ian_explore.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c2a6fff8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "import prepare as prep\n",
    "from wordcloud import WordCloud\n",
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "15dddfa1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_json('data2.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b1ee4707",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>repo</th>\n",
       "      <th>language</th>\n",
       "      <th>readme_contents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bitcoin/bitcoin</td>\n",
       "      <td>C++</td>\n",
       "      <td>Bitcoin Core integration/staging tree\\n=======...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bitcoinbook/bitcoinbook</td>\n",
       "      <td>AsciiDoc</td>\n",
       "      <td>Code Examples: ![travis_ci](https://travis-ci....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bitcoinj/bitcoinj</td>\n",
       "      <td>Java</td>\n",
       "      <td>image:https://github.com/bitcoinj/bitcoinj/wor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bitcoin/bips</td>\n",
       "      <td>Wikitext</td>\n",
       "      <td>People wishing to submit BIPs, first should pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bitcoinjs/bitcoinjs-lib</td>\n",
       "      <td>TypeScript</td>\n",
       "      <td># BitcoinJS (bitcoinjs-lib)\\n[![Github CI](htt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Bitcoin-com/paperwallet.bitcoin.com</td>\n",
       "      <td>HTML</td>\n",
       "      <td># Bitcoin.com Paper Wallet\\n\\nThe Bitcoin.com ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>rustyrussell/bitcoin-iterate</td>\n",
       "      <td>C</td>\n",
       "      <td>This is some fast code to iterate over bitcoin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>DeFiCh/ain</td>\n",
       "      <td>C++</td>\n",
       "      <td>[![Lint](https://github.com/DeFiCh/ain/actions...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>gcarq/rusty-blockparser</td>\n",
       "      <td>Rust</td>\n",
       "      <td># rusty-blockparser\\n\\n[![Build Status](https:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>rust-bitcoin/rust-wallet</td>\n",
       "      <td>Rust</td>\n",
       "      <td>[![Safety Dance](https://img.shields.io/badge/...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>260 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    repo    language  \\\n",
       "0                        bitcoin/bitcoin         C++   \n",
       "1                bitcoinbook/bitcoinbook    AsciiDoc   \n",
       "2                      bitcoinj/bitcoinj        Java   \n",
       "3                           bitcoin/bips    Wikitext   \n",
       "4                bitcoinjs/bitcoinjs-lib  TypeScript   \n",
       "..                                   ...         ...   \n",
       "255  Bitcoin-com/paperwallet.bitcoin.com        HTML   \n",
       "256         rustyrussell/bitcoin-iterate           C   \n",
       "257                           DeFiCh/ain         C++   \n",
       "258              gcarq/rusty-blockparser        Rust   \n",
       "259             rust-bitcoin/rust-wallet        Rust   \n",
       "\n",
       "                                       readme_contents  \n",
       "0    Bitcoin Core integration/staging tree\\n=======...  \n",
       "1    Code Examples: ![travis_ci](https://travis-ci....  \n",
       "2    image:https://github.com/bitcoinj/bitcoinj/wor...  \n",
       "3    People wishing to submit BIPs, first should pr...  \n",
       "4    # BitcoinJS (bitcoinjs-lib)\\n[![Github CI](htt...  \n",
       "..                                                 ...  \n",
       "255  # Bitcoin.com Paper Wallet\\n\\nThe Bitcoin.com ...  \n",
       "256  This is some fast code to iterate over bitcoin...  \n",
       "257  [![Lint](https://github.com/DeFiCh/ain/actions...  \n",
       "258  # rusty-blockparser\\n\\n[![Build Status](https:...  \n",
       "259  [![Safety Dance](https://img.shields.io/badge/...  \n",
       "\n",
       "[260 rows x 3 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "03809f94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Python              54\n",
       "JavaScript          35\n",
       "C++                 26\n",
       "Java                18\n",
       "C                   15\n",
       "PHP                 14\n",
       "Go                   8\n",
       "HTML                 8\n",
       "C#                   8\n",
       "TypeScript           7\n",
       "Rust                 6\n",
       "Jupyter Notebook     6\n",
       "Shell                5\n",
       "CSS                  5\n",
       "Kotlin               3\n",
       "Ruby                 3\n",
       "CoffeeScript         2\n",
       "Dockerfile           2\n",
       "Dart                 2\n",
       "Scala                2\n",
       "Objective-C          2\n",
       "Markdown             2\n",
       "AsciiDoc             1\n",
       "VHDL                 1\n",
       "Swift                1\n",
       "Wikitext             1\n",
       "Haskell              1\n",
       "Groovy               1\n",
       "Vue                  1\n",
       "Nix                  1\n",
       "Assembly             1\n",
       "Name: language, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
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   ],
   "source": [
    "df['language']!= 'Python') & (df['language'] != 'JavaScript') & (df['language'] !)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a2b2567",
   "metadata": {},
   "outputs": [
    {
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       " 'second_edition_print_1httpsgithubcombitcoinbookbitcoinbookreleasestagsecond_edition_print_1',\n",
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       " 'build',\n",
       " 'statuslinkhttpsgithubcombitcoinjbitcoinjactions',\n",
       " 'imagehttpsgitlabcombitcoinjbitcoinjbadgesmasterpipelinesvggitlab',\n",
       " 'build',\n",
       " 'statuslinkhttpsgitlabcombitcoinjbitcoinjpipelines',\n",
       " 'imagehttpscoverallsioreposbitcoinjbitcoinjbadgepngbranchmastercoverage',\n",
       " 'statuslinkhttpscoverallsiorbitcoinjbitcoinjbranchmaster',\n",
       " 'imagehttpskiwiirccombuttonsircfreenodenetbitcoinjpngvisit',\n",
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       " 'android',\n",
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       " 'compiles',\n",
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       " 'bytecode',\n",
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       " 'javafxbased',\n",
       " 'wallettemplate',\n",
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       " 'httpsgithubcomgoogleprotobufgoogle',\n",
       " 'protocol',\n",
       " 'buffer',\n",
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       " 'serialization',\n",
       " 'hardware',\n",
       " 'communication',\n",
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       " 'started',\n",
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       " 'jdk',\n",
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       " 'jdk',\n",
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       " 'assemble',\n",
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       " 'using',\n",
       " 'ide',\n",
       " 'httpwwwjetbrainscomideadownloadintellij',\n",
       " 'gradle',\n",
       " 'integration',\n",
       " 'builtin',\n",
       " 'free',\n",
       " 'community',\n",
       " 'edition',\n",
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       " 'bitcoinj',\n",
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       " 'includes',\n",
       " 'commandline',\n",
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       " 'tool',\n",
       " 'wallettool',\n",
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       " 'create',\n",
       " 'manage',\n",
       " 'bitcoinjbased',\n",
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       " 'keychain',\n",
       " 'spv',\n",
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       " 'commandline',\n",
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       " 'bitcoinjwallettoolinstalldist',\n",
       " 'run',\n",
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       " 'without',\n",
       " 'parameter',\n",
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       " 'help',\n",
       " 'operation',\n",
       " 'wallettoolbuildinstallwallettoolbinwallettool',\n",
       " 'create',\n",
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       " 'wallet',\n",
       " 'file',\n",
       " 'bitcoinjbitcoinjtestwallet',\n",
       " 'would',\n",
       " 'use',\n",
       " 'mkdir',\n",
       " 'bitcoinj',\n",
       " 'wallettoolbuildinstallwallettoolbinwallettool',\n",
       " 'nettestnet',\n",
       " 'wallethomebitcoinjbitcoinjtestwallet',\n",
       " 'create',\n",
       " 'sync',\n",
       " 'newly',\n",
       " 'created',\n",
       " 'wallet',\n",
       " 'bitcoinjbitcoinjtestwallet',\n",
       " 'test',\n",
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       " 'wallettoolbuildinstallwallettoolbinwallettool',\n",
       " 'nettestnet',\n",
       " 'wallethomebitcoinjbitcoinjtestwallet',\n",
       " 'sync',\n",
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       " 'state',\n",
       " 'wallet',\n",
       " 'bitcoinjbitcoinjtestwallet',\n",
       " 'test',\n",
       " 'net',\n",
       " 'would',\n",
       " 'use',\n",
       " 'wallettoolbuildinstallwallettoolbinwallettool',\n",
       " 'nettestnet',\n",
       " 'wallethomebitcoinjbitcoinjtestwallet',\n",
       " 'dump',\n",
       " 'note',\n",
       " 'instruction',\n",
       " 'macoslinux',\n",
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       " 'wallettoolbuildinstallwallettoolbinwallettoolbat',\n",
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       " 'ready',\n",
       " 'httpsbitcoinjgithubiogettingstartedfollow',\n",
       " 'tutorial',\n",
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       " 'snapshot',\n",
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       " 'building',\n",
       " 'apps',\n",
       " 'official',\n",
       " 'release',\n",
       " 'bitcoinj',\n",
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       " 'httpsbitcoinjgithubiogettingstartedtutorial',\n",
       " 'want',\n",
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       " 'test',\n",
       " 'app',\n",
       " 'httpsjitpackiojitpackpowered',\n",
       " 'build',\n",
       " 'latest',\n",
       " 'master',\n",
       " 'release015',\n",
       " 'branch',\n",
       " 'bitcoinj',\n",
       " 'follow',\n",
       " 'dynamicallygenerated',\n",
       " 'instruction',\n",
       " 'branch',\n",
       " 'following',\n",
       " 'correct',\n",
       " 'link',\n",
       " 'httpsjitpackiobitcoinjbitcoinjmastersnapshotmaster',\n",
       " 'branch',\n",
       " 'httpsjitpackiobitcoinjbitcoinjrelease015snapshotrelease015',\n",
       " 'branch',\n",
       " 'people',\n",
       " 'wishing',\n",
       " 'submit',\n",
       " 'bips',\n",
       " 'first',\n",
       " 'propose',\n",
       " 'idea',\n",
       " 'document',\n",
       " 'httpslistslinuxfoundationorgmailmanlistinfobitcoindev',\n",
       " 'bitcoindevlistslinuxfoundationorg',\n",
       " 'mailing',\n",
       " 'list',\n",
       " 'emnotem',\n",
       " 'assign',\n",
       " 'number',\n",
       " 'read',\n",
       " 'hrefbip0002mediawikibip',\n",
       " '2a',\n",
       " 'full',\n",
       " 'process',\n",
       " 'discussion',\n",
       " 'please',\n",
       " 'open',\n",
       " 'pr',\n",
       " 'copyediting',\n",
       " 'acceptance',\n",
       " ...]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "content = prep.clean_text(' '.join(df[df']))\n",
    "    \n",
    "content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "20574779",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bitcoin        568\n",
       "transaction    272\n",
       "api            219\n",
       "version        203\n",
       "install        201\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count = pd.Series(content).value_counts()\n",
    "word_count.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "aa1937f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "word_count.sort_values(ascending=False).head(10).plot.bar(figsize=(16, 9))\n",
    "plt.title('Most common words in READMEs')\n",
    "plt.ylabel('Count')\n",
    "plt.xlabel('Most common words')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7789df22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    (bitcoin, transaction)\n",
       "1        (transaction, api)\n",
       "2            (api, version)\n",
       "3        (version, install)\n",
       "4            (install, run)\n",
       "dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitcoin_bigrams = pd.Series(nltk.ngrams(word_count.index, 2))\n",
    "bitcoin_bigrams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3bdf4d68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(bitcoin, transaction)                                                                                          1\n",
       "(035214357, 2259)                                                                                               1\n",
       "(tcp1270013456, srcdocsimagessamplejpg)                                                                         1\n",
       "(srcdocsimagessamplejpg, customize)                                                                             1\n",
       "(customize, inmemory)                                                                                           1\n",
       "(inmemory, streaming)                                                                                           1\n",
       "(streaming, slim)                                                                                               1\n",
       "(slim, srcdocsimagesiconjpg)                                                                                    1\n",
       "(srcdocsimagesiconjpg, srchttpsopencollectivecombitcoinkitsponsor9avatarsvga)                                   1\n",
       "(srchttpsopencollectivecombitcoinkitsponsor9avatarsvga, hrefhttpsopencollectivecombitcoinkitsponsor9website)    1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_bitcoin_bigrams = bitcoin_bigrams.value_counts().head(10)\n",
    "top_bitcoin_bigrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f7089903",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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