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Let's do some research on lang topic!

Recently I found out about Programming Language DataBase

PLDB

All dataset here

https://pldb.pub/pldb.json

python3 -m venv .venv
. .venv/bin/activate

pip install ipython pandas

ipython3
import pandas as pd

with open("lang/lang.csv") as fd:
    data = []
    for i, line in enumerate(fd.readlines()):
        if i == 0:
            continue
        cols = [x.strip() for x in line.split(" ") if x.strip()]
        if len(cols) > 4:
            cols = [" ".join(cols[:len(cols)-3])] + cols[-3:]
        title, appeared, type_, rank = cols
        data.append(
            {
                "title": title,
                "appeared": int(appeared),
                "type": type_,
                "rank": int(rank),
            }
        )

df = pd.DataFrame(data)

print("New Tech")
new_items = df.sort_values(["appeared", "rank"], ascending=[False, True])
print(new_items[:50].to_string(index=False))

New Tech title appeared type rank TQL 2023 queryLanguage 1747 Scrapscript 2023 pl 2063 SectorC 2023 compiler 4512 Speedie 2022 pl 387 Markwhen 2022 textMarkup 434 PRQL 2022 queryLanguage 436 Djot 2022 textMarkup 612 Jakt 2022 pl 659 Zuo 2022 pl 872 MarkovJunior 2022 pl 895 Melody 2022 pl 967 Mojo 2022 pl 968 Dak 2022 pl 1050 HeLang 2022 pl 1108 Violent ES 2022 pl 1139 erg 2022 pl 1155 Cyber 2022 pl 1167 Pomsky 2022 pl 1374 Uniform eXchange Format 2022 dataNotation 1442 noulith 2022 pl 1454 Goal 2022 pl 1592 Lil 2022 pl 1593 [x]it! 2022 dataNotation 1606 Vely 2022 pl 1620 Mangle 2022 pl 1662 GLMS 2022 pl 1713 Kamby 2022 pl 1836 YESS 2022 protocol 1843 Wing 2022 pl 1874 Pycket 2022 pl 1927 Astatine 2022 pl 2005 JCOF 2022 dataNotation 2056 Fardlang 2022 esolang 2057 Kami 2022 textMarkup 2180 fp 2022 pl 2246 QOIR 2022 binaryDataFormat 2311 Edina 2022 pl 2409 cosh 2022 pl 2415 Cane 2022 musicalNotation 2487 Lesma 2022 pl 2502 Mewl 2022 esolang 2509 Storymatic 2022 pl 2511 Fern 2022 pl 2628 Broccoli 2022 esolang 2722 SQHTML 2022 pl 2790 Jesth 2022 dataNotation 2797 Linked Markdown 2022 textMarkup 2904 EverParse3D 2022 idl 3080 NumPad 2022 editor 3153 Interleaved Notation 2022 pl 3163

print("New Compiler")
compiler = df[df["type"] == "compiler"]
compiler = compiler.sort_values(["appeared", "rank"], ascending=[False, True])
print(compiler[:20].to_string(index=False))

New Compiler title appeared type rank SectorC 2023 compiler 4512 Kefir 2021 compiler 3333 chibicc 2019 compiler 853 Deno 2018 compiler 300 tinygo-compiler 2018 compiler 3309 asterius-compiler 2017 compiler 1140 tarot 2017 compiler 3277 psyche-c 2016 compiler 1667 binaryen 2015 compiler 833 Numba 2012 compiler 482 jsil-compiler 2010 compiler 1090 Roslyn compiler 2009 compiler 707 Xoc 2008 compiler 3416 Stalin 2006 compiler 2154 LuaJIT 2005 compiler 902 polyglot-compiler 2003 compiler 2275 Tiny C Compiler 2001 compiler 719 JAL compiler 2000 compiler 1293 GHC 1992 compiler 2935 python-cl-compiler 1991 compiler 4785

print("New Lang")
df_pl = df[df["type"] == "pl"]
lang = df_pl.sort_values(["appeared", "rank"], ascending=[False, True])
print(lang[:50].to_string(index=False))

New Lang title appeared type rank Scrapscript 2023 pl 2063 Speedie 2022 pl 387 Jakt 2022 pl 659 Zuo 2022 pl 872 MarkovJunior 2022 pl 895 Melody 2022 pl 967 Mojo 2022 pl 968 Dak 2022 pl 1050 HeLang 2022 pl 1108 Violent ES 2022 pl 1139 erg 2022 pl 1155 Cyber 2022 pl 1167 Pomsky 2022 pl 1374 noulith 2022 pl 1454 Goal 2022 pl 1592 Lil 2022 pl 1593 Vely 2022 pl 1620 Mangle 2022 pl 1662 GLMS 2022 pl 1713 Kamby 2022 pl 1836 Wing 2022 pl 1874 Pycket 2022 pl 1927 Astatine 2022 pl 2005 fp 2022 pl 2246 Edina 2022 pl 2409 cosh 2022 pl 2415 Lesma 2022 pl 2502 Storymatic 2022 pl 2511 Fern 2022 pl 2628 SQHTML 2022 pl 2790 Interleaved Notation 2022 pl 3163 Radish 2022 pl 3301 Cish 2022 pl 3524 Verse 2022 pl 3624 Argon 2022 pl 3638 TeaSharp 2022 pl 3649 Blade 2022 pl 3861 Bolin 2022 pl 3862 Cosmos 2022 pl 3869 Gaiman 2022 pl 3887 LinkText 2022 pl 3897 Peridot 2022 pl 3912 Simple Stackless Lisp 2022 pl 3925 SuperForth 2022 pl 3930 MiKe 2022 pl 4334 Qunity 2022 pl 4480 Jule 2021 pl 615 Triton 2021 pl 654 Slope 2021 pl 701 Swallow 2021 pl 1200