diff --git a/languages_visualization.ipynb b/languages_visualization.ipynb new file mode 100644 index 0000000..8fbeb4d --- /dev/null +++ b/languages_visualization.ipynb @@ -0,0 +1,178 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 152, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "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", + ".. ... ... ...\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", + "\n", + "[73 rows x 3 columns]\n" + ] + }, + { + "data": { + "text/plain": [ + "(-1.110578848028546,\n", + " 1.1139979218632445,\n", + " -1.1014136643830632,\n", + " 1.1000673173515745)" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pd.read_csv('languages.csv')\n", + "\n", + "#drop the unnecesary index column\n", + "df = df.drop(df.columns[0], axis=1)\n", + " \n", + "#cast the Bytes column to int64\n", + "df = df[pd.to_numeric(df.Bytes,errors='coerce').notnull()]\n", + "df.Bytes = df['Bytes'].astype(str).astype(int)\n", + "df.sort_values(by='Bytes', ascending=False)\n", + "\n", + "#group the rows by languages and sum on the Bytes column\n", + "lang = df.groupby('Language', as_index=False)['Bytes'].sum()\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", + "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", + "print(lang)\n", + "\n", + "#Pie chart time!\n", + "fig1, ax1 = plt.subplots()\n", + "ax1.pie(lang[lang.columns[1]], labels=lang[lang.columns[0]], autopct='%1.1f%%',\n", + " shadow=True, startangle=90)\n", + "ax1.axis('equal')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Questions:\n", + "\n", + "1. Why is sed so big\n", + "2. How many files are the bytes spread across (will require more work on the csv)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}