analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import\n",
    "df = pd.read_csv(\"recentlySold.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>ID</th>\n",
       "      <th>Type</th>\n",
       "      <th>Attributes</th>\n",
       "      <th>Attribute Count</th>\n",
       "      <th>Recent Sale Price</th>\n",
       "      <th>Recent Offer</th>\n",
       "      <th>Recent Bid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>CryptoPunk 300</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Goat', 'Headband']</td>\n",
       "      <td>2</td>\n",
       "      <td>69.69Ξ ($262,390)</td>\n",
       "      <td>74.77Ξ ($280,855)</td>\n",
       "      <td>69.69Ξ ($262,390)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>CryptoPunk 962</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Eye Mask', 'Frown', 'Police Cap']</td>\n",
       "      <td>3</td>\n",
       "      <td>77.77Ξ ($292,124)</td>\n",
       "      <td>77.77Ξ ($292,124)</td>\n",
       "      <td>70Ξ ($262,492)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>CryptoPunk 9345</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Front Beard', 'Mohawk']</td>\n",
       "      <td>2</td>\n",
       "      <td>69.45Ξ ($258,932)</td>\n",
       "      <td>79.45Ξ ($296,215)</td>\n",
       "      <td>4Ξ ($14,536)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>CryptoPunk 8599</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Normal Beard Black', 'Crazy Hair', 'Pipe']</td>\n",
       "      <td>3</td>\n",
       "      <td>85Ξ ($316,907)</td>\n",
       "      <td>109.95Ξ ($409,929)</td>\n",
       "      <td>85Ξ ($316,907)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>CryptoPunk 1454</td>\n",
       "      <td>Female</td>\n",
       "      <td>['Red Mohawk', 'Earring']</td>\n",
       "      <td>2</td>\n",
       "      <td>69Ξ ($255,320)</td>\n",
       "      <td>72.95Ξ ($269,936)</td>\n",
       "      <td>52Ξ ($144,357)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4795</td>\n",
       "      <td>CryptoPunk 8396</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Stringy Hair', 'Mole']</td>\n",
       "      <td>2</td>\n",
       "      <td>101Ξ ($294,900)</td>\n",
       "      <td>101Ξ ($291,306)</td>\n",
       "      <td>&lt;0.01Ξ ($3)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4796</td>\n",
       "      <td>CryptoPunk 8697</td>\n",
       "      <td>Female</td>\n",
       "      <td>['Black Lipstick', 'Mohawk', 'Welding Goggles']</td>\n",
       "      <td>3</td>\n",
       "      <td>160Ξ ($573,541)</td>\n",
       "      <td>187.90Ξ ($896,772)</td>\n",
       "      <td>160Ξ ($535,397)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4797</td>\n",
       "      <td>CryptoPunk 9319</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Bandana', 'Clown Eyes Blue', 'Silver Chain']</td>\n",
       "      <td>3</td>\n",
       "      <td>27.50Ξ ($67,152)</td>\n",
       "      <td>27.50Ξ ($65,413)</td>\n",
       "      <td>17.50Ξ ($38,699)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4798</td>\n",
       "      <td>CryptoPunk 6041</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Clown Eyes Blue', 'Crazy Hair']</td>\n",
       "      <td>2</td>\n",
       "      <td>64.50Ξ ($251,553)</td>\n",
       "      <td>77.70Ξ ($295,501)</td>\n",
       "      <td>64.50Ξ ($247,998)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4799</td>\n",
       "      <td>CryptoPunk 3914</td>\n",
       "      <td>Male</td>\n",
       "      <td>['Mole', 'Cowboy Hat']</td>\n",
       "      <td>2</td>\n",
       "      <td>100Ξ ($289,872)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100Ξ ($276,326)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4800 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ID    Type  \\\n",
       "0      CryptoPunk 300    Male   \n",
       "1      CryptoPunk 962    Male   \n",
       "2     CryptoPunk 9345    Male   \n",
       "3     CryptoPunk 8599    Male   \n",
       "4     CryptoPunk 1454  Female   \n",
       "...               ...     ...   \n",
       "4795  CryptoPunk 8396    Male   \n",
       "4796  CryptoPunk 8697  Female   \n",
       "4797  CryptoPunk 9319    Male   \n",
       "4798  CryptoPunk 6041    Male   \n",
       "4799  CryptoPunk 3914    Male   \n",
       "\n",
       "                                           Attributes  Attribute Count  \\\n",
       "0                                ['Goat', 'Headband']                2   \n",
       "1                 ['Eye Mask', 'Frown', 'Police Cap']                3   \n",
       "2                           ['Front Beard', 'Mohawk']                2   \n",
       "3        ['Normal Beard Black', 'Crazy Hair', 'Pipe']                3   \n",
       "4                           ['Red Mohawk', 'Earring']                2   \n",
       "...                                               ...              ...   \n",
       "4795                         ['Stringy Hair', 'Mole']                2   \n",
       "4796  ['Black Lipstick', 'Mohawk', 'Welding Goggles']                3   \n",
       "4797   ['Bandana', 'Clown Eyes Blue', 'Silver Chain']                3   \n",
       "4798                ['Clown Eyes Blue', 'Crazy Hair']                2   \n",
       "4799                           ['Mole', 'Cowboy Hat']                2   \n",
       "\n",
       "      Recent Sale Price        Recent Offer         Recent Bid  \n",
       "0     69.69Ξ ($262,390)   74.77Ξ ($280,855)  69.69Ξ ($262,390)  \n",
       "1     77.77Ξ ($292,124)   77.77Ξ ($292,124)     70Ξ ($262,492)  \n",
       "2     69.45Ξ ($258,932)   79.45Ξ ($296,215)       4Ξ ($14,536)  \n",
       "3        85Ξ ($316,907)  109.95Ξ ($409,929)     85Ξ ($316,907)  \n",
       "4        69Ξ ($255,320)   72.95Ξ ($269,936)     52Ξ ($144,357)  \n",
       "...                 ...                 ...                ...  \n",
       "4795    101Ξ ($294,900)     101Ξ ($291,306)        <0.01Ξ ($3)  \n",
       "4796    160Ξ ($573,541)  187.90Ξ ($896,772)    160Ξ ($535,397)  \n",
       "4797   27.50Ξ ($67,152)    27.50Ξ ($65,413)   17.50Ξ ($38,699)  \n",
       "4798  64.50Ξ ($251,553)   77.70Ξ ($295,501)  64.50Ξ ($247,998)  \n",
       "4799    100Ξ ($289,872)                 NaN    100Ξ ($276,326)  \n",
       "\n",
       "[4800 rows x 7 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Only select Ethereum for sale price.\n",
    "df['Recent Sale Price'] = df['Recent Sale Price'].str.split('Ξ') #isolate for the number before ethereum symbol\n",
    "df['Recent Sale Price'] = df.apply(lambda row : row['Recent Sale Price'][0], axis = 1) # select that number only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['Recent Sale Price'] != '<0.01'] # ignore values where it was sold for free"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cpche\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "# Some values are listed as 2.5K, or 2.5M. We want to get rid of the K or M and put them in the same scale as the rest of the values.\n",
    "def sameScale(val):\n",
    "    if val[-1] == 'K':\n",
    "        return float(val[:-1]) * 1000\n",
    "    elif val[-1] == 'M':\n",
    "        return float(val[:-1]) * 1000000\n",
    "    else: return val\n",
    "    \n",
    "df['Recent Sale Price'] = df.apply(lambda row : sameScale(row['Recent Sale Price']), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cpche\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#convert to float\n",
    "df['Recent Sale Price'] = df['Recent Sale Price'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# probably don't need offer or bid price.\n",
    "df = df.drop(['Recent Offer', 'Recent Bid'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Beanie',\n",
       " 'Choker',\n",
       " 'Pilot Helmet',\n",
       " 'Tiara',\n",
       " 'Orange Side',\n",
       " 'Buck Teeth',\n",
       " 'Welding Goggles',\n",
       " 'Pigtails',\n",
       " 'Pink With Hat',\n",
       " 'Top Hat',\n",
       " 'Spots',\n",
       " 'Rosy Cheeks',\n",
       " 'Blonde Short',\n",
       " 'Wild White Hair',\n",
       " 'Cowboy Hat',\n",
       " 'Wild Blonde',\n",
       " 'Straight Hair Blonde',\n",
       " 'Big Beard',\n",
       " 'Red Mohawk',\n",
       " 'Half Shaved',\n",
       " 'Blonde Bob',\n",
       " 'Vampire Hair',\n",
       " 'Clown Hair Green',\n",
       " 'Straight Hair Dark',\n",
       " 'Straight Hair',\n",
       " 'Silver Chain',\n",
       " 'Dark Hair',\n",
       " 'Purple Hair',\n",
       " 'Gold Chain',\n",
       " 'Medical Mask',\n",
       " 'Tassle Hat',\n",
       " 'Fedora',\n",
       " 'Police Cap',\n",
       " 'Clown Nose',\n",
       " 'Smile',\n",
       " 'Cap Forward',\n",
       " 'Hoodie',\n",
       " 'Front Beard Dark',\n",
       " 'Frown',\n",
       " 'Purple Eye Shadow',\n",
       " 'Handlebars',\n",
       " 'Blue Eye Shadow',\n",
       " 'Green Eye Shadow',\n",
       " 'Vape',\n",
       " 'Front Beard',\n",
       " 'Chinstrap',\n",
       " '3D Glasses',\n",
       " 'Luxurious Beard',\n",
       " 'Mustache',\n",
       " 'Normal Beard Black',\n",
       " 'Normal Beard',\n",
       " 'Eye Mask',\n",
       " 'Goat',\n",
       " 'Do-rag',\n",
       " 'Shaved Head',\n",
       " 'Muttonchops',\n",
       " 'Peak Spike',\n",
       " 'Pipe',\n",
       " 'VR',\n",
       " 'Cap',\n",
       " 'Small Shades',\n",
       " 'Clown Eyes Green',\n",
       " 'Clown Eyes Blue',\n",
       " 'Headband',\n",
       " 'Crazy Hair',\n",
       " 'Knitted Cap',\n",
       " 'Mohawk Dark',\n",
       " 'Mohawk',\n",
       " 'Mohawk Thin',\n",
       " 'Frumpy Hair',\n",
       " 'Wild Hair',\n",
       " 'Messy Hair',\n",
       " 'Eye Patch',\n",
       " 'Stringy Hair',\n",
       " 'Bandana',\n",
       " 'Classic Shades',\n",
       " 'Shadow Beard',\n",
       " 'Regular Shades',\n",
       " 'Horned Rim Glasses',\n",
       " 'Big Shades',\n",
       " 'Nerd Glasses',\n",
       " 'Black Lipstick',\n",
       " 'Mole',\n",
       " 'Purple Lipstick',\n",
       " 'Hot Lipstick',\n",
       " 'Cigarette',\n",
       " 'Earring']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get all CryptoPunk attributes into a list using code, instead of copy & paste\n",
    "import requests\n",
    "from requests import get\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "allAttributes = []\n",
    "\n",
    "page = \"https://www.larvalabs.com/cryptopunks/attributes\"\n",
    "request = requests.get(page)\n",
    "soup = BeautifulSoup(request.text)\n",
    "details = soup.find_all(\"tr\", class_=\"center attribute-row\")\n",
    "\n",
    "for detail in details:\n",
    "    allAttributes.append(detail.td.a.text)\n",
    "    \n",
    "allAttributes = allAttributes[5:-8] # ignore things that aren't actually attributes\n",
    "allAttributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a boolean dataframe that represents if a row has an attribute or not. Alternate implementation could be through using dummies for one-hot encoding.\n",
    "\n",
    "# https://towardsdatascience.com/dealing-with-list-values-in-pandas-dataframes-a177e534f173\n",
    "def boolean_df(item_lists, unique_items):\n",
    "# Create empty dict\n",
    "    bool_dict = {}\n",
    "    \n",
    "    # Loop through all the tags\n",
    "    for i, item in enumerate(unique_items):\n",
    "        \n",
    "        # Apply boolean mask\n",
    "        bool_dict[item] = item_lists.apply(lambda x: item in x)\n",
    "            \n",
    "    # Return the results as a dataframe\n",
    "    return pd.DataFrame(bool_dict)\n",
    "\n",
    "# convert the lists from the Attributes column of the dataframe into a boolean dataframe.\n",
    "attributes_bool = boolean_df(df[\"Attributes\"], allAttributes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>Beanie</th>\n",
       "      <th>Choker</th>\n",
       "      <th>Pilot Helmet</th>\n",
       "      <th>Tiara</th>\n",
       "      <th>Orange Side</th>\n",
       "      <th>Buck Teeth</th>\n",
       "      <th>Welding Goggles</th>\n",
       "      <th>Pigtails</th>\n",
       "      <th>Pink With Hat</th>\n",
       "      <th>Top Hat</th>\n",
       "      <th>Spots</th>\n",
       "      <th>Rosy Cheeks</th>\n",
       "      <th>Blonde Short</th>\n",
       "      <th>Wild White Hair</th>\n",
       "      <th>Cowboy Hat</th>\n",
       "      <th>Wild Blonde</th>\n",
       "      <th>Straight Hair Blonde</th>\n",
       "      <th>Big Beard</th>\n",
       "      <th>Red Mohawk</th>\n",
       "      <th>Half Shaved</th>\n",
       "      <th>Blonde Bob</th>\n",
       "      <th>Vampire Hair</th>\n",
       "      <th>Clown Hair Green</th>\n",
       "      <th>Straight Hair Dark</th>\n",
       "      <th>Straight Hair</th>\n",
       "      <th>Silver Chain</th>\n",
       "      <th>Dark Hair</th>\n",
       "      <th>Purple Hair</th>\n",
       "      <th>Gold Chain</th>\n",
       "      <th>Medical Mask</th>\n",
       "      <th>Tassle Hat</th>\n",
       "      <th>Fedora</th>\n",
       "      <th>Police Cap</th>\n",
       "      <th>Clown Nose</th>\n",
       "      <th>Smile</th>\n",
       "      <th>Cap Forward</th>\n",
       "      <th>Hoodie</th>\n",
       "      <th>Front Beard Dark</th>\n",
       "      <th>Frown</th>\n",
       "      <th>Purple Eye Shadow</th>\n",
       "      <th>Handlebars</th>\n",
       "      <th>Blue Eye Shadow</th>\n",
       "      <th>Green Eye Shadow</th>\n",
       "      <th>Vape</th>\n",
       "      <th>Front Beard</th>\n",
       "      <th>Chinstrap</th>\n",
       "      <th>3D Glasses</th>\n",
       "      <th>Luxurious Beard</th>\n",
       "      <th>Mustache</th>\n",
       "      <th>Normal Beard Black</th>\n",
       "      <th>Normal Beard</th>\n",
       "      <th>Eye Mask</th>\n",
       "      <th>Goat</th>\n",
       "      <th>Do-rag</th>\n",
       "      <th>Shaved Head</th>\n",
       "      <th>Muttonchops</th>\n",
       "      <th>Peak Spike</th>\n",
       "      <th>Pipe</th>\n",
       "      <th>VR</th>\n",
       "      <th>Cap</th>\n",
       "      <th>Small Shades</th>\n",
       "      <th>Clown Eyes Green</th>\n",
       "      <th>Clown Eyes Blue</th>\n",
       "      <th>Headband</th>\n",
       "      <th>Crazy Hair</th>\n",
       "      <th>Knitted Cap</th>\n",
       "      <th>Mohawk Dark</th>\n",
       "      <th>Mohawk</th>\n",
       "      <th>Mohawk Thin</th>\n",
       "      <th>Frumpy Hair</th>\n",
       "      <th>Wild Hair</th>\n",
       "      <th>Messy Hair</th>\n",
       "      <th>Eye Patch</th>\n",
       "      <th>Stringy Hair</th>\n",
       "      <th>Bandana</th>\n",
       "      <th>Classic Shades</th>\n",
       "      <th>Shadow Beard</th>\n",
       "      <th>Regular Shades</th>\n",
       "      <th>Horned Rim Glasses</th>\n",
       "      <th>Big Shades</th>\n",
       "      <th>Nerd Glasses</th>\n",
       "      <th>Black Lipstick</th>\n",
       "      <th>Mole</th>\n",
       "      <th>Purple Lipstick</th>\n",
       "      <th>Hot Lipstick</th>\n",
       "      <th>Cigarette</th>\n",
       "      <th>Earring</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4795</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4796</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4797</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4798</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4799</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4788 rows × 87 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Beanie  Choker  Pilot Helmet  Tiara  Orange Side  Buck Teeth  \\\n",
       "0      False   False         False  False        False       False   \n",
       "1      False   False         False  False        False       False   \n",
       "2      False   False         False  False        False       False   \n",
       "3      False   False         False  False        False       False   \n",
       "4      False   False         False  False        False       False   \n",
       "...      ...     ...           ...    ...          ...         ...   \n",
       "4795   False   False         False  False        False       False   \n",
       "4796   False   False         False  False        False       False   \n",
       "4797   False   False         False  False        False       False   \n",
       "4798   False   False         False  False        False       False   \n",
       "4799   False   False         False  False        False       False   \n",
       "\n",
       "      Welding Goggles  Pigtails  Pink With Hat  Top Hat  Spots  Rosy Cheeks  \\\n",
       "0               False     False          False    False  False        False   \n",
       "1               False     False          False    False  False        False   \n",
       "2               False     False          False    False  False        False   \n",
       "3               False     False          False    False  False        False   \n",
       "4               False     False          False    False  False        False   \n",
       "...               ...       ...            ...      ...    ...          ...   \n",
       "4795            False     False          False    False  False        False   \n",
       "4796             True     False          False    False  False        False   \n",
       "4797            False     False          False    False  False        False   \n",
       "4798            False     False          False    False  False        False   \n",
       "4799            False     False          False    False  False        False   \n",
       "\n",
       "      Blonde Short  Wild White Hair  Cowboy Hat  Wild Blonde  \\\n",
       "0            False            False       False        False   \n",
       "1            False            False       False        False   \n",
       "2            False            False       False        False   \n",
       "3            False            False       False        False   \n",
       "4            False            False       False        False   \n",
       "...            ...              ...         ...          ...   \n",
       "4795         False            False       False        False   \n",
       "4796         False            False       False        False   \n",
       "4797         False            False       False        False   \n",
       "4798         False            False       False        False   \n",
       "4799         False            False        True        False   \n",
       "\n",
       "      Straight Hair Blonde  Big Beard  Red Mohawk  Half Shaved  Blonde Bob  \\\n",
       "0                    False      False       False        False       False   \n",
       "1                    False      False       False        False       False   \n",
       "2                    False      False       False        False       False   \n",
       "3                    False      False       False        False       False   \n",
       "4                    False      False        True        False       False   \n",
       "...                    ...        ...         ...          ...         ...   \n",
       "4795                 False      False       False        False       False   \n",
       "4796                 False      False       False        False       False   \n",
       "4797                 False      False       False        False       False   \n",
       "4798                 False      False       False        False       False   \n",
       "4799                 False      False       False        False       False   \n",
       "\n",
       "      Vampire Hair  Clown Hair Green  Straight Hair Dark  Straight Hair  \\\n",
       "0            False             False               False          False   \n",
       "1            False             False               False          False   \n",
       "2            False             False               False          False   \n",
       "3            False             False               False          False   \n",
       "4            False             False               False          False   \n",
       "...            ...               ...                 ...            ...   \n",
       "4795         False             False               False          False   \n",
       "4796         False             False               False          False   \n",
       "4797         False             False               False          False   \n",
       "4798         False             False               False          False   \n",
       "4799         False             False               False          False   \n",
       "\n",
       "      Silver Chain  Dark Hair  Purple Hair  Gold Chain  Medical Mask  \\\n",
       "0            False      False        False       False         False   \n",
       "1            False      False        False       False         False   \n",
       "2            False      False        False       False         False   \n",
       "3            False      False        False       False         False   \n",
       "4            False      False        False       False         False   \n",
       "...            ...        ...          ...         ...           ...   \n",
       "4795         False      False        False       False         False   \n",
       "4796         False      False        False       False         False   \n",
       "4797          True      False        False       False         False   \n",
       "4798         False      False        False       False         False   \n",
       "4799         False      False        False       False         False   \n",
       "\n",
       "      Tassle Hat  Fedora  Police Cap  Clown Nose  Smile  Cap Forward  Hoodie  \\\n",
       "0          False   False       False       False  False        False   False   \n",
       "1          False   False        True       False  False        False   False   \n",
       "2          False   False       False       False  False        False   False   \n",
       "3          False   False       False       False  False        False   False   \n",
       "4          False   False       False       False  False        False   False   \n",
       "...          ...     ...         ...         ...    ...          ...     ...   \n",
       "4795       False   False       False       False  False        False   False   \n",
       "4796       False   False       False       False  False        False   False   \n",
       "4797       False   False       False       False  False        False   False   \n",
       "4798       False   False       False       False  False        False   False   \n",
       "4799       False   False       False       False  False        False   False   \n",
       "\n",
       "      Front Beard Dark  Frown  Purple Eye Shadow  Handlebars  Blue Eye Shadow  \\\n",
       "0                False  False              False       False            False   \n",
       "1                False   True              False       False            False   \n",
       "2                False  False              False       False            False   \n",
       "3                False  False              False       False            False   \n",
       "4                False  False              False       False            False   \n",
       "...                ...    ...                ...         ...              ...   \n",
       "4795             False  False              False       False            False   \n",
       "4796             False  False              False       False            False   \n",
       "4797             False  False              False       False            False   \n",
       "4798             False  False              False       False            False   \n",
       "4799             False  False              False       False            False   \n",
       "\n",
       "      Green Eye Shadow   Vape  Front Beard  Chinstrap  3D Glasses  \\\n",
       "0                False  False        False      False       False   \n",
       "1                False  False        False      False       False   \n",
       "2                False  False         True      False       False   \n",
       "3                False  False        False      False       False   \n",
       "4                False  False        False      False       False   \n",
       "...                ...    ...          ...        ...         ...   \n",
       "4795             False  False        False      False       False   \n",
       "4796             False  False        False      False       False   \n",
       "4797             False  False        False      False       False   \n",
       "4798             False  False        False      False       False   \n",
       "4799             False  False        False      False       False   \n",
       "\n",
       "      Luxurious Beard  Mustache  Normal Beard Black  Normal Beard  Eye Mask  \\\n",
       "0               False     False               False         False     False   \n",
       "1               False     False               False         False      True   \n",
       "2               False     False               False         False     False   \n",
       "3               False     False                True          True     False   \n",
       "4               False     False               False         False     False   \n",
       "...               ...       ...                 ...           ...       ...   \n",
       "4795            False     False               False         False     False   \n",
       "4796            False     False               False         False     False   \n",
       "4797            False     False               False         False     False   \n",
       "4798            False     False               False         False     False   \n",
       "4799            False     False               False         False     False   \n",
       "\n",
       "       Goat  Do-rag  Shaved Head  Muttonchops  Peak Spike   Pipe     VR  \\\n",
       "0      True   False        False        False       False  False  False   \n",
       "1     False   False        False        False       False  False  False   \n",
       "2     False   False        False        False       False  False  False   \n",
       "3     False   False        False        False       False   True  False   \n",
       "4     False   False        False        False       False  False  False   \n",
       "...     ...     ...          ...          ...         ...    ...    ...   \n",
       "4795  False   False        False        False       False  False  False   \n",
       "4796  False   False        False        False       False  False  False   \n",
       "4797  False   False        False        False       False  False  False   \n",
       "4798  False   False        False        False       False  False  False   \n",
       "4799  False   False        False        False       False  False  False   \n",
       "\n",
       "        Cap  Small Shades  Clown Eyes Green  Clown Eyes Blue  Headband  \\\n",
       "0     False         False             False            False      True   \n",
       "1      True         False             False            False     False   \n",
       "2     False         False             False            False     False   \n",
       "3     False         False             False            False     False   \n",
       "4     False         False             False            False     False   \n",
       "...     ...           ...               ...              ...       ...   \n",
       "4795  False         False             False            False     False   \n",
       "4796  False         False             False            False     False   \n",
       "4797  False         False             False             True     False   \n",
       "4798  False         False             False             True     False   \n",
       "4799  False         False             False            False     False   \n",
       "\n",
       "      Crazy Hair  Knitted Cap  Mohawk Dark  Mohawk  Mohawk Thin  Frumpy Hair  \\\n",
       "0          False        False        False   False        False        False   \n",
       "1          False        False        False   False        False        False   \n",
       "2          False        False        False    True        False        False   \n",
       "3           True        False        False   False        False        False   \n",
       "4          False        False        False    True        False        False   \n",
       "...          ...          ...          ...     ...          ...          ...   \n",
       "4795       False        False        False   False        False        False   \n",
       "4796       False        False        False    True        False        False   \n",
       "4797       False        False        False   False        False        False   \n",
       "4798        True        False        False   False        False        False   \n",
       "4799       False        False        False   False        False        False   \n",
       "\n",
       "      Wild Hair  Messy Hair  Eye Patch  Stringy Hair  Bandana  Classic Shades  \\\n",
       "0         False       False      False         False    False           False   \n",
       "1         False       False      False         False    False           False   \n",
       "2         False       False      False         False    False           False   \n",
       "3         False       False      False         False    False           False   \n",
       "4         False       False      False         False    False           False   \n",
       "...         ...         ...        ...           ...      ...             ...   \n",
       "4795      False       False      False          True    False           False   \n",
       "4796      False       False      False         False    False           False   \n",
       "4797      False       False      False         False     True           False   \n",
       "4798      False       False      False         False    False           False   \n",
       "4799      False       False      False         False    False           False   \n",
       "\n",
       "      Shadow Beard  Regular Shades  Horned Rim Glasses  Big Shades  \\\n",
       "0            False           False               False       False   \n",
       "1            False           False               False       False   \n",
       "2            False           False               False       False   \n",
       "3            False           False               False       False   \n",
       "4            False           False               False       False   \n",
       "...            ...             ...                 ...         ...   \n",
       "4795         False           False               False       False   \n",
       "4796         False           False               False       False   \n",
       "4797         False           False               False       False   \n",
       "4798         False           False               False       False   \n",
       "4799         False           False               False       False   \n",
       "\n",
       "      Nerd Glasses  Black Lipstick   Mole  Purple Lipstick  Hot Lipstick  \\\n",
       "0            False           False  False            False         False   \n",
       "1            False           False  False            False         False   \n",
       "2            False           False  False            False         False   \n",
       "3            False           False  False            False         False   \n",
       "4            False           False  False            False         False   \n",
       "...            ...             ...    ...              ...           ...   \n",
       "4795         False           False   True            False         False   \n",
       "4796         False            True  False            False         False   \n",
       "4797         False           False  False            False         False   \n",
       "4798         False           False  False            False         False   \n",
       "4799         False           False   True            False         False   \n",
       "\n",
       "      Cigarette  Earring  \n",
       "0         False    False  \n",
       "1         False    False  \n",
       "2         False    False  \n",
       "3         False    False  \n",
       "4         False     True  \n",
       "...         ...      ...  \n",
       "4795      False    False  \n",
       "4796      False    False  \n",
       "4797      False    False  \n",
       "4798      False    False  \n",
       "4799      False    False  \n",
       "\n",
       "[4788 rows x 87 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "attributes_bool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Combine it with the original dataframe\n",
    "df = pd.concat([df, attributes_bool], axis=1, join='inner')\n",
    "df = df.drop('Attributes', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>ID</th>\n",
       "      <th>Type</th>\n",
       "      <th>Attribute Count</th>\n",
       "      <th>Recent Sale Price</th>\n",
       "      <th>Beanie</th>\n",
       "      <th>Choker</th>\n",
       "      <th>Pilot Helmet</th>\n",
       "      <th>Tiara</th>\n",
       "      <th>Orange Side</th>\n",
       "      <th>Buck Teeth</th>\n",
       "      <th>Welding Goggles</th>\n",
       "      <th>Pigtails</th>\n",
       "      <th>Pink With Hat</th>\n",
       "      <th>Top Hat</th>\n",
       "      <th>Spots</th>\n",
       "      <th>Rosy Cheeks</th>\n",
       "      <th>Blonde Short</th>\n",
       "      <th>Wild White Hair</th>\n",
       "      <th>Cowboy Hat</th>\n",
       "      <th>Wild Blonde</th>\n",
       "      <th>Straight Hair Blonde</th>\n",
       "      <th>Big Beard</th>\n",
       "      <th>Red Mohawk</th>\n",
       "      <th>Half Shaved</th>\n",
       "      <th>Blonde Bob</th>\n",
       "      <th>Vampire Hair</th>\n",
       "      <th>Clown Hair Green</th>\n",
       "      <th>Straight Hair Dark</th>\n",
       "      <th>Straight Hair</th>\n",
       "      <th>Silver Chain</th>\n",
       "      <th>Dark Hair</th>\n",
       "      <th>Purple Hair</th>\n",
       "      <th>Gold Chain</th>\n",
       "      <th>Medical Mask</th>\n",
       "      <th>Tassle Hat</th>\n",
       "      <th>Fedora</th>\n",
       "      <th>Police Cap</th>\n",
       "      <th>Clown Nose</th>\n",
       "      <th>Smile</th>\n",
       "      <th>Cap Forward</th>\n",
       "      <th>Hoodie</th>\n",
       "      <th>Front Beard Dark</th>\n",
       "      <th>Frown</th>\n",
       "      <th>Purple Eye Shadow</th>\n",
       "      <th>Handlebars</th>\n",
       "      <th>Blue Eye Shadow</th>\n",
       "      <th>Green Eye Shadow</th>\n",
       "      <th>Vape</th>\n",
       "      <th>Front Beard</th>\n",
       "      <th>Chinstrap</th>\n",
       "      <th>3D Glasses</th>\n",
       "      <th>Luxurious Beard</th>\n",
       "      <th>Mustache</th>\n",
       "      <th>Normal Beard Black</th>\n",
       "      <th>Normal Beard</th>\n",
       "      <th>Eye Mask</th>\n",
       "      <th>Goat</th>\n",
       "      <th>Do-rag</th>\n",
       "      <th>Shaved Head</th>\n",
       "      <th>Muttonchops</th>\n",
       "      <th>Peak Spike</th>\n",
       "      <th>Pipe</th>\n",
       "      <th>VR</th>\n",
       "      <th>Cap</th>\n",
       "      <th>Small Shades</th>\n",
       "      <th>Clown Eyes Green</th>\n",
       "      <th>Clown Eyes Blue</th>\n",
       "      <th>Headband</th>\n",
       "      <th>Crazy Hair</th>\n",
       "      <th>Knitted Cap</th>\n",
       "      <th>Mohawk Dark</th>\n",
       "      <th>Mohawk</th>\n",
       "      <th>Mohawk Thin</th>\n",
       "      <th>Frumpy Hair</th>\n",
       "      <th>Wild Hair</th>\n",
       "      <th>Messy Hair</th>\n",
       "      <th>Eye Patch</th>\n",
       "      <th>Stringy Hair</th>\n",
       "      <th>Bandana</th>\n",
       "      <th>Classic Shades</th>\n",
       "      <th>Shadow Beard</th>\n",
       "      <th>Regular Shades</th>\n",
       "      <th>Horned Rim Glasses</th>\n",
       "      <th>Big Shades</th>\n",
       "      <th>Nerd Glasses</th>\n",
       "      <th>Black Lipstick</th>\n",
       "      <th>Mole</th>\n",
       "      <th>Purple Lipstick</th>\n",
       "      <th>Hot Lipstick</th>\n",
       "      <th>Cigarette</th>\n",
       "      <th>Earring</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>CryptoPunk 300</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>69.69</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>CryptoPunk 962</td>\n",
       "      <td>Male</td>\n",
       "      <td>3</td>\n",
       "      <td>77.77</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>CryptoPunk 9345</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>69.45</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>CryptoPunk 8599</td>\n",
       "      <td>Male</td>\n",
       "      <td>3</td>\n",
       "      <td>85.00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>CryptoPunk 1454</td>\n",
       "      <td>Female</td>\n",
       "      <td>2</td>\n",
       "      <td>69.00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4795</td>\n",
       "      <td>CryptoPunk 8396</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>101.00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4796</td>\n",
       "      <td>CryptoPunk 8697</td>\n",
       "      <td>Female</td>\n",
       "      <td>3</td>\n",
       "      <td>160.00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4797</td>\n",
       "      <td>CryptoPunk 9319</td>\n",
       "      <td>Male</td>\n",
       "      <td>3</td>\n",
       "      <td>27.50</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4798</td>\n",
       "      <td>CryptoPunk 6041</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>64.50</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4799</td>\n",
       "      <td>CryptoPunk 3914</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>100.00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4788 rows × 91 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   ID    Type  Attribute Count  Recent Sale Price  Beanie  \\\n",
       "0      CryptoPunk 300    Male                2              69.69   False   \n",
       "1      CryptoPunk 962    Male                3              77.77   False   \n",
       "2     CryptoPunk 9345    Male                2              69.45   False   \n",
       "3     CryptoPunk 8599    Male                3              85.00   False   \n",
       "4     CryptoPunk 1454  Female                2              69.00   False   \n",
       "...               ...     ...              ...                ...     ...   \n",
       "4795  CryptoPunk 8396    Male                2             101.00   False   \n",
       "4796  CryptoPunk 8697  Female                3             160.00   False   \n",
       "4797  CryptoPunk 9319    Male                3              27.50   False   \n",
       "4798  CryptoPunk 6041    Male                2              64.50   False   \n",
       "4799  CryptoPunk 3914    Male                2             100.00   False   \n",
       "\n",
       "      Choker  Pilot Helmet  Tiara  Orange Side  Buck Teeth  Welding Goggles  \\\n",
       "0      False         False  False        False       False            False   \n",
       "1      False         False  False        False       False            False   \n",
       "2      False         False  False        False       False            False   \n",
       "3      False         False  False        False       False            False   \n",
       "4      False         False  False        False       False            False   \n",
       "...      ...           ...    ...          ...         ...              ...   \n",
       "4795   False         False  False        False       False            False   \n",
       "4796   False         False  False        False       False             True   \n",
       "4797   False         False  False        False       False            False   \n",
       "4798   False         False  False        False       False            False   \n",
       "4799   False         False  False        False       False            False   \n",
       "\n",
       "      Pigtails  Pink With Hat  Top Hat  Spots  Rosy Cheeks  Blonde Short  \\\n",
       "0        False          False    False  False        False         False   \n",
       "1        False          False    False  False        False         False   \n",
       "2        False          False    False  False        False         False   \n",
       "3        False          False    False  False        False         False   \n",
       "4        False          False    False  False        False         False   \n",
       "...        ...            ...      ...    ...          ...           ...   \n",
       "4795     False          False    False  False        False         False   \n",
       "4796     False          False    False  False        False         False   \n",
       "4797     False          False    False  False        False         False   \n",
       "4798     False          False    False  False        False         False   \n",
       "4799     False          False    False  False        False         False   \n",
       "\n",
       "      Wild White Hair  Cowboy Hat  Wild Blonde  Straight Hair Blonde  \\\n",
       "0               False       False        False                 False   \n",
       "1               False       False        False                 False   \n",
       "2               False       False        False                 False   \n",
       "3               False       False        False                 False   \n",
       "4               False       False        False                 False   \n",
       "...               ...         ...          ...                   ...   \n",
       "4795            False       False        False                 False   \n",
       "4796            False       False        False                 False   \n",
       "4797            False       False        False                 False   \n",
       "4798            False       False        False                 False   \n",
       "4799            False        True        False                 False   \n",
       "\n",
       "      Big Beard  Red Mohawk  Half Shaved  Blonde Bob  Vampire Hair  \\\n",
       "0         False       False        False       False         False   \n",
       "1         False       False        False       False         False   \n",
       "2         False       False        False       False         False   \n",
       "3         False       False        False       False         False   \n",
       "4         False        True        False       False         False   \n",
       "...         ...         ...          ...         ...           ...   \n",
       "4795      False       False        False       False         False   \n",
       "4796      False       False        False       False         False   \n",
       "4797      False       False        False       False         False   \n",
       "4798      False       False        False       False         False   \n",
       "4799      False       False        False       False         False   \n",
       "\n",
       "      Clown Hair Green  Straight Hair Dark  Straight Hair  Silver Chain  \\\n",
       "0                False               False          False         False   \n",
       "1                False               False          False         False   \n",
       "2                False               False          False         False   \n",
       "3                False               False          False         False   \n",
       "4                False               False          False         False   \n",
       "...                ...                 ...            ...           ...   \n",
       "4795             False               False          False         False   \n",
       "4796             False               False          False         False   \n",
       "4797             False               False          False          True   \n",
       "4798             False               False          False         False   \n",
       "4799             False               False          False         False   \n",
       "\n",
       "      Dark Hair  Purple Hair  Gold Chain  Medical Mask  Tassle Hat  Fedora  \\\n",
       "0         False        False       False         False       False   False   \n",
       "1         False        False       False         False       False   False   \n",
       "2         False        False       False         False       False   False   \n",
       "3         False        False       False         False       False   False   \n",
       "4         False        False       False         False       False   False   \n",
       "...         ...          ...         ...           ...         ...     ...   \n",
       "4795      False        False       False         False       False   False   \n",
       "4796      False        False       False         False       False   False   \n",
       "4797      False        False       False         False       False   False   \n",
       "4798      False        False       False         False       False   False   \n",
       "4799      False        False       False         False       False   False   \n",
       "\n",
       "      Police Cap  Clown Nose  Smile  Cap Forward  Hoodie  Front Beard Dark  \\\n",
       "0          False       False  False        False   False             False   \n",
       "1           True       False  False        False   False             False   \n",
       "2          False       False  False        False   False             False   \n",
       "3          False       False  False        False   False             False   \n",
       "4          False       False  False        False   False             False   \n",
       "...          ...         ...    ...          ...     ...               ...   \n",
       "4795       False       False  False        False   False             False   \n",
       "4796       False       False  False        False   False             False   \n",
       "4797       False       False  False        False   False             False   \n",
       "4798       False       False  False        False   False             False   \n",
       "4799       False       False  False        False   False             False   \n",
       "\n",
       "      Frown  Purple Eye Shadow  Handlebars  Blue Eye Shadow  Green Eye Shadow  \\\n",
       "0     False              False       False            False             False   \n",
       "1      True              False       False            False             False   \n",
       "2     False              False       False            False             False   \n",
       "3     False              False       False            False             False   \n",
       "4     False              False       False            False             False   \n",
       "...     ...                ...         ...              ...               ...   \n",
       "4795  False              False       False            False             False   \n",
       "4796  False              False       False            False             False   \n",
       "4797  False              False       False            False             False   \n",
       "4798  False              False       False            False             False   \n",
       "4799  False              False       False            False             False   \n",
       "\n",
       "       Vape  Front Beard  Chinstrap  3D Glasses  Luxurious Beard  Mustache  \\\n",
       "0     False        False      False       False            False     False   \n",
       "1     False        False      False       False            False     False   \n",
       "2     False         True      False       False            False     False   \n",
       "3     False        False      False       False            False     False   \n",
       "4     False        False      False       False            False     False   \n",
       "...     ...          ...        ...         ...              ...       ...   \n",
       "4795  False        False      False       False            False     False   \n",
       "4796  False        False      False       False            False     False   \n",
       "4797  False        False      False       False            False     False   \n",
       "4798  False        False      False       False            False     False   \n",
       "4799  False        False      False       False            False     False   \n",
       "\n",
       "      Normal Beard Black  Normal Beard  Eye Mask   Goat  Do-rag  Shaved Head  \\\n",
       "0                  False         False     False   True   False        False   \n",
       "1                  False         False      True  False   False        False   \n",
       "2                  False         False     False  False   False        False   \n",
       "3                   True          True     False  False   False        False   \n",
       "4                  False         False     False  False   False        False   \n",
       "...                  ...           ...       ...    ...     ...          ...   \n",
       "4795               False         False     False  False   False        False   \n",
       "4796               False         False     False  False   False        False   \n",
       "4797               False         False     False  False   False        False   \n",
       "4798               False         False     False  False   False        False   \n",
       "4799               False         False     False  False   False        False   \n",
       "\n",
       "      Muttonchops  Peak Spike   Pipe     VR    Cap  Small Shades  \\\n",
       "0           False       False  False  False  False         False   \n",
       "1           False       False  False  False   True         False   \n",
       "2           False       False  False  False  False         False   \n",
       "3           False       False   True  False  False         False   \n",
       "4           False       False  False  False  False         False   \n",
       "...           ...         ...    ...    ...    ...           ...   \n",
       "4795        False       False  False  False  False         False   \n",
       "4796        False       False  False  False  False         False   \n",
       "4797        False       False  False  False  False         False   \n",
       "4798        False       False  False  False  False         False   \n",
       "4799        False       False  False  False  False         False   \n",
       "\n",
       "      Clown Eyes Green  Clown Eyes Blue  Headband  Crazy Hair  Knitted Cap  \\\n",
       "0                False            False      True       False        False   \n",
       "1                False            False     False       False        False   \n",
       "2                False            False     False       False        False   \n",
       "3                False            False     False        True        False   \n",
       "4                False            False     False       False        False   \n",
       "...                ...              ...       ...         ...          ...   \n",
       "4795             False            False     False       False        False   \n",
       "4796             False            False     False       False        False   \n",
       "4797             False             True     False       False        False   \n",
       "4798             False             True     False        True        False   \n",
       "4799             False            False     False       False        False   \n",
       "\n",
       "      Mohawk Dark  Mohawk  Mohawk Thin  Frumpy Hair  Wild Hair  Messy Hair  \\\n",
       "0           False   False        False        False      False       False   \n",
       "1           False   False        False        False      False       False   \n",
       "2           False    True        False        False      False       False   \n",
       "3           False   False        False        False      False       False   \n",
       "4           False    True        False        False      False       False   \n",
       "...           ...     ...          ...          ...        ...         ...   \n",
       "4795        False   False        False        False      False       False   \n",
       "4796        False    True        False        False      False       False   \n",
       "4797        False   False        False        False      False       False   \n",
       "4798        False   False        False        False      False       False   \n",
       "4799        False   False        False        False      False       False   \n",
       "\n",
       "      Eye Patch  Stringy Hair  Bandana  Classic Shades  Shadow Beard  \\\n",
       "0         False         False    False           False         False   \n",
       "1         False         False    False           False         False   \n",
       "2         False         False    False           False         False   \n",
       "3         False         False    False           False         False   \n",
       "4         False         False    False           False         False   \n",
       "...         ...           ...      ...             ...           ...   \n",
       "4795      False          True    False           False         False   \n",
       "4796      False         False    False           False         False   \n",
       "4797      False         False     True           False         False   \n",
       "4798      False         False    False           False         False   \n",
       "4799      False         False    False           False         False   \n",
       "\n",
       "      Regular Shades  Horned Rim Glasses  Big Shades  Nerd Glasses  \\\n",
       "0              False               False       False         False   \n",
       "1              False               False       False         False   \n",
       "2              False               False       False         False   \n",
       "3              False               False       False         False   \n",
       "4              False               False       False         False   \n",
       "...              ...                 ...         ...           ...   \n",
       "4795           False               False       False         False   \n",
       "4796           False               False       False         False   \n",
       "4797           False               False       False         False   \n",
       "4798           False               False       False         False   \n",
       "4799           False               False       False         False   \n",
       "\n",
       "      Black Lipstick   Mole  Purple Lipstick  Hot Lipstick  Cigarette  Earring  \n",
       "0              False  False            False         False      False    False  \n",
       "1              False  False            False         False      False    False  \n",
       "2              False  False            False         False      False    False  \n",
       "3              False  False            False         False      False    False  \n",
       "4              False  False            False         False      False     True  \n",
       "...              ...    ...              ...           ...        ...      ...  \n",
       "4795           False   True            False         False      False    False  \n",
       "4796            True  False            False         False      False    False  \n",
       "4797           False  False            False         False      False    False  \n",
       "4798           False  False            False         False      False    False  \n",
       "4799           False   True            False         False      False    False  \n",
       "\n",
       "[4788 rows x 91 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert Type column into numbers\n",
    "df = df.replace(to_replace ='Male',\n",
    "                 value = 0)\n",
    "df = df.replace(to_replace ='Female',\n",
    "                 value = 1)\n",
    "df = df.replace(to_replace ='Zombie',\n",
    "                 value = 2)\n",
    "df = df.replace(to_replace ='Ape',\n",
    "                 value = 3)\n",
    "df = df.replace(to_replace ='Alien',\n",
    "                 value = 4)\n",
    "\n",
    "# convert booleans into numbers\n",
    "df = df*1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "correlation_df = df.drop('ID', axis=1) # Name of the CryptoPunk is unnecesary. Although it would be interesting to analyze if lower number CryptoPunks have a higher value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>Type</th>\n",
       "      <th>Attribute Count</th>\n",
       "      <th>Recent Sale Price</th>\n",
       "      <th>Beanie</th>\n",
       "      <th>Choker</th>\n",
       "      <th>Pilot Helmet</th>\n",
       "      <th>Tiara</th>\n",
       "      <th>Orange Side</th>\n",
       "      <th>Buck Teeth</th>\n",
       "      <th>Welding Goggles</th>\n",
       "      <th>Pigtails</th>\n",
       "      <th>Pink With Hat</th>\n",
       "      <th>Top Hat</th>\n",
       "      <th>Spots</th>\n",
       "      <th>Rosy Cheeks</th>\n",
       "      <th>Blonde Short</th>\n",
       "      <th>Wild White Hair</th>\n",
       "      <th>Cowboy Hat</th>\n",
       "      <th>Wild Blonde</th>\n",
       "      <th>Straight Hair Blonde</th>\n",
       "      <th>Big Beard</th>\n",
       "      <th>Red Mohawk</th>\n",
       "      <th>Half Shaved</th>\n",
       "      <th>Blonde Bob</th>\n",
       "      <th>Vampire Hair</th>\n",
       "      <th>Clown Hair Green</th>\n",
       "      <th>Straight Hair Dark</th>\n",
       "      <th>Straight Hair</th>\n",
       "      <th>Silver Chain</th>\n",
       "      <th>Dark Hair</th>\n",
       "      <th>Purple Hair</th>\n",
       "      <th>Gold Chain</th>\n",
       "      <th>Medical Mask</th>\n",
       "      <th>Tassle Hat</th>\n",
       "      <th>Fedora</th>\n",
       "      <th>Police Cap</th>\n",
       "      <th>Clown Nose</th>\n",
       "      <th>Smile</th>\n",
       "      <th>Cap Forward</th>\n",
       "      <th>Hoodie</th>\n",
       "      <th>Front Beard Dark</th>\n",
       "      <th>Frown</th>\n",
       "      <th>Purple Eye Shadow</th>\n",
       "      <th>Handlebars</th>\n",
       "      <th>Blue Eye Shadow</th>\n",
       "      <th>Green Eye Shadow</th>\n",
       "      <th>Vape</th>\n",
       "      <th>Front Beard</th>\n",
       "      <th>Chinstrap</th>\n",
       "      <th>3D Glasses</th>\n",
       "      <th>Luxurious Beard</th>\n",
       "      <th>Mustache</th>\n",
       "      <th>Normal Beard Black</th>\n",
       "      <th>Normal Beard</th>\n",
       "      <th>Eye Mask</th>\n",
       "      <th>Goat</th>\n",
       "      <th>Do-rag</th>\n",
       "      <th>Shaved Head</th>\n",
       "      <th>Muttonchops</th>\n",
       "      <th>Peak Spike</th>\n",
       "      <th>Pipe</th>\n",
       "      <th>VR</th>\n",
       "      <th>Cap</th>\n",
       "      <th>Small Shades</th>\n",
       "      <th>Clown Eyes Green</th>\n",
       "      <th>Clown Eyes Blue</th>\n",
       "      <th>Headband</th>\n",
       "      <th>Crazy Hair</th>\n",
       "      <th>Knitted Cap</th>\n",
       "      <th>Mohawk Dark</th>\n",
       "      <th>Mohawk</th>\n",
       "      <th>Mohawk Thin</th>\n",
       "      <th>Frumpy Hair</th>\n",
       "      <th>Wild Hair</th>\n",
       "      <th>Messy Hair</th>\n",
       "      <th>Eye Patch</th>\n",
       "      <th>Stringy Hair</th>\n",
       "      <th>Bandana</th>\n",
       "      <th>Classic Shades</th>\n",
       "      <th>Shadow Beard</th>\n",
       "      <th>Regular Shades</th>\n",
       "      <th>Horned Rim Glasses</th>\n",
       "      <th>Big Shades</th>\n",
       "      <th>Nerd Glasses</th>\n",
       "      <th>Black Lipstick</th>\n",
       "      <th>Mole</th>\n",
       "      <th>Purple Lipstick</th>\n",
       "      <th>Hot Lipstick</th>\n",
       "      <th>Cigarette</th>\n",
       "      <th>Earring</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>69.69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>77.77</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>69.45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>85.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>69.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4795</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>101.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4796</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>160.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4797</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>27.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4798</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>64.50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4799</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4788 rows × 90 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Type  Attribute Count  Recent Sale Price  Beanie  Choker  Pilot Helmet  \\\n",
       "0        0                2              69.69       0       0             0   \n",
       "1        0                3              77.77       0       0             0   \n",
       "2        0                2              69.45       0       0             0   \n",
       "3        0                3              85.00       0       0             0   \n",
       "4        1                2              69.00       0       0             0   \n",
       "...    ...              ...                ...     ...     ...           ...   \n",
       "4795     0                2             101.00       0       0             0   \n",
       "4796     1                3             160.00       0       0             0   \n",
       "4797     0                3              27.50       0       0             0   \n",
       "4798     0                2              64.50       0       0             0   \n",
       "4799     0                2             100.00       0       0             0   \n",
       "\n",
       "      Tiara  Orange Side  Buck Teeth  Welding Goggles  Pigtails  \\\n",
       "0         0            0           0                0         0   \n",
       "1         0            0           0                0         0   \n",
       "2         0            0           0                0         0   \n",
       "3         0            0           0                0         0   \n",
       "4         0            0           0                0         0   \n",
       "...     ...          ...         ...              ...       ...   \n",
       "4795      0            0           0                0         0   \n",
       "4796      0            0           0                1         0   \n",
       "4797      0            0           0                0         0   \n",
       "4798      0            0           0                0         0   \n",
       "4799      0            0           0                0         0   \n",
       "\n",
       "      Pink With Hat  Top Hat  Spots  Rosy Cheeks  Blonde Short  \\\n",
       "0                 0        0      0            0             0   \n",
       "1                 0        0      0            0             0   \n",
       "2                 0        0      0            0             0   \n",
       "3                 0        0      0            0             0   \n",
       "4                 0        0      0            0             0   \n",
       "...             ...      ...    ...          ...           ...   \n",
       "4795              0        0      0            0             0   \n",
       "4796              0        0      0            0             0   \n",
       "4797              0        0      0            0             0   \n",
       "4798              0        0      0            0             0   \n",
       "4799              0        0      0            0             0   \n",
       "\n",
       "      Wild White Hair  Cowboy Hat  Wild Blonde  Straight Hair Blonde  \\\n",
       "0                   0           0            0                     0   \n",
       "1                   0           0            0                     0   \n",
       "2                   0           0            0                     0   \n",
       "3                   0           0            0                     0   \n",
       "4                   0           0            0                     0   \n",
       "...               ...         ...          ...                   ...   \n",
       "4795                0           0            0                     0   \n",
       "4796                0           0            0                     0   \n",
       "4797                0           0            0                     0   \n",
       "4798                0           0            0                     0   \n",
       "4799                0           1            0                     0   \n",
       "\n",
       "      Big Beard  Red Mohawk  Half Shaved  Blonde Bob  Vampire Hair  \\\n",
       "0             0           0            0           0             0   \n",
       "1             0           0            0           0             0   \n",
       "2             0           0            0           0             0   \n",
       "3             0           0            0           0             0   \n",
       "4             0           1            0           0             0   \n",
       "...         ...         ...          ...         ...           ...   \n",
       "4795          0           0            0           0             0   \n",
       "4796          0           0            0           0             0   \n",
       "4797          0           0            0           0             0   \n",
       "4798          0           0            0           0             0   \n",
       "4799          0           0            0           0             0   \n",
       "\n",
       "      Clown Hair Green  Straight Hair Dark  Straight Hair  Silver Chain  \\\n",
       "0                    0                   0              0             0   \n",
       "1                    0                   0              0             0   \n",
       "2                    0                   0              0             0   \n",
       "3                    0                   0              0             0   \n",
       "4                    0                   0              0             0   \n",
       "...                ...                 ...            ...           ...   \n",
       "4795                 0                   0              0             0   \n",
       "4796                 0                   0              0             0   \n",
       "4797                 0                   0              0             1   \n",
       "4798                 0                   0              0             0   \n",
       "4799                 0                   0              0             0   \n",
       "\n",
       "      Dark Hair  Purple Hair  Gold Chain  Medical Mask  Tassle Hat  Fedora  \\\n",
       "0             0            0           0             0           0       0   \n",
       "1             0            0           0             0           0       0   \n",
       "2             0            0           0             0           0       0   \n",
       "3             0            0           0             0           0       0   \n",
       "4             0            0           0             0           0       0   \n",
       "...         ...          ...         ...           ...         ...     ...   \n",
       "4795          0            0           0             0           0       0   \n",
       "4796          0            0           0             0           0       0   \n",
       "4797          0            0           0             0           0       0   \n",
       "4798          0            0           0             0           0       0   \n",
       "4799          0            0           0             0           0       0   \n",
       "\n",
       "      Police Cap  Clown Nose  Smile  Cap Forward  Hoodie  Front Beard Dark  \\\n",
       "0              0           0      0            0       0                 0   \n",
       "1              1           0      0            0       0                 0   \n",
       "2              0           0      0            0       0                 0   \n",
       "3              0           0      0            0       0                 0   \n",
       "4              0           0      0            0       0                 0   \n",
       "...          ...         ...    ...          ...     ...               ...   \n",
       "4795           0           0      0            0       0                 0   \n",
       "4796           0           0      0            0       0                 0   \n",
       "4797           0           0      0            0       0                 0   \n",
       "4798           0           0      0            0       0                 0   \n",
       "4799           0           0      0            0       0                 0   \n",
       "\n",
       "      Frown  Purple Eye Shadow  Handlebars  Blue Eye Shadow  Green Eye Shadow  \\\n",
       "0         0                  0           0                0                 0   \n",
       "1         1                  0           0                0                 0   \n",
       "2         0                  0           0                0                 0   \n",
       "3         0                  0           0                0                 0   \n",
       "4         0                  0           0                0                 0   \n",
       "...     ...                ...         ...              ...               ...   \n",
       "4795      0                  0           0                0                 0   \n",
       "4796      0                  0           0                0                 0   \n",
       "4797      0                  0           0                0                 0   \n",
       "4798      0                  0           0                0                 0   \n",
       "4799      0                  0           0                0                 0   \n",
       "\n",
       "      Vape  Front Beard  Chinstrap  3D Glasses  Luxurious Beard  Mustache  \\\n",
       "0        0            0          0           0                0         0   \n",
       "1        0            0          0           0                0         0   \n",
       "2        0            1          0           0                0         0   \n",
       "3        0            0          0           0                0         0   \n",
       "4        0            0          0           0                0         0   \n",
       "...    ...          ...        ...         ...              ...       ...   \n",
       "4795     0            0          0           0                0         0   \n",
       "4796     0            0          0           0                0         0   \n",
       "4797     0            0          0           0                0         0   \n",
       "4798     0            0          0           0                0         0   \n",
       "4799     0            0          0           0                0         0   \n",
       "\n",
       "      Normal Beard Black  Normal Beard  Eye Mask  Goat  Do-rag  Shaved Head  \\\n",
       "0                      0             0         0     1       0            0   \n",
       "1                      0             0         1     0       0            0   \n",
       "2                      0             0         0     0       0            0   \n",
       "3                      1             1         0     0       0            0   \n",
       "4                      0             0         0     0       0            0   \n",
       "...                  ...           ...       ...   ...     ...          ...   \n",
       "4795                   0             0         0     0       0            0   \n",
       "4796                   0             0         0     0       0            0   \n",
       "4797                   0             0         0     0       0            0   \n",
       "4798                   0             0         0     0       0            0   \n",
       "4799                   0             0         0     0       0            0   \n",
       "\n",
       "      Muttonchops  Peak Spike  Pipe  VR  Cap  Small Shades  Clown Eyes Green  \\\n",
       "0               0           0     0   0    0             0                 0   \n",
       "1               0           0     0   0    1             0                 0   \n",
       "2               0           0     0   0    0             0                 0   \n",
       "3               0           0     1   0    0             0                 0   \n",
       "4               0           0     0   0    0             0                 0   \n",
       "...           ...         ...   ...  ..  ...           ...               ...   \n",
       "4795            0           0     0   0    0             0                 0   \n",
       "4796            0           0     0   0    0             0                 0   \n",
       "4797            0           0     0   0    0             0                 0   \n",
       "4798            0           0     0   0    0             0                 0   \n",
       "4799            0           0     0   0    0             0                 0   \n",
       "\n",
       "      Clown Eyes Blue  Headband  Crazy Hair  Knitted Cap  Mohawk Dark  Mohawk  \\\n",
       "0                   0         1           0            0            0       0   \n",
       "1                   0         0           0            0            0       0   \n",
       "2                   0         0           0            0            0       1   \n",
       "3                   0         0           1            0            0       0   \n",
       "4                   0         0           0            0            0       1   \n",
       "...               ...       ...         ...          ...          ...     ...   \n",
       "4795                0         0           0            0            0       0   \n",
       "4796                0         0           0            0            0       1   \n",
       "4797                1         0           0            0            0       0   \n",
       "4798                1         0           1            0            0       0   \n",
       "4799                0         0           0            0            0       0   \n",
       "\n",
       "      Mohawk Thin  Frumpy Hair  Wild Hair  Messy Hair  Eye Patch  \\\n",
       "0               0            0          0           0          0   \n",
       "1               0            0          0           0          0   \n",
       "2               0            0          0           0          0   \n",
       "3               0            0          0           0          0   \n",
       "4               0            0          0           0          0   \n",
       "...           ...          ...        ...         ...        ...   \n",
       "4795            0            0          0           0          0   \n",
       "4796            0            0          0           0          0   \n",
       "4797            0            0          0           0          0   \n",
       "4798            0            0          0           0          0   \n",
       "4799            0            0          0           0          0   \n",
       "\n",
       "      Stringy Hair  Bandana  Classic Shades  Shadow Beard  Regular Shades  \\\n",
       "0                0        0               0             0               0   \n",
       "1                0        0               0             0               0   \n",
       "2                0        0               0             0               0   \n",
       "3                0        0               0             0               0   \n",
       "4                0        0               0             0               0   \n",
       "...            ...      ...             ...           ...             ...   \n",
       "4795             1        0               0             0               0   \n",
       "4796             0        0               0             0               0   \n",
       "4797             0        1               0             0               0   \n",
       "4798             0        0               0             0               0   \n",
       "4799             0        0               0             0               0   \n",
       "\n",
       "      Horned Rim Glasses  Big Shades  Nerd Glasses  Black Lipstick  Mole  \\\n",
       "0                      0           0             0               0     0   \n",
       "1                      0           0             0               0     0   \n",
       "2                      0           0             0               0     0   \n",
       "3                      0           0             0               0     0   \n",
       "4                      0           0             0               0     0   \n",
       "...                  ...         ...           ...             ...   ...   \n",
       "4795                   0           0             0               0     1   \n",
       "4796                   0           0             0               1     0   \n",
       "4797                   0           0             0               0     0   \n",
       "4798                   0           0             0               0     0   \n",
       "4799                   0           0             0               0     1   \n",
       "\n",
       "      Purple Lipstick  Hot Lipstick  Cigarette  Earring  \n",
       "0                   0             0          0        0  \n",
       "1                   0             0          0        0  \n",
       "2                   0             0          0        0  \n",
       "3                   0             0          0        0  \n",
       "4                   0             0          0        1  \n",
       "...               ...           ...        ...      ...  \n",
       "4795                0             0          0        0  \n",
       "4796                0             0          0        0  \n",
       "4797                0             0          0        0  \n",
       "4798                0             0          0        0  \n",
       "4799                0             0          0        0  \n",
       "\n",
       "[4788 rows x 90 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Type                 float64\n",
       "Attribute Count      float64\n",
       "Recent Sale Price    float64\n",
       "Beanie               float64\n",
       "Choker               float64\n",
       "                      ...   \n",
       "Mole                 float64\n",
       "Purple Lipstick      float64\n",
       "Hot Lipstick         float64\n",
       "Cigarette            float64\n",
       "Earring              float64\n",
       "Length: 90, dtype: object"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the dataframe into numbers only to be used for linear regression\n",
    "correlation_df = correlation_df.astype(np.float64)\n",
    "\n",
    "correlation_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "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>Type</th>\n",
       "      <th>Attribute Count</th>\n",
       "      <th>Recent Sale Price</th>\n",
       "      <th>Beanie</th>\n",
       "      <th>Choker</th>\n",
       "      <th>Pilot Helmet</th>\n",
       "      <th>Tiara</th>\n",
       "      <th>Orange Side</th>\n",
       "      <th>Buck Teeth</th>\n",
       "      <th>Welding Goggles</th>\n",
       "      <th>Pigtails</th>\n",
       "      <th>Pink With Hat</th>\n",
       "      <th>Top Hat</th>\n",
       "      <th>Spots</th>\n",
       "      <th>Rosy Cheeks</th>\n",
       "      <th>Blonde Short</th>\n",
       "      <th>Wild White Hair</th>\n",
       "      <th>Cowboy Hat</th>\n",
       "      <th>Wild Blonde</th>\n",
       "      <th>Straight Hair Blonde</th>\n",
       "      <th>Big Beard</th>\n",
       "      <th>Red Mohawk</th>\n",
       "      <th>Half Shaved</th>\n",
       "      <th>Blonde Bob</th>\n",
       "      <th>Vampire Hair</th>\n",
       "      <th>Clown Hair Green</th>\n",
       "      <th>Straight Hair Dark</th>\n",
       "      <th>Straight Hair</th>\n",
       "      <th>Silver Chain</th>\n",
       "      <th>Dark Hair</th>\n",
       "      <th>Purple Hair</th>\n",
       "      <th>Gold Chain</th>\n",
       "      <th>Medical Mask</th>\n",
       "      <th>Tassle Hat</th>\n",
       "      <th>Fedora</th>\n",
       "      <th>Police Cap</th>\n",
       "      <th>Clown Nose</th>\n",
       "      <th>Smile</th>\n",
       "      <th>Cap Forward</th>\n",
       "      <th>Hoodie</th>\n",
       "      <th>Front Beard Dark</th>\n",
       "      <th>Frown</th>\n",
       "      <th>Purple Eye Shadow</th>\n",
       "      <th>Handlebars</th>\n",
       "      <th>Blue Eye Shadow</th>\n",
       "      <th>Green Eye Shadow</th>\n",
       "      <th>Vape</th>\n",
       "      <th>Front Beard</th>\n",
       "      <th>Chinstrap</th>\n",
       "      <th>3D Glasses</th>\n",
       "      <th>Luxurious Beard</th>\n",
       "      <th>Mustache</th>\n",
       "      <th>Normal Beard Black</th>\n",
       "      <th>Normal Beard</th>\n",
       "      <th>Eye Mask</th>\n",
       "      <th>Goat</th>\n",
       "      <th>Do-rag</th>\n",
       "      <th>Shaved Head</th>\n",
       "      <th>Muttonchops</th>\n",
       "      <th>Peak Spike</th>\n",
       "      <th>Pipe</th>\n",
       "      <th>VR</th>\n",
       "      <th>Cap</th>\n",
       "      <th>Small Shades</th>\n",
       "      <th>Clown Eyes Green</th>\n",
       "      <th>Clown Eyes Blue</th>\n",
       "      <th>Headband</th>\n",
       "      <th>Crazy Hair</th>\n",
       "      <th>Knitted Cap</th>\n",
       "      <th>Mohawk Dark</th>\n",
       "      <th>Mohawk</th>\n",
       "      <th>Mohawk Thin</th>\n",
       "      <th>Frumpy Hair</th>\n",
       "      <th>Wild Hair</th>\n",
       "      <th>Messy Hair</th>\n",
       "      <th>Eye Patch</th>\n",
       "      <th>Stringy Hair</th>\n",
       "      <th>Bandana</th>\n",
       "      <th>Classic Shades</th>\n",
       "      <th>Shadow Beard</th>\n",
       "      <th>Regular Shades</th>\n",
       "      <th>Horned Rim Glasses</th>\n",
       "      <th>Big Shades</th>\n",
       "      <th>Nerd Glasses</th>\n",
       "      <th>Black Lipstick</th>\n",
       "      <th>Mole</th>\n",
       "      <th>Purple Lipstick</th>\n",
       "      <th>Hot Lipstick</th>\n",
       "      <th>Cigarette</th>\n",
       "      <th>Earring</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.00000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.000000</td>\n",
       "      <td>4788.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>0.355890</td>\n",
       "      <td>2.753133</td>\n",
       "      <td>153.815984</td>\n",
       "      <td>0.001880</td>\n",
       "      <td>0.001253</td>\n",
       "      <td>0.002715</td>\n",
       "      <td>0.002715</td>\n",
       "      <td>0.003133</td>\n",
       "      <td>0.003968</td>\n",
       "      <td>0.005013</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.004804</td>\n",
       "      <td>0.010652</td>\n",
       "      <td>0.012740</td>\n",
       "      <td>0.012114</td>\n",
       "      <td>0.013784</td>\n",
       "      <td>0.006683</td>\n",
       "      <td>0.007728</td>\n",
       "      <td>0.003342</td>\n",
       "      <td>0.011696</td>\n",
       "      <td>0.012322</td>\n",
       "      <td>0.015038</td>\n",
       "      <td>0.012322</td>\n",
       "      <td>0.009398</td>\n",
       "      <td>0.017544</td>\n",
       "      <td>0.015664</td>\n",
       "      <td>0.019632</td>\n",
       "      <td>0.047619</td>\n",
       "      <td>0.021094</td>\n",
       "      <td>0.019424</td>\n",
       "      <td>0.019215</td>\n",
       "      <td>0.011069</td>\n",
       "      <td>0.014411</td>\n",
       "      <td>0.015664</td>\n",
       "      <td>0.019841</td>\n",
       "      <td>0.021721</td>\n",
       "      <td>0.019006</td>\n",
       "      <td>0.02193</td>\n",
       "      <td>0.032999</td>\n",
       "      <td>0.019632</td>\n",
       "      <td>0.034670</td>\n",
       "      <td>0.027151</td>\n",
       "      <td>0.025272</td>\n",
       "      <td>0.028613</td>\n",
       "      <td>0.023392</td>\n",
       "      <td>0.027569</td>\n",
       "      <td>0.022139</td>\n",
       "      <td>0.074353</td>\n",
       "      <td>0.034252</td>\n",
       "      <td>0.021721</td>\n",
       "      <td>0.025480</td>\n",
       "      <td>0.035505</td>\n",
       "      <td>0.026525</td>\n",
       "      <td>0.056600</td>\n",
       "      <td>0.033208</td>\n",
       "      <td>0.039056</td>\n",
       "      <td>0.038221</td>\n",
       "      <td>0.036550</td>\n",
       "      <td>0.037594</td>\n",
       "      <td>0.027569</td>\n",
       "      <td>0.025898</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.128028</td>\n",
       "      <td>0.029031</td>\n",
       "      <td>0.040100</td>\n",
       "      <td>0.040309</td>\n",
       "      <td>0.041562</td>\n",
       "      <td>0.044695</td>\n",
       "      <td>0.040727</td>\n",
       "      <td>0.042815</td>\n",
       "      <td>0.158104</td>\n",
       "      <td>0.052840</td>\n",
       "      <td>0.042607</td>\n",
       "      <td>0.043860</td>\n",
       "      <td>0.044277</td>\n",
       "      <td>0.049290</td>\n",
       "      <td>0.057018</td>\n",
       "      <td>0.053258</td>\n",
       "      <td>0.054929</td>\n",
       "      <td>0.049081</td>\n",
       "      <td>0.058688</td>\n",
       "      <td>0.055138</td>\n",
       "      <td>0.042607</td>\n",
       "      <td>0.045322</td>\n",
       "      <td>0.063074</td>\n",
       "      <td>0.078321</td>\n",
       "      <td>0.060568</td>\n",
       "      <td>0.053885</td>\n",
       "      <td>0.098371</td>\n",
       "      <td>0.26086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>0.485332</td>\n",
       "      <td>0.741529</td>\n",
       "      <td>2542.960969</td>\n",
       "      <td>0.043319</td>\n",
       "      <td>0.035381</td>\n",
       "      <td>0.052041</td>\n",
       "      <td>0.052041</td>\n",
       "      <td>0.055890</td>\n",
       "      <td>0.062876</td>\n",
       "      <td>0.070629</td>\n",
       "      <td>0.086393</td>\n",
       "      <td>0.069149</td>\n",
       "      <td>0.102666</td>\n",
       "      <td>0.112163</td>\n",
       "      <td>0.109405</td>\n",
       "      <td>0.116607</td>\n",
       "      <td>0.081487</td>\n",
       "      <td>0.087576</td>\n",
       "      <td>0.057717</td>\n",
       "      <td>0.107525</td>\n",
       "      <td>0.110332</td>\n",
       "      <td>0.121715</td>\n",
       "      <td>0.110332</td>\n",
       "      <td>0.096499</td>\n",
       "      <td>0.131300</td>\n",
       "      <td>0.124185</td>\n",
       "      <td>0.138748</td>\n",
       "      <td>0.212981</td>\n",
       "      <td>0.143714</td>\n",
       "      <td>0.138023</td>\n",
       "      <td>0.137293</td>\n",
       "      <td>0.104638</td>\n",
       "      <td>0.119190</td>\n",
       "      <td>0.124185</td>\n",
       "      <td>0.139469</td>\n",
       "      <td>0.145786</td>\n",
       "      <td>0.136560</td>\n",
       "      <td>0.14647</td>\n",
       "      <td>0.178653</td>\n",
       "      <td>0.138748</td>\n",
       "      <td>0.182962</td>\n",
       "      <td>0.162541</td>\n",
       "      <td>0.156965</td>\n",
       "      <td>0.166734</td>\n",
       "      <td>0.151160</td>\n",
       "      <td>0.163751</td>\n",
       "      <td>0.147150</td>\n",
       "      <td>0.262371</td>\n",
       "      <td>0.181896</td>\n",
       "      <td>0.145786</td>\n",
       "      <td>0.157595</td>\n",
       "      <td>0.185073</td>\n",
       "      <td>0.160706</td>\n",
       "      <td>0.231101</td>\n",
       "      <td>0.179198</td>\n",
       "      <td>0.193748</td>\n",
       "      <td>0.191748</td>\n",
       "      <td>0.187673</td>\n",
       "      <td>0.190232</td>\n",
       "      <td>0.163751</td>\n",
       "      <td>0.158848</td>\n",
       "      <td>0.152471</td>\n",
       "      <td>0.334156</td>\n",
       "      <td>0.167911</td>\n",
       "      <td>0.196215</td>\n",
       "      <td>0.196704</td>\n",
       "      <td>0.199607</td>\n",
       "      <td>0.206655</td>\n",
       "      <td>0.197677</td>\n",
       "      <td>0.202462</td>\n",
       "      <td>0.364876</td>\n",
       "      <td>0.223738</td>\n",
       "      <td>0.201989</td>\n",
       "      <td>0.204804</td>\n",
       "      <td>0.205732</td>\n",
       "      <td>0.216495</td>\n",
       "      <td>0.231900</td>\n",
       "      <td>0.224571</td>\n",
       "      <td>0.227865</td>\n",
       "      <td>0.216060</td>\n",
       "      <td>0.235065</td>\n",
       "      <td>0.228273</td>\n",
       "      <td>0.201989</td>\n",
       "      <td>0.208030</td>\n",
       "      <td>0.243122</td>\n",
       "      <td>0.268704</td>\n",
       "      <td>0.238561</td>\n",
       "      <td>0.225814</td>\n",
       "      <td>0.297847</td>\n",
       "      <td>0.43915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>66.667500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>93.950000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>124460.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Type  Attribute Count  Recent Sale Price       Beanie  \\\n",
       "count  4788.000000      4788.000000        4788.000000  4788.000000   \n",
       "mean      0.355890         2.753133         153.815984     0.001880   \n",
       "std       0.485332         0.741529        2542.960969     0.043319   \n",
       "min       0.000000         1.000000           0.000000     0.000000   \n",
       "25%       0.000000         2.000000          66.667500     0.000000   \n",
       "50%       0.000000         3.000000          93.950000     0.000000   \n",
       "75%       1.000000         3.000000         123.000000     0.000000   \n",
       "max       3.000000         5.000000      124460.000000     1.000000   \n",
       "\n",
       "            Choker  Pilot Helmet        Tiara  Orange Side   Buck Teeth  \\\n",
       "count  4788.000000   4788.000000  4788.000000  4788.000000  4788.000000   \n",
       "mean      0.001253      0.002715     0.002715     0.003133     0.003968   \n",
       "std       0.035381      0.052041     0.052041     0.055890     0.062876   \n",
       "min       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000      1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "       Welding Goggles     Pigtails  Pink With Hat      Top Hat        Spots  \\\n",
       "count      4788.000000  4788.000000    4788.000000  4788.000000  4788.000000   \n",
       "mean          0.005013     0.007519       0.004804     0.010652     0.012740   \n",
       "std           0.070629     0.086393       0.069149     0.102666     0.112163   \n",
       "min           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "25%           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "50%           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "75%           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "max           1.000000     1.000000       1.000000     1.000000     1.000000   \n",
       "\n",
       "       Rosy Cheeks  Blonde Short  Wild White Hair   Cowboy Hat  Wild Blonde  \\\n",
       "count  4788.000000   4788.000000      4788.000000  4788.000000  4788.000000   \n",
       "mean      0.012114      0.013784         0.006683     0.007728     0.003342   \n",
       "std       0.109405      0.116607         0.081487     0.087576     0.057717   \n",
       "min       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "25%       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "50%       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "75%       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "max       1.000000      1.000000         1.000000     1.000000     1.000000   \n",
       "\n",
       "       Straight Hair Blonde    Big Beard   Red Mohawk  Half Shaved  \\\n",
       "count           4788.000000  4788.000000  4788.000000  4788.000000   \n",
       "mean               0.011696     0.012322     0.015038     0.012322   \n",
       "std                0.107525     0.110332     0.121715     0.110332   \n",
       "min                0.000000     0.000000     0.000000     0.000000   \n",
       "25%                0.000000     0.000000     0.000000     0.000000   \n",
       "50%                0.000000     0.000000     0.000000     0.000000   \n",
       "75%                0.000000     0.000000     0.000000     0.000000   \n",
       "max                1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "        Blonde Bob  Vampire Hair  Clown Hair Green  Straight Hair Dark  \\\n",
       "count  4788.000000   4788.000000       4788.000000         4788.000000   \n",
       "mean      0.009398      0.017544          0.015664            0.019632   \n",
       "std       0.096499      0.131300          0.124185            0.138748   \n",
       "min       0.000000      0.000000          0.000000            0.000000   \n",
       "25%       0.000000      0.000000          0.000000            0.000000   \n",
       "50%       0.000000      0.000000          0.000000            0.000000   \n",
       "75%       0.000000      0.000000          0.000000            0.000000   \n",
       "max       1.000000      1.000000          1.000000            1.000000   \n",
       "\n",
       "       Straight Hair  Silver Chain    Dark Hair  Purple Hair   Gold Chain  \\\n",
       "count    4788.000000   4788.000000  4788.000000  4788.000000  4788.000000   \n",
       "mean        0.047619      0.021094     0.019424     0.019215     0.011069   \n",
       "std         0.212981      0.143714     0.138023     0.137293     0.104638   \n",
       "min         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "25%         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "50%         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "75%         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "max         1.000000      1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "       Medical Mask   Tassle Hat       Fedora   Police Cap   Clown Nose  \\\n",
       "count   4788.000000  4788.000000  4788.000000  4788.000000  4788.000000   \n",
       "mean       0.014411     0.015664     0.019841     0.021721     0.019006   \n",
       "std        0.119190     0.124185     0.139469     0.145786     0.136560   \n",
       "min        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max        1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "            Smile  Cap Forward       Hoodie  Front Beard Dark        Frown  \\\n",
       "count  4788.00000  4788.000000  4788.000000       4788.000000  4788.000000   \n",
       "mean      0.02193     0.032999     0.019632          0.034670     0.027151   \n",
       "std       0.14647     0.178653     0.138748          0.182962     0.162541   \n",
       "min       0.00000     0.000000     0.000000          0.000000     0.000000   \n",
       "25%       0.00000     0.000000     0.000000          0.000000     0.000000   \n",
       "50%       0.00000     0.000000     0.000000          0.000000     0.000000   \n",
       "75%       0.00000     0.000000     0.000000          0.000000     0.000000   \n",
       "max       1.00000     1.000000     1.000000          1.000000     1.000000   \n",
       "\n",
       "       Purple Eye Shadow   Handlebars  Blue Eye Shadow  Green Eye Shadow  \\\n",
       "count        4788.000000  4788.000000      4788.000000       4788.000000   \n",
       "mean            0.025272     0.028613         0.023392          0.027569   \n",
       "std             0.156965     0.166734         0.151160          0.163751   \n",
       "min             0.000000     0.000000         0.000000          0.000000   \n",
       "25%             0.000000     0.000000         0.000000          0.000000   \n",
       "50%             0.000000     0.000000         0.000000          0.000000   \n",
       "75%             0.000000     0.000000         0.000000          0.000000   \n",
       "max             1.000000     1.000000         1.000000          1.000000   \n",
       "\n",
       "              Vape  Front Beard    Chinstrap   3D Glasses  Luxurious Beard  \\\n",
       "count  4788.000000  4788.000000  4788.000000  4788.000000      4788.000000   \n",
       "mean      0.022139     0.074353     0.034252     0.021721         0.025480   \n",
       "std       0.147150     0.262371     0.181896     0.145786         0.157595   \n",
       "min       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000         1.000000   \n",
       "\n",
       "          Mustache  Normal Beard Black  Normal Beard     Eye Mask  \\\n",
       "count  4788.000000         4788.000000   4788.000000  4788.000000   \n",
       "mean      0.035505            0.026525      0.056600     0.033208   \n",
       "std       0.185073            0.160706      0.231101     0.179198   \n",
       "min       0.000000            0.000000      0.000000     0.000000   \n",
       "25%       0.000000            0.000000      0.000000     0.000000   \n",
       "50%       0.000000            0.000000      0.000000     0.000000   \n",
       "75%       0.000000            0.000000      0.000000     0.000000   \n",
       "max       1.000000            1.000000      1.000000     1.000000   \n",
       "\n",
       "              Goat       Do-rag  Shaved Head  Muttonchops   Peak Spike  \\\n",
       "count  4788.000000  4788.000000  4788.000000  4788.000000  4788.000000   \n",
       "mean      0.039056     0.038221     0.036550     0.037594     0.027569   \n",
       "std       0.193748     0.191748     0.187673     0.190232     0.163751   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "              Pipe           VR          Cap  Small Shades  Clown Eyes Green  \\\n",
       "count  4788.000000  4788.000000  4788.000000   4788.000000       4788.000000   \n",
       "mean      0.025898     0.023810     0.128028      0.029031          0.040100   \n",
       "std       0.158848     0.152471     0.334156      0.167911          0.196215   \n",
       "min       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "25%       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "50%       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "75%       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "max       1.000000     1.000000     1.000000      1.000000          1.000000   \n",
       "\n",
       "       Clown Eyes Blue     Headband   Crazy Hair  Knitted Cap  Mohawk Dark  \\\n",
       "count      4788.000000  4788.000000  4788.000000  4788.000000  4788.000000   \n",
       "mean          0.040309     0.041562     0.044695     0.040727     0.042815   \n",
       "std           0.196704     0.199607     0.206655     0.197677     0.202462   \n",
       "min           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max           1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "            Mohawk  Mohawk Thin  Frumpy Hair    Wild Hair   Messy Hair  \\\n",
       "count  4788.000000  4788.000000  4788.000000  4788.000000  4788.000000   \n",
       "mean      0.158104     0.052840     0.042607     0.043860     0.044277   \n",
       "std       0.364876     0.223738     0.201989     0.204804     0.205732   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "         Eye Patch  Stringy Hair      Bandana  Classic Shades  Shadow Beard  \\\n",
       "count  4788.000000   4788.000000  4788.000000     4788.000000   4788.000000   \n",
       "mean      0.049290      0.057018     0.053258        0.054929      0.049081   \n",
       "std       0.216495      0.231900     0.224571        0.227865      0.216060   \n",
       "min       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "25%       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "50%       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "75%       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "max       1.000000      1.000000     1.000000        1.000000      1.000000   \n",
       "\n",
       "       Regular Shades  Horned Rim Glasses   Big Shades  Nerd Glasses  \\\n",
       "count     4788.000000         4788.000000  4788.000000   4788.000000   \n",
       "mean         0.058688            0.055138     0.042607      0.045322   \n",
       "std          0.235065            0.228273     0.201989      0.208030   \n",
       "min          0.000000            0.000000     0.000000      0.000000   \n",
       "25%          0.000000            0.000000     0.000000      0.000000   \n",
       "50%          0.000000            0.000000     0.000000      0.000000   \n",
       "75%          0.000000            0.000000     0.000000      0.000000   \n",
       "max          1.000000            1.000000     1.000000      1.000000   \n",
       "\n",
       "       Black Lipstick         Mole  Purple Lipstick  Hot Lipstick  \\\n",
       "count     4788.000000  4788.000000      4788.000000   4788.000000   \n",
       "mean         0.063074     0.078321         0.060568      0.053885   \n",
       "std          0.243122     0.268704         0.238561      0.225814   \n",
       "min          0.000000     0.000000         0.000000      0.000000   \n",
       "25%          0.000000     0.000000         0.000000      0.000000   \n",
       "50%          0.000000     0.000000         0.000000      0.000000   \n",
       "75%          0.000000     0.000000         0.000000      0.000000   \n",
       "max          1.000000     1.000000         1.000000      1.000000   \n",
       "\n",
       "         Cigarette     Earring  \n",
       "count  4788.000000  4788.00000  \n",
       "mean      0.098371     0.26086  \n",
       "std       0.297847     0.43915  \n",
       "min       0.000000     0.00000  \n",
       "25%       0.000000     0.00000  \n",
       "50%       0.000000     0.00000  \n",
       "75%       0.000000     1.00000  \n",
       "max       1.000000     1.00000  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the .describe() above, there is a significant outlier for the \"Recent Sale Price\" column. While keeping the outliers may make the model more accurate due to some NFT's having very rare and valuable attribute, it will be removed for this analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "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>Type</th>\n",
       "      <th>Attribute Count</th>\n",
       "      <th>Recent Sale Price</th>\n",
       "      <th>Beanie</th>\n",
       "      <th>Choker</th>\n",
       "      <th>Pilot Helmet</th>\n",
       "      <th>Tiara</th>\n",
       "      <th>Orange Side</th>\n",
       "      <th>Buck Teeth</th>\n",
       "      <th>Welding Goggles</th>\n",
       "      <th>Pigtails</th>\n",
       "      <th>Pink With Hat</th>\n",
       "      <th>Top Hat</th>\n",
       "      <th>Spots</th>\n",
       "      <th>Rosy Cheeks</th>\n",
       "      <th>Blonde Short</th>\n",
       "      <th>Wild White Hair</th>\n",
       "      <th>Cowboy Hat</th>\n",
       "      <th>Wild Blonde</th>\n",
       "      <th>Straight Hair Blonde</th>\n",
       "      <th>Big Beard</th>\n",
       "      <th>Red Mohawk</th>\n",
       "      <th>Half Shaved</th>\n",
       "      <th>Blonde Bob</th>\n",
       "      <th>Vampire Hair</th>\n",
       "      <th>Clown Hair Green</th>\n",
       "      <th>Straight Hair Dark</th>\n",
       "      <th>Straight Hair</th>\n",
       "      <th>Silver Chain</th>\n",
       "      <th>Dark Hair</th>\n",
       "      <th>Purple Hair</th>\n",
       "      <th>Gold Chain</th>\n",
       "      <th>Medical Mask</th>\n",
       "      <th>Tassle Hat</th>\n",
       "      <th>Fedora</th>\n",
       "      <th>Police Cap</th>\n",
       "      <th>Clown Nose</th>\n",
       "      <th>Smile</th>\n",
       "      <th>Cap Forward</th>\n",
       "      <th>Hoodie</th>\n",
       "      <th>Front Beard Dark</th>\n",
       "      <th>Frown</th>\n",
       "      <th>Purple Eye Shadow</th>\n",
       "      <th>Handlebars</th>\n",
       "      <th>Blue Eye Shadow</th>\n",
       "      <th>Green Eye Shadow</th>\n",
       "      <th>Vape</th>\n",
       "      <th>Front Beard</th>\n",
       "      <th>Chinstrap</th>\n",
       "      <th>3D Glasses</th>\n",
       "      <th>Luxurious Beard</th>\n",
       "      <th>Mustache</th>\n",
       "      <th>Normal Beard Black</th>\n",
       "      <th>Normal Beard</th>\n",
       "      <th>Eye Mask</th>\n",
       "      <th>Goat</th>\n",
       "      <th>Do-rag</th>\n",
       "      <th>Shaved Head</th>\n",
       "      <th>Muttonchops</th>\n",
       "      <th>Peak Spike</th>\n",
       "      <th>Pipe</th>\n",
       "      <th>VR</th>\n",
       "      <th>Cap</th>\n",
       "      <th>Small Shades</th>\n",
       "      <th>Clown Eyes Green</th>\n",
       "      <th>Clown Eyes Blue</th>\n",
       "      <th>Headband</th>\n",
       "      <th>Crazy Hair</th>\n",
       "      <th>Knitted Cap</th>\n",
       "      <th>Mohawk Dark</th>\n",
       "      <th>Mohawk</th>\n",
       "      <th>Mohawk Thin</th>\n",
       "      <th>Frumpy Hair</th>\n",
       "      <th>Wild Hair</th>\n",
       "      <th>Messy Hair</th>\n",
       "      <th>Eye Patch</th>\n",
       "      <th>Stringy Hair</th>\n",
       "      <th>Bandana</th>\n",
       "      <th>Classic Shades</th>\n",
       "      <th>Shadow Beard</th>\n",
       "      <th>Regular Shades</th>\n",
       "      <th>Horned Rim Glasses</th>\n",
       "      <th>Big Shades</th>\n",
       "      <th>Nerd Glasses</th>\n",
       "      <th>Black Lipstick</th>\n",
       "      <th>Mole</th>\n",
       "      <th>Purple Lipstick</th>\n",
       "      <th>Hot Lipstick</th>\n",
       "      <th>Cigarette</th>\n",
       "      <th>Earring</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.00000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.00000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "      <td>4684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>0.348207</td>\n",
       "      <td>2.754056</td>\n",
       "      <td>99.355924</td>\n",
       "      <td>0.001921</td>\n",
       "      <td>0.001281</td>\n",
       "      <td>0.002135</td>\n",
       "      <td>0.002775</td>\n",
       "      <td>0.003202</td>\n",
       "      <td>0.004056</td>\n",
       "      <td>0.005124</td>\n",
       "      <td>0.007686</td>\n",
       "      <td>0.004910</td>\n",
       "      <td>0.010461</td>\n",
       "      <td>0.013023</td>\n",
       "      <td>0.012383</td>\n",
       "      <td>0.014091</td>\n",
       "      <td>0.006405</td>\n",
       "      <td>0.007899</td>\n",
       "      <td>0.003416</td>\n",
       "      <td>0.011956</td>\n",
       "      <td>0.012596</td>\n",
       "      <td>0.014944</td>\n",
       "      <td>0.012596</td>\n",
       "      <td>0.009394</td>\n",
       "      <td>0.017720</td>\n",
       "      <td>0.016012</td>\n",
       "      <td>0.017720</td>\n",
       "      <td>0.046328</td>\n",
       "      <td>0.021563</td>\n",
       "      <td>0.019855</td>\n",
       "      <td>0.019641</td>\n",
       "      <td>0.010888</td>\n",
       "      <td>0.014518</td>\n",
       "      <td>0.016012</td>\n",
       "      <td>0.020282</td>\n",
       "      <td>0.022203</td>\n",
       "      <td>0.019428</td>\n",
       "      <td>0.022203</td>\n",
       "      <td>0.033732</td>\n",
       "      <td>0.019214</td>\n",
       "      <td>0.034586</td>\n",
       "      <td>0.027541</td>\n",
       "      <td>0.025833</td>\n",
       "      <td>0.029249</td>\n",
       "      <td>0.022844</td>\n",
       "      <td>0.027541</td>\n",
       "      <td>0.021136</td>\n",
       "      <td>0.074936</td>\n",
       "      <td>0.034372</td>\n",
       "      <td>0.021563</td>\n",
       "      <td>0.026046</td>\n",
       "      <td>0.035653</td>\n",
       "      <td>0.027114</td>\n",
       "      <td>0.057430</td>\n",
       "      <td>0.033732</td>\n",
       "      <td>0.039069</td>\n",
       "      <td>0.038642</td>\n",
       "      <td>0.036294</td>\n",
       "      <td>0.03608</td>\n",
       "      <td>0.028181</td>\n",
       "      <td>0.026260</td>\n",
       "      <td>0.024338</td>\n",
       "      <td>0.130231</td>\n",
       "      <td>0.028822</td>\n",
       "      <td>0.039069</td>\n",
       "      <td>0.040137</td>\n",
       "      <td>0.042058</td>\n",
       "      <td>0.044406</td>\n",
       "      <td>0.040991</td>\n",
       "      <td>0.042699</td>\n",
       "      <td>0.154142</td>\n",
       "      <td>0.049957</td>\n",
       "      <td>0.043339</td>\n",
       "      <td>0.04462</td>\n",
       "      <td>0.045260</td>\n",
       "      <td>0.048036</td>\n",
       "      <td>0.055722</td>\n",
       "      <td>0.053160</td>\n",
       "      <td>0.055935</td>\n",
       "      <td>0.049530</td>\n",
       "      <td>0.058070</td>\n",
       "      <td>0.056149</td>\n",
       "      <td>0.043126</td>\n",
       "      <td>0.045901</td>\n",
       "      <td>0.062340</td>\n",
       "      <td>0.076644</td>\n",
       "      <td>0.060205</td>\n",
       "      <td>0.052946</td>\n",
       "      <td>0.099061</td>\n",
       "      <td>0.259394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>0.476453</td>\n",
       "      <td>0.742918</td>\n",
       "      <td>48.799985</td>\n",
       "      <td>0.043797</td>\n",
       "      <td>0.035771</td>\n",
       "      <td>0.046161</td>\n",
       "      <td>0.052615</td>\n",
       "      <td>0.056505</td>\n",
       "      <td>0.063567</td>\n",
       "      <td>0.071405</td>\n",
       "      <td>0.087340</td>\n",
       "      <td>0.069909</td>\n",
       "      <td>0.101754</td>\n",
       "      <td>0.113385</td>\n",
       "      <td>0.110598</td>\n",
       "      <td>0.117877</td>\n",
       "      <td>0.079782</td>\n",
       "      <td>0.088535</td>\n",
       "      <td>0.058352</td>\n",
       "      <td>0.108698</td>\n",
       "      <td>0.111535</td>\n",
       "      <td>0.121344</td>\n",
       "      <td>0.111535</td>\n",
       "      <td>0.096475</td>\n",
       "      <td>0.131946</td>\n",
       "      <td>0.125535</td>\n",
       "      <td>0.131946</td>\n",
       "      <td>0.210217</td>\n",
       "      <td>0.145266</td>\n",
       "      <td>0.139516</td>\n",
       "      <td>0.138779</td>\n",
       "      <td>0.103788</td>\n",
       "      <td>0.119624</td>\n",
       "      <td>0.125535</td>\n",
       "      <td>0.140978</td>\n",
       "      <td>0.147360</td>\n",
       "      <td>0.138038</td>\n",
       "      <td>0.147360</td>\n",
       "      <td>0.180557</td>\n",
       "      <td>0.137292</td>\n",
       "      <td>0.182748</td>\n",
       "      <td>0.163670</td>\n",
       "      <td>0.158653</td>\n",
       "      <td>0.168520</td>\n",
       "      <td>0.149421</td>\n",
       "      <td>0.163670</td>\n",
       "      <td>0.143852</td>\n",
       "      <td>0.263316</td>\n",
       "      <td>0.182203</td>\n",
       "      <td>0.145266</td>\n",
       "      <td>0.159289</td>\n",
       "      <td>0.185444</td>\n",
       "      <td>0.162432</td>\n",
       "      <td>0.232686</td>\n",
       "      <td>0.180557</td>\n",
       "      <td>0.193780</td>\n",
       "      <td>0.192761</td>\n",
       "      <td>0.187040</td>\n",
       "      <td>0.18651</td>\n",
       "      <td>0.165507</td>\n",
       "      <td>0.159923</td>\n",
       "      <td>0.154113</td>\n",
       "      <td>0.336593</td>\n",
       "      <td>0.167322</td>\n",
       "      <td>0.193780</td>\n",
       "      <td>0.196301</td>\n",
       "      <td>0.200743</td>\n",
       "      <td>0.206018</td>\n",
       "      <td>0.198290</td>\n",
       "      <td>0.202198</td>\n",
       "      <td>0.361123</td>\n",
       "      <td>0.217880</td>\n",
       "      <td>0.203641</td>\n",
       "      <td>0.20649</td>\n",
       "      <td>0.207897</td>\n",
       "      <td>0.213865</td>\n",
       "      <td>0.229408</td>\n",
       "      <td>0.224376</td>\n",
       "      <td>0.229821</td>\n",
       "      <td>0.216996</td>\n",
       "      <td>0.233901</td>\n",
       "      <td>0.230233</td>\n",
       "      <td>0.203161</td>\n",
       "      <td>0.209293</td>\n",
       "      <td>0.241798</td>\n",
       "      <td>0.266054</td>\n",
       "      <td>0.237892</td>\n",
       "      <td>0.223950</td>\n",
       "      <td>0.298775</td>\n",
       "      <td>0.438349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>67.940000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>94.950000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>123.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>420.690000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Type  Attribute Count  Recent Sale Price       Beanie  \\\n",
       "count  4684.000000      4684.000000        4684.000000  4684.000000   \n",
       "mean      0.348207         2.754056          99.355924     0.001921   \n",
       "std       0.476453         0.742918          48.799985     0.043797   \n",
       "min       0.000000         1.000000           0.200000     0.000000   \n",
       "25%       0.000000         2.000000          67.940000     0.000000   \n",
       "50%       0.000000         3.000000          94.950000     0.000000   \n",
       "75%       1.000000         3.000000         123.000000     0.000000   \n",
       "max       1.000000         5.000000         420.690000     1.000000   \n",
       "\n",
       "            Choker  Pilot Helmet        Tiara  Orange Side   Buck Teeth  \\\n",
       "count  4684.000000   4684.000000  4684.000000  4684.000000  4684.000000   \n",
       "mean      0.001281      0.002135     0.002775     0.003202     0.004056   \n",
       "std       0.035771      0.046161     0.052615     0.056505     0.063567   \n",
       "min       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000      1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "       Welding Goggles     Pigtails  Pink With Hat      Top Hat        Spots  \\\n",
       "count      4684.000000  4684.000000    4684.000000  4684.000000  4684.000000   \n",
       "mean          0.005124     0.007686       0.004910     0.010461     0.013023   \n",
       "std           0.071405     0.087340       0.069909     0.101754     0.113385   \n",
       "min           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "25%           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "50%           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "75%           0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "max           1.000000     1.000000       1.000000     1.000000     1.000000   \n",
       "\n",
       "       Rosy Cheeks  Blonde Short  Wild White Hair   Cowboy Hat  Wild Blonde  \\\n",
       "count  4684.000000   4684.000000      4684.000000  4684.000000  4684.000000   \n",
       "mean      0.012383      0.014091         0.006405     0.007899     0.003416   \n",
       "std       0.110598      0.117877         0.079782     0.088535     0.058352   \n",
       "min       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "25%       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "50%       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "75%       0.000000      0.000000         0.000000     0.000000     0.000000   \n",
       "max       1.000000      1.000000         1.000000     1.000000     1.000000   \n",
       "\n",
       "       Straight Hair Blonde    Big Beard   Red Mohawk  Half Shaved  \\\n",
       "count           4684.000000  4684.000000  4684.000000  4684.000000   \n",
       "mean               0.011956     0.012596     0.014944     0.012596   \n",
       "std                0.108698     0.111535     0.121344     0.111535   \n",
       "min                0.000000     0.000000     0.000000     0.000000   \n",
       "25%                0.000000     0.000000     0.000000     0.000000   \n",
       "50%                0.000000     0.000000     0.000000     0.000000   \n",
       "75%                0.000000     0.000000     0.000000     0.000000   \n",
       "max                1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "        Blonde Bob  Vampire Hair  Clown Hair Green  Straight Hair Dark  \\\n",
       "count  4684.000000   4684.000000       4684.000000         4684.000000   \n",
       "mean      0.009394      0.017720          0.016012            0.017720   \n",
       "std       0.096475      0.131946          0.125535            0.131946   \n",
       "min       0.000000      0.000000          0.000000            0.000000   \n",
       "25%       0.000000      0.000000          0.000000            0.000000   \n",
       "50%       0.000000      0.000000          0.000000            0.000000   \n",
       "75%       0.000000      0.000000          0.000000            0.000000   \n",
       "max       1.000000      1.000000          1.000000            1.000000   \n",
       "\n",
       "       Straight Hair  Silver Chain    Dark Hair  Purple Hair   Gold Chain  \\\n",
       "count    4684.000000   4684.000000  4684.000000  4684.000000  4684.000000   \n",
       "mean        0.046328      0.021563     0.019855     0.019641     0.010888   \n",
       "std         0.210217      0.145266     0.139516     0.138779     0.103788   \n",
       "min         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "25%         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "50%         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "75%         0.000000      0.000000     0.000000     0.000000     0.000000   \n",
       "max         1.000000      1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "       Medical Mask   Tassle Hat       Fedora   Police Cap   Clown Nose  \\\n",
       "count   4684.000000  4684.000000  4684.000000  4684.000000  4684.000000   \n",
       "mean       0.014518     0.016012     0.020282     0.022203     0.019428   \n",
       "std        0.119624     0.125535     0.140978     0.147360     0.138038   \n",
       "min        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%        0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max        1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "             Smile  Cap Forward       Hoodie  Front Beard Dark        Frown  \\\n",
       "count  4684.000000  4684.000000  4684.000000       4684.000000  4684.000000   \n",
       "mean      0.022203     0.033732     0.019214          0.034586     0.027541   \n",
       "std       0.147360     0.180557     0.137292          0.182748     0.163670   \n",
       "min       0.000000     0.000000     0.000000          0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000          0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000          0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000          0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000          1.000000     1.000000   \n",
       "\n",
       "       Purple Eye Shadow   Handlebars  Blue Eye Shadow  Green Eye Shadow  \\\n",
       "count        4684.000000  4684.000000      4684.000000       4684.000000   \n",
       "mean            0.025833     0.029249         0.022844          0.027541   \n",
       "std             0.158653     0.168520         0.149421          0.163670   \n",
       "min             0.000000     0.000000         0.000000          0.000000   \n",
       "25%             0.000000     0.000000         0.000000          0.000000   \n",
       "50%             0.000000     0.000000         0.000000          0.000000   \n",
       "75%             0.000000     0.000000         0.000000          0.000000   \n",
       "max             1.000000     1.000000         1.000000          1.000000   \n",
       "\n",
       "              Vape  Front Beard    Chinstrap   3D Glasses  Luxurious Beard  \\\n",
       "count  4684.000000  4684.000000  4684.000000  4684.000000      4684.000000   \n",
       "mean      0.021136     0.074936     0.034372     0.021563         0.026046   \n",
       "std       0.143852     0.263316     0.182203     0.145266         0.159289   \n",
       "min       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000         0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000         1.000000   \n",
       "\n",
       "          Mustache  Normal Beard Black  Normal Beard     Eye Mask  \\\n",
       "count  4684.000000         4684.000000   4684.000000  4684.000000   \n",
       "mean      0.035653            0.027114      0.057430     0.033732   \n",
       "std       0.185444            0.162432      0.232686     0.180557   \n",
       "min       0.000000            0.000000      0.000000     0.000000   \n",
       "25%       0.000000            0.000000      0.000000     0.000000   \n",
       "50%       0.000000            0.000000      0.000000     0.000000   \n",
       "75%       0.000000            0.000000      0.000000     0.000000   \n",
       "max       1.000000            1.000000      1.000000     1.000000   \n",
       "\n",
       "              Goat       Do-rag  Shaved Head  Muttonchops   Peak Spike  \\\n",
       "count  4684.000000  4684.000000  4684.000000   4684.00000  4684.000000   \n",
       "mean      0.039069     0.038642     0.036294      0.03608     0.028181   \n",
       "std       0.193780     0.192761     0.187040      0.18651     0.165507   \n",
       "min       0.000000     0.000000     0.000000      0.00000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000      0.00000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000      0.00000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000      0.00000     0.000000   \n",
       "max       1.000000     1.000000     1.000000      1.00000     1.000000   \n",
       "\n",
       "              Pipe           VR          Cap  Small Shades  Clown Eyes Green  \\\n",
       "count  4684.000000  4684.000000  4684.000000   4684.000000       4684.000000   \n",
       "mean      0.026260     0.024338     0.130231      0.028822          0.039069   \n",
       "std       0.159923     0.154113     0.336593      0.167322          0.193780   \n",
       "min       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "25%       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "50%       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "75%       0.000000     0.000000     0.000000      0.000000          0.000000   \n",
       "max       1.000000     1.000000     1.000000      1.000000          1.000000   \n",
       "\n",
       "       Clown Eyes Blue     Headband   Crazy Hair  Knitted Cap  Mohawk Dark  \\\n",
       "count      4684.000000  4684.000000  4684.000000  4684.000000  4684.000000   \n",
       "mean          0.040137     0.042058     0.044406     0.040991     0.042699   \n",
       "std           0.196301     0.200743     0.206018     0.198290     0.202198   \n",
       "min           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%           0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max           1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "            Mohawk  Mohawk Thin  Frumpy Hair   Wild Hair   Messy Hair  \\\n",
       "count  4684.000000  4684.000000  4684.000000  4684.00000  4684.000000   \n",
       "mean      0.154142     0.049957     0.043339     0.04462     0.045260   \n",
       "std       0.361123     0.217880     0.203641     0.20649     0.207897   \n",
       "min       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.00000     1.000000   \n",
       "\n",
       "         Eye Patch  Stringy Hair      Bandana  Classic Shades  Shadow Beard  \\\n",
       "count  4684.000000   4684.000000  4684.000000     4684.000000   4684.000000   \n",
       "mean      0.048036      0.055722     0.053160        0.055935      0.049530   \n",
       "std       0.213865      0.229408     0.224376        0.229821      0.216996   \n",
       "min       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "25%       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "50%       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "75%       0.000000      0.000000     0.000000        0.000000      0.000000   \n",
       "max       1.000000      1.000000     1.000000        1.000000      1.000000   \n",
       "\n",
       "       Regular Shades  Horned Rim Glasses   Big Shades  Nerd Glasses  \\\n",
       "count     4684.000000         4684.000000  4684.000000   4684.000000   \n",
       "mean         0.058070            0.056149     0.043126      0.045901   \n",
       "std          0.233901            0.230233     0.203161      0.209293   \n",
       "min          0.000000            0.000000     0.000000      0.000000   \n",
       "25%          0.000000            0.000000     0.000000      0.000000   \n",
       "50%          0.000000            0.000000     0.000000      0.000000   \n",
       "75%          0.000000            0.000000     0.000000      0.000000   \n",
       "max          1.000000            1.000000     1.000000      1.000000   \n",
       "\n",
       "       Black Lipstick         Mole  Purple Lipstick  Hot Lipstick  \\\n",
       "count     4684.000000  4684.000000      4684.000000   4684.000000   \n",
       "mean         0.062340     0.076644         0.060205      0.052946   \n",
       "std          0.241798     0.266054         0.237892      0.223950   \n",
       "min          0.000000     0.000000         0.000000      0.000000   \n",
       "25%          0.000000     0.000000         0.000000      0.000000   \n",
       "50%          0.000000     0.000000         0.000000      0.000000   \n",
       "75%          0.000000     0.000000         0.000000      0.000000   \n",
       "max          1.000000     1.000000         1.000000      1.000000   \n",
       "\n",
       "         Cigarette      Earring  \n",
       "count  4684.000000  4684.000000  \n",
       "mean      0.099061     0.259394  \n",
       "std       0.298775     0.438349  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       0.000000     1.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# remove outliers. https://youtu.be/EAezvs0eL1s\n",
    "correlation_df = correlation_df[(correlation_df['Recent Sale Price'] < correlation_df['Recent Sale Price'].quantile(.995)) & (correlation_df['Recent Sale Price'] > correlation_df['Recent Sale Price'].quantile(.005))]\n",
    "correlation_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>Type</th>\n",
       "      <th>Attribute Count</th>\n",
       "      <th>Recent Sale Price</th>\n",
       "      <th>Beanie</th>\n",
       "      <th>Choker</th>\n",
       "      <th>Pilot Helmet</th>\n",
       "      <th>Tiara</th>\n",
       "      <th>Orange Side</th>\n",
       "      <th>Buck Teeth</th>\n",
       "      <th>Welding Goggles</th>\n",
       "      <th>Pigtails</th>\n",
       "      <th>Pink With Hat</th>\n",
       "      <th>Top Hat</th>\n",
       "      <th>Spots</th>\n",
       "      <th>Rosy Cheeks</th>\n",
       "      <th>Blonde Short</th>\n",
       "      <th>Wild White Hair</th>\n",
       "      <th>Cowboy Hat</th>\n",
       "      <th>Wild Blonde</th>\n",
       "      <th>Straight Hair Blonde</th>\n",
       "      <th>Big Beard</th>\n",
       "      <th>Red Mohawk</th>\n",
       "      <th>Half Shaved</th>\n",
       "      <th>Blonde Bob</th>\n",
       "      <th>Vampire Hair</th>\n",
       "      <th>Clown Hair Green</th>\n",
       "      <th>Straight Hair Dark</th>\n",
       "      <th>Straight Hair</th>\n",
       "      <th>Silver Chain</th>\n",
       "      <th>Dark Hair</th>\n",
       "      <th>Purple Hair</th>\n",
       "      <th>Gold Chain</th>\n",
       "      <th>Medical Mask</th>\n",
       "      <th>Tassle Hat</th>\n",
       "      <th>Fedora</th>\n",
       "      <th>Police Cap</th>\n",
       "      <th>Clown Nose</th>\n",
       "      <th>Smile</th>\n",
       "      <th>Cap Forward</th>\n",
       "      <th>Hoodie</th>\n",
       "      <th>Front Beard Dark</th>\n",
       "      <th>Frown</th>\n",
       "      <th>Purple Eye Shadow</th>\n",
       "      <th>Handlebars</th>\n",
       "      <th>Blue Eye Shadow</th>\n",
       "      <th>Green Eye Shadow</th>\n",
       "      <th>Vape</th>\n",
       "      <th>Front Beard</th>\n",
       "      <th>Chinstrap</th>\n",
       "      <th>3D Glasses</th>\n",
       "      <th>Luxurious Beard</th>\n",
       "      <th>Mustache</th>\n",
       "      <th>Normal Beard Black</th>\n",
       "      <th>Normal Beard</th>\n",
       "      <th>Eye Mask</th>\n",
       "      <th>Goat</th>\n",
       "      <th>Do-rag</th>\n",
       "      <th>Shaved Head</th>\n",
       "      <th>Muttonchops</th>\n",
       "      <th>Peak Spike</th>\n",
       "      <th>Pipe</th>\n",
       "      <th>VR</th>\n",
       "      <th>Cap</th>\n",
       "      <th>Small Shades</th>\n",
       "      <th>Clown Eyes Green</th>\n",
       "      <th>Clown Eyes Blue</th>\n",
       "      <th>Headband</th>\n",
       "      <th>Crazy Hair</th>\n",
       "      <th>Knitted Cap</th>\n",
       "      <th>Mohawk Dark</th>\n",
       "      <th>Mohawk</th>\n",
       "      <th>Mohawk Thin</th>\n",
       "      <th>Frumpy Hair</th>\n",
       "      <th>Wild Hair</th>\n",
       "      <th>Messy Hair</th>\n",
       "      <th>Eye Patch</th>\n",
       "      <th>Stringy Hair</th>\n",
       "      <th>Bandana</th>\n",
       "      <th>Classic Shades</th>\n",
       "      <th>Shadow Beard</th>\n",
       "      <th>Regular Shades</th>\n",
       "      <th>Horned Rim Glasses</th>\n",
       "      <th>Big Shades</th>\n",
       "      <th>Nerd Glasses</th>\n",
       "      <th>Black Lipstick</th>\n",
       "      <th>Mole</th>\n",
       "      <th>Purple Lipstick</th>\n",
       "      <th>Hot Lipstick</th>\n",
       "      <th>Cigarette</th>\n",
       "      <th>Earring</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Type</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.019386</td>\n",
       "      <td>-0.067740</td>\n",
       "      <td>-0.032070</td>\n",
       "      <td>0.048998</td>\n",
       "      <td>0.063284</td>\n",
       "      <td>0.072178</td>\n",
       "      <td>0.077548</td>\n",
       "      <td>-0.046646</td>\n",
       "      <td>0.098186</td>\n",
       "      <td>0.120408</td>\n",
       "      <td>0.096108</td>\n",
       "      <td>-0.075151</td>\n",
       "      <td>0.026718</td>\n",
       "      <td>0.043782</td>\n",
       "      <td>0.163562</td>\n",
       "      <td>0.109846</td>\n",
       "      <td>-0.065220</td>\n",
       "      <td>0.080100</td>\n",
       "      <td>0.150499</td>\n",
       "      <td>-0.082553</td>\n",
       "      <td>0.168518</td>\n",
       "      <td>0.154528</td>\n",
       "      <td>0.133231</td>\n",
       "      <td>-0.098169</td>\n",
       "      <td>0.010298</td>\n",
       "      <td>0.183759</td>\n",
       "      <td>0.301549</td>\n",
       "      <td>-0.074567</td>\n",
       "      <td>0.194726</td>\n",
       "      <td>-0.103456</td>\n",
       "      <td>0.009679</td>\n",
       "      <td>0.004953</td>\n",
       "      <td>0.174527</td>\n",
       "      <td>-0.105164</td>\n",
       "      <td>-0.110141</td>\n",
       "      <td>-0.024958</td>\n",
       "      <td>-0.110141</td>\n",
       "      <td>-0.136564</td>\n",
       "      <td>-0.102303</td>\n",
       "      <td>-0.138343</td>\n",
       "      <td>-0.123003</td>\n",
       "      <td>0.222794</td>\n",
       "      <td>-0.126871</td>\n",
       "      <td>0.209189</td>\n",
       "      <td>0.230243</td>\n",
       "      <td>-0.013934</td>\n",
       "      <td>-0.208028</td>\n",
       "      <td>-0.137900</td>\n",
       "      <td>-0.025203</td>\n",
       "      <td>-0.119527</td>\n",
       "      <td>-0.140539</td>\n",
       "      <td>-0.122019</td>\n",
       "      <td>-0.180416</td>\n",
       "      <td>-0.054650</td>\n",
       "      <td>-0.147379</td>\n",
       "      <td>-0.146539</td>\n",
       "      <td>-0.141843</td>\n",
       "      <td>-0.141409</td>\n",
       "      <td>-0.124466</td>\n",
       "      <td>0.014490</td>\n",
       "      <td>-0.034012</td>\n",
       "      <td>-0.151004</td>\n",
       "      <td>-0.125914</td>\n",
       "      <td>0.116286</td>\n",
       "      <td>0.097119</td>\n",
       "      <td>-0.083939</td>\n",
       "      <td>0.027352</td>\n",
       "      <td>-0.001934</td>\n",
       "      <td>0.014094</td>\n",
       "      <td>0.077685</td>\n",
       "      <td>-0.015387</td>\n",
       "      <td>-0.010313</td>\n",
       "      <td>-0.029899</td>\n",
       "      <td>-0.062130</td>\n",
       "      <td>-0.076169</td>\n",
       "      <td>-0.005630</td>\n",
       "      <td>0.002590</td>\n",
       "      <td>0.005402</td>\n",
       "      <td>-0.166851</td>\n",
       "      <td>-0.012861</td>\n",
       "      <td>-0.032272</td>\n",
       "      <td>-0.040454</td>\n",
       "      <td>-0.006134</td>\n",
       "      <td>0.352774</td>\n",
       "      <td>0.033681</td>\n",
       "      <td>0.346287</td>\n",
       "      <td>0.323494</td>\n",
       "      <td>0.024649</td>\n",
       "      <td>0.018331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Attribute Count</td>\n",
       "      <td>0.019386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.040733</td>\n",
       "      <td>-0.018287</td>\n",
       "      <td>-0.004213</td>\n",
       "      <td>0.002861</td>\n",
       "      <td>-0.015311</td>\n",
       "      <td>-0.021929</td>\n",
       "      <td>0.003043</td>\n",
       "      <td>-0.024544</td>\n",
       "      <td>-0.003772</td>\n",
       "      <td>0.006812</td>\n",
       "      <td>-0.045052</td>\n",
       "      <td>0.040567</td>\n",
       "      <td>0.026677</td>\n",
       "      <td>-0.011626</td>\n",
       "      <td>0.037390</td>\n",
       "      <td>-0.006169</td>\n",
       "      <td>-0.024949</td>\n",
       "      <td>-0.005889</td>\n",
       "      <td>0.055434</td>\n",
       "      <td>0.019462</td>\n",
       "      <td>0.029664</td>\n",
       "      <td>-0.012449</td>\n",
       "      <td>0.003079</td>\n",
       "      <td>-0.051642</td>\n",
       "      <td>0.018328</td>\n",
       "      <td>0.016913</td>\n",
       "      <td>0.005620</td>\n",
       "      <td>0.040942</td>\n",
       "      <td>0.003369</td>\n",
       "      <td>0.043046</td>\n",
       "      <td>0.040185</td>\n",
       "      <td>0.021628</td>\n",
       "      <td>0.033365</td>\n",
       "      <td>-0.030081</td>\n",
       "      <td>0.044521</td>\n",
       "      <td>0.096704</td>\n",
       "      <td>0.014103</td>\n",
       "      <td>0.023312</td>\n",
       "      <td>0.048511</td>\n",
       "      <td>0.103134</td>\n",
       "      <td>0.064785</td>\n",
       "      <td>0.004595</td>\n",
       "      <td>0.052546</td>\n",
       "      <td>0.099622</td>\n",
       "      <td>0.110592</td>\n",
       "      <td>0.072401</td>\n",
       "      <td>0.024605</td>\n",
       "      <td>0.055086</td>\n",
       "      <td>0.028881</td>\n",
       "      <td>0.009412</td>\n",
       "      <td>0.051733</td>\n",
       "      <td>0.052078</td>\n",
       "      <td>0.020471</td>\n",
       "      <td>0.005945</td>\n",
       "      <td>-0.011160</td>\n",
       "      <td>0.012003</td>\n",
       "      <td>0.056350</td>\n",
       "      <td>0.007753</td>\n",
       "      <td>0.065154</td>\n",
       "      <td>0.037371</td>\n",
       "      <td>-0.028158</td>\n",
       "      <td>0.086239</td>\n",
       "      <td>-0.004438</td>\n",
       "      <td>0.004740</td>\n",
       "      <td>0.016396</td>\n",
       "      <td>-0.016524</td>\n",
       "      <td>-0.017074</td>\n",
       "      <td>0.005954</td>\n",
       "      <td>0.028313</td>\n",
       "      <td>0.003365</td>\n",
       "      <td>0.011188</td>\n",
       "      <td>0.024224</td>\n",
       "      <td>0.015402</td>\n",
       "      <td>0.099909</td>\n",
       "      <td>0.020287</td>\n",
       "      <td>-0.018908</td>\n",
       "      <td>0.068083</td>\n",
       "      <td>0.121941</td>\n",
       "      <td>0.041654</td>\n",
       "      <td>0.069517</td>\n",
       "      <td>0.081606</td>\n",
       "      <td>0.080860</td>\n",
       "      <td>0.194732</td>\n",
       "      <td>0.115915</td>\n",
       "      <td>0.122463</td>\n",
       "      <td>0.109087</td>\n",
       "      <td>0.184824</td>\n",
       "      <td>0.468064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Recent Sale Price</td>\n",
       "      <td>-0.067740</td>\n",
       "      <td>0.040733</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.200471</td>\n",
       "      <td>0.025415</td>\n",
       "      <td>0.070824</td>\n",
       "      <td>0.076945</td>\n",
       "      <td>0.031170</td>\n",
       "      <td>0.016197</td>\n",
       "      <td>0.035745</td>\n",
       "      <td>0.042315</td>\n",
       "      <td>0.076536</td>\n",
       "      <td>0.140380</td>\n",
       "      <td>-0.000572</td>\n",
       "      <td>-0.003343</td>\n",
       "      <td>-0.024470</td>\n",
       "      <td>0.028797</td>\n",
       "      <td>0.047727</td>\n",
       "      <td>0.028820</td>\n",
       "      <td>0.018539</td>\n",
       "      <td>0.051736</td>\n",
       "      <td>-0.023806</td>\n",
       "      <td>-0.028876</td>\n",
       "      <td>-0.018420</td>\n",
       "      <td>0.006799</td>\n",
       "      <td>-0.025514</td>\n",
       "      <td>-0.025304</td>\n",
       "      <td>-0.024284</td>\n",
       "      <td>-0.002963</td>\n",
       "      <td>-0.001614</td>\n",
       "      <td>0.033204</td>\n",
       "      <td>0.057756</td>\n",
       "      <td>0.024067</td>\n",
       "      <td>-0.020716</td>\n",
       "      <td>0.032903</td>\n",
       "      <td>-0.007429</td>\n",
       "      <td>0.046173</td>\n",
       "      <td>0.071600</td>\n",
       "      <td>0.024355</td>\n",
       "      <td>0.421190</td>\n",
       "      <td>-0.021137</td>\n",
       "      <td>-0.022658</td>\n",
       "      <td>-0.052780</td>\n",
       "      <td>0.015390</td>\n",
       "      <td>-0.072407</td>\n",
       "      <td>0.004551</td>\n",
       "      <td>0.053594</td>\n",
       "      <td>-0.007582</td>\n",
       "      <td>0.005839</td>\n",
       "      <td>0.142655</td>\n",
       "      <td>0.065481</td>\n",
       "      <td>-0.012046</td>\n",
       "      <td>0.015193</td>\n",
       "      <td>0.038252</td>\n",
       "      <td>-0.002716</td>\n",
       "      <td>0.008283</td>\n",
       "      <td>-0.057472</td>\n",
       "      <td>-0.024585</td>\n",
       "      <td>-0.051172</td>\n",
       "      <td>-0.031560</td>\n",
       "      <td>0.043503</td>\n",
       "      <td>0.065031</td>\n",
       "      <td>0.023788</td>\n",
       "      <td>0.009663</td>\n",
       "      <td>-0.022994</td>\n",
       "      <td>-0.030235</td>\n",
       "      <td>-0.029807</td>\n",
       "      <td>0.057349</td>\n",
       "      <td>-0.019420</td>\n",
       "      <td>-0.051931</td>\n",
       "      <td>-0.102276</td>\n",
       "      <td>-0.035544</td>\n",
       "      <td>-0.076195</td>\n",
       "      <td>-0.034271</td>\n",
       "      <td>-0.033270</td>\n",
       "      <td>-0.006742</td>\n",
       "      <td>-0.076867</td>\n",
       "      <td>-0.036130</td>\n",
       "      <td>-0.029913</td>\n",
       "      <td>0.028635</td>\n",
       "      <td>0.052231</td>\n",
       "      <td>-0.035715</td>\n",
       "      <td>0.099612</td>\n",
       "      <td>0.033143</td>\n",
       "      <td>-0.039782</td>\n",
       "      <td>-0.039640</td>\n",
       "      <td>-0.011666</td>\n",
       "      <td>-0.047470</td>\n",
       "      <td>-0.031121</td>\n",
       "      <td>-0.034311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Beanie</td>\n",
       "      <td>-0.032070</td>\n",
       "      <td>-0.018287</td>\n",
       "      <td>0.200471</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001571</td>\n",
       "      <td>-0.002029</td>\n",
       "      <td>-0.002315</td>\n",
       "      <td>-0.002487</td>\n",
       "      <td>-0.002800</td>\n",
       "      <td>-0.003149</td>\n",
       "      <td>-0.003861</td>\n",
       "      <td>-0.003082</td>\n",
       "      <td>-0.004511</td>\n",
       "      <td>-0.005040</td>\n",
       "      <td>-0.004913</td>\n",
       "      <td>-0.005245</td>\n",
       "      <td>-0.003523</td>\n",
       "      <td>-0.003915</td>\n",
       "      <td>-0.002569</td>\n",
       "      <td>-0.004826</td>\n",
       "      <td>-0.004956</td>\n",
       "      <td>-0.005404</td>\n",
       "      <td>-0.004956</td>\n",
       "      <td>-0.004273</td>\n",
       "      <td>-0.005893</td>\n",
       "      <td>-0.005597</td>\n",
       "      <td>-0.005893</td>\n",
       "      <td>-0.009671</td>\n",
       "      <td>-0.006514</td>\n",
       "      <td>-0.006245</td>\n",
       "      <td>-0.006210</td>\n",
       "      <td>-0.004603</td>\n",
       "      <td>-0.005325</td>\n",
       "      <td>-0.005597</td>\n",
       "      <td>-0.006313</td>\n",
       "      <td>-0.006612</td>\n",
       "      <td>-0.006176</td>\n",
       "      <td>-0.006612</td>\n",
       "      <td>-0.008198</td>\n",
       "      <td>-0.006141</td>\n",
       "      <td>-0.008305</td>\n",
       "      <td>-0.007384</td>\n",
       "      <td>-0.007145</td>\n",
       "      <td>0.021316</td>\n",
       "      <td>-0.006709</td>\n",
       "      <td>-0.007384</td>\n",
       "      <td>-0.006447</td>\n",
       "      <td>0.006029</td>\n",
       "      <td>0.045241</td>\n",
       "      <td>-0.006514</td>\n",
       "      <td>0.023434</td>\n",
       "      <td>-0.008437</td>\n",
       "      <td>-0.007325</td>\n",
       "      <td>-0.010830</td>\n",
       "      <td>-0.008198</td>\n",
       "      <td>-0.008847</td>\n",
       "      <td>-0.008797</td>\n",
       "      <td>-0.008515</td>\n",
       "      <td>0.017653</td>\n",
       "      <td>-0.007472</td>\n",
       "      <td>-0.007205</td>\n",
       "      <td>-0.006930</td>\n",
       "      <td>-0.016978</td>\n",
       "      <td>-0.007559</td>\n",
       "      <td>-0.008847</td>\n",
       "      <td>-0.008972</td>\n",
       "      <td>-0.009194</td>\n",
       "      <td>-0.009458</td>\n",
       "      <td>-0.009071</td>\n",
       "      <td>-0.009266</td>\n",
       "      <td>-0.018730</td>\n",
       "      <td>-0.010061</td>\n",
       "      <td>-0.009339</td>\n",
       "      <td>-0.009482</td>\n",
       "      <td>-0.009553</td>\n",
       "      <td>0.058538</td>\n",
       "      <td>-0.010658</td>\n",
       "      <td>-0.010396</td>\n",
       "      <td>-0.010680</td>\n",
       "      <td>-0.010016</td>\n",
       "      <td>0.009951</td>\n",
       "      <td>0.010476</td>\n",
       "      <td>-0.009315</td>\n",
       "      <td>-0.009624</td>\n",
       "      <td>-0.011313</td>\n",
       "      <td>-0.012641</td>\n",
       "      <td>-0.011105</td>\n",
       "      <td>-0.010374</td>\n",
       "      <td>-0.014549</td>\n",
       "      <td>-0.003721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Choker</td>\n",
       "      <td>0.048998</td>\n",
       "      <td>-0.004213</td>\n",
       "      <td>0.025415</td>\n",
       "      <td>-0.001571</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001657</td>\n",
       "      <td>-0.001889</td>\n",
       "      <td>-0.002030</td>\n",
       "      <td>-0.002286</td>\n",
       "      <td>-0.002570</td>\n",
       "      <td>-0.003152</td>\n",
       "      <td>-0.002516</td>\n",
       "      <td>-0.003682</td>\n",
       "      <td>-0.004114</td>\n",
       "      <td>-0.004010</td>\n",
       "      <td>-0.004281</td>\n",
       "      <td>-0.002875</td>\n",
       "      <td>-0.003196</td>\n",
       "      <td>-0.002097</td>\n",
       "      <td>-0.003940</td>\n",
       "      <td>-0.004045</td>\n",
       "      <td>-0.004411</td>\n",
       "      <td>0.049477</td>\n",
       "      <td>-0.003487</td>\n",
       "      <td>-0.004810</td>\n",
       "      <td>-0.004568</td>\n",
       "      <td>-0.004810</td>\n",
       "      <td>-0.007893</td>\n",
       "      <td>-0.005317</td>\n",
       "      <td>0.037690</td>\n",
       "      <td>-0.005069</td>\n",
       "      <td>-0.003758</td>\n",
       "      <td>-0.004347</td>\n",
       "      <td>-0.004568</td>\n",
       "      <td>-0.005153</td>\n",
       "      <td>-0.005397</td>\n",
       "      <td>-0.005041</td>\n",
       "      <td>-0.005397</td>\n",
       "      <td>-0.006691</td>\n",
       "      <td>-0.005013</td>\n",
       "      <td>-0.006779</td>\n",
       "      <td>-0.006027</td>\n",
       "      <td>-0.005832</td>\n",
       "      <td>-0.006216</td>\n",
       "      <td>-0.005476</td>\n",
       "      <td>-0.006027</td>\n",
       "      <td>-0.005263</td>\n",
       "      <td>-0.010193</td>\n",
       "      <td>-0.006757</td>\n",
       "      <td>0.035777</td>\n",
       "      <td>-0.005857</td>\n",
       "      <td>-0.006886</td>\n",
       "      <td>-0.005979</td>\n",
       "      <td>-0.008840</td>\n",
       "      <td>-0.006691</td>\n",
       "      <td>-0.007221</td>\n",
       "      <td>-0.007180</td>\n",
       "      <td>-0.006950</td>\n",
       "      <td>-0.006929</td>\n",
       "      <td>-0.006099</td>\n",
       "      <td>-0.005881</td>\n",
       "      <td>-0.005656</td>\n",
       "      <td>-0.013858</td>\n",
       "      <td>-0.006170</td>\n",
       "      <td>-0.007221</td>\n",
       "      <td>-0.007323</td>\n",
       "      <td>-0.007504</td>\n",
       "      <td>-0.007720</td>\n",
       "      <td>-0.007404</td>\n",
       "      <td>-0.007564</td>\n",
       "      <td>0.001242</td>\n",
       "      <td>0.019186</td>\n",
       "      <td>-0.007623</td>\n",
       "      <td>0.050079</td>\n",
       "      <td>-0.007798</td>\n",
       "      <td>-0.008045</td>\n",
       "      <td>-0.008700</td>\n",
       "      <td>0.018119</td>\n",
       "      <td>-0.008717</td>\n",
       "      <td>-0.008175</td>\n",
       "      <td>-0.008892</td>\n",
       "      <td>0.017193</td>\n",
       "      <td>-0.007603</td>\n",
       "      <td>-0.007855</td>\n",
       "      <td>-0.009234</td>\n",
       "      <td>-0.010318</td>\n",
       "      <td>-0.009065</td>\n",
       "      <td>0.018188</td>\n",
       "      <td>-0.011875</td>\n",
       "      <td>-0.007577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Mole</td>\n",
       "      <td>0.033681</td>\n",
       "      <td>0.115915</td>\n",
       "      <td>-0.039640</td>\n",
       "      <td>-0.012641</td>\n",
       "      <td>-0.010318</td>\n",
       "      <td>0.073610</td>\n",
       "      <td>0.015310</td>\n",
       "      <td>-0.016330</td>\n",
       "      <td>-0.018387</td>\n",
       "      <td>-0.020676</td>\n",
       "      <td>-0.025356</td>\n",
       "      <td>-0.020239</td>\n",
       "      <td>-0.021735</td>\n",
       "      <td>-0.033095</td>\n",
       "      <td>-0.032260</td>\n",
       "      <td>-0.020825</td>\n",
       "      <td>0.047289</td>\n",
       "      <td>0.046816</td>\n",
       "      <td>-0.016867</td>\n",
       "      <td>0.005227</td>\n",
       "      <td>-0.010952</td>\n",
       "      <td>0.004200</td>\n",
       "      <td>-0.018148</td>\n",
       "      <td>0.030180</td>\n",
       "      <td>0.003884</td>\n",
       "      <td>0.014396</td>\n",
       "      <td>-0.008282</td>\n",
       "      <td>-0.017684</td>\n",
       "      <td>-0.015145</td>\n",
       "      <td>-0.000736</td>\n",
       "      <td>0.034404</td>\n",
       "      <td>0.000705</td>\n",
       "      <td>-0.034968</td>\n",
       "      <td>0.065545</td>\n",
       "      <td>-0.018680</td>\n",
       "      <td>-0.010735</td>\n",
       "      <td>0.005962</td>\n",
       "      <td>-0.021628</td>\n",
       "      <td>0.017293</td>\n",
       "      <td>-0.016941</td>\n",
       "      <td>-0.001828</td>\n",
       "      <td>-0.033773</td>\n",
       "      <td>0.013791</td>\n",
       "      <td>-0.045247</td>\n",
       "      <td>-0.022565</td>\n",
       "      <td>0.020169</td>\n",
       "      <td>-0.025597</td>\n",
       "      <td>-0.002749</td>\n",
       "      <td>-0.032332</td>\n",
       "      <td>-0.026195</td>\n",
       "      <td>-0.031999</td>\n",
       "      <td>-0.051069</td>\n",
       "      <td>-0.018449</td>\n",
       "      <td>-0.050420</td>\n",
       "      <td>-0.018269</td>\n",
       "      <td>-0.020816</td>\n",
       "      <td>-0.016124</td>\n",
       "      <td>-0.047329</td>\n",
       "      <td>-0.055740</td>\n",
       "      <td>0.047927</td>\n",
       "      <td>-0.022219</td>\n",
       "      <td>-0.019464</td>\n",
       "      <td>0.012512</td>\n",
       "      <td>-0.006461</td>\n",
       "      <td>-0.029100</td>\n",
       "      <td>-0.030293</td>\n",
       "      <td>-0.028383</td>\n",
       "      <td>0.019705</td>\n",
       "      <td>0.001151</td>\n",
       "      <td>0.018542</td>\n",
       "      <td>0.003696</td>\n",
       "      <td>0.003924</td>\n",
       "      <td>-0.017967</td>\n",
       "      <td>0.042684</td>\n",
       "      <td>-0.008681</td>\n",
       "      <td>-0.000919</td>\n",
       "      <td>-0.028003</td>\n",
       "      <td>-0.011033</td>\n",
       "      <td>-0.052667</td>\n",
       "      <td>-0.025083</td>\n",
       "      <td>-0.033790</td>\n",
       "      <td>-0.007521</td>\n",
       "      <td>-0.005855</td>\n",
       "      <td>-0.024844</td>\n",
       "      <td>-0.004581</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.008818</td>\n",
       "      <td>-0.028699</td>\n",
       "      <td>-0.033748</td>\n",
       "      <td>-0.047830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Purple Lipstick</td>\n",
       "      <td>0.346287</td>\n",
       "      <td>0.122463</td>\n",
       "      <td>-0.011666</td>\n",
       "      <td>-0.011105</td>\n",
       "      <td>-0.009065</td>\n",
       "      <td>0.104967</td>\n",
       "      <td>0.020768</td>\n",
       "      <td>0.017426</td>\n",
       "      <td>-0.016153</td>\n",
       "      <td>0.044691</td>\n",
       "      <td>0.008557</td>\n",
       "      <td>0.149140</td>\n",
       "      <td>-0.026024</td>\n",
       "      <td>-0.021157</td>\n",
       "      <td>-0.028341</td>\n",
       "      <td>0.030661</td>\n",
       "      <td>0.002181</td>\n",
       "      <td>-0.022585</td>\n",
       "      <td>0.031331</td>\n",
       "      <td>0.029964</td>\n",
       "      <td>-0.028587</td>\n",
       "      <td>0.057594</td>\n",
       "      <td>0.076036</td>\n",
       "      <td>0.021874</td>\n",
       "      <td>-0.033995</td>\n",
       "      <td>0.003465</td>\n",
       "      <td>0.040838</td>\n",
       "      <td>0.063775</td>\n",
       "      <td>-0.037574</td>\n",
       "      <td>0.150559</td>\n",
       "      <td>-0.035826</td>\n",
       "      <td>-0.000609</td>\n",
       "      <td>-0.000705</td>\n",
       "      <td>0.046368</td>\n",
       "      <td>-0.036417</td>\n",
       "      <td>-0.038140</td>\n",
       "      <td>-0.022621</td>\n",
       "      <td>-0.038140</td>\n",
       "      <td>-0.047290</td>\n",
       "      <td>-0.035426</td>\n",
       "      <td>-0.047906</td>\n",
       "      <td>-0.042594</td>\n",
       "      <td>0.088914</td>\n",
       "      <td>-0.043934</td>\n",
       "      <td>0.117493</td>\n",
       "      <td>0.056125</td>\n",
       "      <td>-0.024712</td>\n",
       "      <td>-0.072038</td>\n",
       "      <td>-0.047753</td>\n",
       "      <td>-0.006678</td>\n",
       "      <td>-0.041391</td>\n",
       "      <td>-0.048667</td>\n",
       "      <td>-0.042253</td>\n",
       "      <td>-0.062476</td>\n",
       "      <td>-0.037347</td>\n",
       "      <td>-0.051035</td>\n",
       "      <td>-0.050744</td>\n",
       "      <td>-0.049118</td>\n",
       "      <td>-0.048968</td>\n",
       "      <td>-0.043101</td>\n",
       "      <td>-0.035952</td>\n",
       "      <td>-0.022502</td>\n",
       "      <td>-0.087271</td>\n",
       "      <td>-0.043602</td>\n",
       "      <td>0.032344</td>\n",
       "      <td>0.012262</td>\n",
       "      <td>-0.044091</td>\n",
       "      <td>-0.002277</td>\n",
       "      <td>-0.047801</td>\n",
       "      <td>0.017575</td>\n",
       "      <td>0.021208</td>\n",
       "      <td>-0.025081</td>\n",
       "      <td>-0.009793</td>\n",
       "      <td>0.023549</td>\n",
       "      <td>0.005339</td>\n",
       "      <td>-0.010686</td>\n",
       "      <td>0.020685</td>\n",
       "      <td>-0.007965</td>\n",
       "      <td>0.016507</td>\n",
       "      <td>-0.057778</td>\n",
       "      <td>-0.024468</td>\n",
       "      <td>-0.018846</td>\n",
       "      <td>-0.040478</td>\n",
       "      <td>-0.016916</td>\n",
       "      <td>-0.065262</td>\n",
       "      <td>-0.008818</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.059845</td>\n",
       "      <td>0.006204</td>\n",
       "      <td>0.014029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hot Lipstick</td>\n",
       "      <td>0.323494</td>\n",
       "      <td>0.109087</td>\n",
       "      <td>-0.047470</td>\n",
       "      <td>-0.010374</td>\n",
       "      <td>0.018188</td>\n",
       "      <td>0.009720</td>\n",
       "      <td>-0.012474</td>\n",
       "      <td>0.020348</td>\n",
       "      <td>-0.015090</td>\n",
       "      <td>0.009739</td>\n",
       "      <td>0.077446</td>\n",
       "      <td>0.024308</td>\n",
       "      <td>-0.024311</td>\n",
       "      <td>-0.001932</td>\n",
       "      <td>-0.000611</td>\n",
       "      <td>0.028356</td>\n",
       "      <td>0.088580</td>\n",
       "      <td>-0.021098</td>\n",
       "      <td>-0.013843</td>\n",
       "      <td>0.070484</td>\n",
       "      <td>-0.026705</td>\n",
       "      <td>0.049456</td>\n",
       "      <td>0.067333</td>\n",
       "      <td>0.036276</td>\n",
       "      <td>-0.031757</td>\n",
       "      <td>0.015412</td>\n",
       "      <td>0.062188</td>\n",
       "      <td>0.120248</td>\n",
       "      <td>-0.028537</td>\n",
       "      <td>0.062029</td>\n",
       "      <td>-0.033467</td>\n",
       "      <td>-0.015620</td>\n",
       "      <td>-0.028698</td>\n",
       "      <td>0.038198</td>\n",
       "      <td>-0.034020</td>\n",
       "      <td>-0.035630</td>\n",
       "      <td>0.008164</td>\n",
       "      <td>-0.035630</td>\n",
       "      <td>-0.044178</td>\n",
       "      <td>-0.033095</td>\n",
       "      <td>-0.044753</td>\n",
       "      <td>-0.039791</td>\n",
       "      <td>0.063667</td>\n",
       "      <td>-0.041042</td>\n",
       "      <td>0.059568</td>\n",
       "      <td>0.094203</td>\n",
       "      <td>0.005026</td>\n",
       "      <td>-0.067296</td>\n",
       "      <td>-0.044610</td>\n",
       "      <td>-0.021973</td>\n",
       "      <td>-0.038666</td>\n",
       "      <td>-0.045464</td>\n",
       "      <td>-0.039472</td>\n",
       "      <td>-0.058363</td>\n",
       "      <td>-0.033616</td>\n",
       "      <td>-0.047676</td>\n",
       "      <td>-0.047404</td>\n",
       "      <td>-0.045885</td>\n",
       "      <td>-0.045745</td>\n",
       "      <td>-0.040264</td>\n",
       "      <td>-0.014980</td>\n",
       "      <td>-0.024970</td>\n",
       "      <td>-0.037669</td>\n",
       "      <td>-0.040732</td>\n",
       "      <td>0.026132</td>\n",
       "      <td>0.034226</td>\n",
       "      <td>-0.040044</td>\n",
       "      <td>-0.023201</td>\n",
       "      <td>0.008821</td>\n",
       "      <td>-0.031073</td>\n",
       "      <td>0.031085</td>\n",
       "      <td>-0.014833</td>\n",
       "      <td>0.038638</td>\n",
       "      <td>-0.041863</td>\n",
       "      <td>-0.037722</td>\n",
       "      <td>-0.021904</td>\n",
       "      <td>0.004909</td>\n",
       "      <td>-0.017779</td>\n",
       "      <td>0.062765</td>\n",
       "      <td>-0.053975</td>\n",
       "      <td>-0.013866</td>\n",
       "      <td>-0.003830</td>\n",
       "      <td>-0.026729</td>\n",
       "      <td>-0.010859</td>\n",
       "      <td>-0.060966</td>\n",
       "      <td>-0.028699</td>\n",
       "      <td>-0.059845</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.001382</td>\n",
       "      <td>-0.031170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cigarette</td>\n",
       "      <td>0.024649</td>\n",
       "      <td>0.184824</td>\n",
       "      <td>-0.031121</td>\n",
       "      <td>-0.014549</td>\n",
       "      <td>-0.011875</td>\n",
       "      <td>-0.015338</td>\n",
       "      <td>0.036842</td>\n",
       "      <td>-0.018795</td>\n",
       "      <td>-0.021162</td>\n",
       "      <td>-0.003778</td>\n",
       "      <td>-0.004633</td>\n",
       "      <td>-0.023293</td>\n",
       "      <td>-0.034094</td>\n",
       "      <td>0.012338</td>\n",
       "      <td>-0.011280</td>\n",
       "      <td>0.033117</td>\n",
       "      <td>0.009211</td>\n",
       "      <td>0.018848</td>\n",
       "      <td>-0.007165</td>\n",
       "      <td>-0.029900</td>\n",
       "      <td>-0.011820</td>\n",
       "      <td>0.029837</td>\n",
       "      <td>0.090707</td>\n",
       "      <td>-0.002657</td>\n",
       "      <td>-0.006619</td>\n",
       "      <td>0.014634</td>\n",
       "      <td>0.025881</td>\n",
       "      <td>0.032312</td>\n",
       "      <td>-0.034465</td>\n",
       "      <td>0.034770</td>\n",
       "      <td>-0.026335</td>\n",
       "      <td>-0.014131</td>\n",
       "      <td>-0.040246</td>\n",
       "      <td>-0.025219</td>\n",
       "      <td>-0.032501</td>\n",
       "      <td>-0.040267</td>\n",
       "      <td>-0.020786</td>\n",
       "      <td>-0.006316</td>\n",
       "      <td>0.009296</td>\n",
       "      <td>0.000440</td>\n",
       "      <td>-0.011920</td>\n",
       "      <td>-0.038335</td>\n",
       "      <td>-0.013453</td>\n",
       "      <td>-0.002423</td>\n",
       "      <td>-0.017217</td>\n",
       "      <td>-0.012135</td>\n",
       "      <td>-0.048725</td>\n",
       "      <td>-0.037376</td>\n",
       "      <td>-0.054716</td>\n",
       "      <td>-0.000025</td>\n",
       "      <td>-0.040765</td>\n",
       "      <td>-0.029072</td>\n",
       "      <td>-0.028956</td>\n",
       "      <td>-0.035776</td>\n",
       "      <td>-0.046121</td>\n",
       "      <td>-0.055796</td>\n",
       "      <td>-0.014571</td>\n",
       "      <td>0.035001</td>\n",
       "      <td>-0.025833</td>\n",
       "      <td>-0.013283</td>\n",
       "      <td>-0.054453</td>\n",
       "      <td>-0.019909</td>\n",
       "      <td>-0.009400</td>\n",
       "      <td>0.002677</td>\n",
       "      <td>-0.052108</td>\n",
       "      <td>-0.013192</td>\n",
       "      <td>0.008848</td>\n",
       "      <td>0.008310</td>\n",
       "      <td>0.014347</td>\n",
       "      <td>0.007734</td>\n",
       "      <td>0.024696</td>\n",
       "      <td>-0.013712</td>\n",
       "      <td>-0.003893</td>\n",
       "      <td>-0.019742</td>\n",
       "      <td>-0.030943</td>\n",
       "      <td>-0.010990</td>\n",
       "      <td>-0.033818</td>\n",
       "      <td>0.001064</td>\n",
       "      <td>-0.030955</td>\n",
       "      <td>-0.013116</td>\n",
       "      <td>-0.033442</td>\n",
       "      <td>-0.046729</td>\n",
       "      <td>0.010518</td>\n",
       "      <td>-0.001018</td>\n",
       "      <td>0.026822</td>\n",
       "      <td>-0.033748</td>\n",
       "      <td>0.006204</td>\n",
       "      <td>0.001382</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.018520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Earring</td>\n",
       "      <td>0.018331</td>\n",
       "      <td>0.468064</td>\n",
       "      <td>-0.034311</td>\n",
       "      <td>-0.003721</td>\n",
       "      <td>-0.007577</td>\n",
       "      <td>0.004285</td>\n",
       "      <td>-0.003445</td>\n",
       "      <td>-0.007681</td>\n",
       "      <td>0.023538</td>\n",
       "      <td>-0.042472</td>\n",
       "      <td>0.081777</td>\n",
       "      <td>-0.006732</td>\n",
       "      <td>-0.008188</td>\n",
       "      <td>-0.029314</td>\n",
       "      <td>-0.035435</td>\n",
       "      <td>-0.021159</td>\n",
       "      <td>0.013544</td>\n",
       "      <td>-0.019795</td>\n",
       "      <td>-0.009603</td>\n",
       "      <td>-0.020284</td>\n",
       "      <td>0.016142</td>\n",
       "      <td>0.043528</td>\n",
       "      <td>-0.005696</td>\n",
       "      <td>-0.012186</td>\n",
       "      <td>0.009120</td>\n",
       "      <td>-0.056091</td>\n",
       "      <td>0.012812</td>\n",
       "      <td>-0.009938</td>\n",
       "      <td>-0.057675</td>\n",
       "      <td>-0.007415</td>\n",
       "      <td>0.003987</td>\n",
       "      <td>-0.010463</td>\n",
       "      <td>-0.035180</td>\n",
       "      <td>0.017639</td>\n",
       "      <td>0.025424</td>\n",
       "      <td>0.016605</td>\n",
       "      <td>-0.048012</td>\n",
       "      <td>0.006688</td>\n",
       "      <td>0.021627</td>\n",
       "      <td>-0.029611</td>\n",
       "      <td>-0.010721</td>\n",
       "      <td>-0.004351</td>\n",
       "      <td>0.032588</td>\n",
       "      <td>-0.033350</td>\n",
       "      <td>0.013839</td>\n",
       "      <td>-0.001374</td>\n",
       "      <td>0.018016</td>\n",
       "      <td>-0.003787</td>\n",
       "      <td>-0.002038</td>\n",
       "      <td>-0.007373</td>\n",
       "      <td>0.004141</td>\n",
       "      <td>0.009670</td>\n",
       "      <td>0.003170</td>\n",
       "      <td>-0.016281</td>\n",
       "      <td>-0.035031</td>\n",
       "      <td>-0.023804</td>\n",
       "      <td>-0.012510</td>\n",
       "      <td>0.036210</td>\n",
       "      <td>-0.012635</td>\n",
       "      <td>-0.030140</td>\n",
       "      <td>-0.033219</td>\n",
       "      <td>-0.014448</td>\n",
       "      <td>0.027165</td>\n",
       "      <td>-0.020433</td>\n",
       "      <td>-0.001179</td>\n",
       "      <td>-0.029199</td>\n",
       "      <td>0.050717</td>\n",
       "      <td>-0.018807</td>\n",
       "      <td>0.020136</td>\n",
       "      <td>-0.002117</td>\n",
       "      <td>0.015807</td>\n",
       "      <td>0.027505</td>\n",
       "      <td>-0.049415</td>\n",
       "      <td>-0.014658</td>\n",
       "      <td>-0.014039</td>\n",
       "      <td>-0.014495</td>\n",
       "      <td>0.021868</td>\n",
       "      <td>-0.022990</td>\n",
       "      <td>-0.016875</td>\n",
       "      <td>-0.004892</td>\n",
       "      <td>-0.042810</td>\n",
       "      <td>-0.021625</td>\n",
       "      <td>-0.008147</td>\n",
       "      <td>0.016829</td>\n",
       "      <td>0.050885</td>\n",
       "      <td>-0.047830</td>\n",
       "      <td>0.014029</td>\n",
       "      <td>-0.031170</td>\n",
       "      <td>-0.018520</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 90 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Type  Attribute Count  Recent Sale Price    Beanie  \\\n",
       "Type               1.000000         0.019386          -0.067740 -0.032070   \n",
       "Attribute Count    0.019386         1.000000           0.040733 -0.018287   \n",
       "Recent Sale Price -0.067740         0.040733           1.000000  0.200471   \n",
       "Beanie            -0.032070        -0.018287           0.200471  1.000000   \n",
       "Choker             0.048998        -0.004213           0.025415 -0.001571   \n",
       "...                     ...              ...                ...       ...   \n",
       "Mole               0.033681         0.115915          -0.039640 -0.012641   \n",
       "Purple Lipstick    0.346287         0.122463          -0.011666 -0.011105   \n",
       "Hot Lipstick       0.323494         0.109087          -0.047470 -0.010374   \n",
       "Cigarette          0.024649         0.184824          -0.031121 -0.014549   \n",
       "Earring            0.018331         0.468064          -0.034311 -0.003721   \n",
       "\n",
       "                     Choker  Pilot Helmet     Tiara  Orange Side  Buck Teeth  \\\n",
       "Type               0.048998      0.063284  0.072178     0.077548   -0.046646   \n",
       "Attribute Count   -0.004213      0.002861 -0.015311    -0.021929    0.003043   \n",
       "Recent Sale Price  0.025415      0.070824  0.076945     0.031170    0.016197   \n",
       "Beanie            -0.001571     -0.002029 -0.002315    -0.002487   -0.002800   \n",
       "Choker             1.000000     -0.001657 -0.001889    -0.002030   -0.002286   \n",
       "...                     ...           ...       ...          ...         ...   \n",
       "Mole              -0.010318      0.073610  0.015310    -0.016330   -0.018387   \n",
       "Purple Lipstick   -0.009065      0.104967  0.020768     0.017426   -0.016153   \n",
       "Hot Lipstick       0.018188      0.009720 -0.012474     0.020348   -0.015090   \n",
       "Cigarette         -0.011875     -0.015338  0.036842    -0.018795   -0.021162   \n",
       "Earring           -0.007577      0.004285 -0.003445    -0.007681    0.023538   \n",
       "\n",
       "                   Welding Goggles  Pigtails  Pink With Hat   Top Hat  \\\n",
       "Type                      0.098186  0.120408       0.096108 -0.075151   \n",
       "Attribute Count          -0.024544 -0.003772       0.006812 -0.045052   \n",
       "Recent Sale Price         0.035745  0.042315       0.076536  0.140380   \n",
       "Beanie                   -0.003149 -0.003861      -0.003082 -0.004511   \n",
       "Choker                   -0.002570 -0.003152      -0.002516 -0.003682   \n",
       "...                            ...       ...            ...       ...   \n",
       "Mole                     -0.020676 -0.025356      -0.020239 -0.021735   \n",
       "Purple Lipstick           0.044691  0.008557       0.149140 -0.026024   \n",
       "Hot Lipstick              0.009739  0.077446       0.024308 -0.024311   \n",
       "Cigarette                -0.003778 -0.004633      -0.023293 -0.034094   \n",
       "Earring                  -0.042472  0.081777      -0.006732 -0.008188   \n",
       "\n",
       "                      Spots  Rosy Cheeks  Blonde Short  Wild White Hair  \\\n",
       "Type               0.026718     0.043782      0.163562         0.109846   \n",
       "Attribute Count    0.040567     0.026677     -0.011626         0.037390   \n",
       "Recent Sale Price -0.000572    -0.003343     -0.024470         0.028797   \n",
       "Beanie            -0.005040    -0.004913     -0.005245        -0.003523   \n",
       "Choker            -0.004114    -0.004010     -0.004281        -0.002875   \n",
       "...                     ...          ...           ...              ...   \n",
       "Mole              -0.033095    -0.032260     -0.020825         0.047289   \n",
       "Purple Lipstick   -0.021157    -0.028341      0.030661         0.002181   \n",
       "Hot Lipstick      -0.001932    -0.000611      0.028356         0.088580   \n",
       "Cigarette          0.012338    -0.011280      0.033117         0.009211   \n",
       "Earring           -0.029314    -0.035435     -0.021159         0.013544   \n",
       "\n",
       "                   Cowboy Hat  Wild Blonde  Straight Hair Blonde  Big Beard  \\\n",
       "Type                -0.065220     0.080100              0.150499  -0.082553   \n",
       "Attribute Count     -0.006169    -0.024949             -0.005889   0.055434   \n",
       "Recent Sale Price    0.047727     0.028820              0.018539   0.051736   \n",
       "Beanie              -0.003915    -0.002569             -0.004826  -0.004956   \n",
       "Choker              -0.003196    -0.002097             -0.003940  -0.004045   \n",
       "...                       ...          ...                   ...        ...   \n",
       "Mole                 0.046816    -0.016867              0.005227  -0.010952   \n",
       "Purple Lipstick     -0.022585     0.031331              0.029964  -0.028587   \n",
       "Hot Lipstick        -0.021098    -0.013843              0.070484  -0.026705   \n",
       "Cigarette            0.018848    -0.007165             -0.029900  -0.011820   \n",
       "Earring             -0.019795    -0.009603             -0.020284   0.016142   \n",
       "\n",
       "                   Red Mohawk  Half Shaved  Blonde Bob  Vampire Hair  \\\n",
       "Type                 0.168518     0.154528    0.133231     -0.098169   \n",
       "Attribute Count      0.019462     0.029664   -0.012449      0.003079   \n",
       "Recent Sale Price   -0.023806    -0.028876   -0.018420      0.006799   \n",
       "Beanie              -0.005404    -0.004956   -0.004273     -0.005893   \n",
       "Choker              -0.004411     0.049477   -0.003487     -0.004810   \n",
       "...                       ...          ...         ...           ...   \n",
       "Mole                 0.004200    -0.018148    0.030180      0.003884   \n",
       "Purple Lipstick      0.057594     0.076036    0.021874     -0.033995   \n",
       "Hot Lipstick         0.049456     0.067333    0.036276     -0.031757   \n",
       "Cigarette            0.029837     0.090707   -0.002657     -0.006619   \n",
       "Earring              0.043528    -0.005696   -0.012186      0.009120   \n",
       "\n",
       "                   Clown Hair Green  Straight Hair Dark  Straight Hair  \\\n",
       "Type                       0.010298            0.183759       0.301549   \n",
       "Attribute Count           -0.051642            0.018328       0.016913   \n",
       "Recent Sale Price         -0.025514           -0.025304      -0.024284   \n",
       "Beanie                    -0.005597           -0.005893      -0.009671   \n",
       "Choker                    -0.004568           -0.004810      -0.007893   \n",
       "...                             ...                 ...            ...   \n",
       "Mole                       0.014396           -0.008282      -0.017684   \n",
       "Purple Lipstick            0.003465            0.040838       0.063775   \n",
       "Hot Lipstick               0.015412            0.062188       0.120248   \n",
       "Cigarette                  0.014634            0.025881       0.032312   \n",
       "Earring                   -0.056091            0.012812      -0.009938   \n",
       "\n",
       "                   Silver Chain  Dark Hair  Purple Hair  Gold Chain  \\\n",
       "Type                  -0.074567   0.194726    -0.103456    0.009679   \n",
       "Attribute Count        0.005620   0.040942     0.003369    0.043046   \n",
       "Recent Sale Price     -0.002963  -0.001614     0.033204    0.057756   \n",
       "Beanie                -0.006514  -0.006245    -0.006210   -0.004603   \n",
       "Choker                -0.005317   0.037690    -0.005069   -0.003758   \n",
       "...                         ...        ...          ...         ...   \n",
       "Mole                  -0.015145  -0.000736     0.034404    0.000705   \n",
       "Purple Lipstick       -0.037574   0.150559    -0.035826   -0.000609   \n",
       "Hot Lipstick          -0.028537   0.062029    -0.033467   -0.015620   \n",
       "Cigarette             -0.034465   0.034770    -0.026335   -0.014131   \n",
       "Earring               -0.057675  -0.007415     0.003987   -0.010463   \n",
       "\n",
       "                   Medical Mask  Tassle Hat    Fedora  Police Cap  Clown Nose  \\\n",
       "Type                   0.004953    0.174527 -0.105164   -0.110141   -0.024958   \n",
       "Attribute Count        0.040185    0.021628  0.033365   -0.030081    0.044521   \n",
       "Recent Sale Price      0.024067   -0.020716  0.032903   -0.007429    0.046173   \n",
       "Beanie                -0.005325   -0.005597 -0.006313   -0.006612   -0.006176   \n",
       "Choker                -0.004347   -0.004568 -0.005153   -0.005397   -0.005041   \n",
       "...                         ...         ...       ...         ...         ...   \n",
       "Mole                  -0.034968    0.065545 -0.018680   -0.010735    0.005962   \n",
       "Purple Lipstick       -0.000705    0.046368 -0.036417   -0.038140   -0.022621   \n",
       "Hot Lipstick          -0.028698    0.038198 -0.034020   -0.035630    0.008164   \n",
       "Cigarette             -0.040246   -0.025219 -0.032501   -0.040267   -0.020786   \n",
       "Earring               -0.035180    0.017639  0.025424    0.016605   -0.048012   \n",
       "\n",
       "                      Smile  Cap Forward    Hoodie  Front Beard Dark  \\\n",
       "Type              -0.110141    -0.136564 -0.102303         -0.138343   \n",
       "Attribute Count    0.096704     0.014103  0.023312          0.048511   \n",
       "Recent Sale Price  0.071600     0.024355  0.421190         -0.021137   \n",
       "Beanie            -0.006612    -0.008198 -0.006141         -0.008305   \n",
       "Choker            -0.005397    -0.006691 -0.005013         -0.006779   \n",
       "...                     ...          ...       ...               ...   \n",
       "Mole              -0.021628     0.017293 -0.016941         -0.001828   \n",
       "Purple Lipstick   -0.038140    -0.047290 -0.035426         -0.047906   \n",
       "Hot Lipstick      -0.035630    -0.044178 -0.033095         -0.044753   \n",
       "Cigarette         -0.006316     0.009296  0.000440         -0.011920   \n",
       "Earring            0.006688     0.021627 -0.029611         -0.010721   \n",
       "\n",
       "                      Frown  Purple Eye Shadow  Handlebars  Blue Eye Shadow  \\\n",
       "Type              -0.123003           0.222794   -0.126871         0.209189   \n",
       "Attribute Count    0.103134           0.064785    0.004595         0.052546   \n",
       "Recent Sale Price -0.022658          -0.052780    0.015390        -0.072407   \n",
       "Beanie            -0.007384          -0.007145    0.021316        -0.006709   \n",
       "Choker            -0.006027          -0.005832   -0.006216        -0.005476   \n",
       "...                     ...                ...         ...              ...   \n",
       "Mole              -0.033773           0.013791   -0.045247        -0.022565   \n",
       "Purple Lipstick   -0.042594           0.088914   -0.043934         0.117493   \n",
       "Hot Lipstick      -0.039791           0.063667   -0.041042         0.059568   \n",
       "Cigarette         -0.038335          -0.013453   -0.002423        -0.017217   \n",
       "Earring           -0.004351           0.032588   -0.033350         0.013839   \n",
       "\n",
       "                   Green Eye Shadow      Vape  Front Beard  Chinstrap  \\\n",
       "Type                       0.230243 -0.013934    -0.208028  -0.137900   \n",
       "Attribute Count            0.099622  0.110592     0.072401   0.024605   \n",
       "Recent Sale Price          0.004551  0.053594    -0.007582   0.005839   \n",
       "Beanie                    -0.007384 -0.006447     0.006029   0.045241   \n",
       "Choker                    -0.006027 -0.005263    -0.010193  -0.006757   \n",
       "...                             ...       ...          ...        ...   \n",
       "Mole                       0.020169 -0.025597    -0.002749  -0.032332   \n",
       "Purple Lipstick            0.056125 -0.024712    -0.072038  -0.047753   \n",
       "Hot Lipstick               0.094203  0.005026    -0.067296  -0.044610   \n",
       "Cigarette                 -0.012135 -0.048725    -0.037376  -0.054716   \n",
       "Earring                   -0.001374  0.018016    -0.003787  -0.002038   \n",
       "\n",
       "                   3D Glasses  Luxurious Beard  Mustache  Normal Beard Black  \\\n",
       "Type                -0.025203        -0.119527 -0.140539           -0.122019   \n",
       "Attribute Count      0.055086         0.028881  0.009412            0.051733   \n",
       "Recent Sale Price    0.142655         0.065481 -0.012046            0.015193   \n",
       "Beanie              -0.006514         0.023434 -0.008437           -0.007325   \n",
       "Choker               0.035777        -0.005857 -0.006886           -0.005979   \n",
       "...                       ...              ...       ...                 ...   \n",
       "Mole                -0.026195        -0.031999 -0.051069           -0.018449   \n",
       "Purple Lipstick     -0.006678        -0.041391 -0.048667           -0.042253   \n",
       "Hot Lipstick        -0.021973        -0.038666 -0.045464           -0.039472   \n",
       "Cigarette           -0.000025        -0.040765 -0.029072           -0.028956   \n",
       "Earring             -0.007373         0.004141  0.009670            0.003170   \n",
       "\n",
       "                   Normal Beard  Eye Mask      Goat    Do-rag  Shaved Head  \\\n",
       "Type                  -0.180416 -0.054650 -0.147379 -0.146539    -0.141843   \n",
       "Attribute Count        0.052078  0.020471  0.005945 -0.011160     0.012003   \n",
       "Recent Sale Price      0.038252 -0.002716  0.008283 -0.057472    -0.024585   \n",
       "Beanie                -0.010830 -0.008198 -0.008847 -0.008797    -0.008515   \n",
       "Choker                -0.008840 -0.006691 -0.007221 -0.007180    -0.006950   \n",
       "...                         ...       ...       ...       ...          ...   \n",
       "Mole                  -0.050420 -0.018269 -0.020816 -0.016124    -0.047329   \n",
       "Purple Lipstick       -0.062476 -0.037347 -0.051035 -0.050744    -0.049118   \n",
       "Hot Lipstick          -0.058363 -0.033616 -0.047676 -0.047404    -0.045885   \n",
       "Cigarette             -0.035776 -0.046121 -0.055796 -0.014571     0.035001   \n",
       "Earring               -0.016281 -0.035031 -0.023804 -0.012510     0.036210   \n",
       "\n",
       "                   Muttonchops  Peak Spike      Pipe        VR       Cap  \\\n",
       "Type                 -0.141409   -0.124466  0.014490 -0.034012 -0.151004   \n",
       "Attribute Count       0.056350    0.007753  0.065154  0.037371 -0.028158   \n",
       "Recent Sale Price    -0.051172   -0.031560  0.043503  0.065031  0.023788   \n",
       "Beanie                0.017653   -0.007472 -0.007205 -0.006930 -0.016978   \n",
       "Choker               -0.006929   -0.006099 -0.005881 -0.005656 -0.013858   \n",
       "...                        ...         ...       ...       ...       ...   \n",
       "Mole                 -0.055740    0.047927 -0.022219 -0.019464  0.012512   \n",
       "Purple Lipstick      -0.048968   -0.043101 -0.035952 -0.022502 -0.087271   \n",
       "Hot Lipstick         -0.045745   -0.040264 -0.014980 -0.024970 -0.037669   \n",
       "Cigarette            -0.025833   -0.013283 -0.054453 -0.019909 -0.009400   \n",
       "Earring              -0.012635   -0.030140 -0.033219 -0.014448  0.027165   \n",
       "\n",
       "                   Small Shades  Clown Eyes Green  Clown Eyes Blue  Headband  \\\n",
       "Type                  -0.125914          0.116286         0.097119 -0.083939   \n",
       "Attribute Count        0.086239         -0.004438         0.004740  0.016396   \n",
       "Recent Sale Price      0.009663         -0.022994        -0.030235 -0.029807   \n",
       "Beanie                -0.007559         -0.008847        -0.008972 -0.009194   \n",
       "Choker                -0.006170         -0.007221        -0.007323 -0.007504   \n",
       "...                         ...               ...              ...       ...   \n",
       "Mole                  -0.006461         -0.029100        -0.030293 -0.028383   \n",
       "Purple Lipstick       -0.043602          0.032344         0.012262 -0.044091   \n",
       "Hot Lipstick          -0.040732          0.026132         0.034226 -0.040044   \n",
       "Cigarette              0.002677         -0.052108        -0.013192  0.008848   \n",
       "Earring               -0.020433         -0.001179        -0.029199  0.050717   \n",
       "\n",
       "                   Crazy Hair  Knitted Cap  Mohawk Dark    Mohawk  \\\n",
       "Type                 0.027352    -0.001934     0.014094  0.077685   \n",
       "Attribute Count     -0.016524    -0.017074     0.005954  0.028313   \n",
       "Recent Sale Price    0.057349    -0.019420    -0.051931 -0.102276   \n",
       "Beanie              -0.009458    -0.009071    -0.009266 -0.018730   \n",
       "Choker              -0.007720    -0.007404    -0.007564  0.001242   \n",
       "...                       ...          ...          ...       ...   \n",
       "Mole                 0.019705     0.001151     0.018542  0.003696   \n",
       "Purple Lipstick     -0.002277    -0.047801     0.017575  0.021208   \n",
       "Hot Lipstick        -0.023201     0.008821    -0.031073  0.031085   \n",
       "Cigarette            0.008310     0.014347     0.007734  0.024696   \n",
       "Earring             -0.018807     0.020136    -0.002117  0.015807   \n",
       "\n",
       "                   Mohawk Thin  Frumpy Hair  Wild Hair  Messy Hair  Eye Patch  \\\n",
       "Type                 -0.015387    -0.010313  -0.029899   -0.062130  -0.076169   \n",
       "Attribute Count       0.003365     0.011188   0.024224    0.015402   0.099909   \n",
       "Recent Sale Price    -0.035544    -0.076195  -0.034271   -0.033270  -0.006742   \n",
       "Beanie               -0.010061    -0.009339  -0.009482   -0.009553   0.058538   \n",
       "Choker                0.019186    -0.007623   0.050079   -0.007798  -0.008045   \n",
       "...                        ...          ...        ...         ...        ...   \n",
       "Mole                  0.003924    -0.017967   0.042684   -0.008681  -0.000919   \n",
       "Purple Lipstick      -0.025081    -0.009793   0.023549    0.005339  -0.010686   \n",
       "Hot Lipstick         -0.014833     0.038638  -0.041863   -0.037722  -0.021904   \n",
       "Cigarette            -0.013712    -0.003893  -0.019742   -0.030943  -0.010990   \n",
       "Earring               0.027505    -0.049415  -0.014658   -0.014039  -0.014495   \n",
       "\n",
       "                   Stringy Hair   Bandana  Classic Shades  Shadow Beard  \\\n",
       "Type                  -0.005630  0.002590        0.005402     -0.166851   \n",
       "Attribute Count        0.020287 -0.018908        0.068083      0.121941   \n",
       "Recent Sale Price     -0.076867 -0.036130       -0.029913      0.028635   \n",
       "Beanie                -0.010658 -0.010396       -0.010680     -0.010016   \n",
       "Choker                -0.008700  0.018119       -0.008717     -0.008175   \n",
       "...                         ...       ...             ...           ...   \n",
       "Mole                  -0.028003 -0.011033       -0.052667     -0.025083   \n",
       "Purple Lipstick        0.020685 -0.007965        0.016507     -0.057778   \n",
       "Hot Lipstick           0.004909 -0.017779        0.062765     -0.053975   \n",
       "Cigarette             -0.033818  0.001064       -0.030955     -0.013116   \n",
       "Earring                0.021868 -0.022990       -0.016875     -0.004892   \n",
       "\n",
       "                   Regular Shades  Horned Rim Glasses  Big Shades  \\\n",
       "Type                    -0.012861           -0.032272   -0.040454   \n",
       "Attribute Count          0.041654            0.069517    0.081606   \n",
       "Recent Sale Price        0.052231           -0.035715    0.099612   \n",
       "Beanie                   0.009951            0.010476   -0.009315   \n",
       "Choker                  -0.008892            0.017193   -0.007603   \n",
       "...                           ...                 ...         ...   \n",
       "Mole                    -0.033790           -0.007521   -0.005855   \n",
       "Purple Lipstick         -0.024468           -0.018846   -0.040478   \n",
       "Hot Lipstick            -0.013866           -0.003830   -0.026729   \n",
       "Cigarette               -0.033442           -0.046729    0.010518   \n",
       "Earring                 -0.042810           -0.021625   -0.008147   \n",
       "\n",
       "                   Nerd Glasses  Black Lipstick      Mole  Purple Lipstick  \\\n",
       "Type                  -0.006134        0.352774  0.033681         0.346287   \n",
       "Attribute Count        0.080860        0.194732  0.115915         0.122463   \n",
       "Recent Sale Price      0.033143       -0.039782 -0.039640        -0.011666   \n",
       "Beanie                -0.009624       -0.011313 -0.012641        -0.011105   \n",
       "Choker                -0.007855       -0.009234 -0.010318        -0.009065   \n",
       "...                         ...             ...       ...              ...   \n",
       "Mole                  -0.024844       -0.004581  1.000000        -0.008818   \n",
       "Purple Lipstick       -0.016916       -0.065262 -0.008818         1.000000   \n",
       "Hot Lipstick          -0.010859       -0.060966 -0.028699        -0.059845   \n",
       "Cigarette             -0.001018        0.026822 -0.033748         0.006204   \n",
       "Earring                0.016829        0.050885 -0.047830         0.014029   \n",
       "\n",
       "                   Hot Lipstick  Cigarette   Earring  \n",
       "Type                   0.323494   0.024649  0.018331  \n",
       "Attribute Count        0.109087   0.184824  0.468064  \n",
       "Recent Sale Price     -0.047470  -0.031121 -0.034311  \n",
       "Beanie                -0.010374  -0.014549 -0.003721  \n",
       "Choker                 0.018188  -0.011875 -0.007577  \n",
       "...                         ...        ...       ...  \n",
       "Mole                  -0.028699  -0.033748 -0.047830  \n",
       "Purple Lipstick       -0.059845   0.006204  0.014029  \n",
       "Hot Lipstick           1.000000   0.001382 -0.031170  \n",
       "Cigarette              0.001382   1.000000 -0.018520  \n",
       "Earring               -0.031170  -0.018520  1.000000  \n",
       "\n",
       "[90 rows x 90 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', None) # view all columns\n",
    "correlation_df.corr(method ='pearson')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "~~## 5 Pages of Data~~\n",
    "~~Type, Hoodie, Bandana, Beanie, 3D Glasses had the most positive impact on the recent sale price.~~\n",
    "~~Attribute Count and Mohawk had the most negative impact on the recent sale price.~~\n",
    "\n",
    "## 50 Pages of Data\n",
    "Hoodie, Beanie, 3D Glasses, and Top Hat had the most positive impact on recent sale price, while Mohawk had the most negative impact on recent sale price.\n",
    "\n",
    "One question that arises from this is that NFT's with very rare attributes are rarely sold (in addition to these potentially being counted as outliers, which were removed). As a result, could the Pearson correlation be missing how impactful some attributes are?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import linear_model\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "\n",
    "#set x and y variables for the model\n",
    "X = correlation_df.drop('Recent Sale Price', axis=1)\n",
    "Y = correlation_df['Recent Sale Price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((4684, 89), (4684,))"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape, Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#split data for testing and training\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((3747, 89), (3747,))"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check shapes of test and train data.\n",
    "X_train.shape, Y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((937, 89), (937,))"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape, Y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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>Type</th>\n",
       "      <th>Attribute Count</th>\n",
       "      <th>Beanie</th>\n",
       "      <th>Choker</th>\n",
       "      <th>Pilot Helmet</th>\n",
       "      <th>Tiara</th>\n",
       "      <th>Orange Side</th>\n",
       "      <th>Buck Teeth</th>\n",
       "      <th>Welding Goggles</th>\n",
       "      <th>Pigtails</th>\n",
       "      <th>Pink With Hat</th>\n",
       "      <th>Top Hat</th>\n",
       "      <th>Spots</th>\n",
       "      <th>Rosy Cheeks</th>\n",
       "      <th>Blonde Short</th>\n",
       "      <th>Wild White Hair</th>\n",
       "      <th>Cowboy Hat</th>\n",
       "      <th>Wild Blonde</th>\n",
       "      <th>Straight Hair Blonde</th>\n",
       "      <th>Big Beard</th>\n",
       "      <th>Red Mohawk</th>\n",
       "      <th>Half Shaved</th>\n",
       "      <th>Blonde Bob</th>\n",
       "      <th>Vampire Hair</th>\n",
       "      <th>Clown Hair Green</th>\n",
       "      <th>Straight Hair Dark</th>\n",
       "      <th>Straight Hair</th>\n",
       "      <th>Silver Chain</th>\n",
       "      <th>Dark Hair</th>\n",
       "      <th>Purple Hair</th>\n",
       "      <th>Gold Chain</th>\n",
       "      <th>Medical Mask</th>\n",
       "      <th>Tassle Hat</th>\n",
       "      <th>Fedora</th>\n",
       "      <th>Police Cap</th>\n",
       "      <th>Clown Nose</th>\n",
       "      <th>Smile</th>\n",
       "      <th>Cap Forward</th>\n",
       "      <th>Hoodie</th>\n",
       "      <th>Front Beard Dark</th>\n",
       "      <th>Frown</th>\n",
       "      <th>Purple Eye Shadow</th>\n",
       "      <th>Handlebars</th>\n",
       "      <th>Blue Eye Shadow</th>\n",
       "      <th>Green Eye Shadow</th>\n",
       "      <th>Vape</th>\n",
       "      <th>Front Beard</th>\n",
       "      <th>Chinstrap</th>\n",
       "      <th>3D Glasses</th>\n",
       "      <th>Luxurious Beard</th>\n",
       "      <th>Mustache</th>\n",
       "      <th>Normal Beard Black</th>\n",
       "      <th>Normal Beard</th>\n",
       "      <th>Eye Mask</th>\n",
       "      <th>Goat</th>\n",
       "      <th>Do-rag</th>\n",
       "      <th>Shaved Head</th>\n",
       "      <th>Muttonchops</th>\n",
       "      <th>Peak Spike</th>\n",
       "      <th>Pipe</th>\n",
       "      <th>VR</th>\n",
       "      <th>Cap</th>\n",
       "      <th>Small Shades</th>\n",
       "      <th>Clown Eyes Green</th>\n",
       "      <th>Clown Eyes Blue</th>\n",
       "      <th>Headband</th>\n",
       "      <th>Crazy Hair</th>\n",
       "      <th>Knitted Cap</th>\n",
       "      <th>Mohawk Dark</th>\n",
       "      <th>Mohawk</th>\n",
       "      <th>Mohawk Thin</th>\n",
       "      <th>Frumpy Hair</th>\n",
       "      <th>Wild Hair</th>\n",
       "      <th>Messy Hair</th>\n",
       "      <th>Eye Patch</th>\n",
       "      <th>Stringy Hair</th>\n",
       "      <th>Bandana</th>\n",
       "      <th>Classic Shades</th>\n",
       "      <th>Shadow Beard</th>\n",
       "      <th>Regular Shades</th>\n",
       "      <th>Horned Rim Glasses</th>\n",
       "      <th>Big Shades</th>\n",
       "      <th>Nerd Glasses</th>\n",
       "      <th>Black Lipstick</th>\n",
       "      <th>Mole</th>\n",
       "      <th>Purple Lipstick</th>\n",
       "      <th>Hot Lipstick</th>\n",
       "      <th>Cigarette</th>\n",
       "      <th>Earring</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Type  Attribute Count  Beanie  Choker  Pilot Helmet  Tiara  Orange Side  \\\n",
       "0   0.0              2.0     0.0     0.0           0.0    0.0          0.0   \n",
       "1   0.0              3.0     0.0     0.0           0.0    0.0          0.0   \n",
       "2   0.0              2.0     0.0     0.0           0.0    0.0          0.0   \n",
       "3   0.0              3.0     0.0     0.0           0.0    0.0          0.0   \n",
       "4   1.0              2.0     0.0     0.0           0.0    0.0          0.0   \n",
       "\n",
       "   Buck Teeth  Welding Goggles  Pigtails  Pink With Hat  Top Hat  Spots  \\\n",
       "0         0.0              0.0       0.0            0.0      0.0    0.0   \n",
       "1         0.0              0.0       0.0            0.0      0.0    0.0   \n",
       "2         0.0              0.0       0.0            0.0      0.0    0.0   \n",
       "3         0.0              0.0       0.0            0.0      0.0    0.0   \n",
       "4         0.0              0.0       0.0            0.0      0.0    0.0   \n",
       "\n",
       "   Rosy Cheeks  Blonde Short  Wild White Hair  Cowboy Hat  Wild Blonde  \\\n",
       "0          0.0           0.0              0.0         0.0          0.0   \n",
       "1          0.0           0.0              0.0         0.0          0.0   \n",
       "2          0.0           0.0              0.0         0.0          0.0   \n",
       "3          0.0           0.0              0.0         0.0          0.0   \n",
       "4          0.0           0.0              0.0         0.0          0.0   \n",
       "\n",
       "   Straight Hair Blonde  Big Beard  Red Mohawk  Half Shaved  Blonde Bob  \\\n",
       "0                   0.0        0.0         0.0          0.0         0.0   \n",
       "1                   0.0        0.0         0.0          0.0         0.0   \n",
       "2                   0.0        0.0         0.0          0.0         0.0   \n",
       "3                   0.0        0.0         0.0          0.0         0.0   \n",
       "4                   0.0        0.0         1.0          0.0         0.0   \n",
       "\n",
       "   Vampire Hair  Clown Hair Green  Straight Hair Dark  Straight Hair  \\\n",
       "0           0.0               0.0                 0.0            0.0   \n",
       "1           0.0               0.0                 0.0            0.0   \n",
       "2           0.0               0.0                 0.0            0.0   \n",
       "3           0.0               0.0                 0.0            0.0   \n",
       "4           0.0               0.0                 0.0            0.0   \n",
       "\n",
       "   Silver Chain  Dark Hair  Purple Hair  Gold Chain  Medical Mask  Tassle Hat  \\\n",
       "0           0.0        0.0          0.0         0.0           0.0         0.0   \n",
       "1           0.0        0.0          0.0         0.0           0.0         0.0   \n",
       "2           0.0        0.0          0.0         0.0           0.0         0.0   \n",
       "3           0.0        0.0          0.0         0.0           0.0         0.0   \n",
       "4           0.0        0.0          0.0         0.0           0.0         0.0   \n",
       "\n",
       "   Fedora  Police Cap  Clown Nose  Smile  Cap Forward  Hoodie  \\\n",
       "0     0.0         0.0         0.0    0.0          0.0     0.0   \n",
       "1     0.0         1.0         0.0    0.0          0.0     0.0   \n",
       "2     0.0         0.0         0.0    0.0          0.0     0.0   \n",
       "3     0.0         0.0         0.0    0.0          0.0     0.0   \n",
       "4     0.0         0.0         0.0    0.0          0.0     0.0   \n",
       "\n",
       "   Front Beard Dark  Frown  Purple Eye Shadow  Handlebars  Blue Eye Shadow  \\\n",
       "0               0.0    0.0                0.0         0.0              0.0   \n",
       "1               0.0    1.0                0.0         0.0              0.0   \n",
       "2               0.0    0.0                0.0         0.0              0.0   \n",
       "3               0.0    0.0                0.0         0.0              0.0   \n",
       "4               0.0    0.0                0.0         0.0              0.0   \n",
       "\n",
       "   Green Eye Shadow  Vape  Front Beard  Chinstrap  3D Glasses  \\\n",
       "0               0.0   0.0          0.0        0.0         0.0   \n",
       "1               0.0   0.0          0.0        0.0         0.0   \n",
       "2               0.0   0.0          1.0        0.0         0.0   \n",
       "3               0.0   0.0          0.0        0.0         0.0   \n",
       "4               0.0   0.0          0.0        0.0         0.0   \n",
       "\n",
       "   Luxurious Beard  Mustache  Normal Beard Black  Normal Beard  Eye Mask  \\\n",
       "0              0.0       0.0                 0.0           0.0       0.0   \n",
       "1              0.0       0.0                 0.0           0.0       1.0   \n",
       "2              0.0       0.0                 0.0           0.0       0.0   \n",
       "3              0.0       0.0                 1.0           1.0       0.0   \n",
       "4              0.0       0.0                 0.0           0.0       0.0   \n",
       "\n",
       "   Goat  Do-rag  Shaved Head  Muttonchops  Peak Spike  Pipe   VR  Cap  \\\n",
       "0   1.0     0.0          0.0          0.0         0.0   0.0  0.0  0.0   \n",
       "1   0.0     0.0          0.0          0.0         0.0   0.0  0.0  1.0   \n",
       "2   0.0     0.0          0.0          0.0         0.0   0.0  0.0  0.0   \n",
       "3   0.0     0.0          0.0          0.0         0.0   1.0  0.0  0.0   \n",
       "4   0.0     0.0          0.0          0.0         0.0   0.0  0.0  0.0   \n",
       "\n",
       "   Small Shades  Clown Eyes Green  Clown Eyes Blue  Headband  Crazy Hair  \\\n",
       "0           0.0               0.0              0.0       1.0         0.0   \n",
       "1           0.0               0.0              0.0       0.0         0.0   \n",
       "2           0.0               0.0              0.0       0.0         0.0   \n",
       "3           0.0               0.0              0.0       0.0         1.0   \n",
       "4           0.0               0.0              0.0       0.0         0.0   \n",
       "\n",
       "   Knitted Cap  Mohawk Dark  Mohawk  Mohawk Thin  Frumpy Hair  Wild Hair  \\\n",
       "0          0.0          0.0     0.0          0.0          0.0        0.0   \n",
       "1          0.0          0.0     0.0          0.0          0.0        0.0   \n",
       "2          0.0          0.0     1.0          0.0          0.0        0.0   \n",
       "3          0.0          0.0     0.0          0.0          0.0        0.0   \n",
       "4          0.0          0.0     1.0          0.0          0.0        0.0   \n",
       "\n",
       "   Messy Hair  Eye Patch  Stringy Hair  Bandana  Classic Shades  Shadow Beard  \\\n",
       "0         0.0        0.0           0.0      0.0             0.0           0.0   \n",
       "1         0.0        0.0           0.0      0.0             0.0           0.0   \n",
       "2         0.0        0.0           0.0      0.0             0.0           0.0   \n",
       "3         0.0        0.0           0.0      0.0             0.0           0.0   \n",
       "4         0.0        0.0           0.0      0.0             0.0           0.0   \n",
       "\n",
       "   Regular Shades  Horned Rim Glasses  Big Shades  Nerd Glasses  \\\n",
       "0             0.0                 0.0         0.0           0.0   \n",
       "1             0.0                 0.0         0.0           0.0   \n",
       "2             0.0                 0.0         0.0           0.0   \n",
       "3             0.0                 0.0         0.0           0.0   \n",
       "4             0.0                 0.0         0.0           0.0   \n",
       "\n",
       "   Black Lipstick  Mole  Purple Lipstick  Hot Lipstick  Cigarette  Earring  \n",
       "0             0.0   0.0              0.0           0.0        0.0      0.0  \n",
       "1             0.0   0.0              0.0           0.0        0.0      0.0  \n",
       "2             0.0   0.0              0.0           0.0        0.0      0.0  \n",
       "3             0.0   0.0              0.0           0.0        0.0      0.0  \n",
       "4             0.0   0.0              0.0           0.0        0.0      1.0  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    69.69\n",
       "1    77.77\n",
       "2    69.45\n",
       "3    85.00\n",
       "4    69.00\n",
       "Name: Recent Sale Price, dtype: float64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = linear_model.LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.fit(X_train, Y_train)\n",
    "Y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coefficients: [ 2.13407879e-01 -2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.40410156e+01  2.38338940e+13\n",
      "  1.19279785e+01  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  7.44140625e-01  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13 -1.56845703e+01  2.38338940e+13\n",
      "  2.38338940e+13 -9.65136719e+00  2.38338940e+13 -9.75000000e+00\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  3.12500000e-01\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13 -1.62353516e+01\n",
      "  5.31445312e+00  2.38338940e+13  1.06230469e+01  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13  2.38338940e+13  2.38338940e+13  2.38338940e+13\n",
      "  2.38338940e+13]\n",
      "Intercept: 87.60294335468375\n",
      "Mean squared error (MSE): 1574.37\n",
      "R^2 score: 0.34\n"
     ]
    }
   ],
   "source": [
    "# Results of model\n",
    "print('Coefficients:', model.coef_) # Feature Importances\n",
    "print('Intercept:', model.intercept_)\n",
    "print('Mean squared error (MSE): %.2f'\n",
    "      % mean_squared_error(Y_test, Y_pred))\n",
    "print('R^2 score: %.2f'\n",
    "      % r2_score(Y_test, Y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Type', 'Attribute Count', 'Beanie', 'Choker', 'Pilot Helmet', 'Tiara',\n",
       "       'Orange Side', 'Buck Teeth', 'Welding Goggles', 'Pigtails',\n",
       "       'Pink With Hat', 'Top Hat', 'Spots', 'Rosy Cheeks', 'Blonde Short',\n",
       "       'Wild White Hair', 'Cowboy Hat', 'Wild Blonde', 'Straight Hair Blonde',\n",
       "       'Big Beard', 'Red Mohawk', 'Half Shaved', 'Blonde Bob', 'Vampire Hair',\n",
       "       'Clown Hair Green', 'Straight Hair Dark', 'Straight Hair',\n",
       "       'Silver Chain', 'Dark Hair', 'Purple Hair', 'Gold Chain',\n",
       "       'Medical Mask', 'Tassle Hat', 'Fedora', 'Police Cap', 'Clown Nose',\n",
       "       'Smile', 'Cap Forward', 'Hoodie', 'Front Beard Dark', 'Frown',\n",
       "       'Purple Eye Shadow', 'Handlebars', 'Blue Eye Shadow',\n",
       "       'Green Eye Shadow', 'Vape', 'Front Beard', 'Chinstrap', '3D Glasses',\n",
       "       'Luxurious Beard', 'Mustache', 'Normal Beard Black', 'Normal Beard',\n",
       "       'Eye Mask', 'Goat', 'Do-rag', 'Shaved Head', 'Muttonchops',\n",
       "       'Peak Spike', 'Pipe', 'VR', 'Cap', 'Small Shades', 'Clown Eyes Green',\n",
       "       'Clown Eyes Blue', 'Headband', 'Crazy Hair', 'Knitted Cap',\n",
       "       'Mohawk Dark', 'Mohawk', 'Mohawk Thin', 'Frumpy Hair', 'Wild Hair',\n",
       "       'Messy Hair', 'Eye Patch', 'Stringy Hair', 'Bandana', 'Classic Shades',\n",
       "       'Shadow Beard', 'Regular Shades', 'Horned Rim Glasses', 'Big Shades',\n",
       "       'Nerd Glasses', 'Black Lipstick', 'Mole', 'Purple Lipstick',\n",
       "       'Hot Lipstick', 'Cigarette', 'Earring'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Output the respective column to the coefficient above.\n",
    "X.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x20a31074cc8>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(Y_pred, Y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The predictions appear close to the test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "# open a file, where you ant to store the data\n",
    "file = open('linear_regression_model.pkl', 'wb')\n",
    "\n",
    "# dump information to that file\n",
    "pickle.dump(model, file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Thoughts\n",
    "\n",
    "This linear regression model works well for CryptoPunks that are closer to the average value. That is, CryptoPunks that aren't extremely special and valuable due to a certain rare attribute.\n",
    "This is because of the decision to remove outliers from our dataset, that may have been valued highly because they contained rare attributes.\n",
    "\n",
    "## Decision choices:\n",
    "Use up to 6 months of data (in this case, 50 pages of data) as while the value of NFT's were rapidly increasing which would mean old data could deflate the predicted price, not allowing enough data would make the model unfamiliar with certain attributes not in the dataset.\n",
    "\n",
    "As these CryptoPunk were traded for Ethereum, the decision to make the price value in terms of Ethereum was more logical. However, it is unknown if these NFT's follow their value in USD (ex. if Ethereum drops 10%, the NFT's value would remain the same in USD) or if it's in ETH."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}