zipf.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "synthetic-console",
   "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>pre</th>\n",
       "      <th>suff</th>\n",
       "      <th>count</th>\n",
       "      <th>wikt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cum</td>\n",
       "      <td>wad</td>\n",
       "      <td>372.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cum</td>\n",
       "      <td>bag</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cum</td>\n",
       "      <td>bucket</td>\n",
       "      <td>4441.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cum</td>\n",
       "      <td>sack</td>\n",
       "      <td>212.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cum</td>\n",
       "      <td>ball</td>\n",
       "      <td>654.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pre    suff   count   wikt\n",
       "0  cum     wad   372.0   True\n",
       "1  cum     bag  1608.0  False\n",
       "2  cum  bucket  4441.0   True\n",
       "3  cum    sack   212.0  False\n",
       "4  cum    ball   654.0   True"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from heatmap import make_heatmap, matricize_df\n",
    "import viz_helpers\n",
    "\n",
    "# Seaborn style defaults. Relevant changes for us are default font, and no ticks for heatmaps\n",
    "sns.set_theme()\n",
    "\n",
    "pd.set_option('display.max_rows', 100)\n",
    "\n",
    "# Default (all reddit) counts\n",
    "df = viz_helpers.load_df()\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "forward-enclosure",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "FS = (14, 6)\n",
    "fig, ax = plt.subplots(figsize=FS)\n",
    "gf = df.copy()\n",
    "gf['count'] += 1\n",
    "sns.histplot(\n",
    "    data=gf,\n",
    "    x=\"count\",\n",
    "    log_scale=True,\n",
    "    ax=ax,\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "labeled-privilege",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rf = df.copy()\n",
    "rf['rank'] = rf['count'].rank(ascending=False, method='first')\n",
    "\n",
    "# TODO: offset labels a bit\n",
    "ranks = [1, 2, 5, 9, 30, 100, 300, 1000, 2003, 3000]\n",
    "ranks = [1, 2, 5, 10, 34, 101, 300, 1001, 2000, 3000]\n",
    "ranks = [1, 2, 5, 10, 34, 93, 295, 988, 1973, 2954]\n",
    "ranks = [1, 2, 5, 10, 34, 93, 295, 988, 2037, 2954]\n",
    "rf['hilite'] = rf['rank'].isin(ranks)\n",
    "\n",
    "# (Originally something like 18, 10, but looks like anything >~9 inches in width will get squished in blog layout)\n",
    "FS = (9, 6)\n",
    "sns.set_style(\"darkgrid\")\n",
    "fig, ax = plt.subplots(figsize=FS)\n",
    "\n",
    "marker = 'o'\n",
    "sns.scatterplot(\n",
    "    data=rf[rf['count'] > 0],\n",
    "    x='rank',\n",
    "    y='count',\n",
    "    ax=ax,\n",
    "    marker=marker,\n",
    "    #edgecolor=None,\n",
    "    #alpha=.66,\n",
    "    #markers=True,\n",
    "    #mec=None,\n",
    "    #hue='hilite',\n",
    "    #legend=False,\n",
    "    #markers=True,\n",
    ")\n",
    "# Use separate colors for labelled pts. I think it just ends up distracting though.\n",
    "HILITE = 0 \n",
    "if HILITE:\n",
    "    # Hack\n",
    "    sns.scatterplot(\n",
    "        data=rf[rf['hilite']],\n",
    "        #hue='orange',\n",
    "        x='rank',\n",
    "        y='count',\n",
    "        ax=ax,\n",
    "        marker=marker,\n",
    "    )\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log');\n",
    "\n",
    "samples = rf[rf['rank'].isin(ranks)]\n",
    "disp_to_dat = ax.transData.inverted()\n",
    "dat_to_disp = ax.transData\n",
    "xnudge = 3\n",
    "ynudge = 2.5\n",
    "for _, row in samples.iterrows():\n",
    "    term = row['pre'] + row['suff']\n",
    "    xdisp, ydisp = dat_to_disp.transform((row['rank'], row['count']))\n",
    "    x, y = disp_to_dat.transform((xdisp + xnudge, ydisp + ynudge))\n",
    "    ax.text(x, y, term)\n",
    "#ax.set_facecolor( [x/255 for x in (255, 235, 219)] )\n",
    "#sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "divine-contamination",
   "metadata": {},
   "outputs": [],
   "source": [
    "viz_helpers.savefig(fig, 'zipf', bbox_inches='tight', dpi=fig.dpi*2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "rental-intermediate",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Figure' object has no attribute 'bgcolor'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-79-a54c2c17ba5f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbgcolor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: 'Figure' object has no attribute 'bgcolor'"
     ]
    }
   ],
   "source": [
    "fig."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "needed-kinase",
   "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>pre</th>\n",
       "      <th>suff</th>\n",
       "      <th>count</th>\n",
       "      <th>wikt</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2113</th>\n",
       "      <td>gay</td>\n",
       "      <td>fart</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1973.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      pre  suff  count   wikt    rank\n",
       "2113  gay  fart   12.0  False  1973.0"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf[\n",
    "    (rf.pre == 'gay')\n",
    "    &\n",
    "    (rf.suff == 'fart')\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "italic-penny",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>3213</th>\n",
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       "      <td>True</td>\n",
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       "      <th>1042</th>\n",
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       "      <td>True</td>\n",
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       "      <th>586</th>\n",
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       "    <tr>\n",
       "      <th>1788</th>\n",
       "      <td>fuck</td>\n",
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       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4308</th>\n",
       "      <td>stink</td>\n",
       "      <td>bag</td>\n",
       "      <td>76.00</td>\n",
       "      <td>True</td>\n",
       "      <td>1001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2113</th>\n",
       "      <td>gay</td>\n",
       "      <td>fart</td>\n",
       "      <td>12.00</td>\n",
       "      <td>False</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>dick</td>\n",
       "      <td>puffin</td>\n",
       "      <td>2.00</td>\n",
       "      <td>False</td>\n",
       "      <td>3000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pre    suff       count   wikt    rank\n",
       "1948   dumb     ass  3631047.65   True     1.0\n",
       "3213   scum     bag  1347188.10   True     2.0\n",
       "1222   dick    head   855756.40   True     5.0\n",
       "603    shit    lord   300941.65   True    10.0\n",
       "1042    ass   clown    44219.60   True    34.0\n",
       "586    shit  bucket     5669.00   True   101.0\n",
       "1788   fuck  nozzle      789.00  False   300.0\n",
       "4308  stink     bag       76.00   True  1001.0\n",
       "2113    gay    fart       12.00  False  2000.0\n",
       "1182   dick  puffin        2.00  False  3000.0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranks = [1, 2, 5, 10, 34, 101, 300, 1001, 2000, 3000]\n",
    "samples = rf[rf['rank'].isin(ranks)]\n",
    "samples.sort_values(by='rank')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fundamental-acrylic",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>469</th>\n",
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       "      <th>629</th>\n",
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       "      <th>739</th>\n",
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       "      <th>843</th>\n",
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       "      <td>1964.0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>butt</td>\n",
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       "      <td>1965.0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>1344</th>\n",
       "      <td>twat</td>\n",
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       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>twat</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>1395</th>\n",
       "      <td>knob</td>\n",
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       "      <th>1700</th>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>1717</th>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>1838</th>\n",
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       "    <tr>\n",
       "      <th>1931</th>\n",
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       "      <td>False</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>2113</th>\n",
       "      <td>gay</td>\n",
       "      <td>fart</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2360</th>\n",
       "      <td>douche</td>\n",
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       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2418</th>\n",
       "      <td>jerk</td>\n",
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       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549</th>\n",
       "      <td>dork</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>2595</th>\n",
       "      <td>creep</td>\n",
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       "    <tr>\n",
       "      <th>2749</th>\n",
       "      <td>nazi</td>\n",
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       "      <td>False</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>slut</td>\n",
       "      <td>brain</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2971</th>\n",
       "      <td>whore</td>\n",
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       "      <td>False</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>3093</th>\n",
       "      <td>lard</td>\n",
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       "    <tr>\n",
       "      <th>3173</th>\n",
       "      <td>scum</td>\n",
       "      <td>nugget</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1982.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3303</th>\n",
       "      <td>dirt</td>\n",
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       "      <td>False</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3450</th>\n",
       "      <td>sleaze</td>\n",
       "      <td>lord</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>monkey</td>\n",
       "      <td>hat</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3658</th>\n",
       "      <td>rat</td>\n",
       "      <td>weasel</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3683</th>\n",
       "      <td>rat</td>\n",
       "      <td>cake</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3922</th>\n",
       "      <td>fem</td>\n",
       "      <td>face</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3986</th>\n",
       "      <td>lib</td>\n",
       "      <td>socket</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3990</th>\n",
       "      <td>lib</td>\n",
       "      <td>dick</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4070</th>\n",
       "      <td>right</td>\n",
       "      <td>nuts</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4105</th>\n",
       "      <td>soy</td>\n",
       "      <td>fucker</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4139</th>\n",
       "      <td>soy</td>\n",
       "      <td>cock</td>\n",
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       "      <td>False</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4186</th>\n",
       "      <td>trump</td>\n",
       "      <td>whore</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4277</th>\n",
       "      <td>stink</td>\n",
       "      <td>stick</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4289</th>\n",
       "      <td>stink</td>\n",
       "      <td>nuts</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4303</th>\n",
       "      <td>stink</td>\n",
       "      <td>fart</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4390</th>\n",
       "      <td>donkey</td>\n",
       "      <td>dog</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4410</th>\n",
       "      <td>donkey</td>\n",
       "      <td>bitch</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4507</th>\n",
       "      <td>moron</td>\n",
       "      <td>head</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4527</th>\n",
       "      <td>idiot</td>\n",
       "      <td>bag</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4629</th>\n",
       "      <td>loser</td>\n",
       "      <td>bitch</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4655</th>\n",
       "      <td>loser</td>\n",
       "      <td>brain</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4793</th>\n",
       "      <td>faggot</td>\n",
       "      <td>dick</td>\n",
       "      <td>12.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>snot</td>\n",
       "      <td>stain</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>snot</td>\n",
       "      <td>ass</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>spit</td>\n",
       "      <td>cake</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>spit</td>\n",
       "      <td>shit</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>jizz</td>\n",
       "      <td>weasel</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>jizz</td>\n",
       "      <td>cunt</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>poop</td>\n",
       "      <td>brains</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>poo</td>\n",
       "      <td>sack</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>poo</td>\n",
       "      <td>monkey</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>poo</td>\n",
       "      <td>cake</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>butt</td>\n",
       "      <td>pile</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>ass</td>\n",
       "      <td>sack</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>bum</td>\n",
       "      <td>stain</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>bum</td>\n",
       "      <td>cock</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>twat</td>\n",
       "      <td>bird</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>knob</td>\n",
       "      <td>clown</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2020.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1420</th>\n",
       "      <td>knob</td>\n",
       "      <td>cake</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>knob</td>\n",
       "      <td>stain</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>knob</td>\n",
       "      <td>tard</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2023.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>knob</td>\n",
       "      <td>fuck</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2024.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1564</th>\n",
       "      <td>prick</td>\n",
       "      <td>waffle</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2025.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1607</th>\n",
       "      <td>pussy</td>\n",
       "      <td>bag</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2026.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1695</th>\n",
       "      <td>tit</td>\n",
       "      <td>muncher</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1706</th>\n",
       "      <td>tit</td>\n",
       "      <td>boi</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1713</th>\n",
       "      <td>tit</td>\n",
       "      <td>nugget</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2029.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>tit</td>\n",
       "      <td>hat</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2030.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>wank</td>\n",
       "      <td>hat</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2031.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2084</th>\n",
       "      <td>gay</td>\n",
       "      <td>hat</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2032.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2167</th>\n",
       "      <td>homo</td>\n",
       "      <td>ass</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2033.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>fag</td>\n",
       "      <td>rag</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2034.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2363</th>\n",
       "      <td>douche</td>\n",
       "      <td>boi</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2035.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2513</th>\n",
       "      <td>dork</td>\n",
       "      <td>waffle</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2036.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2514</th>\n",
       "      <td>dork</td>\n",
       "      <td>burger</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2037.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2538</th>\n",
       "      <td>dork</td>\n",
       "      <td>brain</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2038.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2720</th>\n",
       "      <td>nazi</td>\n",
       "      <td>lord</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2039.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2755</th>\n",
       "      <td>nazi</td>\n",
       "      <td>head</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2040.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>slut</td>\n",
       "      <td>waffle</td>\n",
       "      <td>11.0</td>\n",
       "      <td>True</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2882</th>\n",
       "      <td>slut</td>\n",
       "      <td>rag</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2042.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>slut</td>\n",
       "      <td>tard</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2043.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>whore</td>\n",
       "      <td>boat</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2044.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2984</th>\n",
       "      <td>whore</td>\n",
       "      <td>ster</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2045.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3104</th>\n",
       "      <td>lard</td>\n",
       "      <td>wagon</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2046.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3220</th>\n",
       "      <td>slime</td>\n",
       "      <td>weasel</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2047.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>dirt</td>\n",
       "      <td>burger</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2048.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3519</th>\n",
       "      <td>dog</td>\n",
       "      <td>licker</td>\n",
       "      <td>11.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2049.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         pre     suff  count   wikt    rank  hilite\n",
       "141     snot     shit   12.0  False  1951.0   False\n",
       "242     jizz      bro   12.0  False  1952.0   False\n",
       "261     jizz     boat   12.0  False  1953.0   False\n",
       "281     jizz     tard   12.0  False  1954.0   False\n",
       "372     puke     pile   12.0  False  1955.0   False\n",
       "390     puke    whore   12.0  False  1956.0   False\n",
       "438    spunk      wad   12.0  False  1957.0   False\n",
       "469    spunk   waffle   12.0  False  1958.0   False\n",
       "492    spunk     head   12.0  False  1959.0   False\n",
       "520     fart   monkey   12.0  False  1960.0   False\n",
       "629     shit  trumpet   12.0  False  1961.0   False\n",
       "739     poop   monkey   12.0  False  1962.0   False\n",
       "761     poop   waffle   12.0  False  1963.0   False\n",
       "843      poo      hat   12.0  False  1964.0   False\n",
       "961     butt     bird   12.0  False  1965.0   False\n",
       "1344    twat    bitch   12.0  False  1966.0   False\n",
       "1384    twat      wit   12.0  False  1967.0   False\n",
       "1395    knob   weasel   12.0  False  1968.0   False\n",
       "1700     tit     slut   12.0  False  1969.0   False\n",
       "1717     tit    wagon   12.0  False  1970.0   False\n",
       "1838    wank   goblin   12.0  False  1971.0   False\n",
       "1931    dumb     cake   12.0  False  1972.0   False\n",
       "2113     gay     fart   12.0  False  1973.0    True\n",
       "2360  douche     nazi   12.0  False  1974.0   False\n",
       "2418    jerk   monkey   12.0  False  1975.0   False\n",
       "2549    dork     fuck   12.0  False  1976.0   False\n",
       "2595   creep      hat   12.0  False  1977.0   False\n",
       "2749    nazi     dick   12.0  False  1978.0   False\n",
       "2903    slut    brain   12.0  False  1979.0   False\n",
       "2971   whore     cock   12.0  False  1980.0   False\n",
       "3093    lard      boi   12.0  False  1981.0   False\n",
       "3173    scum   nugget   12.0  False  1982.0   False\n",
       "3303    dirt   sucker   12.0  False  1983.0   False\n",
       "3450  sleaze     lord   12.0  False  1984.0   False\n",
       "3617  monkey      hat   12.0  False  1985.0   False\n",
       "3658     rat   weasel   12.0  False  1986.0   False\n",
       "3683     rat     cake   12.0  False  1987.0   False\n",
       "3922     fem     face   12.0  False  1988.0   False\n",
       "3986     lib   socket   12.0  False  1989.0   False\n",
       "3990     lib     dick   12.0  False  1990.0   False\n",
       "4070   right     nuts   12.0  False  1991.0   False\n",
       "4105     soy   fucker   12.0  False  1992.0   False\n",
       "4139     soy     cock   12.0  False  1993.0   False\n",
       "4186   trump    whore   12.0  False  1994.0   False\n",
       "4277   stink    stick   12.0  False  1995.0   False\n",
       "4289   stink     nuts   12.0  False  1996.0   False\n",
       "4303   stink     fart   12.0  False  1997.0   False\n",
       "4390  donkey      dog   12.0  False  1998.0   False\n",
       "4410  donkey    bitch   12.0  False  1999.0   False\n",
       "4507   moron     head   12.0  False  2000.0   False\n",
       "4527   idiot      bag   12.0  False  2001.0   False\n",
       "4629   loser    bitch   12.0  False  2002.0   False\n",
       "4655   loser    brain   12.0  False  2003.0   False\n",
       "4793  faggot     dick   12.0  False  2004.0   False\n",
       "110     snot    stain   11.0  False  2005.0   False\n",
       "123     snot      ass   11.0  False  2006.0   False\n",
       "179     spit     cake   11.0  False  2007.0   False\n",
       "214     spit     shit   11.0  False  2008.0   False\n",
       "227     jizz   weasel   11.0  False  2009.0   False\n",
       "268     jizz     cunt   11.0  False  2010.0   False\n",
       "787     poop   brains   11.0  False  2011.0   False\n",
       "806      poo     sack   11.0  False  2012.0   False\n",
       "812      poo   monkey   11.0  False  2013.0   False\n",
       "836      poo     cake   11.0  False  2014.0   False\n",
       "956     butt     pile   11.0  False  2015.0   False\n",
       "1025     ass     sack   11.0  False  2016.0   False\n",
       "1132     bum    stain   11.0  False  2017.0   False\n",
       "1146     bum     cock   11.0  False  2018.0   False\n",
       "1326    twat     bird   11.0  False  2019.0   False\n",
       "1407    knob    clown   11.0  False  2020.0   False\n",
       "1420    knob     cake   11.0  False  2021.0   False\n",
       "1424    knob    stain   11.0  False  2022.0   False\n",
       "1449    knob     tard   11.0  False  2023.0   False\n",
       "1454    knob     fuck   11.0  False  2024.0   False\n",
       "1564   prick   waffle   11.0  False  2025.0   False\n",
       "1607   pussy      bag   11.0  False  2026.0   False\n",
       "1695     tit  muncher   11.0  False  2027.0   False\n",
       "1706     tit      boi   11.0  False  2028.0   False\n",
       "1713     tit   nugget   11.0  False  2029.0   False\n",
       "1719     tit      hat   11.0  False  2030.0   False\n",
       "1865    wank      hat   11.0  False  2031.0   False\n",
       "2084     gay      hat   11.0  False  2032.0   False\n",
       "2167    homo      ass   11.0  False  2033.0   False\n",
       "2298     fag      rag   11.0  False  2034.0   False\n",
       "2363  douche      boi   11.0  False  2035.0   False\n",
       "2513    dork   waffle   11.0  False  2036.0   False\n",
       "2514    dork   burger   11.0  False  2037.0   False\n",
       "2538    dork    brain   11.0  False  2038.0   False\n",
       "2720    nazi     lord   11.0  False  2039.0   False\n",
       "2755    nazi     head   11.0  False  2040.0   False\n",
       "2878    slut   waffle   11.0   True  2041.0   False\n",
       "2882    slut      rag   11.0  False  2042.0   False\n",
       "2909    slut     tard   11.0  False  2043.0   False\n",
       "2962   whore     boat   11.0  False  2044.0   False\n",
       "2984   whore     ster   11.0  False  2045.0   False\n",
       "3104    lard    wagon   11.0  False  2046.0   False\n",
       "3220   slime   weasel   11.0  False  2047.0   False\n",
       "3317    dirt   burger   11.0  False  2048.0   False\n",
       "3519     dog   licker   11.0  False  2049.0   False"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf[(rf['rank'] > 1950) & (rf['rank'] < 2050)].sort_values(by='rank')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ignored-soviet",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pre</th>\n",
       "      <th>suff</th>\n",
       "      <th>count</th>\n",
       "      <th>wikt</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>wank</td>\n",
       "      <td>puffin</td>\n",
       "      <td>532.0</td>\n",
       "      <td>True</td>\n",
       "      <td>368.0</td>\n",
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       "    <tr>\n",
       "      <th>1766</th>\n",
       "      <td>fuck</td>\n",
       "      <td>puffin</td>\n",
       "      <td>20.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1676.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2277</th>\n",
       "      <td>fag</td>\n",
       "      <td>puffin</td>\n",
       "      <td>19.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1705.0</td>\n",
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       "    <tr>\n",
       "      <th>4759</th>\n",
       "      <td>faggot</td>\n",
       "      <td>puffin</td>\n",
       "      <td>16.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1814.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>shit</td>\n",
       "      <td>puffin</td>\n",
       "      <td>13.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1328</th>\n",
       "      <td>twat</td>\n",
       "      <td>puffin</td>\n",
       "      <td>10.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2079.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>spunk</td>\n",
       "      <td>puffin</td>\n",
       "      <td>8.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>cock</td>\n",
       "      <td>puffin</td>\n",
       "      <td>5.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2486.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>cum</td>\n",
       "      <td>puffin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>dick</td>\n",
       "      <td>puffin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2954.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>jizz</td>\n",
       "      <td>puffin</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>piss</td>\n",
       "      <td>puffin</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>ass</td>\n",
       "      <td>puffin</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3216.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>snot</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3592.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>spit</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3611.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>puke</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3644.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>fart</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3693.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>crap</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3697.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>poop</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3705.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>poo</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3708.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>turd</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>butt</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3726.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>bum</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>knob</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3755.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1474</th>\n",
       "      <td>pecker</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3785.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1547</th>\n",
       "      <td>prick</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3820.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>pussy</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3842.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1693</th>\n",
       "      <td>tit</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3852.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1912</th>\n",
       "      <td>dumb</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3874.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>lame</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3889.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2058</th>\n",
       "      <td>gay</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3913.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2131</th>\n",
       "      <td>homo</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3932.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2204</th>\n",
       "      <td>queer</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3959.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2350</th>\n",
       "      <td>douche</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3991.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2423</th>\n",
       "      <td>jerk</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3995.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2496</th>\n",
       "      <td>dork</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2569</th>\n",
       "      <td>creep</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4033.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2642</th>\n",
       "      <td>dip</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4069.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2715</th>\n",
       "      <td>nazi</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4092.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2788</th>\n",
       "      <td>geek</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4112.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2861</th>\n",
       "      <td>slut</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4139.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2934</th>\n",
       "      <td>whore</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4151.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3007</th>\n",
       "      <td>bitch</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4167.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080</th>\n",
       "      <td>lard</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3153</th>\n",
       "      <td>scum</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4198.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3226</th>\n",
       "      <td>slime</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4214.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3299</th>\n",
       "      <td>dirt</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4237.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3372</th>\n",
       "      <td>skeeze</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4261.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3445</th>\n",
       "      <td>sleaze</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3518</th>\n",
       "      <td>dog</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4357.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3591</th>\n",
       "      <td>monkey</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4366.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3664</th>\n",
       "      <td>rat</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3737</th>\n",
       "      <td>weasel</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4396.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3810</th>\n",
       "      <td>bird</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4433.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3883</th>\n",
       "      <td>fem</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4446.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3956</th>\n",
       "      <td>lib</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4471.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4029</th>\n",
       "      <td>right</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4495.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4102</th>\n",
       "      <td>soy</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4175</th>\n",
       "      <td>trump</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4538.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4248</th>\n",
       "      <td>stink</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4321</th>\n",
       "      <td>bastard</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4569.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4394</th>\n",
       "      <td>donkey</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4604.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4467</th>\n",
       "      <td>moron</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4628.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4540</th>\n",
       "      <td>idiot</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4613</th>\n",
       "      <td>loser</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4703.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4686</th>\n",
       "      <td>harpy</td>\n",
       "      <td>puffin</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4746.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          pre    suff  count   wikt    rank\n",
       "1839     wank  puffin  532.0   True   368.0\n",
       "1766     fuck  puffin   20.0  False  1676.0\n",
       "2277      fag  puffin   19.0  False  1705.0\n",
       "4759   faggot  puffin   16.0  False  1814.0\n",
       "598      shit  puffin   13.0  False  1899.0\n",
       "1328     twat  puffin   10.0  False  2079.0\n",
       "452     spunk  puffin    8.0  False  2197.0\n",
       "1255     cock  puffin    5.0  False  2486.0\n",
       "14        cum  puffin    2.0  False  2899.0\n",
       "1182     dick  puffin    2.0  False  2954.0\n",
       "233      jizz  puffin    1.0  False  3165.0\n",
       "306      piss  puffin    1.0  False  3170.0\n",
       "1036      ass  puffin    1.0  False  3216.0\n",
       "87       snot  puffin    0.0  False  3592.0\n",
       "160      spit  puffin    0.0  False  3611.0\n",
       "379      puke  puffin    0.0  False  3644.0\n",
       "525      fart  puffin    0.0  False  3693.0\n",
       "671      crap  puffin    0.0  False  3697.0\n",
       "744      poop  puffin    0.0  False  3705.0\n",
       "817       poo  puffin    0.0  False  3708.0\n",
       "890      turd  puffin    0.0  False  3720.0\n",
       "963      butt  puffin    0.0  False  3726.0\n",
       "1109      bum  puffin    0.0  False  3734.0\n",
       "1401     knob  puffin    0.0  False  3755.0\n",
       "1474   pecker  puffin    0.0  False  3785.0\n",
       "1547    prick  puffin    0.0  False  3820.0\n",
       "1620    pussy  puffin    0.0  False  3842.0\n",
       "1693      tit  puffin    0.0  False  3852.0\n",
       "1912     dumb  puffin    0.0  False  3874.0\n",
       "1985     lame  puffin    0.0  False  3889.0\n",
       "2058      gay  puffin    0.0  False  3913.0\n",
       "2131     homo  puffin    0.0  False  3932.0\n",
       "2204    queer  puffin    0.0  False  3959.0\n",
       "2350   douche  puffin    0.0  False  3991.0\n",
       "2423     jerk  puffin    0.0  False  3995.0\n",
       "2496     dork  puffin    0.0  False  4011.0\n",
       "2569    creep  puffin    0.0  False  4033.0\n",
       "2642      dip  puffin    0.0  False  4069.0\n",
       "2715     nazi  puffin    0.0  False  4092.0\n",
       "2788     geek  puffin    0.0  False  4112.0\n",
       "2861     slut  puffin    0.0  False  4139.0\n",
       "2934    whore  puffin    0.0  False  4151.0\n",
       "3007    bitch  puffin    0.0  False  4167.0\n",
       "3080     lard  puffin    0.0  False  4177.0\n",
       "3153     scum  puffin    0.0  False  4198.0\n",
       "3226    slime  puffin    0.0  False  4214.0\n",
       "3299     dirt  puffin    0.0  False  4237.0\n",
       "3372   skeeze  puffin    0.0  False  4261.0\n",
       "3445   sleaze  puffin    0.0  False  4317.0\n",
       "3518      dog  puffin    0.0  False  4357.0\n",
       "3591   monkey  puffin    0.0  False  4366.0\n",
       "3664      rat  puffin    0.0  False  4381.0\n",
       "3737   weasel  puffin    0.0  False  4396.0\n",
       "3810     bird  puffin    0.0  False  4433.0\n",
       "3883      fem  puffin    0.0  False  4446.0\n",
       "3956      lib  puffin    0.0  False  4471.0\n",
       "4029    right  puffin    0.0  False  4495.0\n",
       "4102      soy  puffin    0.0  False  4520.0\n",
       "4175    trump  puffin    0.0  False  4538.0\n",
       "4248    stink  puffin    0.0  False  4546.0\n",
       "4321  bastard  puffin    0.0  False  4569.0\n",
       "4394   donkey  puffin    0.0  False  4604.0\n",
       "4467    moron  puffin    0.0  False  4628.0\n",
       "4540    idiot  puffin    0.0  False  4669.0\n",
       "4613    loser  puffin    0.0  False  4703.0\n",
       "4686    harpy  puffin    0.0  False  4746.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf[rf.suff == 'puffin'].sort_values(by='rank')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "composite-harris",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method set_position in module matplotlib.text:\n",
      "\n",
      "set_position(xy) method of matplotlib.text.Text instance\n",
      "    Set the (*x*, *y*) position of the text.\n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    xy : (float, float)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(t.set_position)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "alternate-tracy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3309"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(rf[rf['count'] > 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fallen-watch",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\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>pre</th>\n",
       "      <th>suff</th>\n",
       "      <th>count</th>\n",
       "      <th>wikt</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1921</th>\n",
       "      <td>dumb</td>\n",
       "      <td>ass</td>\n",
       "      <td>3631047.65</td>\n",
       "      <td>True</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       pre suff       count  wikt  rank\n",
       "1921  dumb  ass  3631047.65  True   1.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf.sort_values(by='rank').head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "monthly-synthesis",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pre</th>\n",
       "      <th>suff</th>\n",
       "      <th>count</th>\n",
       "      <th>wikt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cum</td>\n",
       "      <td>wad</td>\n",
       "      <td>372.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cum</td>\n",
       "      <td>bag</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cum</td>\n",
       "      <td>bucket</td>\n",
       "      <td>4441.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cum</td>\n",
       "      <td>sack</td>\n",
       "      <td>212.0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cum</td>\n",
       "      <td>ball</td>\n",
       "      <td>654.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pre    suff   count   wikt\n",
       "0  cum     wad   372.0   True\n",
       "1  cum     bag  1608.0  False\n",
       "2  cum  bucket  4441.0   True\n",
       "3  cum    sack   212.0  False\n",
       "4  cum    ball   654.0   True"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = df.copy()\n",
    "x.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "interested-thong",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>suff</th>\n",
       "      <th>wikt</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>bag</td>\n",
       "      <td>False</td>\n",
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       "      <th>2</th>\n",
       "      <td>cum</td>\n",
       "      <td>bucket</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cum</td>\n",
       "      <td>sack</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cum</td>\n",
       "      <td>ball</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4813</th>\n",
       "      <td>faggot</td>\n",
       "      <td>shit</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4814</th>\n",
       "      <td>faggot</td>\n",
       "      <td>fart</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4815</th>\n",
       "      <td>faggot</td>\n",
       "      <td>wit</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4816</th>\n",
       "      <td>faggot</td>\n",
       "      <td>lib</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4817</th>\n",
       "      <td>faggot</td>\n",
       "      <td>breath</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4818 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         pre    suff   wikt\n",
       "0        cum     wad   True\n",
       "1        cum     bag  False\n",
       "2        cum  bucket   True\n",
       "3        cum    sack  False\n",
       "4        cum    ball   True\n",
       "...      ...     ...    ...\n",
       "4813  faggot    shit  False\n",
       "4814  faggot    fart  False\n",
       "4815  faggot     wit  False\n",
       "4816  faggot     lib  False\n",
       "4817  faggot  breath  False\n",
       "\n",
       "[4818 rows x 3 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.drop('count', 1)"
   ]
  }
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