{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74db7a13",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Terminal Command History Analysis\n",
    "title: \":thinking_face: Terminal Command History Analysis\"\n",
    "date: 2022-07-24T02:51:00-07:00\n",
    "draft: false\n",
    "summary: \"I was curious to see what my most used commands were, so put together a small notebook to run a quick analysis.\"\n",
    "slug: \"terminal-command-history-analysis\"\n",
    "tags: [\"jupyter\", \"notebook\", \"analysis\", \"python\", \"cli\", \"command line\"]\n",
    "comments: true\n",
    "preview: \"jupyter_thumb.png\"\n",
    "<!--eofm-->"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e7968ca2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Terminal Command History Analysis\n",
       "\n",
       "To use, first run this command in your terminal and get your history (without line numbers)\n",
       "```\n",
       "history | cut -c 8- > ~/history.txt\n",
       "```\n",
       "\n",
       "Copy it to the same folder as this notebook\n",
       "```\n",
       "cp ~/history.txt ~/jupyter/command_analysis/history.txt\n",
       "```\n",
       "\n",
       "Run the rest of this notebook\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%markdown\n",
    "# Terminal Command History Analysis\n",
    "\n",
    "To use, first run this command in your terminal and get your history (without line numbers)\n",
    "```\n",
    "history | cut -c 8- > ~/history.txt\n",
    "```\n",
    "\n",
    "Copy it to the same folder as this notebook\n",
    "```\n",
    "cp ~/history.txt ~/jupyter/command_analysis/history.txt\n",
    "```\n",
    "\n",
    "Run the rest of this notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a41cfe9b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'cd': 1016, 'mkdir': 108, 'vi': 96, 'curl': 403, 'ls': 134, 'brew': 179, 'export': 60, 'tar': 13, 'gcloud': 196, 'mv': 105, 'rm': 145, 'echo': 148, 'npm': 175, 'gsutil': 171, 'ssh': 49, 'kcrc': 74, 'kubectl': 390, 'kcdc': 10, 'kcuc': 178, 'touch': 14, 'chmod': 21, 'tns': 32, 'cat': 66, 'host': 50, 'nslookup': 17, 'git': 744, 'kgp': 149, 'kdp': 74, 'keti': 107, 'kl': 37, 'docker': 205, 'cp': 86, 'helm': 251, 'pip3': 24, 'source': 10, 'python': 26, 'kcn': 66, 'gcb': 306, 'gcam': 189, 'zsh': 13, 'find': 31, 'grep': 16, 'which': 29, 'ns': 21, 'flutter': 31, 'open': 15, 'ga': 70, 'mvn': 59, 'bash': 105, 'k': 31, 'du': 18, 'npx': 26, 'go': 205, 'lll': 19, 'python3': 24, 'pip': 38, 'gbd': 9, 'ps': 43, 'java': 46, 'micro': 186, 'kdd': 11, 'scp': 25, 'dig': 9, 'man': 11, 'time': 12, 'vault': 41, 'kdelp': 120, 'make': 27, 'kill': 12, 'type': 14, 'alias': 29, 'kdeld': 15, 'tree': 11, 'klf': 411, 'gl': 22, 'gcmsg': 126, 'mail': 16, 'google-oauthlib-tool': 12, 'node': 25, 'for': 21, 'jx': 12, 'mongod': 10, 'testcafe': 12, 'kds': 9, 'grmg': 140, 'netstat': 17, 'docker-compose': 37, 'hugo': 75, 'ln': 11, 'psql': 13, 'helm2': 26, 'openssl': 13, 'if': 14, 'gsw': 46, 'textinput.py': 9, 'cobra': 34, 'kcgc': 22, 'ggp': 32, 'triage-bot': 9, 'nb4': 57, 'liquibase': 9, 'gccd': 12, 'jest': 14, 'sed': 19, 'lsof': 9, '..': 21, 'reload': 28, 'rmg': 21, 'rp': 18, 'gcmm': 68, 'gl;gfa': 36, 'gc-': 15, 'gmom': 14, 'consul': 33, 'grpcurl': 13, 'dlv': 9, 'import\\\\': 9, '\\\\': 76}\n"
     ]
    }
   ],
   "source": [
    "command_frequency_map = {}\n",
    "\n",
    "with open('./history.txt') as f:\n",
    "    lines = [line.strip() for line in f]\n",
    "    \n",
    "for line in lines:\n",
    "    command_end = len(line)\n",
    "    \n",
    "    try:\n",
    "        if line.index(\" \"):\n",
    "            command_end = line.index(\" \")\n",
    "    except:\n",
    "        pass\n",
    "    \n",
    "    try:\n",
    "        if line.find(\"sudo\") > -1:\n",
    "            command_end += line[command_end + 1:].index(\" \") + 1\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "    line = line[:command_end]\n",
    "\n",
    "    if line in command_frequency_map:\n",
    "        command_frequency_map[line] += 1\n",
    "    else:\n",
    "        command_frequency_map[line] = 1\n",
    "\n",
    "count_to_show = 9\n",
    "# only show items with a frequency higher than count_to_show\n",
    "items = {k:v for k,v in command_frequency_map.items() if v >= count_to_show}\n",
    "\n",
    "print(items)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a75b7f96",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 3000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "# sort items with highest frequency on right\n",
    "items = {k: v for k, v in sorted(items.items(), key=lambda item: item[1])}\n",
    "\n",
    "# adjust colors of chart\n",
    "plt.rcParams.update({\n",
    "    \"text.color\": \"white\",\n",
    "    \"xtick.color\": \"white\",\n",
    "    \"ytick.color\": \"white\",\n",
    "    \"axes.edgecolor\": \"white\",\n",
    "    \"axes.labelcolor\": \"white\",\n",
    "    \"axes.facecolor\": \"#383838\",\n",
    "    \"figure.facecolor\": \"#383838\",\n",
    "    \"figure.edgecolor\": \"#383838\",\n",
    "    \"savefig.facecolor\": \"#383838\",\n",
    "    \"savefig.edgecolor\": \"#383838\"})\n",
    "\n",
    "# adjust size / resolution of chart\n",
    "plt.rcParams['figure.figsize'] = [30, 10]\n",
    "plt.rcParams['figure.dpi'] = 100\n",
    "\n",
    "# set chart values\n",
    "plt.bar(range(len(items)), list(items.values()), align='center')\n",
    "plt.xticks(range(len(items)), list(items.keys()))\n",
    "plt.xticks(rotation = 90)\n",
    "\n",
    "# set chart labels / title\n",
    "plt.xlabel(\"Commands\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title(\"Terminal Command History Analysis\")\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 64-bit",
   "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": "3.10.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}