eJEyego6MDb29vcZnQICooKIC/v79kNE9MTAwOHDgALy8vhIaGwtDQEGlpabh16xb69OkjeTLy6NEj9OrVC05OTujWrRvs7e1RWlqKPXv2IC8vD3Fxcc9l6O8XX3yBPXv2oFevXrC3t4eRkRFu3ryJ5ORkPHz4EEOHDq33XEAvk1mzZiE7Oxvdu3dHamqqOCFodbNnz8bp06exbNkyGBkZwcbGRuXkgcIkg9WNGzcOo0ePBvDso5OAF5PmXjW+vr7Yvn07goODMWDAABgaGsLV1RWBgYGwsbFBYmIihg4dCldXV/Tv3x8dOnTAkydPcOPGDRw5cgRvvPEG9u3bp9UxO3fujGPHjsHd3R1+fn4oKCjAli1bUFlZiejoaKxevRrt27fHwIED0bZtW5SUlCA7OxtHjhxBZGQkVq5cid69eyMmJgZLly6Fs7MzgoODQUTYsWMHfvvtN8TGxqJ3797iMYOCgmBubo6ePXtCoVCgvLwcBw8exKVLlxASEqJykvDaREREYPny5fjkk0/Ev/8KXnT+GjRoEAIDAxESEgIHBwecPHkSqampaNu2LebMmSNZ19fXF1u3bkVQUJD4qtDgwYPRuXPnhr8Qz4Em6XPIkCHIzc2Fl5cXHBwcIJPJcOzYMZw+fRo9e/ZUGuFha2sLPz8/HDhwADo6OuJ2jS0wMBBNmjTB559/jvLycsTGxkqG33t4eMDDwwNbt27F7du30bNnT+Tk5OC///0vAgICnulVmIYybtw4rFu3DsHBwQgNDYWVlRVOnjyJs2fPIiAgQO18J7Xx8fFBYmKi+H+Bh4cHTExMUFBQgPbt2yvNTVLfuPj7+yM2NhZ79+5Fp06dcPHiRezevRvW1tZKN92+vr7IzMzEgAED8Oabb0JfXx+9e/eWlLGvcpvvRXB2dsby5csRHR1dZ/0nqCsvNTQdHR18++238Pf3x8CBAzF06FAoFAqcOHECaWlpaNu2LRYsWPBMx/j0009x9uxZfPXVV0hOTkbv3r3RrFkz3Lp1Cz/99BPOnz+PEydOqJwbReDn54fw8HBs2rQJLi4uCAoKwpMnT7B161b06NEDu3fvlnQ8JiYmwsfHB2FhYYiPj4ebmxuMjIyQk5ODEydOoKCgQNJ5pEl+aCjaxg0ADAwMEBoailWrVmHdunVQKBTPJW6quLi4ID4+HrGxsejUqROCgoKgUCiQl5eHo0ePIiAgAPHx8bVur64uj4mJQUxMDLp27YqQkBD8/vvvOHjwIIgIrq6uWk1P0b9/f3z88cf47LPP0K5dO/Tv3x8KhQJ3797FtWvXkJ6ejrlz56Jjx46S7cLDwzFt2jR8+umnqKysfK7tP03K6MDAQDg4OGDRokX4+eef4ezsjKysLOzZswdvv/12g9WXwocP4uPjUVRUJD5wmDlzpmS9qKgoLF68GLm5uQgODlabT1WJiorCyZMn8d133yEjIwN+fn6ws7PDnTt3cOXKFZw6dQqbNm1Sasu8dO1yjb8HxzQyY8YMAiB+6rQ6JyenWj8/v337dnJzcyNjY2Oytram0NBQun79Ov3tb38jAPTLL78QEdHTp09p4cKF1K9fP2rVqhXp6+tT8+bNqXfv3rRp0ybJp//UffZV3ecQVX0yOCUlhSIiIsjJyYnMzMxILpdT8+bNacCAAbR582atr9OLpuqTp8In34VPqRKReL3V/SP649qq+6fq2j58+JAMDAzIyMiIioqKGuTcnneaI9I+vQhU7UvbT1LXFQeo+eSqqt+9vLycpk6dSvb29iSXy5XSABHRlStXaPTo0aRQKEhfX5+aNm1KLi4uFBsbS6dPnxbXU5WGahLi9+uvv9KwYcPEzwx7enrSgQMHiIjo9OnTFBYWRnZ2dqSnp0fW1tbk5uZG06ZNo8uXL0v29+9//5vc3d3J2NiYjI2Nyd3dXeWnPZcvX06DBw8mhUJBhoaGZGVlRR4eHrRixQrJJ6k15ejoSACoVatWSp91rXmuNam7Ti/i89TP4kXnr6SkJHJ3dycjIyOysrKiyMhIun37ttL+b9++TaGhoWRtbU06OjpqP2/7MtIkfW7evJlCQ0Opbdu2ZGxsTE2aNCFXV1dauHCh+Fn5mhISEsQyeNWqVSrX0bbMEqj6tLCmxowZI8YrKytLaXl+fj6NGjWK7OzsyNDQkFxcXOjrr7+m7OxslXlH3We8VcWztnNWlWdrWzc1NZV69epFZmZmZGFhQQMHDqQzZ87Uu0xfvXo1ASBra2ulzxb369ePAFBUVJTKbbWJS/UyJj09nby9vcnExITMzc3p7bffpqtXryrtv6SkhMaOHUstWrQgXV3dWsuoV7XN9yLLZW3qP6K68xKR+ryqLu/UVodduHCBQkJCyNramvT09EihUNDEiRNVfoZc27xJRPT777/TqlWrqFevXmRubk4GBgZkb29P/fv3pxUrVlBpaanK/VVXXl5On332GbVu3Zr09fWpTZs29M9//pNOnTpFAGjixImS9e/du0czZ84kZ2dnMjIyIlNTU3J0dKTw8HDauXOnZF11+UFdWtGkjaSKNnETHDt2TEwX06dPV7lOQ7Zla0pNTaVBgwaRpaUl6evrU6tWrSg4OJgyMjLUHltdXV5ZWUkrV66kTp06kaGhIdna2tLo0aMpPz+/3vXRwYMHKTAwkGxsbEhPT49sbW3J09OTPvvsM8rJyVG5jZ+fHwEgQ0NDKi4uVrlOffKVkD78/f21KqOzs7MpODiYbGxsxHbw5s2ba02L6u4TiGrPl8nJyWJ7rPo9YE1eXl4EgPbt21frMeqyZcsW8vPzo6ZNm5Kenh61bNmS+vTpQ0uWLFFZzhC9XO1y2f8fjDH2AmRmZsLd3R0RERHisFz2apPJZPD29n6lR30xxhhj7OWzdu1ajB07VhwNxtjLJi0tDT4+Ppg1a5bKNz5eZo8fP0arVq1gamqK7OzsP+0ryM/qr3nWjDUS4UteXKkzxhhjjLGGkJeXpzQv3a1btzB37lzo6upi0KBBjRQzxl5d69atw927dxEVFfWX7UwCeA4lxp67nJwcbNq0CRcvXsTWrVvh7+8PT0/Pxo4WY4wxxhh7BSxYsADJycl488030axZM+Tk5GDPnj0oKZS01pgAAAWUSURBVCnB7Nmzn9tEyoz9FS1YsAAFBQVYtWoVmjVrhvHjxzd2lBoVdygx9pxlZ2dj+vTpMDU1RWBgIFavXt3YUWKMMcYYY6+I/v3749KlS0hOTkZRUREMDQ3RuXNnjB8/HuHh4Y0dPcZeKdOnT4eenh5cXV2xdOlSNGnSpLGj1Kh4DiXGGGOMMcYYY4wxppW/7st+jDHGGGOMMcYYY6xeuEOJMcYYY4wxxhhjjGmFO5QYY4wxxhhjjDHGmFa4Q4kxxhhjjDHGGGOMaYU7lBhjjDHGXjKRkZEICgpq7GgwxhhjjNWKv/LGGGOMMfaSKS4uBhHBwsKisaPCGGOMMaYSdygxxhhjjDHGGGOMMa3wK2+MMcYYY1qorKzE/Pnz0bp1axgZGcHV1RXbt28HAKSlpUEmk+HQoUPo3r07jI2N8cYbbyArK0uyj7lz56JZs2YwMzPDmDFjMG3aNHTp0kVcXvOVtz59+iA2NhZTp06FpaUlbG1tMXv2bMk+79+/jzFjxsDGxgbm5ubw9fXF+fPnn9+FYIwxxthfGncoMcYYY4xpYf78+Vi/fj1WrlyJixcvYvLkyXj33Xdx5MgRcZ2PPvoIS5YsQWZmJuRyOUaNGiUu27hxI+bNm4eFCxfizJkzsLe3x4oVK+o87nfffQcTExOcOnUKixYtwpw5c3Dw4EFx+dChQ5Gfn4/vv/8eZ86cgZubG/r27Yt79+417AVgjDHGGAO/8sYYY4wxprEnT57A0tISKSkp8PT0FMPHjBmDsrIyvP/++/Dx8UFKSgr69u0LANi7dy8CAgLw6NEjGBoaomfPnujevTuWLVsmbu/l5YXS0lKcO3cOQNUIpfv37yMpKQlA1QiliooKpKeni9t4eHjA19cXCxYswLFjxxAQEID8/HwYGBiI67Rr1w5Tp07F+++//1yvC2OMMcb+euSNHQHGGGOMsT+La9euoaysDG+99ZYk/OnTp+jatav4d+fOncX/t2jRAgCQn58Pe3t7ZGVlYfz48ZLtPTw8cPjwYbXHrr5PYb/5+fkAgPPnz6O0tBRWVlaSdR49eoTr169reHaMMcYYY5rjDiXGGGOMMQ2VlpYCAJKTk9GyZUvJMgMDA7HzRk9PTwyXyWQAquZeehbV9ynsV9hnaWkpWrRogbS0NKXt+EtxjDHGGHseuEOJMcYYY0xDr7/+OgwMDJCTkwNvb2+l5ZqMBmrfvj1++OEHjBw5Ugz74Ycfnilebm5uyMvLg1wuh4ODwzPtizHGGGNME9yhxBhjjDGmITMzM8TFxWHy5MmorKyEl5cXiouLkZGRAXNzcygUijr3ERMTg7Fjx6J79+544403sGXLFly4cAFt2rSpd7z8/Pzg6emJoKAgLFq0CE5OTsjNzUVycjLefvttdO/evd77ZowxxhhThTuUGGOMMca08Nlnn8HGxgbz589HdnY2LCws4ObmhhkzZmj0WtuIESOQnZ2NuLg4PH78GKGhoYiMjMTp06frHSeZTIa9e/fio48+wnvvvYeCggLY2tqid+/eaN68eb33yxhjjDFWG/7KG2OMMcZYI3vrrbdga2uLDRs2NHZUGGOMMcY0wiOUGGOMMcZeoLKyMqxcuRL+/v7Q1dVFYmIiUlJScPDgwcaOGmOMMcaYxniEEmOMMcbYC/To0SMEBgbixx9/xOPHj9G+fXvMnDkT77zzTmNHjTHGGGNMY9yhxBhjjDHGGGOMMca0otPYEWCMMcYYY4wxxhhjfy7cocQYY4wxxhhjjDHGtMIdSowxxhhjjDHGGGNMK9yhxBhjjDHGGGOMMca0wh1KjDHGGGOMMcYYY0wr3KHEGGOMMcYYY4wxxrTCHUqMMcYYY4wxxhhjTCvcocQYY4wxxhhjjDHGtMIdSowxxhhjjDHGGGNMK/8Hf+/sZpXotZsAAAAASUVORK5CYII=\n", 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        " ] @@ -8122,7 +8122,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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        " ] diff --git a/notebooks/wasm-engines.py b/notebooks/wasm-engines.py index 8ce2c8b..32ba078 100644 --- a/notebooks/wasm-engines.py +++ b/notebooks/wasm-engines.py @@ -65,7 +65,7 @@ # In[6]: -INTERPRETER_ENGINES = ['life', 'ssvm', 'wagon', 'wasmi', 'vanilla-wabt', 'wabt', 'v8-interpreter', 'wasm3', 'wamr-interp', 'fizzy'] +INTERPRETER_ENGINES = ['life', 'ssvm', 'wagon', 'wasmi', 'vanilla-wabt', 'wabt', 'v8-interpreter', 'wasm3', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm'] COMPILER_ENGINES = ['lifePolymerase', 'wasmtime', 'wavm', 'v8-liftoff', 'v8-turbofan', 'asmble', 'wamr-jit', 'wamr-aot'] wasm_vm_names = INTERPRETER_ENGINES + COMPILER_ENGINES @@ -3271,7 +3271,7 @@ def plotEVMvsWasm(df_evm_vs_wasm, colors=['tab:blue', 'tab:orange'], dodge=False df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul[df_evm_vs_wasm_bn128mul['engine'].isin( ['parity-evm', 'geth-evm', 'evmone', 'cita-evm', - 'ssvm', 'wasmi', 'wabt', 'fizzy', 'wasm3'] + 'ssvm', 'wasmi', 'wabt', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3'] )].copy() df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul.sort_values('time') @@ -3363,7 +3363,7 @@ def plotEVMvsWasm(df_evm_vs_wasm, colors=['tab:blue', 'tab:orange'], dodge=False df_evm_vs_wasm_mul256 = df_evm_vs_wasm_mul256[df_evm_vs_wasm_mul256['engine'].isin( ['parity-evm', 'geth-evm', 'evmone', 'cita-evm', - 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'wasm3'] + 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3'] )].copy() df_evm_vs_wasm_mul256 = df_evm_vs_wasm_mul256.sort_values('time') @@ -3435,7 +3435,7 @@ def plotEVMvsWasm(df_evm_vs_wasm, colors=['tab:blue', 'tab:orange'], dodge=False df_evm_vs_wasm_blake2b = df_evm_vs_wasm_blake2b[df_evm_vs_wasm_blake2b['engine'].isin( ['parity-evm', 'geth-evm', 'evmone', 'cita-evm', - 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'fizzy', 'wasm3'] + 'ssvm', 'wasmi', 'wabt', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3'] )].copy() From 338ebb041b6688e144ed2d542a90846817479dd6 Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Tue, 11 Aug 2020 20:28:54 -0500 Subject: [PATCH 09/11] Include generated script --- notebooks/wasm-engines.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/wasm-engines.py b/notebooks/wasm-engines.py index 32ba078..5886f37 100644 --- a/notebooks/wasm-engines.py +++ b/notebooks/wasm-engines.py @@ -65,7 +65,7 @@ # In[6]: -INTERPRETER_ENGINES = ['life', 'ssvm', 'wagon', 'wasmi', 'vanilla-wabt', 'wabt', 'v8-interpreter', 'wasm3', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm'] +INTERPRETER_ENGINES = ['life', 'ssvm', 'wagon', 'wasmi', 'wabt', 'v8-interpreter', 'wasm3', 'wamr-interp', 'vanilla-wabt', 'fizzy', 'eos-vm'] COMPILER_ENGINES = ['lifePolymerase', 'wasmtime', 'wavm', 'v8-liftoff', 'v8-turbofan', 'asmble', 'wamr-jit', 'wamr-aot'] wasm_vm_names = INTERPRETER_ENGINES + COMPILER_ENGINES @@ -3271,7 +3271,7 @@ def plotEVMvsWasm(df_evm_vs_wasm, colors=['tab:blue', 'tab:orange'], dodge=False df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul[df_evm_vs_wasm_bn128mul['engine'].isin( ['parity-evm', 'geth-evm', 'evmone', 'cita-evm', - 'ssvm', 'wasmi', 'wabt', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3'] + 'ssvm', 'wasmi', 'wabt', 'vanilla-wabt', 'fizzy', 'eos-vm', 'wasm3'] )].copy() df_evm_vs_wasm_bn128mul = df_evm_vs_wasm_bn128mul.sort_values('time') From 764b35a1701e657f0155df96e73bf5cf66e3f213 Mon Sep 17 00:00:00 2001 From: Jose Hugo De la cruz Romero Date: Tue, 11 Aug 2020 20:35:06 -0500 Subject: [PATCH 10/11] Include images generated by the script --- ...ms-rollup-rs-bn128-pairings-all-combos.png | Bin 70500 -> 112226 bytes ...nums-rollup-rs-bn128-pairings-superops.png | Bin 50123 -> 78949 bytes ...up-rs-bn128-pairings-wabt-with-bignums.png | Bin 44227 -> 69166 bytes ...bn128-pairings-with-vs-without-bignums.png | Bin 45749 -> 71145 bytes ...gnums-websnark-bn128-pairings-fasthost.png | Bin 58394 -> 91794 bytes ...gnums-websnark-bn128-pairings-fastmont.png | Bin 68313 -> 109564 bytes ...k-bn128-pairings-startup-and-execution.png | Bin 76985 -> 119558 bytes ...gnums-websnark-bn128-pairings-superops.png | Bin 50158 -> 79192 bytes ...ebsnark-bn128-pairings-v8-with-bignums.png | Bin 60457 -> 97316 bytes ...rollup-rust-vs-websnark-bn128-pairings.png | Bin 33998 -> 53251 bytes images/evm-vs-wasm-bn128mul-huff-rust.png | Bin 46967 -> 71412 bytes images/scout-biturbo-token-all-engines.png | Bin 45727 -> 71435 bytes ...iturbo-token-compilers-vs-interpreters.png | Bin 55277 -> 81468 bytes images/scout-daiquiri-all-engines.png | Bin 41308 -> 63022 bytes images/scout-daiquiri-v8-vs-wabt.png | Bin 50087 -> 75425 bytes ...st-wasm-bn128-two-pairings-all-engines.png | Bin 66935 -> 105406 bytes ...rollup-rust-wasm-bn128-two-pairings-v8.png | Bin 84709 -> 130801 bytes ...ebsnark-bn128-two-pairings-all-engines.png | Bin 92368 -> 149274 bytes ...krollup-websnark-bn128-two-pairings-v8.png | Bin 100928 -> 159625 bytes ...k-secp256k1-verify-72-sigs-all-engines.png | Bin 43739 -> 68679 bytes ...rk-secp256k1-verify-72-sigs-wabt-vs-v8.png | Bin 49204 -> 74733 bytes ...tandalone-blake2b-8415-bytes-compilers.png | Bin 29829 -> 46937 bytes ...pubkeys-verify-sig-compilers-vs-native.png | Bin 32747 -> 50182 bytes ...-jitbomb-guido-fuzzer-find-1-log-scale.png | Bin 25108 -> 38520 bytes ...standalone-jitbomb-guido-fuzzer-find-1.png | Bin 21688 -> 34352 bytes ...-jitbomb-guido-fuzzer-find-2-log-scale.png | Bin 24745 -> 38047 bytes ...rust-bn128-pairings-compiler-vs-native.png | Bin 32204 -> 50391 bytes images/standalone-wabt-all-precompiles.png | Bin 73533 -> 117183 bytes .../standalone-wabt-vs-v8-liftoff-speedup.png | Bin 62829 -> 103938 bytes .../standalone-wasm-interp-bn128-pairings.png | Bin 46051 -> 71974 bytes images/standalone-wasmi-all-precompiles.png | Bin 73163 -> 115553 bytes images/wasm-interp-blake2b-exec.png | Bin 50529 -> 76489 bytes images/wasm-interp-blake2b-fast.png | Bin 56988 -> 86216 bytes images/wasm-interp-blake2b-life-wagon-v8.png | Bin 42105 -> 65451 bytes images/wasm-interp-blake2b.png | Bin 66268 -> 100650 bytes images/wasm-interp-bls12.png | Bin 49045 -> 79206 bytes images/wasm-interp-bn128-add.png | Bin 55986 -> 84305 bytes images/wasm-interp-modexp.png | Bin 53480 -> 82228 bytes ...bsnark-vs-native-bn128-two-pairings-v8.png | Bin 44798 -> 65084 bytes ...st-wasm-native-zkrollup-bn128-pairings.png | Bin 28278 -> 45134 bytes ...k-vs-rust-wasm-zkrollup-bn128-pairings.png | Bin 1324 -> 40955 bytes 41 files changed, 0 insertions(+), 0 deletions(-) diff --git a/images/bignums-rollup-rs-bn128-pairings-all-combos.png b/images/bignums-rollup-rs-bn128-pairings-all-combos.png index 93f3fc725fe8a19196f157b22199ffbcfaaaa284..1a24a45773754ab07803d360bf6264ad2f05201e 100644 GIT binary patch literal 112226 zcmeFZcRZK<-#-2>MT4ZWXBwm;MMg$4N?9RMM%goEW-AS=jLb?xRvF36Oxd!tg+z9; zH{avDKllB+fB$~}`u+2}9*^tlBHr)weZHRKcpk^`JbhG@E>i7c+C?IfsN^rnsFFzA 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