benchmarks/compare.ipynb - third_party/github.com/jamesturk/jellyfish - Git at Google

 {
  "cells": [
   {
    "cell_type": "code",
    "execution_count": 266,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import seaborn as sns\n",
     "import matplotlib.pyplot as plt"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 267,
    "metadata": {},
    "outputs": [],
    "source": [
     "blue, orange, green, red, *rest = sns.color_palette()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 268,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
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        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>py_version</th>\n",
        "      <th>jf_version</th>\n",
        "      <th>implementation</th>\n",
        "      <th>function</th>\n",
        "      <th>time</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>damerau_levenshtein_distance</td>\n",
        "      <td>4.380978e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>hamming_distance</td>\n",
        "      <td>8.937792e-08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>jaro_similarity</td>\n",
        "      <td>2.503095e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>jaro_winkler_similarity</td>\n",
        "      <td>1.972026e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>levenshtein_distance</td>\n",
        "      <td>1.547866e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>match_rating_codex</td>\n",
        "      <td>2.190338e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>match_rating_comparison</td>\n",
        "      <td>3.148878e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>metaphone</td>\n",
        "      <td>3.495554e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>nysiis</td>\n",
        "      <td>2.205183e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>c</td>\n",
        "      <td>soundex</td>\n",
        "      <td>2.679487e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>damerau_levenshtein_distance</td>\n",
        "      <td>3.269755e-05</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>hamming_distance</td>\n",
        "      <td>4.642171e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>jaro_similarity</td>\n",
        "      <td>8.329814e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>jaro_winkler_similarity</td>\n",
        "      <td>3.957728e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>levenshtein_distance</td>\n",
        "      <td>4.634622e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>match_rating_codex</td>\n",
        "      <td>6.073832e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>match_rating_comparison</td>\n",
        "      <td>2.192662e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>metaphone</td>\n",
        "      <td>2.464330e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>nysiis</td>\n",
        "      <td>1.960830e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>0.10-classic</td>\n",
        "      <td>python</td>\n",
        "      <td>soundex</td>\n",
        "      <td>1.415710e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>damerau_levenshtein_distance</td>\n",
        "      <td>2.200372e-06</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>hamming_distance</td>\n",
        "      <td>1.723820e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>jaro_similarity</td>\n",
        "      <td>6.059525e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>jaro_winkler_similarity</td>\n",
        "      <td>2.818965e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>levenshtein_distance</td>\n",
        "      <td>2.676213e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>match_rating_codex</td>\n",
        "      <td>3.020093e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>match_rating_comparison</td>\n",
        "      <td>4.794019e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>metaphone</td>\n",
        "      <td>3.206093e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>nysiis</td>\n",
        "      <td>3.387507e-07</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>3.10.7</td>\n",
        "      <td>dev</td>\n",
        "      <td>rust</td>\n",
        "      <td>soundex</td>\n",
        "      <td>2.549133e-07</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "   py_version    jf_version implementation                      function  \\\n",
        "0      3.10.7  0.10-classic              c  damerau_levenshtein_distance   \n",
        "1      3.10.7  0.10-classic              c              hamming_distance   \n",
        "2      3.10.7  0.10-classic              c               jaro_similarity   \n",
        "3      3.10.7  0.10-classic              c       jaro_winkler_similarity   \n",
        "4      3.10.7  0.10-classic              c          levenshtein_distance   \n",
        "5      3.10.7  0.10-classic              c            match_rating_codex   \n",
        "6      3.10.7  0.10-classic              c       match_rating_comparison   \n",
        "7      3.10.7  0.10-classic              c                     metaphone   \n",
        "8      3.10.7  0.10-classic              c                        nysiis   \n",
        "9      3.10.7  0.10-classic              c                       soundex   \n",
        "10     3.10.7  0.10-classic         python  damerau_levenshtein_distance   \n",
        "11     3.10.7  0.10-classic         python              hamming_distance   \n",
        "12     3.10.7  0.10-classic         python               jaro_similarity   \n",
        "13     3.10.7  0.10-classic         python       jaro_winkler_similarity   \n",
        "14     3.10.7  0.10-classic         python          levenshtein_distance   \n",
        "15     3.10.7  0.10-classic         python            match_rating_codex   \n",
        "16     3.10.7  0.10-classic         python       match_rating_comparison   \n",
        "17     3.10.7  0.10-classic         python                     metaphone   \n",
        "18     3.10.7  0.10-classic         python                        nysiis   \n",
        "19     3.10.7  0.10-classic         python                       soundex   \n",
        "10     3.10.7           dev           rust  damerau_levenshtein_distance   \n",
        "11     3.10.7           dev           rust              hamming_distance   \n",
        "12     3.10.7           dev           rust               jaro_similarity   \n",
        "13     3.10.7           dev           rust       jaro_winkler_similarity   \n",
        "14     3.10.7           dev           rust          levenshtein_distance   \n",
        "15     3.10.7           dev           rust            match_rating_codex   \n",
        "16     3.10.7           dev           rust       match_rating_comparison   \n",
        "17     3.10.7           dev           rust                     metaphone   \n",
        "18     3.10.7           dev           rust                        nysiis   \n",
        "19     3.10.7           dev           rust                       soundex   \n",
        "\n",
        "            time  \n",
        "0   4.380978e-07  \n",
        "1   8.937792e-08  \n",
        "2   2.503095e-07  \n",
        "3   1.972026e-07  \n",
        "4   1.547866e-07  \n",
        "5   2.190338e-07  \n",
        "6   3.148878e-07  \n",
        "7   3.495554e-07  \n",
        "8   2.205183e-07  \n",
        "9   2.679487e-07  \n",
        "10  3.269755e-05  \n",
        "11  4.642171e-07  \n",
        "12  8.329814e-06  \n",
        "13  3.957728e-06  \n",
        "14  4.634622e-06  \n",
        "15  6.073832e-07  \n",
        "16  2.192662e-06  \n",
        "17  2.464330e-06  \n",
        "18  1.960830e-06  \n",
        "19  1.415710e-06  \n",
        "10  2.200372e-06  \n",
        "11  1.723820e-07  \n",
        "12  6.059525e-07  \n",
        "13  2.818965e-07  \n",
        "14  2.676213e-07  \n",
        "15  3.020093e-07  \n",
        "16  4.794019e-07  \n",
        "17  3.206093e-07  \n",
        "18  3.387507e-07  \n",
        "19  2.549133e-07  "
       ]
      },
      "execution_count": 268,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "cols=('py_version', 'jf_version', 'implementation', 'function', 'time')\n",
     "df = pd.concat(\n",
     "    [pd.read_csv('timedruns-old.csv', names=cols),\n",
     "    pd.read_csv('timedruns-new.csv', names=cols)]\n",
     ")\n",
     "orig_df = df.copy()\n",
     "df = df[df.jf_version.isin([\"0.10-classic\", \"dev\"])]\n",
     "df"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 269,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<Axes: xlabel='time', ylabel='function'>"
       ]
      },
      "execution_count": 269,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "colors = {\"python\": green, \"c\" : blue, \"rust\": red}\n",
     "\n",
     "sns.barplot(y='function', x='time', hue='implementation', data=df, palette=colors)\n",
     "# turn the labels 90 degrees"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 270,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "Text(0.5, 0, 'time (log scale)')"
       ]
      },
      "execution_count": 270,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "# log scale same plot\n",
     "sns.barplot(y='function', x='time', hue='implementation', data=df, palette=colors)\n",
     "plt.xscale('log')\n",
     "plt.xlabel('time (log scale)')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 271,
    "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>implementation</th>\n",
        "      <th>c</th>\n",
        "      <th>python</th>\n",
        "      <th>rust</th>\n",
        "      <th>python/c</th>\n",
        "      <th>rust/c</th>\n",
        "      <th>rust/python</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>function</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>damerau_levenshtein_distance</th>\n",
        "      <td>0.043810</td>\n",
        "      <td>3.269755</td>\n",
        "      <td>0.220037</td>\n",
        "      <td>74.635282</td>\n",
        "      <td>5.022559</td>\n",
        "      <td>0.067295</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>hamming_distance</th>\n",
        "      <td>0.008938</td>\n",
        "      <td>0.046422</td>\n",
        "      <td>0.017238</td>\n",
        "      <td>5.193868</td>\n",
        "      <td>1.928687</td>\n",
        "      <td>0.371339</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jaro_similarity</th>\n",
        "      <td>0.025031</td>\n",
        "      <td>0.832981</td>\n",
        "      <td>0.060595</td>\n",
        "      <td>33.278062</td>\n",
        "      <td>2.420813</td>\n",
        "      <td>0.072745</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>jaro_winkler_similarity</th>\n",
        "      <td>0.019720</td>\n",
        "      <td>0.395773</td>\n",
        "      <td>0.028190</td>\n",
        "      <td>20.069350</td>\n",
        "      <td>1.429477</td>\n",
        "      <td>0.071227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>levenshtein_distance</th>\n",
        "      <td>0.015479</td>\n",
        "      <td>0.463462</td>\n",
        "      <td>0.026762</td>\n",
        "      <td>29.942008</td>\n",
        "      <td>1.728969</td>\n",
        "      <td>0.057744</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>match_rating_codex</th>\n",
        "      <td>0.021903</td>\n",
        "      <td>0.060738</td>\n",
        "      <td>0.030201</td>\n",
        "      <td>2.773012</td>\n",
        "      <td>1.378825</td>\n",
        "      <td>0.497230</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>match_rating_comparison</th>\n",
        "      <td>0.031489</td>\n",
        "      <td>0.219266</td>\n",
        "      <td>0.047940</td>\n",
        "      <td>6.963312</td>\n",
        "      <td>1.522453</td>\n",
        "      <td>0.218639</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>metaphone</th>\n",
        "      <td>0.034956</td>\n",
        "      <td>0.246433</td>\n",
        "      <td>0.032061</td>\n",
        "      <td>7.049898</td>\n",
        "      <td>0.917192</td>\n",
        "      <td>0.130100</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>nysiis</th>\n",
        "      <td>0.022052</td>\n",
        "      <td>0.196083</td>\n",
        "      <td>0.033875</td>\n",
        "      <td>8.891917</td>\n",
        "      <td>1.536157</td>\n",
        "      <td>0.172759</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>soundex</th>\n",
        "      <td>0.026795</td>\n",
        "      <td>0.141571</td>\n",
        "      <td>0.025491</td>\n",
        "      <td>5.283512</td>\n",
        "      <td>0.951351</td>\n",
        "      <td>0.180060</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
        "implementation                       c    python      rust   python/c  \\\n",
        "function                                                                \n",
        "damerau_levenshtein_distance  0.043810  3.269755  0.220037  74.635282   \n",
        "hamming_distance              0.008938  0.046422  0.017238   5.193868   \n",
        "jaro_similarity               0.025031  0.832981  0.060595  33.278062   \n",
        "jaro_winkler_similarity       0.019720  0.395773  0.028190  20.069350   \n",
        "levenshtein_distance          0.015479  0.463462  0.026762  29.942008   \n",
        "match_rating_codex            0.021903  0.060738  0.030201   2.773012   \n",
        "match_rating_comparison       0.031489  0.219266  0.047940   6.963312   \n",
        "metaphone                     0.034956  0.246433  0.032061   7.049898   \n",
        "nysiis                        0.022052  0.196083  0.033875   8.891917   \n",
        "soundex                       0.026795  0.141571  0.025491   5.283512   \n",
        "\n",
        "implementation                  rust/c  rust/python  \n",
        "function                                             \n",
        "damerau_levenshtein_distance  5.022559     0.067295  \n",
        "hamming_distance              1.928687     0.371339  \n",
        "jaro_similarity               2.420813     0.072745  \n",
        "jaro_winkler_similarity       1.429477     0.071227  \n",
        "levenshtein_distance          1.728969     0.057744  \n",
        "match_rating_codex            1.378825     0.497230  \n",
        "match_rating_comparison       1.522453     0.218639  \n",
        "metaphone                     0.917192     0.130100  \n",
        "nysiis                        1.536157     0.172759  \n",
        "soundex                       0.951351     0.180060  "
       ]
      },
      "execution_count": 271,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "\n",
     "pivoted = df.pivot_table(index=['function'], columns=['implementation'], values='time')\n",
     "pivoted['python/c'] = pivoted['python'] / pivoted['c']\n",
     "pivoted['rust/c'] = pivoted['rust'] / pivoted['c']\n",
     "pivoted['rust/python'] = pivoted['rust'] / pivoted['python']\n",
     "pivoted[\"c\"] *= 100000 # multiply by 100000 to get time in microseconds\n",
     "pivoted[\"python\"] *= 100000\n",
     "pivoted[\"rust\"] *= 100000\n",
     "pivoted\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 272,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "Text(0.5, 0, 'Ratio (X times slower than C) \\n (lower is better)')"
       ]
      },
      "execution_count": 272,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "# convert back to long format\n",
     "pivoted = pivoted.reset_index()\n",
     "pivoted = pd.melt(pivoted, id_vars=['function'], value_vars=[\"python/c\", \"rust/c\"])\n",
     "sns.barplot(x='value', y='function', hue=\"implementation\", data=pivoted, palette=[green, red])\n",
     "# to add a label to the x axis\n",
     "plt.xlabel(\"Ratio (X times slower than C) \\n (lower is better)\")\n",
     "#sns.barplot(x='function', y='value', data=df)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 273,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "Text(0.5, 0, 'Ratio (X times slower than C) \\n (lower is better)')"
       ]
      },
      "execution_count": 273,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "pivoted = pivoted[pivoted.implementation == \"rust/c\"]\n",
     "sns.barplot(x='value', y='function', hue=\"implementation\", data=pivoted, palette=[red])\n",
     "# to add a label to the x axis\n",
     "plt.xlabel(\"Ratio (X times slower than C) \\n (lower is better)\")\n",
     "#"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 274,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.legend.Legend at 0x167173e50>"
       ]
      },
      "execution_count": 274,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "ndf = orig_df[orig_df.implementation != 'python']\n",
     "dldf = ndf[ndf.function == 'damerau_levenshtein_distance']\n",
     "ndf = ndf[ndf.function != 'damerau_levenshtein_distance']\n",
     "\n",
     "#ndf['time'] /= ndf[ndf.implementation == 'c']['time']\n",
     "sns.lineplot(x='jf_version', y='time', hue='function', data=ndf)\n",
     "# move the legend\n",
     "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 275,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<Axes: xlabel='jf_version', ylabel='time'>"
       ]
      },
      "execution_count": 275,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "sns.lineplot(x='jf_version', y='time', hue='function', data=dldf)\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "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": "3.10.7"
   },
   "toc": {
    "base_numbering": 1,
    "nav_menu": {},
    "number_sections": false,
    "sideBar": true,
    "skip_h1_title": false,
    "title_cell": "Table of Contents",
    "title_sidebar": "Contents",
    "toc_cell": false,
    "toc_position": {},
    "toc_section_display": true,
    "toc_window_display": false
   }
  },
  "nbformat": 4,
  "nbformat_minor": 1
 }