From 2ba749ba9e349909321867dd2b173b0af580e194 Mon Sep 17 00:00:00 2001 From: siddharm Date: Tue, 14 Jul 2020 19:31:12 -0400 Subject: [PATCH] better pie chart --- languages_visualization.ipynb | 224 +++++++++++++++++++++++----------- 1 file changed, 150 insertions(+), 74 deletions(-) diff --git a/languages_visualization.ipynb b/languages_visualization.ipynb index 8fbeb4d..fd98f84 100644 --- a/languages_visualization.ipynb +++ b/languages_visualization.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 152, + "execution_count": 74, "metadata": { "scrolled": true }, @@ -12,87 +12,87 @@ "output_type": "stream", "text": [ " Language Bytes % of total\n", - "1 Ada 89080 0.002528\n", - "2 Arc 236701 0.006716\n", - "3 Assembly 390769 0.011088\n", - "4 Awk 50685 0.001438\n", - "5 Batchfile 207831 0.005897\n", - "7 C 297764330 8.448636\n", - "8 C# 6622473 0.187903\n", - "9 C++ 276736930 7.852013\n", - "11 CMake 3065302 0.086974\n", - "12 CSS 1453041 0.041228\n", - "14 Clean 1016354 0.028838\n", - "15 Common Lisp 406724 0.011540\n", - "17 Cool 153445 0.004354\n", - "18 Cuda 5769862 0.163712\n", - "19 DIGITAL Command Language 273782 0.007768\n", - "20 Dockerfile 70634 0.002004\n", - "22 Emacs Lisp 3499968 0.099307\n", - "26 Forth 141996 0.004029\n", - "27 Fortran 309532751 8.782548\n", - "30 GAP 295327 0.008379\n", - "32 GLSL 13203264 0.374624\n", - "33 Gnuplot 254663 0.007226\n", - "34 Go 986643 0.027995\n", - "35 Groff 858161 0.024349\n", - "38 HTML 99813317 2.832060\n", - "41 IDL 32411674 0.919635\n", - "42 Java 63112064 1.790714\n", - "43 JavaScript 10898020 0.309216\n", - "44 Julia 2090983 0.059329\n", - "46 LLVM 56231 0.001595\n", + "80 Python 315161424 15.648195\n", + "27 Fortran 309532751 15.368724\n", + "7 C 297764330 14.784405\n", + "9 C++ 276736930 13.740366\n", + "90 Ruby 229553970 11.397668\n", + "38 HTML 99813317 4.955867\n", + "42 Java 63112064 3.133600\n", + "97 Shell 61005001 3.028982\n", + "106 TeX 52562719 2.609811\n", + "67 OpenEdge ABL 36927982 1.833525\n", + "41 IDL 32411674 1.609284\n", + "58 Mathematica 28147357 1.397555\n", + "55 Makefile 27826550 1.381626\n", + "69 PLSQL 23696214 1.176549\n", + "89 Roff 22140624 1.099312\n", + "75 PostScript 14221993 0.706141\n", + "32 GLSL 13203264 0.655560\n", + "77 Prolog 12072475 0.599415\n", + "105 Tcl 10949512 0.543658\n", + "43 JavaScript 10898020 0.541102\n", + "73 Perl 10431381 0.517932\n", + "49 Logos 10028602 0.497934\n", + "53 MATLAB 8829612 0.438402\n", + "8 C# 6622473 0.328815\n", + "18 Cuda 5769862 0.286482\n", + "83 R 3555776 0.176549\n", + "22 Emacs Lisp 3499968 0.173778\n", + "11 CMake 3065302 0.152196\n", + "66 Objective-C 2370071 0.117677\n", + "52 M4 2310438 0.114716\n", ".. ... ... ...\n", - "68 PHP 549727 0.015598\n", - "69 PLSQL 23696214 0.672346\n", - "71 Pascal 378522 0.010740\n", - "72 Pawn 246379 0.006991\n", - "73 Perl 10431381 0.295975\n", - "75 PostScript 14221993 0.403529\n", - "77 Prolog 12072475 0.342539\n", - "80 Python 315161424 8.942253\n", - "82 QMake 43991 0.001248\n", - "83 R 3555776 0.100890\n", - "84 RPC 1153068 0.032717\n", - "85 Racket 553460 0.015704\n", - "86 Raku 108528 0.003079\n", - "87 Rebol 38679 0.001097\n", - "89 Roff 22140624 0.628208\n", - "90 Ruby 229553970 6.513265\n", - "92 SQLPL 366510 0.010399\n", - "93 SWIG 341395 0.009687\n", - "94 Scala 331070 0.009394\n", - "97 Shell 61005001 1.730929\n", - "98 Slash 110832 0.003145\n", - "101 Stan 190615 0.005408\n", - "104 TSQL 2142864 0.060801\n", - "105 Tcl 10949512 0.310677\n", - "106 TeX 52562719 1.491392\n", - "107 Tea 46854 0.001329\n", - "111 XS 186732 0.005298\n", - "112 XSLT 993874 0.028200\n", - "113 Yacc 698479 0.019818\n", - "114 eC 77312 0.002194\n", + "33 Gnuplot 254663 0.012644\n", + "72 Pawn 246379 0.012233\n", + "2 Arc 236701 0.011753\n", + "5 Batchfile 207831 0.010319\n", + "101 Stan 190615 0.009464\n", + "111 XS 186732 0.009271\n", + "17 Cool 153445 0.007619\n", + "26 Forth 141996 0.007050\n", + "98 Slash 110832 0.005503\n", + "62 NASL 109278 0.005426\n", + "86 Raku 108528 0.005389\n", + "1 Ada 89080 0.004423\n", + "50 Lua 80438 0.003994\n", + "114 eC 77312 0.003839\n", + "51 M 76872 0.003817\n", + "20 Dockerfile 70634 0.003507\n", + "46 LLVM 56231 0.002792\n", + "4 Awk 50685 0.002517\n", + "61 Module Management System 47219 0.002344\n", + "107 Tea 46854 0.002326\n", + "82 QMake 43991 0.002184\n", + "87 Rebol 38679 0.001920\n", + "29 G-code 34817 0.001729\n", + "79 PureBasic 34165 0.001696\n", + "63 NSIS 33816 0.001679\n", + "99 Smarty 32358 0.001607\n", + "64 Nextflow 30077 0.001493\n", + "37 HCL 29934 0.001486\n", + "76 PowerShell 25041 0.001243\n", + "103 SystemVerilog 20420 0.001014\n", "\n", - "[73 rows x 3 columns]\n" + "[81 rows x 3 columns]\n" ] }, { "data": { "text/plain": [ - "(-1.110578848028546,\n", - " 1.1139979218632445,\n", - " -1.1014136643830632,\n", - " 1.1000673173515745)" + "(-1.1120600430892824,\n", + " 1.1019735196016165,\n", + " -1.110575204285711,\n", + " 1.1005035811564625)" ] }, - "execution_count": 152, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -119,13 +119,21 @@ "#group the rows by languages and sum on the Bytes column\n", "lang = df.groupby('Language', as_index=False)['Bytes'].sum()\n", "\n", + "#filter out largest one --\n", + "# SED files are used in one repository as observation data,\n", + "# not as the actual sed language\n", + "lang = lang[lang['Language'] != \"sed\"] #hmm - not sure why sed takes up such a large %\n", + "lang = lang[lang['Language'] != \"Jupyter Notebook\"]\n", + "#lang = lang[lang['Language'] != \"TeX\"]\n", + "#lang = lang[lang['Language'] != \"Shell\"]\n", + "\n", "#create a new column for the percent that language occupies\n", "lang['% of total'] = lang.Bytes / lang.Bytes.sum() * 100\n", "\n", - "#filtering out some strange data\n", + "#filtering out irrelevant data\n", "lang = lang[lang['% of total'] > 0.001]\n", - "lang = lang[lang['Language'] != \"sed\"] #hmm - not sure why sed takes up such a large %\n", - "lang = lang[lang['Language'] != \"Jupyter Notebook\"]\n", + "\n", + "lang = lang.sort_values(by='% of total', ascending=False)\n", "\n", "print(lang)\n", "\n", @@ -148,10 +156,78 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Language Bytes % of total\n", + "0 Python 315161424 15.648195\n", + "1 Fortran 309532751 15.368724\n", + "2 All other languages, each < 2% of total 308595680 15.322197\n", + "3 C 297764330 14.784405\n", + "4 C++ 276736930 13.740366\n", + "5 Ruby 229553970 11.397668\n", + "6 HTML 99813317 4.955867\n", + "7 Java 63112064 3.133600\n", + "8 Shell 61005001 3.028982\n", + "9 TeX 52562719 2.609811\n" + ] + }, + { + "data": { + "text/plain": [ + "(-1.1120399312891442,\n", + " 1.1015514259751142,\n", + " -1.109602190297354,\n", + " 1.1004572508438013)" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Now, create a pie chart with languages <2% consolidated into one \"Other Languages\" entry\n", + "\n", + "#calculate percent sum\n", + "#calculate bytes sum\n", + "#filter lang dataframe for > 2%\n", + "#create new dataframe row of sum data and append to filtered dataframe\n", + "\n", + "find_sum = lang[lang['% of total'] < 2].sum()\n", + "\n", + "pct_sum = find_sum['% of total']\n", + "bytes_sum = find_sum['Bytes']\n", + "\n", + "new_row = [\"All other languages, each < 2% of total\",\n", + " bytes_sum,\n", + " pct_sum]\n", + "\n", + "most = lang[lang['% of total'] >= 2].reset_index().drop(columns=['index'])\n", + "most.loc[len(most)] = new_row\n", + "most = most.sort_values(by='% of total', ascending=False).reset_index().drop(columns=['index'])\n", + "print(most)\n", + "\n", + "\n", + "fig2, ax2 = plt.subplots()\n", + "ax2.pie(most[most.columns[1]], labels=most[most.columns[0]], autopct='%1.1f%%',\n", + " shadow=True, startangle=90)\n", + "ax2.axis('equal')" + ] } ], "metadata": {