From 31d181c2241ca67c6bd4a72a5ff2bc65d7f3d395 Mon Sep 17 00:00:00 2001 From: altunenes Date: Fri, 1 Sep 2023 20:34:25 +0300 Subject: [PATCH] 1.0.7_added analyzer module --- .vscode/settings.json | 5 + Cargo.lock | 2 +- Cargo.toml | 2 +- README.md | 29 +- examples/analyze.rs | 15 + examples/analyze2.rs | 29 + examples/sentiment_title.rs | 15 + examples/sentiment_user.rs | 14 + files/SWNetTR.csv | 49228 ++++++++++++++++++++++++++++++++++ files/stopwords.csv | 635 + src/analyzer/analyzer.rs | 221 + src/analyzer/mod.rs | 1 + src/lib.rs | 2 + 13 files changed, 50194 insertions(+), 4 deletions(-) create mode 100644 .vscode/settings.json create mode 100644 examples/analyze.rs create mode 100644 examples/analyze2.rs create mode 100644 examples/sentiment_title.rs create mode 100644 examples/sentiment_user.rs create mode 100644 files/SWNetTR.csv create mode 100644 files/stopwords.csv create mode 100644 src/analyzer/analyzer.rs create mode 100644 src/analyzer/mod.rs diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..ec17418 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,5 @@ +{ + "rust-analyzer.linkedProjects": [ + ".\\Cargo.toml" + ] +} \ No newline at end of file diff --git a/Cargo.lock b/Cargo.lock index 7c4bb96..ea734ed 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -946,7 +946,7 @@ dependencies = [ [[package]] name = "rustysozluk" -version = "0.1.6" +version = "0.1.7" dependencies = [ "csv", "reqwest", diff --git a/Cargo.toml b/Cargo.toml index fab01bd..f16f980 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -1,6 +1,6 @@ [package] name = "rustysozluk" -version = "0.1.6" +version = "0.1.7" edition = "2021" authors = ["altunenes "] description = "Eksi Sozluk API wrapper" diff --git a/README.md b/README.md index bcb48b7..95afadf 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ ## Description -`RustySozluk` is a Rust library for fetching user entries and thread entries from eksisozluk.com. +`RustySozluk` is a Rust library for fetching user entries and thread entries from eksisozluk.com and analyzing sentiment of entries. With the power of Rust and `tokio` library, it is possible to fetch entries in a thread in a very short time. ## Features @@ -22,6 +22,7 @@ With the power of Rust and `tokio` library, it is possible to fetch entries in a - Fetch entries in a particular thread - Asynchronous API using Rust's `async/await` - Export entries to both `JSON` and `CSV` formats +- Calculate sentiment of entries or get simple frequency of words in entries ## Installation @@ -29,7 +30,7 @@ Add `rustysozluk` to your `Cargo.toml`: ```toml [dependencies] -rustysozluk = "0.1.6" +rustysozluk = "0.1.7" ``` ## Usage @@ -53,6 +54,30 @@ async fn main() -> Result<(), Box> { If you want to fetch entries in a thread, you can simple use `fetch_thread` function just like `fetch_user` function, no need to change anything. + +## Sentiment Analysis + +rustysozluk has "analyzer" module which is used for sentiment analysis. It uses [Sağlam et al., 2019](https://journals.tubitak.gov.tr/cgi/viewcontent.cgi?article=1639&context=elektrik) model to classify entries as positive, negative and give a "Tone" score between -1 and 1. + +here is an example usage: + +```rust +use rustysozluk::tokio; +use rustysozluk::fetch_title; +use rustysozluk::analyzer::analyzer::analyze_sentiment; + +#[tokio::main] +async fn main() -> Result<(), Box> { + let title = "https://eksisozluk1923.com/rust-programlama-dili--5575227"; + let number_of_entries = 4; + let entries = fetch_title(title, number_of_entries).await?; + analyze_sentiment(entries)?; + Ok(()) + +} +``` + + ### Contributing Any kind of contribution is welcome! Feel free to open an issue =) diff --git a/examples/analyze.rs b/examples/analyze.rs new file mode 100644 index 0000000..375f17e --- /dev/null +++ b/examples/analyze.rs @@ -0,0 +1,15 @@ +use rustysozluk::{fetch_user, tokio}; +use rustysozluk::analyzer::analyzer::top_words; + +#[tokio::main] +async fn main() -> Result<(), Box> { + let username = "morgomir"; + let entry_number = 4; + let output_csv = false; + let entries = fetch_user(username, entry_number).await?; + top_words(entries, "files/stopwords.csv", 5,output_csv)?; // stopwords file path, top N words. False means output is not csv. + Ok(()) +} + + + diff --git a/examples/analyze2.rs b/examples/analyze2.rs new file mode 100644 index 0000000..a826a78 --- /dev/null +++ b/examples/analyze2.rs @@ -0,0 +1,29 @@ +//this example is more advanced than analyze.rs. +// Bu örnek, analyze.rs'den daha gelişmiştir. + +use rustysozluk::{fetch_user, tokio}; +use rustysozluk::analyzer::analyzer::{read_stopwords, word_frequencies}; + +#[tokio::main] +async fn main() -> Result<(), Box> { + let username = "morgomir"; + let entry_number = 4; + let entries = fetch_user(username, entry_number).await?; + + let stopwords = read_stopwords("files/stopwords.csv")?; // stopwords file path + + // Count word frequencies in the entries // kelime frekansını çıkart + let word_count: std::collections::HashMap = word_frequencies(entries.iter().map(|e| e.content.clone()).collect(), &stopwords); + + // Sort the HashMap by value (frequency) in descending order // HashMapi azalana göre sırala + let mut word_vec: Vec<(&String, &usize)> = word_count.iter().collect(); + word_vec.sort_by(|a, b| b.1.cmp(a.1)); + + // Display the top 10 most frequent words / en çok kullanılan 10 kelimeyi göster + println!("Top 10 most frequent words:"); + for (idx, (word, freq)) in word_vec.iter().enumerate().take(10) { + println!("{}. {}: {}", idx + 1, word, freq); + } + + Ok(()) +} \ No newline at end of file diff --git a/examples/sentiment_title.rs b/examples/sentiment_title.rs new file mode 100644 index 0000000..2fbf2b0 --- /dev/null +++ b/examples/sentiment_title.rs @@ -0,0 +1,15 @@ +//this example fetches the title and analyzes the sentiment of the entries in the title +//bu örnek başlığı alır ve başlıktaki girdilerin duygu durumunu analiz eder +use rustysozluk::tokio; +use rustysozluk::fetch_title; +use rustysozluk::analyzer::analyzer::analyze_sentiment; + +#[tokio::main] +async fn main() -> Result<(), Box> { + let title = "https://eksisozluk1923.com/rust-programlama-dili--5575227"; // title URL //başlık URL'si + let number_of_entries = 4; // number of entries to fetch //alınacak girdi sayısı + let entries = fetch_title(title, number_of_entries).await?; + analyze_sentiment(entries)?; + Ok(()) + +} \ No newline at end of file diff --git a/examples/sentiment_user.rs b/examples/sentiment_user.rs new file mode 100644 index 0000000..f1fd162 --- /dev/null +++ b/examples/sentiment_user.rs @@ -0,0 +1,14 @@ + +//this example fetches the title and analyzes the sentiment of the entries in the title +//bu örnek başlığı alır ve başlıktaki girdilerin duygu durumunu analiz eder +use rustysozluk::{fetch_user, tokio}; +use rustysozluk::analyzer::analyzer::analyze_sentiment; + +#[tokio::main] +async fn main() -> Result<(), Box> { + let username = "morgomir"; // username //kullanıcı adı + let entry_number = 4; // number of entries to fetch //alınacak girdi sayısı + let entries = fetch_user(username, entry_number).await?; + analyze_sentiment(entries)?; // analyze sentiment //duygu durumunu analiz et + 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+6523,bizzat,0.038570959,1 +6524,bkz,0.063617439,1 +6525,blabbermouth,-0.125,-1 +6526,blaring,-0.1875,-1 +6527,blarney,0.099017439,1 +6528,blastomerli,-0.125,-1 +6529,blastomikozis,-0.25,-1 +6530,blefarit,-0.875,-1 +6531,blefarospazm,-0.5,-1 +6532,blender,0.312767439,1 +6533,blisiu,-0.5,-1 +6534,blister böcegi,-0.125,-1 +6535,blister pas,-0.625,-1 +6536,blogu,-0.01059,-1 +6537,blok,0.07627906,1 +6538,blok mektup,0.161517439,1 +6539,blok sermaye,0.161517439,1 +6540,blokaj,-0.03092,-1 +6541,bloke,0.078187439,1 +6542,blokhavs,0.161517439,1 +6543,bloklu,0.161517439,1 +6544,bloksuzluk,-0.25,-1 +6545,blöf,-0.037422097,-1 +6546,blöfçü,0.061600725,1 +6547,bluz,0.162403657,1 +6548,bo,-0.375,-1 +6549,bo agaç,0.161517439,1 +6550,boa,0.106610207,1 +6551,boca,-0.34184,-1 +6552,boca etme,-0.254010315,-1 +6553,boca etmek,0.052804861,1 +6554,bocala,-0.03777,-1 +6555,bocalama,-0.323189919,-1 +6556,bocalamak,-0.232674875,-1 +6557,bocalayan,0.161517439,1 +6558,bocalayan kimse,0.286517439,1 +6559,bocit,0.264217439,1 +6560,bodoslama,-0.35062,-1 +6561,bodrum,0.054778676,1 +6562,boduç,0.330337439,1 +6563,bodur,-0.118013166,-1 +6564,boduragaç,-0.04167,-1 +6565,bodurluk,-0.08333,-1 +6566,boehm,0.411517439,1 +6567,boffo,0.411517439,1 +6568,boga,0.140647439,1 +6569,bog,-0.39234,-1 +6570,boga,0.140647439,1 +6571,boga burun,-0.5,-1 +6572,boga güresçisi,0.411517439,1 +6573,boga piyasasi,-0.25,-1 +6574,bogak,-0.508627169,-1 +6575,boganak,-0.23425,-1 +6576,bogasi,-0.080177866,-1 +6577,bogaz,-0.135173487,-1 +6578,bogaz agrisi,-0.5,-1 +6579,bogaz gözlü,-0.75,-1 +6580,bogaz hastaligi,-0.625,-1 +6581,bogaz zirhi,-0.125,-1 +6582,bogazini sikmak,-0.329262232,-1 +6583,bogazkesen,-0.39358,-1 +6584,bogazla,-0.1292,-1 +6585,bogazlak,-0.414186025,-1 +6586,bogazlamak,-0.08720223,-1 +6587,bogazlar,-0.625,-1 +6588,bogazlasma,-0.081788989,-1 +6589,bogazlasmak,0.131176342,1 +6590,bogazli,-0.033948314,-1 +6591,bogazlik,0.536517439,1 +6592,bogazsiz,0.051409366,1 +6593,bogma,0.047762439,1 +6594,bogma raki,-0.10914,-1 +6595,bogmaca,-0.375,-1 +6596,bogmak,-0.017665634,-1 +6597,bogmakta,-0.5,-1 +6598,bogucu,-0.091398969,-1 +6599,bogucu gaz,0.286517439,1 +6600,boguculuk,-0.25,-1 +6601,boguk,-0.072691619,-1 +6602,bogukluk,-0.29167,-1 +6603,bogulma,-0.076368735,-1 +6604,bogulmak,-0.116519612,-1 +6605,bogulmus,-0.074648098,-1 +6606,bogum,-0.214217411,-1 +6607,bogumlu,-0.2625,-1 +6608,boguntu,-0.095722583,-1 +6609,bogusma,-0.09597413,-1 +6610,bogusmak,0.132748555,1 +6611,bogusmali,-0.184144549,-1 +6612,bogut,0.094590777,1 +6613,boguyor,-0.25,-1 +6614,bohça,0.107352755,1 +6615,bohçala,-0.44444,-1 +6616,bohem,-0.04167,-1 +6617,bohme,0.411517439,1 +6618,boji,-0.07467,-1 +6619,bok,-0.203795577,-1 +6620,bok etmek,-0.273174687,-1 +6621,bokböcegi,-0.125,-1 +6622,bokkafali,-0.375,-1 +6623,boks,0.323097439,1 +6624,boks eldiveni,-0.125,-1 +6625,boksit,-0.125,-1 +6626,boksitli,-0.125,-1 +6627,boksör,0.392777439,1 +6628,boksör burnu,0.161517439,1 +6629,boksör suratli,0.536517439,1 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+6665,boncuklu,-0.125,-1 +6666,bond kagit,0.411517439,1 +6667,bone,0.107763884,1 +6668,boneta,-0.061579329,-1 +6669,bonfile,0.363787439,1 +6670,bongo,0.202457003,1 +6671,bonjur,0.420137439,1 +6672,bonk,0.119847439,1 +6673,bonkör,0.244641183,1 +6674,bonkörlük,-0.013916412,-1 +6675,bonmarse,0.176019146,1 +6676,bono,-0.14808,-1 +6677,bonservis,0.074394558,1 +6678,bonus,0.286517439,1 +6679,bonzer,0.661517439,1 +6680,boot,-0.5,-1 +6681,bootie,-0.125,-1 +6682,booty,-0.375,-1 +6683,bor,-0.167391475,-1 +6684,bor odasi,-0.375,-1 +6685,bor triflorür,-0.25,-1 +6686,bora,-0.062448897,-1 +6687,borak,-0.130066793,-1 +6688,borali,-0.25,-1 +6689,boran,-0.036596175,-1 +6690,borani,0.349087439,1 +6691,borat,-0.08516,-1 +6692,boratlanmis,-0.25,-1 +6693,borazan,-0.70194,-1 +6694,borcu olan,0.293004733,1 +6695,borcun ertelenmesi,0.536499658,1 +6696,borç,-0.068139169,-1 +6697,borç alan,0.293840253,1 +6698,borç alma,-0.04167,-1 +6699,borç almak,-0.04167,-1 +6700,borç kaydi,-0.25,-1 +6701,borç senedi,0.153977251,1 +6702,borç veren,-0.252765664,-1 +6703,borçlan,-0.40077,-1 +6704,borçlanma,-0.04167,-1 +6705,borçlanmak,-0.081730672,-1 +6706,borçlu,0.317219465,1 +6707,borçluluk,0.078187439,1 +6708,borçluyum,0.070607439,1 +6709,borçsuz,-0.625,-1 +6710,borda,0.104271036,1 +6711,bordo,-0.048914939,-1 +6712,bordro,0.095227439,1 +6713,bordrolu,-0.625,-1 +6714,bordür,0.074647439,1 +6715,borik,-0.88147,-1 +6716,bornoz,0.669487132,1 +6717,borsa,0.157142584,1 +6718,borsa endeksi,0.046717439,1 +6719,borsaci,-0.082725901,-1 +6720,borsaci kemer,-0.25,-1 +6721,boru,-0.100340729,-1 +6722,boru çiçegi,-0.125,-1 +6723,boru döseyici,-0.15358,-1 +6724,boru guan,0.411517439,1 +6725,boru kadar,0.078187439,1 +6726,boru karga,0.536517439,1 +6727,boru sesi,-0.05009,-1 +6728,boruk,0.082685739,1 +6729,borulama,-0.125,-1 +6730,bosin hastaligi,-0.125,-1 +6731,bostan,0.057140026,1 +6732,bostanci,-0.166567241,-1 +6733,bos,-0.130731255,-1 +6734,bos bos,0.161517439,1 +6735,bos bos bakmak,-0.06140625,-1 +6736,bos bögür,0.491657439,1 +6737,bos ciro,-0.25,-1 +6738,bos disari,-0.5,-1 +6739,bos göbekli,0.536517439,1 +6740,bos kafali,-0.198126971,-1 +6741,bos konusma,-0.125,-1 +6742,bos lakirdi,-0.191143198,-1 +6743,bos sözcülük,-0.092978395,-1 +6744,bos sözler,0.161517439,1 +6745,bos verme,-0.186558614,-1 +6746,bos vermek,0.19009863,1 +6747,bos yer,0.095671651,1 +6748,bos yere,-0.382643422,-1 +6749,bos zaman,0.411517439,1 +6750,bosa,-0.22583,-1 +6751,bosa harcamak,-0.20833,-1 +6752,bosal,-0.4107,-1 +6753,bosalim,-0.365162396,-1 +6754,bosalma,-0.274949553,-1 +6755,bosaltici,-0.37468,-1 +6756,bosaltilma,-0.222133222,-1 +6757,bosaltilmamis,0.203187439,1 +6758,bosaltim,-0.306830974,-1 +6759,bosaltma,-0.22518164,-1 +6760,bosaltmak,-0.11279766,-1 +6761,bosama,-0.34091,-1 +6762,bosamak,0.108815038,1 +6763,bosan,-0.11941,-1 +6764,bosanma,-0.152622005,-1 +6765,bosanmak,-0.02406359,-1 +6766,bosanmis,0.286517439,1 +6767,bosbogaz,-0.227649964,-1 +6768,bosbogazlik,-0.04579406,-1 +6769,bosbosbakmak,-0.06140625,-1 +6770,bosdurmak,-0.251469664,-1 +6771,bosgut,-0.029158585,-1 +6772,bosla,0.221297439,1 +6773,boslama,-0.145765798,-1 +6774,boslamak,0.064521351,1 +6775,bosluk,-0.163747331,-1 +6776,bosluk orani,-0.375,-1 +6777,bosluklu,-0.129742071,-1 +6778,bosoturmak,-0.248764327,-1 +6779,bosta,-0.296009974,-1 +6780,bosta olan,-0.125,-1 +6781,bosta olmak,-0.299096975,-1 +6782,bosta sözler,0.161517439,1 +6783,bosu bosuna,-0.405538924,-1 +6784,bosuna,-0.082581784,-1 +6785,bosuna harcama,-0.057360921,-1 +6786,bosver,-0.125,-1 +6787,bosverdim etmek,-0.012670512,-1 +6788,bot,-0.080115198,-1 +6789,botanik,0.319757439,1 +6790,botanik tip,-0.125,-1 +6791,bothrops,0.161517439,1 +6792,botulinun,-0.25,-1 +6793,botülin,-0.25,-1 +6794,botülinüs,-0.25,-1 +6795,bouillabaisse,0.161517439,1 +6796,bovril,-0.25,-1 +6797,boy,0.092648351,1 +6798,boy abdesti,0.195647439,1 +6799,boy bos,0.048005056,1 +6800,boya,0.049269113,1 +6801,boyacilikla,0.072167439,1 +6802,boyacilikta,0.072167439,1 +6803,boyahane,0.495937439,1 +6804,boyala,0.183407439,1 +6805,boyalar,-0.625,-1 +6806,boyali,-0.020342549,-1 +6807,boyam,0.203187439,1 +6808,boyama,0.203187439,1 +6809,boyamak,-0.077610627,-1 +6810,boyanabilen,0.411517439,1 +6811,boyanmamis,-0.5375,-1 +6812,boyanmis,0.467363482,1 +6813,boyar,0.203187439,1 +6814,boyasiz,-0.476610241,-1 +6815,boydas,0.159800277,1 +6816,boydaslik,0.040656996,1 +6817,boykot,-0.162336515,-1 +6818,boykot etmek,-0.017410345,-1 +6819,boyla,-0.56446,-1 +6820,boylam,0.171513992,1 +6821,boylam uzunluk,0.236347439,1 +6822,boylamak,-0.024387628,-1 +6823,boylu,0.096472563,1 +6824,boynu altinda kalsin,0.097547439,1 +6825,boynu bükük,-0.024721383,-1 +6826,boynuz,0.07000626,1 +6827,boynuzla,0.093097439,1 +6828,boynuzlu,0.319687439,1 +6829,boynuzlu puffin,0.161517439,1 +6830,boyoz,0.247417439,1 +6831,boysuz,-0.129156116,-1 +6832,boyu kisalma,-0.039378539,-1 +6833,boyun,0.138911823,1 +6834,boyun agrisi,-0.41667,-1 +6835,boyun atkisi,0.336183545,1 +6836,boyun bagi,0.321484962,1 +6837,boyun egdirmek,0.051827439,1 +6838,boyun egmek,0.092845665,1 +6839,boyun egmemek,0.230996717,1 +6840,boyun egmez,-0.418802322,-1 +6841,boyun egmezlik,-0.625,-1 +6842,boyuna,0.11318816,1 +6843,boyunbagi,0.080750298,1 +6844,boyunca,0.099228898,1 +6845,boyunca ovmak,-0.125,-1 +6846,boyunduruk,-0.092855815,-1 +6847,boyunluk,0.335081313,1 +6848,boyunu asmak,0.119847439,1 +6849,boyut,0.04050346,1 +6850,boyutlu,0.057347439,1 +6851,boyuttakilerin,-0.25,-1 +6852,boyutu,-0.07059,-1 +6853,boz,0.296751685,1 +6854,boza,0.059441066,1 +6855,boza sarisi,-0.10723,-1 +6856,bozabilir,-0.11364,-1 +6857,bozahane,0.282347439,1 +6858,bozan,0.536517439,1 +6859,bozar,-0.00928,-1 +6860,bozca,1,1 +6861,bozca sari,-0.10723,-1 +6862,bozdogan,-0.23382,-1 +6863,bozdugu,-0.625,-1 +6864,bozdur,0.139657439,1 +6865,bozgun,-0.147509984,-1 +6866,bozgun havasi,-0.165133108,-1 +6867,bozguncu,-0.25642708,-1 +6868,bozgunculuk,0.161517439,1 +6869,bozgunluk,-0.132689503,-1 +6870,bozkir,-0.050632715,-1 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almak,0.104386344,1 +13607,ele almamak,-0.160015713,-1 +13608,ele avuca sigmaz,-0.175925852,-1 +13609,ele geçirmek,0.049797581,1 +13610,ele verme,-0.013976785,-1 +13611,ele vermek,-0.308949822,-1 +13612,elebasi,-0.092234918,-1 +13613,elegance,0.911517439,1 +13614,elegimsagma,-0.200441187,-1 +13615,elek,0.04230663,1 +13616,elekçi,-0.178766089,-1 +13617,elektrifikasyon,-0.15668,-1 +13618,elektrigi iletmeyen,-0.624711105,-1 +13619,elektrik,0.091437439,1 +13620,elektrik mühendisi,0.067477439,1 +13621,elektrik sifa,0.161517439,1 +13622,elektrik üreteci,-0.009207281,-1 +13623,elektrikle,-0.1224,-1 +13624,elektriklendirilme,-0.15668,-1 +13625,elektriklendirme,-0.15668,-1 +13626,elektriklenmek,0.159818681,1 +13627,elektro,0.221887439,1 +13628,elektrogitar,0.556747439,1 +13629,elektrokardiyografi,0.221887439,1 +13630,elektrolit,-0.39277,-1 +13631,elektroliz,0.118487439,1 +13632,elektromanyetik,-0.24418,-1 +13633,elektrometre,-0.25,-1 +13634,elektromotor,0.161517439,1 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olmak,-0.11381,-1 +13801,emeklilik,-0.11381,-1 +13802,emeksiz,0.142561848,1 +13803,emeksizce,-0.010001906,-1 +13804,emektar,0.068387693,1 +13805,emektas,0.094175787,1 +13806,emel,0.108141029,1 +13807,emer,0.118747439,1 +13808,emeti,-0.17425,-1 +13809,emfizem,-0.16286,-1 +13810,emici,0.349017439,1 +13811,emici olmayan,-0.5,-1 +13812,emik,-0.02027162,-1 +13813,emilebilir,0.411517439,1 +13814,emilim,-0.07653,-1 +13815,emilion,-0.375,-1 +13816,emilir,0.119847439,1 +13817,emilme,-0.07653,-1 +13818,emin,0.194049609,1 +13819,emin eli,0.661517439,1 +13820,emin olma,0.078187439,1 +13821,emin sey,-0.125,-1 +13822,emin yeterli,0.328187439,1 +13823,eminim,0.099731666,1 +13824,emir,0.062773863,1 +13825,emir almak,-0.035862382,-1 +13826,emircik,0.07826391,1 +13827,emirkulu,0.07127581,1 +13828,emirler,0.273937257,1 +13829,emirname,-0.048588764,-1 +13830,emisyon,-0.25732,-1 +13831,emizle,-0.125,-1 +13832,emlak,-0.10590897,-1 +13833,emlâk,0.2050917,1 +13834,emlakçi,0.120717439,1 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arkadas,0.411517439,1 +13900,en kaliteli,0.786517439,1 +13901,en kötüsü,-0.52273,-1 +13902,en küçük,-0.220751351,-1 +13903,en nitelikli,0.533920441,1 +13904,en önce,0.085717188,1 +13905,en önde,-0.02608,-1 +13906,en önemli,-0.057933543,-1 +13907,en sevdiginiz,0.188037439,1 +13908,en sevilen,0.286517439,1 +13909,en solda,0.161517439,1 +13910,en son sinir,-0.5,-1 +13911,en üst,0.097662609,1 +13912,en üstün kalitede,0.533920441,1 +13913,en yüksek iyi,0.661517439,1 +13914,enamoured,0.786517439,1 +13915,enaniyet,-0.294480691,-1 +13916,enayi,-0.160101423,-1 +13917,enayilik,0.411517439,1 +13918,enba,0.433507439,1 +13919,enbiya,0.433507439,1 +13920,encek,0.151664449,1 +13921,encik,-0.083845414,-1 +13922,encir,-0.10914,-1 +13923,encümen,0.076205944,1 +13924,endam,0.126026553,1 +13925,endamli,0.059094509,1 +13926,endamsiz,-0.115232428,-1 +13927,endarterit,-0.75,-1 +13928,endaze,0.065474514,1 +13929,endeks,0.07226859,1 +13930,endeksle,-0.04923,-1 +13931,endemik,0.229697439,1 +13932,endemik tifüs,-0.125,-1 +13933,ender,0.140028525,1 +13934,ender olmak,0.089596105,1 +13935,enderlik,-0.375,-1 +13936,endermik,-0.125,-1 +13937,enderun,0.179887439,1 +13938,endikatör,-0.027514307,-1 +13939,endirekt,-0.1788,-1 +13940,endise,-0.090628188,-1 +13941,endise etmek,0.127568846,1 +13942,endise verici,-0.43056,-1 +13943,endiselen,-0.13212,-1 +13944,endiselenmek,0.227304774,1 +13945,endiseli,-0.326010119,-1 +13946,endiselilik,-0.136709779,-1 +13947,endisesiz,-0.083834055,-1 +13948,endoderm,0.105797439,1 +13949,endogamik,0.161517439,1 +13950,endojen,0.411517439,1 +13951,endokardit,-0.375,-1 +13952,endokrin,-0.28903,-1 +13953,endokrinoloji,-0.35675,-1 +13954,endometriozis,-0.25,-1 +13955,endometrit,-0.375,-1 +13956,endorfin,0.161517439,1 +13957,endoservisit,-0.625,-1 +13958,endotoksin,-0.375,-1 +13959,endurasyon,-0.125,-1 +13960,endüksiyon,0.171274462,1 +13961,endüktif,0.292197439,1 +13962,endüstri,-0.102629041,-1 +13963,endüstri mühendisi,0.171518385,1 +13964,endüstride,0.043617439,1 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gösterimi,0.161517439,1 +33523,önel,-0.36061,-1 +33524,önelcik,0.363587439,1 +33525,önem,0.094316605,1 +33526,önem kazanmak,-0.025145851,-1 +33527,önem vermeme,-0.186558614,-1 +33528,önem vermemek,0.080777509,1 +33529,önemi,0.333867439,1 +33530,önemi yok,-0.375,-1 +33531,önemini kaybetmek,0.061332424,1 +33532,önemli,0.236571854,1 +33533,önemli modu,0.161517439,1 +33534,önemli ölçüde,0.172877439,1 +33535,önemlilik,0.307347439,1 +33536,önemse,0.180507439,1 +33537,önemseme,0.263324365,1 +33538,önemsemek,0.070283183,1 +33539,önemsememe,-0.190477476,-1 +33540,önemsememek,0.084941531,1 +33541,önemsemeyen,-0.375,-1 +33542,önemsemez,-0.079137099,-1 +33543,önemsenen,0.341483433,1 +33544,önemsenmek,0.060133304,1 +33545,önemsenmemek,0.095289389,1 +33546,önemsenmemis,-0.375,-1 +33547,önemsenmeyen,-0.327855862,-1 +33548,önemsenmiyerek,0.042887871,1 +33549,önemseyerek,0.218689574,1 +33550,önemsiz,-0.095953922,-1 +33551,önemsiz dna,-0.5,-1 +33552,önemsiz kazik,-0.25,-1 +33553,önemsiz sey,0.057347439,1 +33554,önemsizce,-0.126677875,-1 +33555,önemsizligi,0.161517439,1 +33556,önemsizlik,-0.164403164,-1 +33557,önen,-0.02312,-1 +33558,öner,-0.07965,-1 +33559,önerge,-0.161669648,-1 +33560,öneri,0.084548428,1 +33561,önerilebilirlik,-0.25,-1 +33562,önerilemez,-0.5,-1 +33563,önerme,0.038703078,1 +33564,önermek,0.180701037,1 +33565,öngay,-0.18968,-1 +33566,öngel,0.127087439,1 +33567,öngör,0.037837439,1 +33568,öngörerek,0.661517439,1 +33569,öngörme,0.286517439,1 +33570,öngörü,-0.02608,-1 +33571,öngörü sahibi,0.286517439,1 +33572,öngörülebilir,0.286517439,1 +33573,öngörülemeyen,-0.42614,-1 +33574,öngörülemezlik,-0.18182,-1 +33575,öngörülen,0.286517439,1 +33576,öngörülen sey,0.299151213,1 +33577,öngörülmemis,0.161517439,1 +33578,öngörülü,0.303391537,1 +33579,öngörüs,0.080918617,1 +33580,öngörüye,-0.125,-1 +33581,öngörüyoruz,-0.10227,-1 +33582,öngüdü,-0.08055,-1 +33583,öngün,0.0927351,1 +33584,önkosul,0.286517439,1 +33585,önle,-0.22194,-1 +33586,önlem,0.099521569,1 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+33724,öteki,-0.09506263,-1 +33725,öteki dünya,0.18117729,1 +33726,ötekisi,-0.086473027,-1 +33727,ötlegen,-0.04167,-1 +33728,ötme,-0.0625,-1 +33729,ötmek,-0.111342653,-1 +33730,ötrofikasyon,-0.25,-1 +33731,ötüken,-0.22504,-1 +33732,ötümsüz,-0.07727,-1 +33733,ötür,-0.4465265,-1 +33734,ötürü,0.038719305,1 +33735,ötv,-0.42803,-1 +33736,öv,-0.48109,-1 +33737,öven,0.326156027,1 +33738,övgü,0.250866066,1 +33739,övgücü,0.286538272,1 +33740,övgülemek,0.152501655,1 +33741,övgüye,0.599017439,1 +33742,övgüye deger,0.661517439,1 +33743,övme,0.227394833,1 +33744,övmek,0.304655552,1 +33745,övücü,0.287329931,1 +33746,övülmeye,0.661517439,1 +33747,övün,0.076697439,1 +33748,övünç,0.174064921,1 +33749,övünç kaynagi,0.255982834,1 +33750,övünçlü,0.113567019,1 +33751,övünen kimse,0.161517439,1 +33752,övünerek,-0.098869898,-1 +33753,övüngeç,0.101450656,1 +33754,övüngen,-0.066123645,-1 +33755,övüngenlik,0.161517439,1 +33756,övünme,0.078259277,1 +33757,övünmek,0.362605956,1 +33758,övünülen,0.174847439,1 +33759,övünüs,-0.25942,-1 +33760,övüs,0.178442475,1 +33761,öykü,0.094515873,1 +33762,öyküle,0.162607439,1 +33763,öyküleme,0.169915121,1 +33764,öyküler,-0.72944,-1 +33765,öykün,0.072317439,1 +33766,öykünce,0.29878976,1 +33767,öykünme,0.150157439,1 +33768,öykünmeli,0.363607439,1 +33769,öykünücü,-0.375,-1 +33770,öyküsünde,0.286517439,1 +33771,öyle,0.105803263,1 +33772,öyle gelmek,0.106665385,1 +33773,öyle izlenim yaratmak,0.078576576,1 +33774,öylemesine,0.213087871,1 +33775,öylesine,0.13915322,1 +33776,öyleyse,0.26958888,1 +33777,öymen,-0.09239,-1 +33778,öz,0.139436736,1 +33779,öz devim,0.043617439,1 +33780,öz devinim,0.043617439,1 +33781,öz dikeni,-0.15,-1 +33782,öz disiplin,-0.08333,-1 +33783,öz elestiri,0.286517439,1 +33784,öz farkindalik,0.161517439,1 +33785,öz geçmis,0.086780347,1 +33786,öz gerekçe,-0.25,-1 +33787,öz gönül,-0.375,-1 +33788,öz gururu,-0.125,-1 +33789,öz hizmet,0.286517439,1 +33790,öz ilgi,-0.33333,-1 +33791,öz konusma,-0.004160613,-1 +33792,öz maddesi olan,0.499472318,1 +33793,öz olacak,0.161517439,1 +33794,öz saygi,0.782455439,1 +33795,öz saygisi,0.108560455,1 +33796,öz sözler,0.206651513,1 +33797,öz varlik,0.178293784,1 +33798,öz yasam öyküsü,0.396474175,1 +33799,özak,0.405687439,1 +33800,özal,0.205447439,1 +33801,özalp,-0.57857,-1 +33802,özbek,0.167927439,1 +33803,özbekistan,0.187427439,1 +33804,özbeöz,0.078187439,1 +33805,özdek,-0.20833,-1 +33806,özdekçe,0.404253703,1 +33807,özdekçi,0.243872573,1 +33808,özdekçilik,0.119847439,1 +33809,özdeksel,0.212276055,1 +33810,özden,-0.034870284,-1 +33811,özdes,0.052935587,1 +33812,özdesim,-0.54167,-1 +33813,özdesle,-0.06239,-1 +33814,özdeslik,0.175930193,1 +33815,özdevim,0.043617439,1 +33816,özdevimli,-0.125,-1 +33817,özdevinim,0.043617439,1 +33818,özdeyis,0.100297149,1 +33819,öze,-0.025320794,-1 +33820,özek,0.065277439,1 +33821,özeklik,0.103067439,1 +33822,özeksel,0.103067439,1 +33823,özel,0.094406008,1 +33824,özel dedektif,-0.061736521,-1 +33825,özel egitim,-0.375,-1 +33826,özel hayat,0.244847439,1 +33827,özel hüküm,-0.375,-1 +33828,özel olmayan,-0.75,-1 +33829,özel ulak,-0.24557,-1 +33830,özel üniformali,-0.5,-1 +33831,özel vakif,-0.625,-1 +33832,özelemek,0.087376667,1 +33833,özellesmek,0.083370761,1 +33834,özelligi,0.235006439,1 +33835,özellik,0.116286081,1 +33836,özellikle,0.178294201,1 +33837,özellikler,0.13081534,1 +33838,özellikleri,0.158227055,1 +33839,özellikli,-0.051839,-1 +33840,özelliksiz,-0.032841645,-1 +33841,özemek,-0.407904259,-1 +33842,özen,0.096631254,1 +33843,özen göstermek,-0.371798042,-1 +33844,özence,0.286517439,1 +33845,özenci,-0.069693557,-1 +33846,özenç,0.092557439,1 +33847,özendirici,0.199250483,1 +33848,özendirme,0.229197922,1 +33849,özendirmek,0.050127459,1 +33850,özenerek,-0.039602637,-1 +33851,özengen,-0.090364882,-1 +33852,özenilmemis,-0.111727129,-1 +33853,özenis,0.308257439,1 +33854,özenle,0.278999978,1 +33855,özenli,0.137933955,1 +33856,özenlilik,0.067766608,1 +33857,özenme,0.100516066,1 +33858,özenmek,-0.073962585,-1 +33859,özensiz,-0.098972445,-1 +33860,özensizce,-0.151118845,-1 +33861,özensizlik,-0.253396464,-1 +33862,özenti,0.119970757,1 +33863,özentili,0.402913762,1 +33864,özentisiz,-0.084173947,-1 +33865,özerk,-0.025082287,-1 +33866,özerklik,-0.03440431,-1 +33867,özerklik ile,0.286517439,1 +33868,özet,0.059551912,1 +33869,özet genel toplami,0.319655739,1 +33870,özet karar,-0.625,-1 +33871,özet olarak,-0.185939794,-1 +33872,özet rapor,-0.363827904,-1 +33873,özet tedavi,-0.25,-1 +33874,özetin özeti,0.383107439,1 +33875,özetle,0.129809735,1 +33876,özetleme,0.316894055,1 +33877,özetlemek,0.286517439,1 +33878,özetlemeye,0.661517439,1 +33879,özetlenen,0.661517439,1 +33880,özezer,0.411517439,1 +33881,özezerlik,-0.25,-1 +33882,özge,0.093044315,1 +33883,özgeci,0.119724002,1 +33884,özgecil,0.134086363,1 +33885,özgecilik,0.455945541,1 +33886,özgeçmis,-0.187279459,-1 +33887,özgelik,0.102262557,1 +33888,özgen,-0.319034344,-1 +33889,özgidimli,0.136787439,1 +33890,özgörü,-0.04106,-1 +33891,özgü,0.050216807,1 +33892,özgüdil,0.217637439,1 +33893,özgül,-0.045609139,-1 +33894,özgüle,0.205587439,1 +33895,özgülemek,0.110783691,1 +33896,özgüllük,0.244847439,1 +33897,özgülük,0.4633309,1 +33898,özgün,0.071191688,1 +33899,özgünlük,0.074187422,1 +33900,özgür,-0.070209398,-1 +33901,özgür ask,-0.125,-1 +33902,özgür basin,-0.5,-1 +33903,özgür birakarak,0.412185,1 +33904,özgür birakilmis,0.264717016,1 +33905,özgür birakma,-0.142025306,-1 +33906,özgür düsünce,-0.375,-1 +33907,özgür ev,-0.5,-1 +33908,özgür irade,0.349017439,1 +33909,özgür kadin,-0.625,-1 +33910,özgür kilmak,-0.097935153,-1 +33911,özgür ruh,0.411517439,1 +33912,özgürce,0.411517439,1 +33913,özgürcesine,0.411517439,1 +33914,özgürlesmis,0.161517439,1 +33915,özgürlestirici,0.661517439,1 +33916,özgürlestirmek,0.126517439,1 +33917,özgürlügü verilmis,0.277313755,1 +33918,özgürlügünü verme,-0.145524355,-1 +33919,özgürlük,0.075447625,1 +33920,özgürlük hakki,0.661517439,1 +33921,özgürlükçü,0.536517439,1 +33922,özgürlükçülük,0.536517439,1 +33923,özgüven,-0.25,-1 +33924,özisler,0.043617439,1 +33925,özkaynak,0.127427439,1 +33926,özle,0.152077439,1 +33927,özledim,-0.14995,-1 +33928,özlem,0.041412858,1 +33929,özleme,0.074540924,1 +33930,özlemek,0.125477628,1 +33931,özlemi için,0.661517439,1 +33932,özlemle,0.286517439,1 +33933,özlemli,-0.226639313,-1 +33934,özlenen,-0.5,-1 +33935,özlenilen yer,0.49019309,1 +33936,özlenmek,-0.258014585,-1 +33937,özlesmek,0.279185084,1 +33938,özlestirmecilik,0.536517439,1 +33939,özlestirmek,-0.196950761,-1 +33940,özleyen,-0.230527346,-1 +33941,özleyis,-0.372583074,-1 +33942,özlü,0.365829494,1 +33943,özlü anlatim,-0.25,-1 +33944,özlük,0.067005555,1 +33945,özlülük,-0.125,-1 +33946,özlüyordu,0.661517439,1 +33947,özne,0.123234783,1 +33948,öznel,-0.22682161,-1 +33949,öznelciliktir,0.119847439,1 +33950,özofajit,-0.625,-1 +33951,özofajitis,-0.625,-1 +33952,özsever,-0.102851,-1 +33953,özseverlik,0.786517439,1 +33954,özü,0.073517439,1 +33955,özümleme dokusu,0.161452418,1 +33956,özümse,0.452377439,1 +33957,özümsemek,0.143144053,1 +33958,özünde,0.411517439,1 +33959,özünde olma,-0.25,-1 +33960,özünden,-0.227192875,-1 +33961,özünü,0.105527439,1 +33962,özür,-0.272093769,-1 +33963,özür dileme,-0.625,-1 +33964,özür dilemek,-0.125244248,-1 +33965,özür dilemeyen,-0.25,-1 +33966,özür diler,0.286517439,1 +33967,özürlü,-0.328212159,-1 +33968,özürsüz,-0.024304169,-1 +33969,özüt,0.041230093,1 +33970,özvarlik,0.196291585,1 +33971,özvatan,0.554147439,1 +33972,özveren,0.119832576,1 +33973,özveri,0.346665434,1 +33974,özverili,0.2552174,1 +33975,özveriyle,0.159515584,1 +33976,özyapica,0.056906907,1 +33977,özyazi,-0.16879,-1 +33978,özyikim,0.161517439,1 +33979,pablo neruda,0.161517439,1 +33980,pabuç,-0.010948776,-1 +33981,paça,-0.25208,-1 +33982,paçaci,-0.25208,-1 +33983,paçalik,-0.155021175,-1 +33984,paçasiz,-0.25,-1 +33985,paçavra,-0.102179586,-1 +33986,padavra,0.136117439,1 +33987,padisah,0.053454204,1 +33988,padok,0.121747439,1 +33989,pafta,0.107557439,1 +33990,pagan,0.194916385,1 +33991,paget hastaligi,0.161517439,1 +33992,pah,0.194677439,1 +33993,paha,-0.020337934,-1 +33994,paha biçilmez,0.369847439,1 +33995,paha biçilmez seyler,-0.21769762,-1 +33996,pahal,0.193297439,1 +33997,pahalan,-0.14046,-1 +33998,pahali,0.233702909,1 +33999,pahalilandirma,0.157129177,1 +34000,pahalilik,0.4593565,1 +34001,pahaliya,0.525157439,1 +34002,pahaliya mal olmak,0.328966145,1 +34003,pak,0.125258028,1 +34004,pak olmak,0.073769214,1 +34005,paket,-0.07616988,-1 +34006,paket yapmak,0.142076149,1 +34007,paketi,-0.08837,-1 +34008,paketle,0.097207439,1 +34009,paketlenmis,-0.08333,-1 +34010,pakla,-0.03097,-1 +34011,paklanmak,0.119646285,1 +34012,paklik,-0.22735,-1 +34013,pakt,0.071958799,1 +34014,pal,0.393667439,1 +34015,pala,0.176815184,1 +34016,paladyum,0.286517439,1 +34017,palamar,0.068049166,1 +34018,palamut,-0.282060716,-1 +34019,palamut sekilli,0.161517439,1 +34020,palamutla,0.338137439,1 +34021,palan,-0.072329356,-1 +34022,palandöken,0.303657439,1 +34023,palas,0.186607439,1 +34024,palaska,-0.44168432,-1 +34025,palatin,0.096517439,1 +34026,palavra,-0.077288142,-1 +34027,palavra atmak,0.302365609,1 +34028,palavraci,-0.073703155,-1 +34029,palaz,0.077667439,1 +34030,palazla,-0.35336,-1 +34031,palazlasmak,0.160612502,1 +34032,paldir,-0.20202,-1 +34033,paldir küldür,0.136169939,1 +34034,palet,-0.359534688,-1 +34035,paletli,-0.06818,-1 +34036,palgrave,0.161517439,1 +34037,palit,-0.423097517,-1 +34038,palinu,-0.125,-1 +34039,palitika,0.044838563,1 +34040,palladyum,0.286517439,1 +34041,palmat,0.078187439,1 +34042,palmate yaprak,0.286517439,1 +34043,palmitat,0.495457439,1 +34044,palmitik,0.495457439,1 +34045,palmitin,-0.375,-1 +34046,palmiye,0.411517439,1 +34047,palpe,0.494847439,1 +34048,palsi,-0.125,-1 +34049,palsy,-0.75,-1 +34050,palto,-0.016645091,-1 +34051,paltolari,0.286517439,1 +34052,palyaço,-0.07467,-1 +34053,palyaço gibi,0.286517439,1 +34054,palyaçoluk,0.157201744,1 +34055,palyasyon,-0.5,-1 +34056,palyatif,-0.625,-1 +34057,palyos,0.129228124,1 +34058,pampa,-0.141144164,-1 +34059,pamugu,-0.43599,-1 +34060,pamuk,0.224017439,1 +34061,pamuk barutu,0.099017439,1 +34062,pamuk helva,0.161517439,1 +34063,pamuk kadar,0.536517439,1 +34064,pamuk kurdu,-0.375,-1 +34065,pamuk seker,0.161517439,1 +34066,pamuk tas,0.116177439,1 +34067,pamuk tasi,0.116177439,1 +34068,pamukçuk,-0.234920763,-1 +34069,pamukçuk kök,-0.125,-1 +34070,pamuklu,-0.080173192,-1 +34071,pamuklu kumas,0.252787439,1 +34072,pan,0.203187439,1 +34073,panama,0.058502326,1 +34074,panayir,0.147767854,1 +34075,pancar,-0.13147,-1 +34076,pancar gibi,-0.066920501,-1 +34077,pancar sekeri,-0.04167,-1 +34078,pancur,0.055757085,1 +34079,panda,0.143957439,1 +34080,pandeizm,-0.08333,-1 +34081,pandemik,-0.04167,-1 +34082,pandispanya,-0.054315966,-1 +34083,pandomim,0.213225638,1 +34084,pandül,0.260977028,1 +34085,panel,0.085433046,1 +34086,panelist,0.364877439,1 +34087,panelli,-0.125,-1 +34088,panensefalit,0.161517439,1 +34089,panik,-0.249654908,-1 +34090,panik atak,-0.25,-1 +34091,panik bozukluk,-0.75,-1 +34092,panikle,-0.54893,-1 +34093,panjur,0.193425462,1 +34094,panjurlu,-0.5,-1 +34095,pankardit,0.286517439,1 +34096,pankart,-0.070474496,-1 +34097,pankreas,-0.3902,-1 +34098,pankreas ven,0.536517439,1 +34099,pankreatit,-0.75,-1 +34100,pano,-0.067444592,-1 +34101,panoptik,0.161517439,1 +34102,panorama,0.046706019,1 +34103,pansinüzit,-0.625,-1 +34104,pansiyon,0.107958483,1 +34105,pansiyondaki,-0.125,-1 +34106,pansiyoner,0.197008956,1 +34107,pansuman,-0.104011133,-1 +34108,pansumanci,-0.08333,-1 +34109,pantalon,-0.014793992,-1 +34110,panteist,-0.11062,-1 +34111,panteizm,0.203187439,1 +34112,panteon,0.104697439,1 +34113,panter,0.222810803,1 +34114,pantolon,-0.069057,-1 +34115,pantolon manset,-0.125,-1 +34116,pantolonlu,-0.125,-1 +34117,pantufla,-0.04721847,-1 +34118,panzehir,0.037527761,1 +34119,panzehir tasi,0.488447439,1 +34120,panzer,-0.6002915,-1 +34121,papa,0.121457439,1 +34122,papagan,-0.125,-1 +34123,papagangillerden,-0.125,-1 +34124,papalik,0.119847439,1 +34125,papara,-0.183395246,-1 +34126,papatya,0.224757439,1 +34127,papavirusdur,-0.25,-1 +34128,papaz,0.065031376,1 +34129,papaz yahnisi,-0.032097705,-1 +34130,papazliga ait,0.059247439,1 +34131,papazlik,-0.08333,-1 +34132,papel,-0.11725,-1 +34133,papelci,-0.17507551,-1 +34134,papermoon,0.161517439,1 +34135,papilate,-0.5,-1 +34136,papirüs,0.244067439,1 +34137,pappataci ates,-0.25,-1 +34138,papül,-0.125,-1 +34139,papyekuse,0.461657439,1 +34140,papyon,-0.12980034,-1 +34141,papyon kravat,-0.332637425,-1 +34142,par par,0.183183422,1 +34143,para,-0.265379632,-1 +34144,para bakimindan,0.247301886,1 +34145,para disinda,-0.09602,-1 +34146,para emanet,0.286517439,1 +34147,para etmek,-0.247322401,-1 +34148,para getiren,0.661517439,1 +34149,para harcayan,-0.125,-1 +34150,para hirsi,-0.25,-1 +34151,para kutusu,0.088122838,1 +34152,para sandigi,0.088122838,1 +34153,para siskinligi,0.290170362,1 +34154,para temini,0.179427439,1 +34155,para toplama,-0.13465,-1 +34156,parabolik,0.286517439,1 +34157,paraboloit,0.286517439,1 +34158,paraca,0.249748792,1 +34159,paracelsus,-0.25,-1 +34160,paraçol,-0.646065546,-1 +34161,paradigma,-0.06,-1 +34162,paradoks,-0.151522449,-1 +34163,paradoksal,0.349017439,1 +34164,paraf,-0.015621488,-1 +34165,parafili,-0.125,-1 +34166,parafin,-0.11364,-1 +34167,parafin mumu,-0.25,-1 +34168,parafin ölçekli,0.411517439,1 +34169,parafin yagi,0.161517439,1 +34170,parafizden,0.286517439,1 +34171,parafreni,-0.25,-1 +34172,paragöz,-0.016780706,-1 +34173,paragözlük,0.161517439,1 +34174,paragraf,0.129923193,1 +34175,paraka,0.373597439,1 +34176,parala,-0.07796,-1 +34177,paralaks,-0.5,-1 +34178,paralamak,0.057330662,1 +34179,paralanma,-0.13653877,-1 +34180,paralanmak,-0.048408482,-1 +34181,paralel,0.055614937,1 +34182,paralel olmayan,-0.875,-1 +34183,paralellik,0.063671253,1 +34184,parali,-0.018353894,-1 +34185,parali asker,-0.13896,-1 +34186,paralitik,-0.369612515,-1 +34187,paralojizm,-0.125,-1 +34188,parametre,-0.0399,-1 +34189,parametreli,-0.07054,-1 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+kendine +kendini +ki +kim +kime +kimi +kimin +kimisi +l +m +madem +mı +mı +mi +mu +mu +mü +mü +n +nasıl +ne +ne kadar +ne zaman +neden +nedir +nerde +nerede +nereden +nereye +nesi +neyse +niçin +niye +o +on +ona +ondan +onlar +onlara +onlardan +onların +onların +onu +onun +orada +oysa +oysaki +ö +öbürü +ön +önce +ötürü +öyle +p +r +rağmen +s +sana +sekiz +sen +senden +seni +senin +siz +sizden +size +sizi +sizin +son +sonra +ş +şayet +şey +şeyden +şeye +şeyi +şeyler +şimdi +şöyle +şu +şuna +şunda +şundan +şunlar +şunu +şunun +t +tabi +tamam +tüm +tümü +u +ü +üç +üzere +v +var +ve +veya +veyahut +y +ya +ya da +yani +yedi +yerine +yine +yoksa +z +zaten +zira diff --git a/src/analyzer/analyzer.rs b/src/analyzer/analyzer.rs new file mode 100644 index 0000000..e9f4c0d --- /dev/null +++ b/src/analyzer/analyzer.rs @@ -0,0 +1,221 @@ +use std::collections::HashSet; +use std::fs::File; +use std::io::{self, BufRead}; +use std::path::Path; +use std::collections::HashMap; +use crate::parser::Entry; +use csv::Writer; +use csv::Reader; + +/// Reads stopwords from a CSV file and returns them as a HashSet. +/// Each line in the CSV file represents a stopword. +/// Stopwords are commonly used words that are often filtered out before +/// textual data processing. +/// +/// # Arguments +/// +/// * `file_path` - A string slice containing the path to the stopwords CSV file. +/// +/// # Returns +/// +/// A `HashSet` containing the stopwords. +pub fn read_stopwords(file_path: &str) -> io::Result> { + let mut stopwords = HashSet::new(); + let path = Path::new(file_path); + let file = File::open(&path)?; + let reader = io::BufReader::new(file); + + for line in reader.lines() { + let line = line?; + let word: Vec<&str> = line.split(',').collect(); + stopwords.insert(word[0].to_string()); + } + Ok(stopwords) +} + + +/// Preprocesses the given text. +/// The function lowercases the text, removes non-alphabetic characters, +/// and filters out stopwords. +/// +/// # Arguments +/// +/// * `text` - A string slice containing the text to preprocess. +/// * `stopwords` - A reference to a HashSet containing stopwords. +/// +/// # Returns +/// +/// A `String` containing the preprocessed text. +pub fn preprocess_text(text: &str, stopwords: &HashSet) -> String { + text.to_lowercase() + .chars() + .filter(|&c| c.is_alphabetic() || c.is_whitespace()) + .collect::() + .split_whitespace() + .filter(|&word| !stopwords.contains(word)) + .collect::>() + .join(" ") +} + +/// Counts the frequency of each word in the given vector of strings. +/// This function calculates the frequency of each word in the given text entries +/// after preprocessing and returns a HashMap. +/// +/// # Arguments +/// +/// * `entries` - A vector of strings representing the entries to analyze. +/// * `stopwords` - A reference to a HashSet containing stopwords. +/// +/// # Returns +/// +/// A `HashMap` where the keys are words and the values are their frequencies. +pub fn word_frequencies(entries: Vec, stopwords: &HashSet) -> HashMap { + let mut word_count: HashMap = HashMap::new(); + + for entry in entries { + let processed_entry = preprocess_text(&entry, stopwords); + for word in processed_entry.split_whitespace() { + *word_count.entry(word.to_string()).or_insert(0) += 1; + } + } + + word_count +} + + + +/// Analyzes the given entries and displays the top N most frequent words. +/// The function displays the top N most frequent words in the given text entries +/// and has an option to output the result as a CSV file. +/// +/// # Arguments +/// +/// * `entries` - A vector of `Entry` structs representing the entries to analyze. +/// * `stopwords_file` - The path to the stopwords file. +/// * `n` - The number of top frequent words to display. +/// * `output_csv` - A boolean value that determines whether the output should be in CSV format. +/// +/// # Returns +/// +/// A `Result` which is either `Ok(())` if successful, or an `io::Error`. +pub fn top_words(entries: Vec, stopwords_file: &str, n: usize, output_csv: bool) -> io::Result<()> { + let entry_contents: Vec = entries.into_iter().map(|e| e.content).collect(); + let stopwords = read_stopwords(stopwords_file)?; + let word_count = word_frequencies(entry_contents, &stopwords); + let mut word_vec: Vec<(&String, &usize)> = word_count.iter().collect(); + word_vec.sort_by(|a, b| b.1.cmp(a.1)); + + if output_csv { + let mut wtr = Writer::from_path("top_words.csv")?; + wtr.write_record(&["Rank", "Word", "Frequency"])?; + for (idx, (word, freq)) in word_vec.iter().enumerate().take(n) { + wtr.write_record(&[(idx + 1).to_string(), word.to_string(), freq.to_string()])?; + } + wtr.flush()?; + println!("CSV file generated: top_words.csv"); + } else { + println!("Top {} most frequent words:", n); + println!("{:<10} {:<15} {}", "Rank", "Word", "Frequency"); + println!("{}", "-".repeat(30)); + for (idx, (word, freq)) in word_vec.iter().enumerate().take(n) { + println!("{:<10} {:<15} {}", idx + 1, word, freq); + } + } + Ok(()) +} + + +#[derive(Debug)] + pub struct Sentiment { + tone: f32, + polarity: i32, +} + + +/// Reads a sentiment lexicon from a CSV file and returns a HashMap. +/// The function reads a CSV file and returns a HashMap where the keys are words +/// and the values are Sentiment structs containing tone and polarity. +/// +/// # Arguments +/// +/// * `file_path` - A string slice containing the path to the sentiment lexicon CSV file. +/// +/// # Returns +/// +/// A `HashMap` containing the sentiment lexicon. + +pub fn read_sentiment_lexicon(file_path: &str) -> io::Result> { + let mut lexicon = HashMap::new(); + let mut rdr = Reader::from_path(file_path)?; + for result in rdr.records() { + let record = result?; + let word = &record[1]; + let tone_str = &record[2].replace(",", "."); + let tone: f32 = tone_str.parse().map_err(|e| io::Error::new(io::ErrorKind::InvalidData, e))?; + let polarity: i32 = record[3].parse().map_err(|e| io::Error::new(io::ErrorKind::InvalidData, e))?; + lexicon.insert(word.to_string(), Sentiment { tone, polarity }); + } + Ok(lexicon) +} + + +/// Performs sentiment analysis on the given text entries. +/// The function performs sentiment analysis on the given text entries and prints +/// the results in a formatted manner. +/// +/// # Arguments +/// +/// * `entries` - A vector of `Entry` structs representing the entries to analyze. +/// +/// # Returns +/// +/// A `Result` which is either `Ok(())` if successful, or an `io::Error`. + +pub fn analyze_sentiment(entries: Vec) -> io::Result<()> { + let entry_contents: Vec = entries.into_iter().map(|e| e.content).collect(); + + let stopwords_file = "files/stopwords.csv"; + let lexicon_file = "files/SWNetTR.csv"; + + let stopwords = read_stopwords(stopwords_file)?; + let lexicon = read_sentiment_lexicon(lexicon_file)?; + + let mut total_tone: f32 = 0.0; + let mut total_positive_tone: f32 = 0.0; + let mut total_negative_tone: f32 = 0.0; + let mut total_polarity: i32 = 0; + let mut total_positive_polarity: i32 = 0; + let mut total_negative_polarity: i32 = 0; + + for entry in &entry_contents { + let processed_entry = preprocess_text(entry, &stopwords); + for word in processed_entry.split_whitespace() { + if let Some(sentiment) = lexicon.get(word) { + total_tone += sentiment.tone; + total_polarity += sentiment.polarity; + if sentiment.polarity == 1 { + total_positive_tone += sentiment.tone; + total_positive_polarity += 1; + } else if sentiment.polarity == -1 { + total_negative_tone += sentiment.tone; + total_negative_polarity += 1; + } + } + } + } + + println!("+---------------------------------------+"); + println!("| Sentiment Analysis |"); + println!("+---------------------------------------+"); + println!("| Total Tone: {:>10.2} |", total_tone); + println!("| Total Polarity: {:>10} |", total_polarity); + println!("+---------------------------------------+"); + println!("| Positive Tone: {:>10.2} |", total_positive_tone); + println!("| Positive Polarity Count: {:>10} |", total_positive_polarity); + println!("+---------------------------------------+"); + println!("| Negative Tone: {:>10.2} |", total_negative_tone); + println!("| Negative Polarity Count: {:>10} |", total_negative_polarity); + println!("+---------------------------------------+"); + + Ok(()) +} \ No newline at end of file diff --git a/src/analyzer/mod.rs b/src/analyzer/mod.rs new file mode 100644 index 0000000..c0f72eb --- /dev/null +++ b/src/analyzer/mod.rs @@ -0,0 +1 @@ +pub mod analyzer; \ No newline at end of file diff --git a/src/lib.rs b/src/lib.rs index 5e38417..5166168 100644 --- a/src/lib.rs +++ b/src/lib.rs @@ -1,8 +1,10 @@ mod http_client; mod parser; mod exporter; +pub mod analyzer; pub use http_client::fetch_page; pub use parser::{fetch_user, fetch_title}; pub use exporter::export_to_csv; pub use exporter::export_to_json; pub use tokio; +