Data filter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combine data and reorder column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['user_id',\n",
       " 'display_name',\n",
       " 'gender',\n",
       " 'location',\n",
       " 'badge_counts',\n",
       " 'reputation',\n",
       " 'accept_rate',\n",
       " 'question_count',\n",
       " 'answer_count',\n",
       " 'up_vote_count',\n",
       " 'down_vote_count',\n",
       " 'account_id',\n",
       " 'user_type']"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unified_col = ['user_id',\n",
    "               'display_name',\n",
    "               'gender',\n",
    "               'location',\n",
    "               'badge_counts',\n",
    "               'reputation',\n",
    "               'accept_rate',\n",
    "               'question_count',\n",
    "               'answer_count',\n",
    "               'up_vote_count',\n",
    "               'down_vote_count',\n",
    "               'account_id',\n",
    "               'user_type']\n",
    "unified_col"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. firstk = 1 - 1000\n",
    "2. secondk = 1001 - 2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "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>user_id</th>\n",
       "      <th>display_name</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>badge_counts</th>\n",
       "      <th>reputation</th>\n",
       "      <th>accept_rate</th>\n",
       "      <th>question_count</th>\n",
       "      <th>answer_count</th>\n",
       "      <th>up_vote_count</th>\n",
       "      <th>down_vote_count</th>\n",
       "      <th>account_id</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22656</td>\n",
       "      <td>Jon Skeet</td>\n",
       "      <td>male</td>\n",
       "      <td>Reading, United Kingdom</td>\n",
       "      <td>{'bronze': 8743, 'silver': 8438, 'gold': 756}</td>\n",
       "      <td>1183690</td>\n",
       "      <td>86.0</td>\n",
       "      <td>50</td>\n",
       "      <td>35003</td>\n",
       "      <td>16576</td>\n",
       "      <td>7017</td>\n",
       "      <td>11683</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1144035</td>\n",
       "      <td>Gordon Linoff</td>\n",
       "      <td>male</td>\n",
       "      <td>New York, United States</td>\n",
       "      <td>{'bronze': 522, 'silver': 407, 'gold': 40}</td>\n",
       "      <td>958913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>68331</td>\n",
       "      <td>16169</td>\n",
       "      <td>41</td>\n",
       "      <td>1165580</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6309</td>\n",
       "      <td>VonC</td>\n",
       "      <td>unknown</td>\n",
       "      <td>France</td>\n",
       "      <td>{'bronze': 3809, 'silver': 3240, 'gold': 384}</td>\n",
       "      <td>952870</td>\n",
       "      <td>100.0</td>\n",
       "      <td>16</td>\n",
       "      <td>23735</td>\n",
       "      <td>54508</td>\n",
       "      <td>287</td>\n",
       "      <td>4243</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>157882</td>\n",
       "      <td>BalusC</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Willemstad, Cura&amp;#231;ao</td>\n",
       "      <td>{'bronze': 3367, 'silver': 3365, 'gold': 329}</td>\n",
       "      <td>931100</td>\n",
       "      <td>93.0</td>\n",
       "      <td>15</td>\n",
       "      <td>17081</td>\n",
       "      <td>15484</td>\n",
       "      <td>21829</td>\n",
       "      <td>52822</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29407</td>\n",
       "      <td>Darin Dimitrov</td>\n",
       "      <td>andy</td>\n",
       "      <td>Sofia, Bulgaria</td>\n",
       "      <td>{'bronze': 2828, 'silver': 3125, 'gold': 240}</td>\n",
       "      <td>912621</td>\n",
       "      <td>86.0</td>\n",
       "      <td>41</td>\n",
       "      <td>21458</td>\n",
       "      <td>1955</td>\n",
       "      <td>2651</td>\n",
       "      <td>14332</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>23354</td>\n",
       "      <td>Marc Gravell</td>\n",
       "      <td>male</td>\n",
       "      <td>Forest of Dean, United Kingdom</td>\n",
       "      <td>{'bronze': 2690, 'silver': 2315, 'gold': 224}</td>\n",
       "      <td>865440</td>\n",
       "      <td>100.0</td>\n",
       "      <td>46</td>\n",
       "      <td>15549</td>\n",
       "      <td>25363</td>\n",
       "      <td>1080</td>\n",
       "      <td>11975</td>\n",
       "      <td>moderator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>115145</td>\n",
       "      <td>CommonsWare</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Pennsylvania, United States</td>\n",
       "      <td>{'bronze': 2105, 'silver': 2086, 'gold': 156}</td>\n",
       "      <td>852105</td>\n",
       "      <td>84.0</td>\n",
       "      <td>118</td>\n",
       "      <td>21834</td>\n",
       "      <td>11349</td>\n",
       "      <td>7218</td>\n",
       "      <td>39846</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>17034</td>\n",
       "      <td>Hans Passant</td>\n",
       "      <td>andy</td>\n",
       "      <td>Madison, WI</td>\n",
       "      <td>{'bronze': 2261, 'silver': 1466, 'gold': 122}</td>\n",
       "      <td>839610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>16098</td>\n",
       "      <td>10484</td>\n",
       "      <td>60299</td>\n",
       "      <td>9266</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100297</td>\n",
       "      <td>Martijn Pieters</td>\n",
       "      <td>andy</td>\n",
       "      <td>Cambridge, UK</td>\n",
       "      <td>{'bronze': 2703, 'silver': 3064, 'gold': 197}</td>\n",
       "      <td>812356</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>19791</td>\n",
       "      <td>5792</td>\n",
       "      <td>20448</td>\n",
       "      <td>35417</td>\n",
       "      <td>moderator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>157247</td>\n",
       "      <td>T.J. Crowder</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 1505, 'silver': 1452, 'gold': 149}</td>\n",
       "      <td>794631</td>\n",
       "      <td>91.0</td>\n",
       "      <td>79</td>\n",
       "      <td>19011</td>\n",
       "      <td>12301</td>\n",
       "      <td>27057</td>\n",
       "      <td>52616</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>893</td>\n",
       "      <td>Greg Hewgill</td>\n",
       "      <td>male</td>\n",
       "      <td>Christchurch, New Zealand</td>\n",
       "      <td>{'bronze': 1210, 'silver': 1065, 'gold': 164}</td>\n",
       "      <td>759308</td>\n",
       "      <td>84.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5405</td>\n",
       "      <td>6638</td>\n",
       "      <td>2258</td>\n",
       "      <td>680</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>34397</td>\n",
       "      <td>SLaks</td>\n",
       "      <td>unknown</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>{'bronze': 1846, 'silver': 1750, 'gold': 158}</td>\n",
       "      <td>752186</td>\n",
       "      <td>87.0</td>\n",
       "      <td>51</td>\n",
       "      <td>15135</td>\n",
       "      <td>6995</td>\n",
       "      <td>3269</td>\n",
       "      <td>15988</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19068</td>\n",
       "      <td>Quentin</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 1130, 'silver': 985, 'gold': 88}</td>\n",
       "      <td>730491</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20805</td>\n",
       "      <td>8155</td>\n",
       "      <td>72242</td>\n",
       "      <td>10162</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14860</td>\n",
       "      <td>paxdiablo</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1771, 'silver': 1386, 'gold': 196}</td>\n",
       "      <td>713969</td>\n",
       "      <td>100.0</td>\n",
       "      <td>252</td>\n",
       "      <td>10613</td>\n",
       "      <td>4317</td>\n",
       "      <td>1395</td>\n",
       "      <td>8291</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>95810</td>\n",
       "      <td>Alex Martelli</td>\n",
       "      <td>mostly_male</td>\n",
       "      <td>Sunnyvale, CA</td>\n",
       "      <td>{'bronze': 1312, 'silver': 1107, 'gold': 141}</td>\n",
       "      <td>703306</td>\n",
       "      <td>80.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6280</td>\n",
       "      <td>822</td>\n",
       "      <td>50</td>\n",
       "      <td>34048</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5445</td>\n",
       "      <td>CMS</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>{'bronze': 821, 'silver': 878, 'gold': 168}</td>\n",
       "      <td>667945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2179</td>\n",
       "      <td>579</td>\n",
       "      <td>6</td>\n",
       "      <td>3748</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>61974</td>\n",
       "      <td>Mark Byers</td>\n",
       "      <td>male</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>{'bronze': 1373, 'silver': 1449, 'gold': 151}</td>\n",
       "      <td>663210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6759</td>\n",
       "      <td>10338</td>\n",
       "      <td>340</td>\n",
       "      <td>24377</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20862</td>\n",
       "      <td>Ignacio Vazquez-Abrams</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1238, 'silver': 1166, 'gold': 122}</td>\n",
       "      <td>649321</td>\n",
       "      <td>50.0</td>\n",
       "      <td>8</td>\n",
       "      <td>12302</td>\n",
       "      <td>1739</td>\n",
       "      <td>73</td>\n",
       "      <td>10930</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>335858</td>\n",
       "      <td>dasblinkenlight</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 1313, 'silver': 912, 'gold': 67}</td>\n",
       "      <td>649274</td>\n",
       "      <td>81.0</td>\n",
       "      <td>26</td>\n",
       "      <td>15910</td>\n",
       "      <td>30776</td>\n",
       "      <td>3100</td>\n",
       "      <td>134022</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>218196</td>\n",
       "      <td>Felix Kling</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1016, 'silver': 953, 'gold': 145}</td>\n",
       "      <td>642865</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>6884</td>\n",
       "      <td>6163</td>\n",
       "      <td>2045</td>\n",
       "      <td>76141</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>190597</td>\n",
       "      <td>unutbu</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1426, 'silver': 1423, 'gold': 128}</td>\n",
       "      <td>639948</td>\n",
       "      <td>88.0</td>\n",
       "      <td>17</td>\n",
       "      <td>7511</td>\n",
       "      <td>17241</td>\n",
       "      <td>661</td>\n",
       "      <td>64585</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>13302</td>\n",
       "      <td>marc_s</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Bern, Switzerland</td>\n",
       "      <td>{'bronze': 1338, 'silver': 1206, 'gold': 143}</td>\n",
       "      <td>635417</td>\n",
       "      <td>99.0</td>\n",
       "      <td>218</td>\n",
       "      <td>9042</td>\n",
       "      <td>27094</td>\n",
       "      <td>26909</td>\n",
       "      <td>7633</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23283</td>\n",
       "      <td>JaredPar</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Redmond, WA</td>\n",
       "      <td>{'bronze': 1387, 'silver': 1146, 'gold': 131}</td>\n",
       "      <td>633697</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6418</td>\n",
       "      <td>8137</td>\n",
       "      <td>76</td>\n",
       "      <td>11948</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>15168</td>\n",
       "      <td>Jonathan Leffler</td>\n",
       "      <td>male</td>\n",
       "      <td>Colorado, USA</td>\n",
       "      <td>{'bronze': 1122, 'silver': 753, 'gold': 108}</td>\n",
       "      <td>626903</td>\n",
       "      <td>100.0</td>\n",
       "      <td>49</td>\n",
       "      <td>12557</td>\n",
       "      <td>31625</td>\n",
       "      <td>1049</td>\n",
       "      <td>8423</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>69083</td>\n",
       "      <td>Guffa</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Virsbo, Sweden</td>\n",
       "      <td>{'bronze': 912, 'silver': 640, 'gold': 86}</td>\n",
       "      <td>605796</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>10621</td>\n",
       "      <td>493</td>\n",
       "      <td>140</td>\n",
       "      <td>26521</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>571407</td>\n",
       "      <td>JB Nizet</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Saint-Etienne, France</td>\n",
       "      <td>{'bronze': 1108, 'silver': 1022, 'gold': 75}</td>\n",
       "      <td>600259</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>13981</td>\n",
       "      <td>5476</td>\n",
       "      <td>9087</td>\n",
       "      <td>277416</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>548225</td>\n",
       "      <td>anubhava</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Bangalore, India</td>\n",
       "      <td>{'bronze': 479, 'silver': 398, 'gold': 50}</td>\n",
       "      <td>594334</td>\n",
       "      <td>90.0</td>\n",
       "      <td>10</td>\n",
       "      <td>22799</td>\n",
       "      <td>21811</td>\n",
       "      <td>1077</td>\n",
       "      <td>262968</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>88656</td>\n",
       "      <td>Eric Lippert</td>\n",
       "      <td>male</td>\n",
       "      <td>Seattle, WA</td>\n",
       "      <td>{'bronze': 2008, 'silver': 1140, 'gold': 160}</td>\n",
       "      <td>589466</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3773</td>\n",
       "      <td>2</td>\n",
       "      <td>4590</td>\n",
       "      <td>32093</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>19563</td>\n",
       "      <td>CB Bailey</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 626, 'silver': 587, 'gold': 87}</td>\n",
       "      <td>589429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1980</td>\n",
       "      <td>1148</td>\n",
       "      <td>203</td>\n",
       "      <td>10375</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>139985</td>\n",
       "      <td>Stephen C</td>\n",
       "      <td>male</td>\n",
       "      <td>Australia</td>\n",
       "      <td>{'bronze': 1034, 'silver': 682, 'gold': 81}</td>\n",
       "      <td>586300</td>\n",
       "      <td>69.0</td>\n",
       "      <td>21</td>\n",
       "      <td>13727</td>\n",
       "      <td>3025</td>\n",
       "      <td>3700</td>\n",
       "      <td>47283</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <th>99970</th>\n",
       "      <td>225266</td>\n",
       "      <td>OscarTheGrouch</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Liverpool, NY</td>\n",
       "      <td>{'bronze': 38, 'silver': 27, 'gold': 4}</td>\n",
       "      <td>2294</td>\n",
       "      <td>72.0</td>\n",
       "      <td>63</td>\n",
       "      <td>13</td>\n",
       "      <td>353</td>\n",
       "      <td>17</td>\n",
       "      <td>79448</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99971</th>\n",
       "      <td>233905</td>\n",
       "      <td>Aleš Kotnik</td>\n",
       "      <td>male</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>{'bronze': 17, 'silver': 15, 'gold': 0}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>49</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>83423</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99972</th>\n",
       "      <td>365712</td>\n",
       "      <td>spier</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 16, 'silver': 15, 'gold': 1}</td>\n",
       "      <td>2294</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7</td>\n",
       "      <td>36</td>\n",
       "      <td>86</td>\n",
       "      <td>2</td>\n",
       "      <td>151684</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99973</th>\n",
       "      <td>460176</td>\n",
       "      <td>Muhammad Abdullah</td>\n",
       "      <td>male</td>\n",
       "      <td>Jakarta, Indonesia</td>\n",
       "      <td>{'bronze': 16, 'silver': 16, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>209252</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99974</th>\n",
       "      <td>563299</td>\n",
       "      <td>Scott B</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 40, 'silver': 26, 'gold': 3}</td>\n",
       "      <td>2294</td>\n",
       "      <td>97.0</td>\n",
       "      <td>37</td>\n",
       "      <td>14</td>\n",
       "      <td>219</td>\n",
       "      <td>0</td>\n",
       "      <td>272295</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99975</th>\n",
       "      <td>568857</td>\n",
       "      <td>Florian Fida</td>\n",
       "      <td>male</td>\n",
       "      <td>Vienna</td>\n",
       "      <td>{'bronze': 23, 'silver': 20, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10</td>\n",
       "      <td>31</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>275785</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99976</th>\n",
       "      <td>596104</td>\n",
       "      <td>Chingiz Musayev</td>\n",
       "      <td>andy</td>\n",
       "      <td>Kharkiv, Ukraine</td>\n",
       "      <td>{'bronze': 6, 'silver': 11, 'gold': 1}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>293005</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99977</th>\n",
       "      <td>630718</td>\n",
       "      <td>Noah</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 11, 'silver': 14, 'gold': 0}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>315121</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99978</th>\n",
       "      <td>639609</td>\n",
       "      <td>palm snow</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 47, 'silver': 26, 'gold': 4}</td>\n",
       "      <td>2294</td>\n",
       "      <td>92.0</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>321029</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>706454</td>\n",
       "      <td>Adetiloye Philip Kehinde</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 51, 'silver': 23, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>43.0</td>\n",
       "      <td>80</td>\n",
       "      <td>36</td>\n",
       "      <td>1045</td>\n",
       "      <td>8</td>\n",
       "      <td>362975</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99980</th>\n",
       "      <td>735744</td>\n",
       "      <td>Charles Keepax</td>\n",
       "      <td>male</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>{'bronze': 19, 'silver': 15, 'gold': 1}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>282</td>\n",
       "      <td>6</td>\n",
       "      <td>381209</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99981</th>\n",
       "      <td>745191</td>\n",
       "      <td>program-o-steve</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Milky Way , Earth</td>\n",
       "      <td>{'bronze': 66, 'silver': 39, 'gold': 12}</td>\n",
       "      <td>2294</td>\n",
       "      <td>65.0</td>\n",
       "      <td>95</td>\n",
       "      <td>3</td>\n",
       "      <td>148</td>\n",
       "      <td>43</td>\n",
       "      <td>387064</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99982</th>\n",
       "      <td>801362</td>\n",
       "      <td>Ward</td>\n",
       "      <td>andy</td>\n",
       "      <td>Berlijn, Duitsland</td>\n",
       "      <td>{'bronze': 35, 'silver': 16, 'gold': 1}</td>\n",
       "      <td>2294</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7</td>\n",
       "      <td>55</td>\n",
       "      <td>471</td>\n",
       "      <td>5</td>\n",
       "      <td>422529</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99983</th>\n",
       "      <td>885650</td>\n",
       "      <td>j13r</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 25, 'silver': 17, 'gold': 0}</td>\n",
       "      <td>2294</td>\n",
       "      <td>38.0</td>\n",
       "      <td>17</td>\n",
       "      <td>94</td>\n",
       "      <td>66</td>\n",
       "      <td>9</td>\n",
       "      <td>475373</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99984</th>\n",
       "      <td>888525</td>\n",
       "      <td>istepaniuk</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Amsterdam</td>\n",
       "      <td>{'bronze': 45, 'silver': 20, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>94</td>\n",
       "      <td>825</td>\n",
       "      <td>349</td>\n",
       "      <td>477181</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99985</th>\n",
       "      <td>1082845</td>\n",
       "      <td>Fisu</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>{'bronze': 14, 'silver': 11, 'gold': 1}</td>\n",
       "      <td>2294</td>\n",
       "      <td>71.0</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>1087474</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99986</th>\n",
       "      <td>1179680</td>\n",
       "      <td>Arnlee Vizcayno</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Cebu, Philippines</td>\n",
       "      <td>{'bronze': 31, 'silver': 19, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>62.0</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>38</td>\n",
       "      <td>9</td>\n",
       "      <td>1211190</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99987</th>\n",
       "      <td>1275092</td>\n",
       "      <td>mattbdean</td>\n",
       "      <td>unknown</td>\n",
       "      <td>127.0.0.1</td>\n",
       "      <td>{'bronze': 55, 'silver': 22, 'gold': 4}</td>\n",
       "      <td>2294</td>\n",
       "      <td>91.0</td>\n",
       "      <td>52</td>\n",
       "      <td>26</td>\n",
       "      <td>172</td>\n",
       "      <td>27</td>\n",
       "      <td>1331202</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99988</th>\n",
       "      <td>1383753</td>\n",
       "      <td>manuj</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 23, 'silver': 12, 'gold': 1}</td>\n",
       "      <td>2294</td>\n",
       "      <td>70.0</td>\n",
       "      <td>19</td>\n",
       "      <td>95</td>\n",
       "      <td>76</td>\n",
       "      <td>9</td>\n",
       "      <td>1472596</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99989</th>\n",
       "      <td>1438334</td>\n",
       "      <td>J&amp;#233;r&amp;#244;me Bo&amp;#233;</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Paris, France</td>\n",
       "      <td>{'bronze': 26, 'silver': 16, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>73.0</td>\n",
       "      <td>38</td>\n",
       "      <td>33</td>\n",
       "      <td>367</td>\n",
       "      <td>3</td>\n",
       "      <td>1544474</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99990</th>\n",
       "      <td>1570908</td>\n",
       "      <td>Mackey18</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 38, 'silver': 21, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>89.0</td>\n",
       "      <td>66</td>\n",
       "      <td>33</td>\n",
       "      <td>116</td>\n",
       "      <td>4</td>\n",
       "      <td>1713298</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99991</th>\n",
       "      <td>1581929</td>\n",
       "      <td>Jojo</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Leipzig, Germany</td>\n",
       "      <td>{'bronze': 21, 'silver': 13, 'gold': 1}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>81</td>\n",
       "      <td>27</td>\n",
       "      <td>1727590</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>1594060</td>\n",
       "      <td>Josh Rumbut</td>\n",
       "      <td>male</td>\n",
       "      <td>Worcester, MA, United States</td>\n",
       "      <td>{'bronze': 37, 'silver': 25, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>75.0</td>\n",
       "      <td>6</td>\n",
       "      <td>100</td>\n",
       "      <td>1305</td>\n",
       "      <td>1</td>\n",
       "      <td>1743255</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99993</th>\n",
       "      <td>1822974</td>\n",
       "      <td>JPS</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>{'bronze': 47, 'silver': 19, 'gold': 5}</td>\n",
       "      <td>2294</td>\n",
       "      <td>55.0</td>\n",
       "      <td>91</td>\n",
       "      <td>21</td>\n",
       "      <td>362</td>\n",
       "      <td>2</td>\n",
       "      <td>2042066</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99994</th>\n",
       "      <td>2216860</td>\n",
       "      <td>Mate Varga</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 14, 'silver': 11, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>54.0</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>2554578</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>2354695</td>\n",
       "      <td>KeizerBridge</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 36, 'silver': 18, 'gold': 5}</td>\n",
       "      <td>2294</td>\n",
       "      <td>76.0</td>\n",
       "      <td>58</td>\n",
       "      <td>18</td>\n",
       "      <td>315</td>\n",
       "      <td>11</td>\n",
       "      <td>2730874</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>2356203</td>\n",
       "      <td>Wyatt</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 12, 'silver': 12, 'gold': 0}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>2732839</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>2708372</td>\n",
       "      <td>Dilukshan Mahendra</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Colombo, Sri Lanka</td>\n",
       "      <td>{'bronze': 56, 'silver': 29, 'gold': 5}</td>\n",
       "      <td>2294</td>\n",
       "      <td>65.0</td>\n",
       "      <td>97</td>\n",
       "      <td>8</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>3207650</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>3160849</td>\n",
       "      <td>johnpatrickmorgan</td>\n",
       "      <td>unknown</td>\n",
       "      <td>London, United Kingdom</td>\n",
       "      <td>{'bronze': 17, 'silver': 10, 'gold': 2}</td>\n",
       "      <td>2294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>89</td>\n",
       "      <td>130</td>\n",
       "      <td>7</td>\n",
       "      <td>3809226</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>3206471</td>\n",
       "      <td>gigabytes</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Udine, Italy</td>\n",
       "      <td>{'bronze': 29, 'silver': 10, 'gold': 0}</td>\n",
       "      <td>2294</td>\n",
       "      <td>64.0</td>\n",
       "      <td>20</td>\n",
       "      <td>12</td>\n",
       "      <td>124</td>\n",
       "      <td>3</td>\n",
       "      <td>3477494</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id               display_name       gender  \\\n",
       "0        22656                  Jon Skeet         male   \n",
       "1      1144035              Gordon Linoff         male   \n",
       "2         6309                       VonC      unknown   \n",
       "3       157882                     BalusC      unknown   \n",
       "4        29407             Darin Dimitrov         andy   \n",
       "5        23354               Marc Gravell         male   \n",
       "6       115145                CommonsWare      unknown   \n",
       "7        17034               Hans Passant         andy   \n",
       "8       100297            Martijn Pieters         andy   \n",
       "9       157247               T.J. Crowder      unknown   \n",
       "10         893               Greg Hewgill         male   \n",
       "11       34397                      SLaks      unknown   \n",
       "12       19068                    Quentin         male   \n",
       "13       14860                  paxdiablo      unknown   \n",
       "14       95810              Alex Martelli  mostly_male   \n",
       "15        5445                        CMS      unknown   \n",
       "16       61974                 Mark Byers         male   \n",
       "17       20862     Ignacio Vazquez-Abrams         andy   \n",
       "18      335858            dasblinkenlight      unknown   \n",
       "19      218196                Felix Kling         andy   \n",
       "20      190597                     unutbu      unknown   \n",
       "21       13302                     marc_s      unknown   \n",
       "22       23283                   JaredPar      unknown   \n",
       "23       15168           Jonathan Leffler         male   \n",
       "24       69083                      Guffa      unknown   \n",
       "25      571407                   JB Nizet      unknown   \n",
       "26      548225                   anubhava      unknown   \n",
       "27       88656               Eric Lippert         male   \n",
       "28       19563                  CB Bailey      unknown   \n",
       "29      139985                  Stephen C         male   \n",
       "...        ...                        ...          ...   \n",
       "99970   225266             OscarTheGrouch      unknown   \n",
       "99971   233905                Aleš Kotnik         male   \n",
       "99972   365712                      spier      unknown   \n",
       "99973   460176          Muhammad Abdullah         male   \n",
       "99974   563299                    Scott B         andy   \n",
       "99975   568857               Florian Fida         male   \n",
       "99976   596104            Chingiz Musayev         andy   \n",
       "99977   630718                       Noah         andy   \n",
       "99978   639609                  palm snow      unknown   \n",
       "99979   706454   Adetiloye Philip Kehinde      unknown   \n",
       "99980   735744             Charles Keepax         male   \n",
       "99981   745191            program-o-steve      unknown   \n",
       "99982   801362                       Ward         andy   \n",
       "99983   885650                       j13r      unknown   \n",
       "99984   888525                 istepaniuk      unknown   \n",
       "99985  1082845                       Fisu      unknown   \n",
       "99986  1179680            Arnlee Vizcayno      unknown   \n",
       "99987  1275092                  mattbdean      unknown   \n",
       "99988  1383753                      manuj      unknown   \n",
       "99989  1438334  J&#233;r&#244;me Bo&#233;      unknown   \n",
       "99990  1570908                   Mackey18      unknown   \n",
       "99991  1581929                       Jojo      unknown   \n",
       "99992  1594060                Josh Rumbut         male   \n",
       "99993  1822974                        JPS      unknown   \n",
       "99994  2216860                 Mate Varga         andy   \n",
       "99995  2354695               KeizerBridge      unknown   \n",
       "99996  2356203                      Wyatt         andy   \n",
       "99997  2708372         Dilukshan Mahendra      unknown   \n",
       "99998  3160849          johnpatrickmorgan      unknown   \n",
       "99999  3206471                  gigabytes      unknown   \n",
       "\n",
       "                             location  \\\n",
       "0             Reading, United Kingdom   \n",
       "1             New York, United States   \n",
       "2                              France   \n",
       "3            Willemstad, Cura&#231;ao   \n",
       "4                     Sofia, Bulgaria   \n",
       "5      Forest of Dean, United Kingdom   \n",
       "6         Pennsylvania, United States   \n",
       "7                         Madison, WI   \n",
       "8                       Cambridge, UK   \n",
       "9                      United Kingdom   \n",
       "10          Christchurch, New Zealand   \n",
       "11                         New Jersey   \n",
       "12                     United Kingdom   \n",
       "13                                NaN   \n",
       "14                      Sunnyvale, CA   \n",
       "15                          Guatemala   \n",
       "16                            Denmark   \n",
       "17                                NaN   \n",
       "18                      United States   \n",
       "19                                NaN   \n",
       "20                                NaN   \n",
       "21                  Bern, Switzerland   \n",
       "22                        Redmond, WA   \n",
       "23                      Colorado, USA   \n",
       "24                     Virsbo, Sweden   \n",
       "25              Saint-Etienne, France   \n",
       "26                   Bangalore, India   \n",
       "27                        Seattle, WA   \n",
       "28                     United Kingdom   \n",
       "29                          Australia   \n",
       "...                               ...   \n",
       "99970                   Liverpool, NY   \n",
       "99971                        Slovenia   \n",
       "99972                             NaN   \n",
       "99973              Jakarta, Indonesia   \n",
       "99974                             NaN   \n",
       "99975                          Vienna   \n",
       "99976                Kharkiv, Ukraine   \n",
       "99977                             NaN   \n",
       "99978                             NaN   \n",
       "99979                             NaN   \n",
       "99980                        Scotland   \n",
       "99981               Milky Way , Earth   \n",
       "99982              Berlijn, Duitsland   \n",
       "99983                             NaN   \n",
       "99984                       Amsterdam   \n",
       "99985                       Argentina   \n",
       "99986               Cebu, Philippines   \n",
       "99987                       127.0.0.1   \n",
       "99988                             NaN   \n",
       "99989                   Paris, France   \n",
       "99990                             NaN   \n",
       "99991                Leipzig, Germany   \n",
       "99992    Worcester, MA, United States   \n",
       "99993     Hyderabad, Telangana, India   \n",
       "99994                             NaN   \n",
       "99995                             NaN   \n",
       "99996                             NaN   \n",
       "99997              Colombo, Sri Lanka   \n",
       "99998          London, United Kingdom   \n",
       "99999                    Udine, Italy   \n",
       "\n",
       "                                        badge_counts  reputation  accept_rate  \\\n",
       "0      {'bronze': 8743, 'silver': 8438, 'gold': 756}     1183690         86.0   \n",
       "1         {'bronze': 522, 'silver': 407, 'gold': 40}      958913          NaN   \n",
       "2      {'bronze': 3809, 'silver': 3240, 'gold': 384}      952870        100.0   \n",
       "3      {'bronze': 3367, 'silver': 3365, 'gold': 329}      931100         93.0   \n",
       "4      {'bronze': 2828, 'silver': 3125, 'gold': 240}      912621         86.0   \n",
       "5      {'bronze': 2690, 'silver': 2315, 'gold': 224}      865440        100.0   \n",
       "6      {'bronze': 2105, 'silver': 2086, 'gold': 156}      852105         84.0   \n",
       "7      {'bronze': 2261, 'silver': 1466, 'gold': 122}      839610          NaN   \n",
       "8      {'bronze': 2703, 'silver': 3064, 'gold': 197}      812356          NaN   \n",
       "9      {'bronze': 1505, 'silver': 1452, 'gold': 149}      794631         91.0   \n",
       "10     {'bronze': 1210, 'silver': 1065, 'gold': 164}      759308         84.0   \n",
       "11     {'bronze': 1846, 'silver': 1750, 'gold': 158}      752186         87.0   \n",
       "12       {'bronze': 1130, 'silver': 985, 'gold': 88}      730491          NaN   \n",
       "13     {'bronze': 1771, 'silver': 1386, 'gold': 196}      713969        100.0   \n",
       "14     {'bronze': 1312, 'silver': 1107, 'gold': 141}      703306         80.0   \n",
       "15       {'bronze': 821, 'silver': 878, 'gold': 168}      667945          NaN   \n",
       "16     {'bronze': 1373, 'silver': 1449, 'gold': 151}      663210          NaN   \n",
       "17     {'bronze': 1238, 'silver': 1166, 'gold': 122}      649321         50.0   \n",
       "18       {'bronze': 1313, 'silver': 912, 'gold': 67}      649274         81.0   \n",
       "19      {'bronze': 1016, 'silver': 953, 'gold': 145}      642865        100.0   \n",
       "20     {'bronze': 1426, 'silver': 1423, 'gold': 128}      639948         88.0   \n",
       "21     {'bronze': 1338, 'silver': 1206, 'gold': 143}      635417         99.0   \n",
       "22     {'bronze': 1387, 'silver': 1146, 'gold': 131}      633697        100.0   \n",
       "23      {'bronze': 1122, 'silver': 753, 'gold': 108}      626903        100.0   \n",
       "24        {'bronze': 912, 'silver': 640, 'gold': 86}      605796          NaN   \n",
       "25      {'bronze': 1108, 'silver': 1022, 'gold': 75}      600259        100.0   \n",
       "26        {'bronze': 479, 'silver': 398, 'gold': 50}      594334         90.0   \n",
       "27     {'bronze': 2008, 'silver': 1140, 'gold': 160}      589466          NaN   \n",
       "28        {'bronze': 626, 'silver': 587, 'gold': 87}      589429          NaN   \n",
       "29       {'bronze': 1034, 'silver': 682, 'gold': 81}      586300         69.0   \n",
       "...                                              ...         ...          ...   \n",
       "99970        {'bronze': 38, 'silver': 27, 'gold': 4}        2294         72.0   \n",
       "99971        {'bronze': 17, 'silver': 15, 'gold': 0}        2294          NaN   \n",
       "99972        {'bronze': 16, 'silver': 15, 'gold': 1}        2294         57.0   \n",
       "99973        {'bronze': 16, 'silver': 16, 'gold': 2}        2294          NaN   \n",
       "99974        {'bronze': 40, 'silver': 26, 'gold': 3}        2294         97.0   \n",
       "99975        {'bronze': 23, 'silver': 20, 'gold': 2}        2294        100.0   \n",
       "99976         {'bronze': 6, 'silver': 11, 'gold': 1}        2294          NaN   \n",
       "99977        {'bronze': 11, 'silver': 14, 'gold': 0}        2294          NaN   \n",
       "99978        {'bronze': 47, 'silver': 26, 'gold': 4}        2294         92.0   \n",
       "99979        {'bronze': 51, 'silver': 23, 'gold': 2}        2294         43.0   \n",
       "99980        {'bronze': 19, 'silver': 15, 'gold': 1}        2294          NaN   \n",
       "99981       {'bronze': 66, 'silver': 39, 'gold': 12}        2294         65.0   \n",
       "99982        {'bronze': 35, 'silver': 16, 'gold': 1}        2294        100.0   \n",
       "99983        {'bronze': 25, 'silver': 17, 'gold': 0}        2294         38.0   \n",
       "99984        {'bronze': 45, 'silver': 20, 'gold': 2}        2294          NaN   \n",
       "99985        {'bronze': 14, 'silver': 11, 'gold': 1}        2294         71.0   \n",
       "99986        {'bronze': 31, 'silver': 19, 'gold': 2}        2294         62.0   \n",
       "99987        {'bronze': 55, 'silver': 22, 'gold': 4}        2294         91.0   \n",
       "99988        {'bronze': 23, 'silver': 12, 'gold': 1}        2294         70.0   \n",
       "99989        {'bronze': 26, 'silver': 16, 'gold': 2}        2294         73.0   \n",
       "99990        {'bronze': 38, 'silver': 21, 'gold': 2}        2294         89.0   \n",
       "99991        {'bronze': 21, 'silver': 13, 'gold': 1}        2294          NaN   \n",
       "99992        {'bronze': 37, 'silver': 25, 'gold': 2}        2294         75.0   \n",
       "99993        {'bronze': 47, 'silver': 19, 'gold': 5}        2294         55.0   \n",
       "99994        {'bronze': 14, 'silver': 11, 'gold': 2}        2294         54.0   \n",
       "99995        {'bronze': 36, 'silver': 18, 'gold': 5}        2294         76.0   \n",
       "99996        {'bronze': 12, 'silver': 12, 'gold': 0}        2294          NaN   \n",
       "99997        {'bronze': 56, 'silver': 29, 'gold': 5}        2294         65.0   \n",
       "99998        {'bronze': 17, 'silver': 10, 'gold': 2}        2294          NaN   \n",
       "99999        {'bronze': 29, 'silver': 10, 'gold': 0}        2294         64.0   \n",
       "\n",
       "       question_count  answer_count  up_vote_count  down_vote_count  \\\n",
       "0                  50         35003          16576             7017   \n",
       "1                   0         68331          16169               41   \n",
       "2                  16         23735          54508              287   \n",
       "3                  15         17081          15484            21829   \n",
       "4                  41         21458           1955             2651   \n",
       "5                  46         15549          25363             1080   \n",
       "6                 118         21834          11349             7218   \n",
       "7                   2         16098          10484            60299   \n",
       "8                   3         19791           5792            20448   \n",
       "9                  79         19011          12301            27057   \n",
       "10                 53          5405           6638             2258   \n",
       "11                 51         15135           6995             3269   \n",
       "12                  4         20805           8155            72242   \n",
       "13                252         10613           4317             1395   \n",
       "14                  6          6280            822               50   \n",
       "15                  0          2179            579                6   \n",
       "16                  0          6759          10338              340   \n",
       "17                  8         12302           1739               73   \n",
       "18                 26         15910          30776             3100   \n",
       "19                  8          6884           6163             2045   \n",
       "20                 17          7511          17241              661   \n",
       "21                218          9042          27094            26909   \n",
       "22                  5          6418           8137               76   \n",
       "23                 49         12557          31625             1049   \n",
       "24                  3         10621            493              140   \n",
       "25                  8         13981           5476             9087   \n",
       "26                 10         22799          21811             1077   \n",
       "27                  0          3773              2             4590   \n",
       "28                  0          1980           1148              203   \n",
       "29                 21         13727           3025             3700   \n",
       "...               ...           ...            ...              ...   \n",
       "99970              63            13            353               17   \n",
       "99971               2            49             63                1   \n",
       "99972               7            36             86                2   \n",
       "99973               2            13             13                1   \n",
       "99974              37            14            219                0   \n",
       "99975              10            31             66                0   \n",
       "99976               0            31              9                0   \n",
       "99977               0            24             23                0   \n",
       "99978              90             1             77                3   \n",
       "99979              80            36           1045                8   \n",
       "99980               1            56            282                6   \n",
       "99981              95             3            148               43   \n",
       "99982               7            55            471                5   \n",
       "99983              17            94             66                9   \n",
       "99984               1            94            825              349   \n",
       "99985               7             8             22                1   \n",
       "99986              15            12             38                9   \n",
       "99987              52            26            172               27   \n",
       "99988              19            95             76                9   \n",
       "99989              38            33            367                3   \n",
       "99990              66            33            116                4   \n",
       "99991               2            59             81               27   \n",
       "99992               6           100           1305                1   \n",
       "99993              91            21            362                2   \n",
       "99994              16             6             21                6   \n",
       "99995              58            18            315               11   \n",
       "99996               0            44             16                5   \n",
       "99997              97             8            103                1   \n",
       "99998               0            89            130                7   \n",
       "99999              20            12            124                3   \n",
       "\n",
       "       account_id   user_type  \n",
       "0           11683  registered  \n",
       "1         1165580  registered  \n",
       "2            4243  registered  \n",
       "3           52822  registered  \n",
       "4           14332  registered  \n",
       "5           11975   moderator  \n",
       "6           39846  registered  \n",
       "7            9266  registered  \n",
       "8           35417   moderator  \n",
       "9           52616  registered  \n",
       "10            680  registered  \n",
       "11          15988  registered  \n",
       "12          10162  registered  \n",
       "13           8291  registered  \n",
       "14          34048  registered  \n",
       "15           3748  registered  \n",
       "16          24377  registered  \n",
       "17          10930  registered  \n",
       "18         134022  registered  \n",
       "19          76141  registered  \n",
       "20          64585  registered  \n",
       "21           7633  registered  \n",
       "22          11948  registered  \n",
       "23           8423  registered  \n",
       "24          26521  registered  \n",
       "25         277416  registered  \n",
       "26         262968  registered  \n",
       "27          32093  registered  \n",
       "28          10375  registered  \n",
       "29          47283  registered  \n",
       "...           ...         ...  \n",
       "99970       79448  registered  \n",
       "99971       83423  registered  \n",
       "99972      151684  registered  \n",
       "99973      209252  registered  \n",
       "99974      272295  registered  \n",
       "99975      275785  registered  \n",
       "99976      293005  registered  \n",
       "99977      315121  registered  \n",
       "99978      321029  registered  \n",
       "99979      362975  registered  \n",
       "99980      381209  registered  \n",
       "99981      387064  registered  \n",
       "99982      422529  registered  \n",
       "99983      475373  registered  \n",
       "99984      477181  registered  \n",
       "99985     1087474  registered  \n",
       "99986     1211190  registered  \n",
       "99987     1331202  registered  \n",
       "99988     1472596  registered  \n",
       "99989     1544474  registered  \n",
       "99990     1713298  registered  \n",
       "99991     1727590  registered  \n",
       "99992     1743255  registered  \n",
       "99993     2042066  registered  \n",
       "99994     2554578  registered  \n",
       "99995     2730874  registered  \n",
       "99996     2732839  registered  \n",
       "99997     3207650  registered  \n",
       "99998     3809226  registered  \n",
       "99999     3477494  registered  \n",
       "\n",
       "[100000 rows x 13 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "data_firstk = pd.read_csv(\"raw_user_data/page_1_to_1000.csv\")\n",
    "data_firstk = data_firstk[unified_col]\n",
    "data_firstk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>user_id</th>\n",
       "      <th>display_name</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>badge_counts</th>\n",
       "      <th>reputation</th>\n",
       "      <th>accept_rate</th>\n",
       "      <th>question_count</th>\n",
       "      <th>answer_count</th>\n",
       "      <th>up_vote_count</th>\n",
       "      <th>down_vote_count</th>\n",
       "      <th>account_id</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1931910</td>\n",
       "      <td>DelboyJay</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 13, 'silver': 10, 'gold': 1}</td>\n",
       "      <td>2293</td>\n",
       "      <td>33.0</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>64</td>\n",
       "      <td>4</td>\n",
       "      <td>2182807</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2568648</td>\n",
       "      <td>user2568648</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 43, 'silver': 28, 'gold': 7}</td>\n",
       "      <td>2293</td>\n",
       "      <td>82.0</td>\n",
       "      <td>71</td>\n",
       "      <td>7</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>3029289</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2588210</td>\n",
       "      <td>Christian K.</td>\n",
       "      <td>andy</td>\n",
       "      <td>Buenos Aires, Argentina</td>\n",
       "      <td>{'bronze': 32, 'silver': 12, 'gold': 0}</td>\n",
       "      <td>2293</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>64</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>3054215</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3036701</td>\n",
       "      <td>Sudharshan</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Bangalore, Karnataka, India</td>\n",
       "      <td>{'bronze': 22, 'silver': 18, 'gold': 1}</td>\n",
       "      <td>2293</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>46</td>\n",
       "      <td>10</td>\n",
       "      <td>3643000</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3563847</td>\n",
       "      <td>Diana Nassar</td>\n",
       "      <td>andy</td>\n",
       "      <td>Amman, Jordan</td>\n",
       "      <td>{'bronze': 17, 'silver': 11, 'gold': 0}</td>\n",
       "      <td>2293</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>65</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "      <td>4368946</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4385010</td>\n",
       "      <td>burakhan alkan</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Amsterdam, Netherlands</td>\n",
       "      <td>{'bronze': 19, 'silver': 12, 'gold': 1}</td>\n",
       "      <td>2293</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>55</td>\n",
       "      <td>4</td>\n",
       "      <td>5522480</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4436470</td>\n",
       "      <td>Khizar Hayat</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Lahore, Punjab, Pakistan</td>\n",
       "      <td>{'bronze': 19, 'silver': 12, 'gold': 2}</td>\n",
       "      <td>2293</td>\n",
       "      <td>50.0</td>\n",
       "      <td>11</td>\n",
       "      <td>71</td>\n",
       "      <td>583</td>\n",
       "      <td>2</td>\n",
       "      <td>5599901</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4487982</td>\n",
       "      <td>Cole</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 29, 'silver': 13, 'gold': 0}</td>\n",
       "      <td>2293</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27</td>\n",
       "      <td>76</td>\n",
       "      <td>70</td>\n",
       "      <td>8</td>\n",
       "      <td>5674193</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>21009</td>\n",
       "      <td>Miro Kropacek</td>\n",
       "      <td>andy</td>\n",
       "      <td>Bratislava, Slovakia</td>\n",
       "      <td>{'bronze': 35, 'silver': 22, 'gold': 2}</td>\n",
       "      <td>2292</td>\n",
       "      <td>71.0</td>\n",
       "      <td>47</td>\n",
       "      <td>25</td>\n",
       "      <td>181</td>\n",
       "      <td>25</td>\n",
       "      <td>10989</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>64444</td>\n",
       "      <td>schettino72</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Chengdu, China</td>\n",
       "      <td>{'bronze': 26, 'silver': 24, 'gold': 0}</td>\n",
       "      <td>2292</td>\n",
       "      <td>83.0</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>46</td>\n",
       "      <td>16</td>\n",
       "      <td>25154</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>73653</td>\n",
       "      <td>Ashutosh Mehra</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 15, 'silver': 17, 'gold': 1}</td>\n",
       "      <td>2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>388</td>\n",
       "      <td>2</td>\n",
       "      <td>27777</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>117575</td>\n",
       "      <td>BBlake</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>{'bronze': 29, 'silver': 19, 'gold': 0}</td>\n",
       "      <td>2292</td>\n",
       "      <td>73.0</td>\n",
       "      <td>17</td>\n",
       "      <td>97</td>\n",
       "      <td>195</td>\n",
       "      <td>22</td>\n",
       "      <td>40576</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>311792</td>\n",
       "      <td>priomsrb</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 32, 'silver': 22, 'gold': 3}</td>\n",
       "      <td>2292</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>642</td>\n",
       "      <td>1</td>\n",
       "      <td>119805</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>329827</td>\n",
       "      <td>Trey Carroll</td>\n",
       "      <td>male</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>{'bronze': 28, 'silver': 20, 'gold': 4}</td>\n",
       "      <td>2292</td>\n",
       "      <td>81.0</td>\n",
       "      <td>22</td>\n",
       "      <td>31</td>\n",
       "      <td>133</td>\n",
       "      <td>0</td>\n",
       "      <td>130505</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>372767</td>\n",
       "      <td>Chris Foster</td>\n",
       "      <td>andy</td>\n",
       "      <td>Canada</td>\n",
       "      <td>{'bronze': 27, 'silver': 17, 'gold': 1}</td>\n",
       "      <td>2292</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>42</td>\n",
       "      <td>195</td>\n",
       "      <td>19</td>\n",
       "      <td>155847</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>379053</td>\n",
       "      <td>rownage</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Philadelphia, Pennsylvania</td>\n",
       "      <td>{'bronze': 30, 'silver': 20, 'gold': 3}</td>\n",
       "      <td>2292</td>\n",
       "      <td>94.0</td>\n",
       "      <td>17</td>\n",
       "      <td>47</td>\n",
       "      <td>104</td>\n",
       "      <td>2</td>\n",
       "      <td>159571</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>385307</td>\n",
       "      <td>snod</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 20, 'silver': 16, 'gold': 3}</td>\n",
       "      <td>2292</td>\n",
       "      <td>75.0</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>84</td>\n",
       "      <td>4</td>\n",
       "      <td>163277</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>420217</td>\n",
       "      <td>Gary</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 44, 'silver': 23, 'gold': 2}</td>\n",
       "      <td>2292</td>\n",
       "      <td>71.0</td>\n",
       "      <td>77</td>\n",
       "      <td>18</td>\n",
       "      <td>1287</td>\n",
       "      <td>4</td>\n",
       "      <td>184276</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>423871</td>\n",
       "      <td>irishbuzz</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Dublin, Ireland</td>\n",
       "      <td>{'bronze': 16, 'silver': 15, 'gold': 1}</td>\n",
       "      <td>2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>41</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>186462</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>440243</td>\n",
       "      <td>oscarm</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>{'bronze': 70, 'silver': 33, 'gold': 5}</td>\n",
       "      <td>2292</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>196669</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>466884</td>\n",
       "      <td>Rose</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 36, 'silver': 22, 'gold': 3}</td>\n",
       "      <td>2292</td>\n",
       "      <td>62.0</td>\n",
       "      <td>32</td>\n",
       "      <td>30</td>\n",
       "      <td>88</td>\n",
       "      <td>3</td>\n",
       "      <td>213485</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>472974</td>\n",
       "      <td>Devan Buggay</td>\n",
       "      <td>mostly_male</td>\n",
       "      <td>Bellevue, WA, United States</td>\n",
       "      <td>{'bronze': 33, 'silver': 21, 'gold': 4}</td>\n",
       "      <td>2292</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>335</td>\n",
       "      <td>56</td>\n",
       "      <td>217256</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>484898</td>\n",
       "      <td>AJPatel</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 41, 'silver': 21, 'gold': 0}</td>\n",
       "      <td>2292</td>\n",
       "      <td>78.0</td>\n",
       "      <td>23</td>\n",
       "      <td>54</td>\n",
       "      <td>319</td>\n",
       "      <td>24</td>\n",
       "      <td>224819</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>502042</td>\n",
       "      <td>Honzajscz</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Prague, Czech Republic</td>\n",
       "      <td>{'bronze': 22, 'silver': 21, 'gold': 1}</td>\n",
       "      <td>2292</td>\n",
       "      <td>62.0</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>946</td>\n",
       "      <td>12</td>\n",
       "      <td>235312</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>506361</td>\n",
       "      <td>Pre101</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 22, 'silver': 15, 'gold': 0}</td>\n",
       "      <td>2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>96</td>\n",
       "      <td>69</td>\n",
       "      <td>11</td>\n",
       "      <td>237867</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>547552</td>\n",
       "      <td>Azri Jamil</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Selangor, Malaysia</td>\n",
       "      <td>{'bronze': 36, 'silver': 25, 'gold': 2}</td>\n",
       "      <td>2292</td>\n",
       "      <td>63.0</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>262585</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>561677</td>\n",
       "      <td>Chris Gregg</td>\n",
       "      <td>mostly_male</td>\n",
       "      <td>Somerville, MA</td>\n",
       "      <td>{'bronze': 27, 'silver': 15, 'gold': 0}</td>\n",
       "      <td>2292</td>\n",
       "      <td>88.0</td>\n",
       "      <td>9</td>\n",
       "      <td>78</td>\n",
       "      <td>602</td>\n",
       "      <td>4</td>\n",
       "      <td>271244</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>581486</td>\n",
       "      <td>Vitor Hugo</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 2, 'silver': 12, 'gold': 2}</td>\n",
       "      <td>2292</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>701177</td>\n",
       "      <td>unregistered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>611020</td>\n",
       "      <td>Benjamin Harel</td>\n",
       "      <td>male</td>\n",
       "      <td>Jerusalem, Israel</td>\n",
       "      <td>{'bronze': 28, 'silver': 20, 'gold': 3}</td>\n",
       "      <td>2292</td>\n",
       "      <td>85.0</td>\n",
       "      <td>37</td>\n",
       "      <td>27</td>\n",
       "      <td>243</td>\n",
       "      <td>9</td>\n",
       "      <td>302572</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>632555</td>\n",
       "      <td>Alexander Staubo</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 22, 'silver': 22, 'gold': 2}</td>\n",
       "      <td>2292</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>71</td>\n",
       "      <td>9</td>\n",
       "      <td>316394</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <th>99970</th>\n",
       "      <td>500690</td>\n",
       "      <td>Tony Park</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 14, 'silver': 8, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>71.0</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>234497</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99971</th>\n",
       "      <td>529181</td>\n",
       "      <td>zrbecker</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 32, 'silver': 13, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>72.0</td>\n",
       "      <td>37</td>\n",
       "      <td>10</td>\n",
       "      <td>48</td>\n",
       "      <td>9</td>\n",
       "      <td>251646</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99972</th>\n",
       "      <td>536105</td>\n",
       "      <td>vermin</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 17, 'silver': 11, 'gold': 2}</td>\n",
       "      <td>1049</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>11</td>\n",
       "      <td>255805</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99973</th>\n",
       "      <td>546289</td>\n",
       "      <td>MBax</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 7, 'silver': 10, 'gold': 2}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>686732</td>\n",
       "      <td>unregistered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99974</th>\n",
       "      <td>548685</td>\n",
       "      <td>Miere</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Joinville, Brazil</td>\n",
       "      <td>{'bronze': 22, 'silver': 15, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>221</td>\n",
       "      <td>4</td>\n",
       "      <td>263246</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99975</th>\n",
       "      <td>556562</td>\n",
       "      <td>Jainathan Leung</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 25, 'silver': 12, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>85.0</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>5</td>\n",
       "      <td>268035</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99976</th>\n",
       "      <td>560774</td>\n",
       "      <td>dv_</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 13, 'silver': 7, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>100.0</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>270682</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99977</th>\n",
       "      <td>561390</td>\n",
       "      <td>Hollownest</td>\n",
       "      <td>unknown</td>\n",
       "      <td>New York City</td>\n",
       "      <td>{'bronze': 10, 'silver': 10, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>271059</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99978</th>\n",
       "      <td>561638</td>\n",
       "      <td>user561638</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 26, 'silver': 12, 'gold': 3}</td>\n",
       "      <td>1049</td>\n",
       "      <td>42.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>271221</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>572408</td>\n",
       "      <td>Ryan Quinn</td>\n",
       "      <td>mostly_male</td>\n",
       "      <td>Seattle, WA, United States</td>\n",
       "      <td>{'bronze': 26, 'silver': 13, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>62.0</td>\n",
       "      <td>9</td>\n",
       "      <td>23</td>\n",
       "      <td>831</td>\n",
       "      <td>8</td>\n",
       "      <td>278046</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99980</th>\n",
       "      <td>582298</td>\n",
       "      <td>coderforlife</td>\n",
       "      <td>unknown</td>\n",
       "      <td>San Diego, CA</td>\n",
       "      <td>{'bronze': 25, 'silver': 15, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>85.0</td>\n",
       "      <td>26</td>\n",
       "      <td>12</td>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "      <td>284283</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99981</th>\n",
       "      <td>583508</td>\n",
       "      <td>Chuck Morris</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 13, 'silver': 8, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>18</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>285057</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99982</th>\n",
       "      <td>597200</td>\n",
       "      <td>gorlok</td>\n",
       "      <td>unknown</td>\n",
       "      <td>La Plata, Argentina</td>\n",
       "      <td>{'bronze': 16, 'silver': 6, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>194</td>\n",
       "      <td>8</td>\n",
       "      <td>293726</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99983</th>\n",
       "      <td>602162</td>\n",
       "      <td>brodney</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 29, 'silver': 12, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>81.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>545</td>\n",
       "      <td>22</td>\n",
       "      <td>296925</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99984</th>\n",
       "      <td>607408</td>\n",
       "      <td>Michael</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 17, 'silver': 7, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>40.0</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>276</td>\n",
       "      <td>1</td>\n",
       "      <td>300332</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99985</th>\n",
       "      <td>718106</td>\n",
       "      <td>Jimmy Luong</td>\n",
       "      <td>male</td>\n",
       "      <td>Austin, TX, USA</td>\n",
       "      <td>{'bronze': 16, 'silver': 8, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>50.0</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>370272</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99986</th>\n",
       "      <td>726650</td>\n",
       "      <td>amobiz</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Taiwan</td>\n",
       "      <td>{'bronze': 11, 'silver': 12, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>217</td>\n",
       "      <td>2</td>\n",
       "      <td>375661</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99987</th>\n",
       "      <td>733598</td>\n",
       "      <td>Win32</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 12, 'silver': 10, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>379909</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99988</th>\n",
       "      <td>740178</td>\n",
       "      <td>V&amp;#237;tor N&amp;#243;brega</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 44, 'silver': 23, 'gold': 3}</td>\n",
       "      <td>1049</td>\n",
       "      <td>54.0</td>\n",
       "      <td>82</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>383980</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99989</th>\n",
       "      <td>763557</td>\n",
       "      <td>wgp</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>{'bronze': 14, 'silver': 14, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>100.0</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>71</td>\n",
       "      <td>3</td>\n",
       "      <td>398711</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99990</th>\n",
       "      <td>772932</td>\n",
       "      <td>Rich Lowenberg</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 12, 'silver': 8, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>32</td>\n",
       "      <td>9</td>\n",
       "      <td>404545</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99991</th>\n",
       "      <td>773606</td>\n",
       "      <td>frp</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Dublin, Ірландія</td>\n",
       "      <td>{'bronze': 29, 'silver': 9, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21</td>\n",
       "      <td>18</td>\n",
       "      <td>255</td>\n",
       "      <td>12</td>\n",
       "      <td>404972</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>799845</td>\n",
       "      <td>Lenin</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Dhaka, Bangladesh</td>\n",
       "      <td>{'bronze': 34, 'silver': 14, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>75.0</td>\n",
       "      <td>10</td>\n",
       "      <td>62</td>\n",
       "      <td>440</td>\n",
       "      <td>12</td>\n",
       "      <td>421542</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99993</th>\n",
       "      <td>809829</td>\n",
       "      <td>user809829</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 32, 'silver': 14, 'gold': 3}</td>\n",
       "      <td>1049</td>\n",
       "      <td>60.0</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>427858</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99994</th>\n",
       "      <td>849128</td>\n",
       "      <td>TheSystem</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Porto, Portugal</td>\n",
       "      <td>{'bronze': 9, 'silver': 7, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>452605</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>916956</td>\n",
       "      <td>BreezyChick89</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 12, 'silver': 7, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>93.0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>551168</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>981465</td>\n",
       "      <td>Lokiare</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 23, 'silver': 12, 'gold': 1}</td>\n",
       "      <td>1049</td>\n",
       "      <td>73.0</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>956212</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>984463</td>\n",
       "      <td>mcfea</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>{'bronze': 21, 'silver': 14, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5</td>\n",
       "      <td>38</td>\n",
       "      <td>550</td>\n",
       "      <td>2</td>\n",
       "      <td>959855</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>985833</td>\n",
       "      <td>Bernard</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 22, 'silver': 16, 'gold': 3}</td>\n",
       "      <td>1049</td>\n",
       "      <td>95.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>961588</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>985859</td>\n",
       "      <td>Vic Goldfeld</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 13, 'silver': 11, 'gold': 0}</td>\n",
       "      <td>1049</td>\n",
       "      <td>83.0</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>186</td>\n",
       "      <td>2</td>\n",
       "      <td>203614</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id             display_name       gender  \\\n",
       "0      1931910                DelboyJay      unknown   \n",
       "1      2568648              user2568648      unknown   \n",
       "2      2588210             Christian K.         andy   \n",
       "3      3036701               Sudharshan      unknown   \n",
       "4      3563847             Diana Nassar         andy   \n",
       "5      4385010           burakhan alkan      unknown   \n",
       "6      4436470             Khizar Hayat      unknown   \n",
       "7      4487982                     Cole         andy   \n",
       "8        21009            Miro Kropacek         andy   \n",
       "9        64444              schettino72      unknown   \n",
       "10       73653           Ashutosh Mehra         andy   \n",
       "11      117575                   BBlake      unknown   \n",
       "12      311792                 priomsrb      unknown   \n",
       "13      329827             Trey Carroll         male   \n",
       "14      372767             Chris Foster         andy   \n",
       "15      379053                  rownage      unknown   \n",
       "16      385307                     snod      unknown   \n",
       "17      420217                     Gary         andy   \n",
       "18      423871                irishbuzz      unknown   \n",
       "19      440243                   oscarm      unknown   \n",
       "20      466884                     Rose         andy   \n",
       "21      472974             Devan Buggay  mostly_male   \n",
       "22      484898                  AJPatel      unknown   \n",
       "23      502042                Honzajscz      unknown   \n",
       "24      506361                   Pre101      unknown   \n",
       "25      547552               Azri Jamil      unknown   \n",
       "26      561677              Chris Gregg  mostly_male   \n",
       "27      581486               Vitor Hugo      unknown   \n",
       "28      611020           Benjamin Harel         male   \n",
       "29      632555         Alexander Staubo         andy   \n",
       "...        ...                      ...          ...   \n",
       "99970   500690                Tony Park         andy   \n",
       "99971   529181                 zrbecker      unknown   \n",
       "99972   536105                   vermin      unknown   \n",
       "99973   546289                     MBax      unknown   \n",
       "99974   548685                    Miere      unknown   \n",
       "99975   556562          Jainathan Leung      unknown   \n",
       "99976   560774                      dv_      unknown   \n",
       "99977   561390               Hollownest      unknown   \n",
       "99978   561638               user561638      unknown   \n",
       "99979   572408               Ryan Quinn  mostly_male   \n",
       "99980   582298             coderforlife      unknown   \n",
       "99981   583508             Chuck Morris         andy   \n",
       "99982   597200                   gorlok      unknown   \n",
       "99983   602162                  brodney      unknown   \n",
       "99984   607408                  Michael         andy   \n",
       "99985   718106              Jimmy Luong         male   \n",
       "99986   726650                   amobiz      unknown   \n",
       "99987   733598                    Win32      unknown   \n",
       "99988   740178  V&#237;tor N&#243;brega      unknown   \n",
       "99989   763557                      wgp      unknown   \n",
       "99990   772932           Rich Lowenberg         andy   \n",
       "99991   773606                      frp      unknown   \n",
       "99992   799845                    Lenin      unknown   \n",
       "99993   809829               user809829      unknown   \n",
       "99994   849128                TheSystem      unknown   \n",
       "99995   916956            BreezyChick89      unknown   \n",
       "99996   981465                  Lokiare      unknown   \n",
       "99997   984463                    mcfea      unknown   \n",
       "99998   985833                  Bernard         male   \n",
       "99999   985859             Vic Goldfeld         andy   \n",
       "\n",
       "                          location                             badge_counts  \\\n",
       "0                   United Kingdom  {'bronze': 13, 'silver': 10, 'gold': 1}   \n",
       "1                              NaN  {'bronze': 43, 'silver': 28, 'gold': 7}   \n",
       "2          Buenos Aires, Argentina  {'bronze': 32, 'silver': 12, 'gold': 0}   \n",
       "3      Bangalore, Karnataka, India  {'bronze': 22, 'silver': 18, 'gold': 1}   \n",
       "4                    Amman, Jordan  {'bronze': 17, 'silver': 11, 'gold': 0}   \n",
       "5           Amsterdam, Netherlands  {'bronze': 19, 'silver': 12, 'gold': 1}   \n",
       "6         Lahore, Punjab, Pakistan  {'bronze': 19, 'silver': 12, 'gold': 2}   \n",
       "7                              NaN  {'bronze': 29, 'silver': 13, 'gold': 0}   \n",
       "8             Bratislava, Slovakia  {'bronze': 35, 'silver': 22, 'gold': 2}   \n",
       "9                   Chengdu, China  {'bronze': 26, 'silver': 24, 'gold': 0}   \n",
       "10                             NaN  {'bronze': 15, 'silver': 17, 'gold': 1}   \n",
       "11                            Ohio  {'bronze': 29, 'silver': 19, 'gold': 0}   \n",
       "12                             NaN  {'bronze': 32, 'silver': 22, 'gold': 3}   \n",
       "13                        Michigan  {'bronze': 28, 'silver': 20, 'gold': 4}   \n",
       "14                          Canada  {'bronze': 27, 'silver': 17, 'gold': 1}   \n",
       "15      Philadelphia, Pennsylvania  {'bronze': 30, 'silver': 20, 'gold': 3}   \n",
       "16                             NaN  {'bronze': 20, 'silver': 16, 'gold': 3}   \n",
       "17                             NaN  {'bronze': 44, 'silver': 23, 'gold': 2}   \n",
       "18                 Dublin, Ireland  {'bronze': 16, 'silver': 15, 'gold': 1}   \n",
       "19                 Los Angeles, CA  {'bronze': 70, 'silver': 33, 'gold': 5}   \n",
       "20                             NaN  {'bronze': 36, 'silver': 22, 'gold': 3}   \n",
       "21     Bellevue, WA, United States  {'bronze': 33, 'silver': 21, 'gold': 4}   \n",
       "22                             NaN  {'bronze': 41, 'silver': 21, 'gold': 0}   \n",
       "23          Prague, Czech Republic  {'bronze': 22, 'silver': 21, 'gold': 1}   \n",
       "24                   United States  {'bronze': 22, 'silver': 15, 'gold': 0}   \n",
       "25              Selangor, Malaysia  {'bronze': 36, 'silver': 25, 'gold': 2}   \n",
       "26                  Somerville, MA  {'bronze': 27, 'silver': 15, 'gold': 0}   \n",
       "27                             NaN   {'bronze': 2, 'silver': 12, 'gold': 2}   \n",
       "28               Jerusalem, Israel  {'bronze': 28, 'silver': 20, 'gold': 3}   \n",
       "29                             NaN  {'bronze': 22, 'silver': 22, 'gold': 2}   \n",
       "...                            ...                                      ...   \n",
       "99970                          NaN   {'bronze': 14, 'silver': 8, 'gold': 0}   \n",
       "99971                          NaN  {'bronze': 32, 'silver': 13, 'gold': 1}   \n",
       "99972                          NaN  {'bronze': 17, 'silver': 11, 'gold': 2}   \n",
       "99973                          NaN   {'bronze': 7, 'silver': 10, 'gold': 2}   \n",
       "99974            Joinville, Brazil  {'bronze': 22, 'silver': 15, 'gold': 0}   \n",
       "99975                          NaN  {'bronze': 25, 'silver': 12, 'gold': 1}   \n",
       "99976                          NaN   {'bronze': 13, 'silver': 7, 'gold': 0}   \n",
       "99977                New York City  {'bronze': 10, 'silver': 10, 'gold': 0}   \n",
       "99978                          NaN  {'bronze': 26, 'silver': 12, 'gold': 3}   \n",
       "99979   Seattle, WA, United States  {'bronze': 26, 'silver': 13, 'gold': 0}   \n",
       "99980                San Diego, CA  {'bronze': 25, 'silver': 15, 'gold': 0}   \n",
       "99981                          NaN   {'bronze': 13, 'silver': 8, 'gold': 1}   \n",
       "99982          La Plata, Argentina   {'bronze': 16, 'silver': 6, 'gold': 0}   \n",
       "99983                          NaN  {'bronze': 29, 'silver': 12, 'gold': 1}   \n",
       "99984                          NaN   {'bronze': 17, 'silver': 7, 'gold': 0}   \n",
       "99985              Austin, TX, USA   {'bronze': 16, 'silver': 8, 'gold': 1}   \n",
       "99986                       Taiwan  {'bronze': 11, 'silver': 12, 'gold': 0}   \n",
       "99987                          NaN  {'bronze': 12, 'silver': 10, 'gold': 0}   \n",
       "99988                          NaN  {'bronze': 44, 'silver': 23, 'gold': 3}   \n",
       "99989                  Chicago, IL  {'bronze': 14, 'silver': 14, 'gold': 0}   \n",
       "99990                          NaN   {'bronze': 12, 'silver': 8, 'gold': 1}   \n",
       "99991             Dublin, Ірландія   {'bronze': 29, 'silver': 9, 'gold': 0}   \n",
       "99992            Dhaka, Bangladesh  {'bronze': 34, 'silver': 14, 'gold': 0}   \n",
       "99993                          NaN  {'bronze': 32, 'silver': 14, 'gold': 3}   \n",
       "99994              Porto, Portugal    {'bronze': 9, 'silver': 7, 'gold': 1}   \n",
       "99995                          NaN   {'bronze': 12, 'silver': 7, 'gold': 1}   \n",
       "99996                          NaN  {'bronze': 23, 'silver': 12, 'gold': 1}   \n",
       "99997                       Oregon  {'bronze': 21, 'silver': 14, 'gold': 0}   \n",
       "99998               United Kingdom  {'bronze': 22, 'silver': 16, 'gold': 3}   \n",
       "99999                          NaN  {'bronze': 13, 'silver': 11, 'gold': 0}   \n",
       "\n",
       "       reputation  accept_rate  question_count  answer_count  up_vote_count  \\\n",
       "0            2293         33.0              10             6             64   \n",
       "1            2293         82.0              71             7            118   \n",
       "2            2293          0.0               6            64             15   \n",
       "3            2293          NaN               2            28             46   \n",
       "4            2293          NaN               1            65             64   \n",
       "5            2293          NaN               2            34             55   \n",
       "6            2293         50.0              11            71            583   \n",
       "7            2293         90.0              27            76             70   \n",
       "8            2292         71.0              47            25            181   \n",
       "9            2292         83.0               7            25             46   \n",
       "10           2292          NaN               0            15            388   \n",
       "11           2292         73.0              17            97            195   \n",
       "12           2292         80.0              12            20            642   \n",
       "13           2292         81.0              22            31            133   \n",
       "14           2292        100.0               8            42            195   \n",
       "15           2292         94.0              17            47            104   \n",
       "16           2292         75.0               4            15             84   \n",
       "17           2292         71.0              77            18           1287   \n",
       "18           2292          NaN               2            41             67   \n",
       "19           2292         80.0              87            15             41   \n",
       "20           2292         62.0              32            30             88   \n",
       "21           2292        100.0              14            33            335   \n",
       "22           2292         78.0              23            54            319   \n",
       "23           2292         62.0              18            26            946   \n",
       "24           2292          NaN               2            96             69   \n",
       "25           2292         63.0              20            25             36   \n",
       "26           2292         88.0               9            78            602   \n",
       "27           2292          NaN               0             1              0   \n",
       "28           2292         85.0              37            27            243   \n",
       "29           2292         14.0              12            11             71   \n",
       "...           ...          ...             ...           ...            ...   \n",
       "99970        1049         71.0               8             7             75   \n",
       "99971        1049         72.0              37            10             48   \n",
       "99972        1049        100.0               4             3             20   \n",
       "99973        1049          NaN               3             0              0   \n",
       "99974        1049          NaN               3            12            221   \n",
       "99975        1049         85.0              23            23             26   \n",
       "99976        1049        100.0              13             5             23   \n",
       "99977        1049          NaN               0            10             75   \n",
       "99978        1049         42.0              27             1              3   \n",
       "99979        1049         62.0               9            23            831   \n",
       "99980        1049         85.0              26            12            846   \n",
       "99981        1049          NaN               4            18             46   \n",
       "99982        1049          NaN               0            35            194   \n",
       "99983        1049         81.0              20             7            545   \n",
       "99984        1049         40.0               6            19            276   \n",
       "99985        1049         50.0               5            19             33   \n",
       "99986        1049          NaN               0             4            217   \n",
       "99987        1049          NaN               0            32              1   \n",
       "99988        1049         54.0              82             1             84   \n",
       "99989        1049        100.0              11            14             71   \n",
       "99990        1049          NaN               4             9             32   \n",
       "99991        1049        100.0              21            18            255   \n",
       "99992        1049         75.0              10            62            440   \n",
       "99993        1049         60.0              36             2             17   \n",
       "99994        1049          NaN               2             8              4   \n",
       "99995        1049         93.0              34             0             54   \n",
       "99996        1049         73.0              14            17             50   \n",
       "99997        1049        100.0               5            38            550   \n",
       "99998        1049         95.0              22             0             13   \n",
       "99999        1049         83.0               7             9            186   \n",
       "\n",
       "       down_vote_count  account_id     user_type  \n",
       "0                    4     2182807    registered  \n",
       "1                    0     3029289    registered  \n",
       "2                    8     3054215    registered  \n",
       "3                   10     3643000    registered  \n",
       "4                    3     4368946    registered  \n",
       "5                    4     5522480    registered  \n",
       "6                    2     5599901    registered  \n",
       "7                    8     5674193    registered  \n",
       "8                   25       10989    registered  \n",
       "9                   16       25154    registered  \n",
       "10                   2       27777    registered  \n",
       "11                  22       40576    registered  \n",
       "12                   1      119805    registered  \n",
       "13                   0      130505    registered  \n",
       "14                  19      155847    registered  \n",
       "15                   2      159571    registered  \n",
       "16                   4      163277    registered  \n",
       "17                   4      184276    registered  \n",
       "18                   1      186462    registered  \n",
       "19                   0      196669    registered  \n",
       "20                   3      213485    registered  \n",
       "21                  56      217256    registered  \n",
       "22                  24      224819    registered  \n",
       "23                  12      235312    registered  \n",
       "24                  11      237867    registered  \n",
       "25                   1      262585    registered  \n",
       "26                   4      271244    registered  \n",
       "27                   0      701177  unregistered  \n",
       "28                   9      302572    registered  \n",
       "29                   9      316394    registered  \n",
       "...                ...         ...           ...  \n",
       "99970                0      234497    registered  \n",
       "99971                9      251646    registered  \n",
       "99972               11      255805    registered  \n",
       "99973                0      686732  unregistered  \n",
       "99974                4      263246    registered  \n",
       "99975                5      268035    registered  \n",
       "99976                0      270682    registered  \n",
       "99977                0      271059    registered  \n",
       "99978                0      271221    registered  \n",
       "99979                8      278046    registered  \n",
       "99980                0      284283    registered  \n",
       "99981                5      285057    registered  \n",
       "99982                8      293726    registered  \n",
       "99983               22      296925    registered  \n",
       "99984                1      300332    registered  \n",
       "99985                1      370272    registered  \n",
       "99986                2      375661    registered  \n",
       "99987                1      379909    registered  \n",
       "99988                0      383980    registered  \n",
       "99989                3      398711    registered  \n",
       "99990                9      404545    registered  \n",
       "99991               12      404972    registered  \n",
       "99992               12      421542    registered  \n",
       "99993                1      427858    registered  \n",
       "99994                0      452605    registered  \n",
       "99995                1      551168    registered  \n",
       "99996                8      956212    registered  \n",
       "99997                2      959855    registered  \n",
       "99998                0      961588    registered  \n",
       "99999                2      203614    registered  \n",
       "\n",
       "[100000 rows x 13 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_secondk = pd.read_csv(\"raw_user_data/page_1001_to_2000.csv\")\n",
    "# secondk_col = list(data_secondk.columns.values)\n",
    "# secondk_col\n",
    "data_secondk = data_secondk[unified_col]\n",
    "data_secondk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "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>user_id</th>\n",
       "      <th>display_name</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>badge_counts</th>\n",
       "      <th>reputation</th>\n",
       "      <th>accept_rate</th>\n",
       "      <th>question_count</th>\n",
       "      <th>answer_count</th>\n",
       "      <th>up_vote_count</th>\n",
       "      <th>down_vote_count</th>\n",
       "      <th>account_id</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4788306</td>\n",
       "      <td>Dave Alvarez</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 6, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6140831</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4793316</td>\n",
       "      <td>jwe</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 4, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6147942</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4856777</td>\n",
       "      <td>perfectus</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Bengaluru, India</td>\n",
       "      <td>{'bronze': 14, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>67.0</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>89</td>\n",
       "      <td>5</td>\n",
       "      <td>6244224</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4879550</td>\n",
       "      <td>TheMadDBA</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 4, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>6277198</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4885160</td>\n",
       "      <td>Mashpoe</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 21, 'silver': 8, 'gold': 1}</td>\n",
       "      <td>436</td>\n",
       "      <td>95.0</td>\n",
       "      <td>26</td>\n",
       "      <td>5</td>\n",
       "      <td>328</td>\n",
       "      <td>4</td>\n",
       "      <td>6285891</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4895979</td>\n",
       "      <td>Arsenii</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Kyiv, Ukraine</td>\n",
       "      <td>{'bronze': 16, 'silver': 5, 'gold': 1}</td>\n",
       "      <td>436</td>\n",
       "      <td>94.0</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>535</td>\n",
       "      <td>1</td>\n",
       "      <td>6301492</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4903467</td>\n",
       "      <td>Mayank Raj</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Mumbai, Maharashtra, India</td>\n",
       "      <td>{'bronze': 10, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6312287</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4905483</td>\n",
       "      <td>iDoc</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 8, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "      <td>6315259</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4940835</td>\n",
       "      <td>kevin</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 9, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>6367200</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4945431</td>\n",
       "      <td>Yoann</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 6, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6373780</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4952235</td>\n",
       "      <td>Iulia Mihet</td>\n",
       "      <td>andy</td>\n",
       "      <td>Amsterdam, Netherlands</td>\n",
       "      <td>{'bronze': 22, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>60.0</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>6383657</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4953369</td>\n",
       "      <td>Raghul Rajendran</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Chennai, Tamil Nadu, India</td>\n",
       "      <td>{'bronze': 22, 'silver': 5, 'gold': 2}</td>\n",
       "      <td>436</td>\n",
       "      <td>33.0</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "      <td>188</td>\n",
       "      <td>1</td>\n",
       "      <td>6385228</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4974461</td>\n",
       "      <td>atjua</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Montreal, QC, Canada</td>\n",
       "      <td>{'bronze': 17, 'silver': 8, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>77.0</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>114</td>\n",
       "      <td>4</td>\n",
       "      <td>6416402</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4987132</td>\n",
       "      <td>Fernando Gallego Fern&amp;#225;ndez</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 18, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>436</td>\n",
       "      <td>85.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>79</td>\n",
       "      <td>9</td>\n",
       "      <td>6435397</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4995522</td>\n",
       "      <td>rav_kr</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 16, 'silver': 8, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>246</td>\n",
       "      <td>1</td>\n",
       "      <td>6447417</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5000759</td>\n",
       "      <td>Scott Myers</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 18, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>79.0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>6455047</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5006291</td>\n",
       "      <td>danroshko</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Yekaterinburg, Russia</td>\n",
       "      <td>{'bronze': 8, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>6463326</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5074657</td>\n",
       "      <td>David Powell</td>\n",
       "      <td>male</td>\n",
       "      <td>Tennessee, USA</td>\n",
       "      <td>{'bronze': 11, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>67.0</td>\n",
       "      <td>50</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>6564635</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5076233</td>\n",
       "      <td>Sufyan</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 15, 'silver': 5, 'gold': 1}</td>\n",
       "      <td>436</td>\n",
       "      <td>44.0</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>6566990</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5123887</td>\n",
       "      <td>natishka</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 2, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6637004</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5146870</td>\n",
       "      <td>Arunkumar MG</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Kochi</td>\n",
       "      <td>{'bronze': 14, 'silver': 5, 'gold': 1}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>6670666</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5177605</td>\n",
       "      <td>Aliaksandr Pyrkh</td>\n",
       "      <td>male</td>\n",
       "      <td>Minsk, Belarus</td>\n",
       "      <td>{'bronze': 8, 'silver': 6, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>6715704</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5199262</td>\n",
       "      <td>vm909</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 7, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>6748389</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5214776</td>\n",
       "      <td>SANGEETH KUMAR S G</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Thiruvananthapuram, Kerala, India</td>\n",
       "      <td>{'bronze': 20, 'silver': 6, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>45.0</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>6771538</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5235638</td>\n",
       "      <td>SciFiThief</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 8, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>6802839</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5261146</td>\n",
       "      <td>lomelisan</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Valencia, Carabobo, Venezuela</td>\n",
       "      <td>{'bronze': 10, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "      <td>6840609</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5287753</td>\n",
       "      <td>Stefan</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 3, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3984838</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5317267</td>\n",
       "      <td>Abhyudai</td>\n",
       "      <td>unknown</td>\n",
       "      <td>New Delhi, Delhi, India</td>\n",
       "      <td>{'bronze': 12, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>25</td>\n",
       "      <td>458</td>\n",
       "      <td>21</td>\n",
       "      <td>6926263</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5407948</td>\n",
       "      <td>Vicente Guerra Hern&amp;#225;ndez</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 6, 'silver': 4, 'gold': 1}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>7063886</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5452393</td>\n",
       "      <td>radream</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Taiwan</td>\n",
       "      <td>{'bronze': 8, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>97</td>\n",
       "      <td>0</td>\n",
       "      <td>7131263</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <th>99970</th>\n",
       "      <td>1607385</td>\n",
       "      <td>Jon Smith</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 4, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1760012</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99971</th>\n",
       "      <td>1619792</td>\n",
       "      <td>guergana</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Berlin, Germany</td>\n",
       "      <td>{'bronze': 13, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>307</td>\n",
       "      <td>5</td>\n",
       "      <td>1776006</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99972</th>\n",
       "      <td>1630372</td>\n",
       "      <td>Bradley McKinley</td>\n",
       "      <td>male</td>\n",
       "      <td>Boulder, CO</td>\n",
       "      <td>{'bronze': 4, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1789670</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99973</th>\n",
       "      <td>1644266</td>\n",
       "      <td>rodders</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 10, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1807454</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99974</th>\n",
       "      <td>1648121</td>\n",
       "      <td>Florin Chis</td>\n",
       "      <td>male</td>\n",
       "      <td>Baia Mare, Romania</td>\n",
       "      <td>{'bronze': 7, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1812333</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99975</th>\n",
       "      <td>1652022</td>\n",
       "      <td>Shane Charles</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>1817155</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99976</th>\n",
       "      <td>1654483</td>\n",
       "      <td>Alix Martin</td>\n",
       "      <td>mostly_female</td>\n",
       "      <td>Sophia-Antipolis, France</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>1820264</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99977</th>\n",
       "      <td>1656857</td>\n",
       "      <td>MarcD</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 8, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>40.0</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>1823348</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99978</th>\n",
       "      <td>1679158</td>\n",
       "      <td>Jes&amp;#250;s D&amp;#237;az</td>\n",
       "      <td>unknown</td>\n",
       "      <td>C&amp;#243;rdoba, Argentina</td>\n",
       "      <td>{'bronze': 5, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>1853034</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>1680876</td>\n",
       "      <td>krunal shah</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 14, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>67</td>\n",
       "      <td>9</td>\n",
       "      <td>1855114</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99980</th>\n",
       "      <td>1681483</td>\n",
       "      <td>Dariusz Cieslak</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 3, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1855891</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99981</th>\n",
       "      <td>1690664</td>\n",
       "      <td>bw2801</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Aachen, Germany</td>\n",
       "      <td>{'bronze': 15, 'silver': 7, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "      <td>3</td>\n",
       "      <td>1867478</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99982</th>\n",
       "      <td>1706272</td>\n",
       "      <td>Cory Juhlin</td>\n",
       "      <td>mostly_male</td>\n",
       "      <td>Tampa, FL</td>\n",
       "      <td>{'bronze': 9, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1887307</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99983</th>\n",
       "      <td>1710861</td>\n",
       "      <td>user1710861</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 6, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1893377</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99984</th>\n",
       "      <td>1718281</td>\n",
       "      <td>sharpone</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 4, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1902775</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99985</th>\n",
       "      <td>1730405</td>\n",
       "      <td>Elias Benevedes</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 23, 'silver': 5, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>93.0</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>62</td>\n",
       "      <td>16</td>\n",
       "      <td>1502880</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99986</th>\n",
       "      <td>1734604</td>\n",
       "      <td>joao</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 9, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1923669</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99987</th>\n",
       "      <td>1745149</td>\n",
       "      <td>Harish Gupta</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 19, 'silver': 7, 'gold': 2}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>1938256</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99988</th>\n",
       "      <td>1747743</td>\n",
       "      <td>BuahahaXD</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Poland</td>\n",
       "      <td>{'bronze': 21, 'silver': 5, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>29.0</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>29</td>\n",
       "      <td>5</td>\n",
       "      <td>1941660</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99989</th>\n",
       "      <td>1752057</td>\n",
       "      <td>tazzix</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Karachi, Pakistan</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1947202</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99990</th>\n",
       "      <td>1771697</td>\n",
       "      <td>glaslong</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>{'bronze': 7, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>1973305</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99991</th>\n",
       "      <td>1779861</td>\n",
       "      <td>Fernando Carvalho</td>\n",
       "      <td>male</td>\n",
       "      <td>Lisbon, Portugal</td>\n",
       "      <td>{'bronze': 14, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>75.0</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>1984031</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>1780668</td>\n",
       "      <td>Vignesh</td>\n",
       "      <td>unknown</td>\n",
       "      <td>India</td>\n",
       "      <td>{'bronze': 17, 'silver': 6, 'gold': 2}</td>\n",
       "      <td>314</td>\n",
       "      <td>42.0</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>275</td>\n",
       "      <td>0</td>\n",
       "      <td>1985248</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99993</th>\n",
       "      <td>1780951</td>\n",
       "      <td>BlythMeister</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Lewes, East Sussex</td>\n",
       "      <td>{'bronze': 12, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>1985629</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99994</th>\n",
       "      <td>1781595</td>\n",
       "      <td>Fabian</td>\n",
       "      <td>male</td>\n",
       "      <td>Aachen, Deutschland</td>\n",
       "      <td>{'bronze': 18, 'silver': 5, 'gold': 2}</td>\n",
       "      <td>314</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1986539</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>1784043</td>\n",
       "      <td>Daniel</td>\n",
       "      <td>andy</td>\n",
       "      <td>Sydney NSW, Australia</td>\n",
       "      <td>{'bronze': 8, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>893883</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>1788021</td>\n",
       "      <td>Patric Robert Gutersohn</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 9, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>198</td>\n",
       "      <td>0</td>\n",
       "      <td>1994855</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>1793580</td>\n",
       "      <td>veelasky</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Surabaya, Indonesia</td>\n",
       "      <td>{'bronze': 12, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>119</td>\n",
       "      <td>2</td>\n",
       "      <td>2003015</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>1807301</td>\n",
       "      <td>Baywatch</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Providence, RI, United States</td>\n",
       "      <td>{'bronze': 12, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>90.0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>2021168</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>1810160</td>\n",
       "      <td>bodyflex</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Finland</td>\n",
       "      <td>{'bronze': 14, 'silver': 6, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>90.0</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>2024847</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id                     display_name         gender  \\\n",
       "0      4788306                     Dave Alvarez           andy   \n",
       "1      4793316                              jwe        unknown   \n",
       "2      4856777                        perfectus        unknown   \n",
       "3      4879550                        TheMadDBA        unknown   \n",
       "4      4885160                          Mashpoe        unknown   \n",
       "5      4895979                          Arsenii        unknown   \n",
       "6      4903467                       Mayank Raj        unknown   \n",
       "7      4905483                             iDoc        unknown   \n",
       "8      4940835                            kevin        unknown   \n",
       "9      4945431                            Yoann           andy   \n",
       "10     4952235                      Iulia Mihet           andy   \n",
       "11     4953369                 Raghul Rajendran        unknown   \n",
       "12     4974461                            atjua        unknown   \n",
       "13     4987132  Fernando Gallego Fern&#225;ndez           andy   \n",
       "14     4995522                           rav_kr        unknown   \n",
       "15     5000759                      Scott Myers           andy   \n",
       "16     5006291                        danroshko        unknown   \n",
       "17     5074657                     David Powell           male   \n",
       "18     5076233                           Sufyan           andy   \n",
       "19     5123887                         natishka        unknown   \n",
       "20     5146870                     Arunkumar MG        unknown   \n",
       "21     5177605                 Aliaksandr Pyrkh           male   \n",
       "22     5199262                            vm909        unknown   \n",
       "23     5214776               SANGEETH KUMAR S G        unknown   \n",
       "24     5235638                       SciFiThief        unknown   \n",
       "25     5261146                        lomelisan        unknown   \n",
       "26     5287753                           Stefan           andy   \n",
       "27     5317267                         Abhyudai        unknown   \n",
       "28     5407948    Vicente Guerra Hern&#225;ndez           andy   \n",
       "29     5452393                          radream        unknown   \n",
       "...        ...                              ...            ...   \n",
       "99970  1607385                        Jon Smith           andy   \n",
       "99971  1619792                         guergana        unknown   \n",
       "99972  1630372                 Bradley McKinley           male   \n",
       "99973  1644266                          rodders        unknown   \n",
       "99974  1648121                      Florin Chis           male   \n",
       "99975  1652022                    Shane Charles           andy   \n",
       "99976  1654483                      Alix Martin  mostly_female   \n",
       "99977  1656857                            MarcD        unknown   \n",
       "99978  1679158             Jes&#250;s D&#237;az        unknown   \n",
       "99979  1680876                      krunal shah        unknown   \n",
       "99980  1681483                  Dariusz Cieslak           andy   \n",
       "99981  1690664                           bw2801        unknown   \n",
       "99982  1706272                      Cory Juhlin    mostly_male   \n",
       "99983  1710861                      user1710861        unknown   \n",
       "99984  1718281                         sharpone        unknown   \n",
       "99985  1730405                  Elias Benevedes           andy   \n",
       "99986  1734604                             joao        unknown   \n",
       "99987  1745149                     Harish Gupta           andy   \n",
       "99988  1747743                        BuahahaXD        unknown   \n",
       "99989  1752057                           tazzix        unknown   \n",
       "99990  1771697                         glaslong        unknown   \n",
       "99991  1779861                Fernando Carvalho           male   \n",
       "99992  1780668                          Vignesh        unknown   \n",
       "99993  1780951                     BlythMeister        unknown   \n",
       "99994  1781595                           Fabian           male   \n",
       "99995  1784043                           Daniel           andy   \n",
       "99996  1788021          Patric Robert Gutersohn           andy   \n",
       "99997  1793580                         veelasky        unknown   \n",
       "99998  1807301                         Baywatch        unknown   \n",
       "99999  1810160                         bodyflex        unknown   \n",
       "\n",
       "                                location  \\\n",
       "0                                    NaN   \n",
       "1                                    NaN   \n",
       "2                       Bengaluru, India   \n",
       "3                                    NaN   \n",
       "4                                    NaN   \n",
       "5                          Kyiv, Ukraine   \n",
       "6             Mumbai, Maharashtra, India   \n",
       "7                                    NaN   \n",
       "8                                    NaN   \n",
       "9                                    NaN   \n",
       "10                Amsterdam, Netherlands   \n",
       "11            Chennai, Tamil Nadu, India   \n",
       "12                  Montreal, QC, Canada   \n",
       "13                                   NaN   \n",
       "14                                   NaN   \n",
       "15                                   NaN   \n",
       "16                 Yekaterinburg, Russia   \n",
       "17                        Tennessee, USA   \n",
       "18                                   NaN   \n",
       "19                                   NaN   \n",
       "20                                 Kochi   \n",
       "21                        Minsk, Belarus   \n",
       "22                                   NaN   \n",
       "23     Thiruvananthapuram, Kerala, India   \n",
       "24                                   NaN   \n",
       "25         Valencia, Carabobo, Venezuela   \n",
       "26                                   NaN   \n",
       "27               New Delhi, Delhi, India   \n",
       "28                                   NaN   \n",
       "29                                Taiwan   \n",
       "...                                  ...   \n",
       "99970                                NaN   \n",
       "99971                    Berlin, Germany   \n",
       "99972                        Boulder, CO   \n",
       "99973                                NaN   \n",
       "99974                 Baia Mare, Romania   \n",
       "99975                                NaN   \n",
       "99976           Sophia-Antipolis, France   \n",
       "99977                                NaN   \n",
       "99978            C&#243;rdoba, Argentina   \n",
       "99979                                NaN   \n",
       "99980                                NaN   \n",
       "99981                    Aachen, Germany   \n",
       "99982                          Tampa, FL   \n",
       "99983                                NaN   \n",
       "99984                                NaN   \n",
       "99985                                NaN   \n",
       "99986                                NaN   \n",
       "99987                                NaN   \n",
       "99988                             Poland   \n",
       "99989                  Karachi, Pakistan   \n",
       "99990                        Chicago, IL   \n",
       "99991                   Lisbon, Portugal   \n",
       "99992                              India   \n",
       "99993                 Lewes, East Sussex   \n",
       "99994                Aachen, Deutschland   \n",
       "99995              Sydney NSW, Australia   \n",
       "99996                                NaN   \n",
       "99997                Surabaya, Indonesia   \n",
       "99998      Providence, RI, United States   \n",
       "99999                            Finland   \n",
       "\n",
       "                                 badge_counts  reputation  accept_rate  \\\n",
       "0       {'bronze': 6, 'silver': 5, 'gold': 0}         436          NaN   \n",
       "1       {'bronze': 4, 'silver': 2, 'gold': 0}         436          NaN   \n",
       "2      {'bronze': 14, 'silver': 4, 'gold': 0}         436         67.0   \n",
       "3       {'bronze': 4, 'silver': 3, 'gold': 0}         436          NaN   \n",
       "4      {'bronze': 21, 'silver': 8, 'gold': 1}         436         95.0   \n",
       "5      {'bronze': 16, 'silver': 5, 'gold': 1}         436         94.0   \n",
       "6      {'bronze': 10, 'silver': 3, 'gold': 0}         436          NaN   \n",
       "7       {'bronze': 8, 'silver': 3, 'gold': 0}         436          NaN   \n",
       "8       {'bronze': 9, 'silver': 4, 'gold': 0}         436          NaN   \n",
       "9       {'bronze': 6, 'silver': 2, 'gold': 0}         436          NaN   \n",
       "10     {'bronze': 22, 'silver': 4, 'gold': 0}         436         60.0   \n",
       "11     {'bronze': 22, 'silver': 5, 'gold': 2}         436         33.0   \n",
       "12     {'bronze': 17, 'silver': 8, 'gold': 0}         436         77.0   \n",
       "13     {'bronze': 18, 'silver': 3, 'gold': 1}         436         85.0   \n",
       "14     {'bronze': 16, 'silver': 8, 'gold': 0}         436          NaN   \n",
       "15     {'bronze': 18, 'silver': 5, 'gold': 0}         436         79.0   \n",
       "16      {'bronze': 8, 'silver': 2, 'gold': 0}         436          NaN   \n",
       "17     {'bronze': 11, 'silver': 3, 'gold': 0}         436         67.0   \n",
       "18     {'bronze': 15, 'silver': 5, 'gold': 1}         436         44.0   \n",
       "19      {'bronze': 2, 'silver': 5, 'gold': 0}         436          NaN   \n",
       "20     {'bronze': 14, 'silver': 5, 'gold': 1}         436          NaN   \n",
       "21      {'bronze': 8, 'silver': 6, 'gold': 0}         436          NaN   \n",
       "22      {'bronze': 7, 'silver': 3, 'gold': 0}         436          NaN   \n",
       "23     {'bronze': 20, 'silver': 6, 'gold': 0}         436         45.0   \n",
       "24      {'bronze': 8, 'silver': 4, 'gold': 0}         436          NaN   \n",
       "25     {'bronze': 10, 'silver': 4, 'gold': 0}         436          NaN   \n",
       "26      {'bronze': 3, 'silver': 5, 'gold': 0}         436          NaN   \n",
       "27     {'bronze': 12, 'silver': 5, 'gold': 0}         436          NaN   \n",
       "28      {'bronze': 6, 'silver': 4, 'gold': 1}         436          NaN   \n",
       "29      {'bronze': 8, 'silver': 4, 'gold': 0}         436          NaN   \n",
       "...                                       ...         ...          ...   \n",
       "99970   {'bronze': 4, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99971  {'bronze': 13, 'silver': 2, 'gold': 0}         314         80.0   \n",
       "99972   {'bronze': 4, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99973  {'bronze': 10, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99974   {'bronze': 7, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99975   {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99976   {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99977   {'bronze': 8, 'silver': 1, 'gold': 0}         314         40.0   \n",
       "99978   {'bronze': 5, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "99979  {'bronze': 14, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99980   {'bronze': 3, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "99981  {'bronze': 15, 'silver': 7, 'gold': 1}         314        100.0   \n",
       "99982   {'bronze': 9, 'silver': 4, 'gold': 0}         314          NaN   \n",
       "99983   {'bronze': 6, 'silver': 4, 'gold': 0}         314          NaN   \n",
       "99984   {'bronze': 4, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "99985  {'bronze': 23, 'silver': 5, 'gold': 1}         314         93.0   \n",
       "99986   {'bronze': 9, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99987  {'bronze': 19, 'silver': 7, 'gold': 2}         314          NaN   \n",
       "99988  {'bronze': 21, 'silver': 5, 'gold': 1}         314         29.0   \n",
       "99989   {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99990   {'bronze': 7, 'silver': 3, 'gold': 1}         314          NaN   \n",
       "99991  {'bronze': 14, 'silver': 3, 'gold': 1}         314         75.0   \n",
       "99992  {'bronze': 17, 'silver': 6, 'gold': 2}         314         42.0   \n",
       "99993  {'bronze': 12, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99994  {'bronze': 18, 'silver': 5, 'gold': 2}         314         20.0   \n",
       "99995   {'bronze': 8, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99996   {'bronze': 9, 'silver': 3, 'gold': 1}         314          NaN   \n",
       "99997  {'bronze': 12, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99998  {'bronze': 12, 'silver': 3, 'gold': 0}         314         90.0   \n",
       "99999  {'bronze': 14, 'silver': 6, 'gold': 1}         314         90.0   \n",
       "\n",
       "       question_count  answer_count  up_vote_count  down_vote_count  \\\n",
       "0                   0             3              6                0   \n",
       "1                   0            15              1                0   \n",
       "2                  10             7             89                5   \n",
       "3                   0            35             28                0   \n",
       "4                  26             5            328                4   \n",
       "5                  21             6            535                1   \n",
       "6                   1            29              0                2   \n",
       "7                   2             4             19                6   \n",
       "8                   2             9            178                0   \n",
       "9                   0             6              8                1   \n",
       "10                 33            10            110                0   \n",
       "11                 38             4            188                1   \n",
       "12                 20            20            114                4   \n",
       "13                 18             7             79                9   \n",
       "14                  1            10            246                1   \n",
       "15                 33             0             23                1   \n",
       "16                  0            13             80                1   \n",
       "17                 50            12             17                2   \n",
       "18                 22             1              8                0   \n",
       "19                  0             3              0                0   \n",
       "20                  3             9              7                1   \n",
       "21                  0             4              8                0   \n",
       "22                  1            36             31                1   \n",
       "23                 18            11             40                0   \n",
       "24                  0            26             27                2   \n",
       "25                  1             8            120                1   \n",
       "26                  0             1              0                0   \n",
       "27                  7            25            458               21   \n",
       "28                  1             6             11                0   \n",
       "29                  0             3             97                0   \n",
       "...               ...           ...            ...              ...   \n",
       "99970               3             5              2                0   \n",
       "99971               8            21            307                5   \n",
       "99972               0             1              1                0   \n",
       "99973               3            12              9                1   \n",
       "99974               0            10              6                0   \n",
       "99975               0            10             54                0   \n",
       "99976               0            22             61                4   \n",
       "99977               5            16             23                2   \n",
       "99978               2             6             26                1   \n",
       "99979               3            44             67                9   \n",
       "99980               0             9              1                0   \n",
       "99981              10             6             79                3   \n",
       "99982               2             5              2                0   \n",
       "99983               4            11              0                0   \n",
       "99984               0             2              0                0   \n",
       "99985              16            11             62               16   \n",
       "99986               0            10             16                1   \n",
       "99987              35             8             17                2   \n",
       "99988              18             6             29                5   \n",
       "99989               1             6             30                0   \n",
       "99990               2             0             99                1   \n",
       "99991               8             7             53                6   \n",
       "99992              14            13            275                0   \n",
       "99993               2            22             17                5   \n",
       "99994              13             1              7                1   \n",
       "99995               0            14             22                4   \n",
       "99996               4             7            198                0   \n",
       "99997               0            14            119                2   \n",
       "99998              14             2             48                1   \n",
       "99999              11             5             59                0   \n",
       "\n",
       "       account_id   user_type  \n",
       "0         6140831  registered  \n",
       "1         6147942  registered  \n",
       "2         6244224  registered  \n",
       "3         6277198  registered  \n",
       "4         6285891  registered  \n",
       "5         6301492  registered  \n",
       "6         6312287  registered  \n",
       "7         6315259  registered  \n",
       "8         6367200  registered  \n",
       "9         6373780  registered  \n",
       "10        6383657  registered  \n",
       "11        6385228  registered  \n",
       "12        6416402  registered  \n",
       "13        6435397  registered  \n",
       "14        6447417  registered  \n",
       "15        6455047  registered  \n",
       "16        6463326  registered  \n",
       "17        6564635  registered  \n",
       "18        6566990  registered  \n",
       "19        6637004  registered  \n",
       "20        6670666  registered  \n",
       "21        6715704  registered  \n",
       "22        6748389  registered  \n",
       "23        6771538  registered  \n",
       "24        6802839  registered  \n",
       "25        6840609  registered  \n",
       "26        3984838  registered  \n",
       "27        6926263  registered  \n",
       "28        7063886  registered  \n",
       "29        7131263  registered  \n",
       "...           ...         ...  \n",
       "99970     1760012  registered  \n",
       "99971     1776006  registered  \n",
       "99972     1789670  registered  \n",
       "99973     1807454  registered  \n",
       "99974     1812333  registered  \n",
       "99975     1817155  registered  \n",
       "99976     1820264  registered  \n",
       "99977     1823348  registered  \n",
       "99978     1853034  registered  \n",
       "99979     1855114  registered  \n",
       "99980     1855891  registered  \n",
       "99981     1867478  registered  \n",
       "99982     1887307  registered  \n",
       "99983     1893377  registered  \n",
       "99984     1902775  registered  \n",
       "99985     1502880  registered  \n",
       "99986     1923669  registered  \n",
       "99987     1938256  registered  \n",
       "99988     1941660  registered  \n",
       "99989     1947202  registered  \n",
       "99990     1973305  registered  \n",
       "99991     1984031  registered  \n",
       "99992     1985248  registered  \n",
       "99993     1985629  registered  \n",
       "99994     1986539  registered  \n",
       "99995      893883  registered  \n",
       "99996     1994855  registered  \n",
       "99997     2003015  registered  \n",
       "99998     2021168  registered  \n",
       "99999     2024847  registered  \n",
       "\n",
       "[100000 rows x 13 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_fourthk = pd.read_csv(\"raw_user_data/page_4001_to_5000.csv\")\n",
    "data_fourthk = data_fourthk[unified_col]\n",
    "data_fourthk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>display_name</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>badge_counts</th>\n",
       "      <th>reputation</th>\n",
       "      <th>accept_rate</th>\n",
       "      <th>question_count</th>\n",
       "      <th>answer_count</th>\n",
       "      <th>up_vote_count</th>\n",
       "      <th>down_vote_count</th>\n",
       "      <th>account_id</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22656</td>\n",
       "      <td>Jon Skeet</td>\n",
       "      <td>male</td>\n",
       "      <td>Reading, United Kingdom</td>\n",
       "      <td>{'bronze': 8743, 'silver': 8438, 'gold': 756}</td>\n",
       "      <td>1183690</td>\n",
       "      <td>86.0</td>\n",
       "      <td>50</td>\n",
       "      <td>35003</td>\n",
       "      <td>16576</td>\n",
       "      <td>7017</td>\n",
       "      <td>11683</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1144035</td>\n",
       "      <td>Gordon Linoff</td>\n",
       "      <td>male</td>\n",
       "      <td>New York, United States</td>\n",
       "      <td>{'bronze': 522, 'silver': 407, 'gold': 40}</td>\n",
       "      <td>958913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>68331</td>\n",
       "      <td>16169</td>\n",
       "      <td>41</td>\n",
       "      <td>1165580</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6309</td>\n",
       "      <td>VonC</td>\n",
       "      <td>unknown</td>\n",
       "      <td>France</td>\n",
       "      <td>{'bronze': 3809, 'silver': 3240, 'gold': 384}</td>\n",
       "      <td>952870</td>\n",
       "      <td>100.0</td>\n",
       "      <td>16</td>\n",
       "      <td>23735</td>\n",
       "      <td>54508</td>\n",
       "      <td>287</td>\n",
       "      <td>4243</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>157882</td>\n",
       "      <td>BalusC</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Willemstad, Cura&amp;#231;ao</td>\n",
       "      <td>{'bronze': 3367, 'silver': 3365, 'gold': 329}</td>\n",
       "      <td>931100</td>\n",
       "      <td>93.0</td>\n",
       "      <td>15</td>\n",
       "      <td>17081</td>\n",
       "      <td>15484</td>\n",
       "      <td>21829</td>\n",
       "      <td>52822</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29407</td>\n",
       "      <td>Darin Dimitrov</td>\n",
       "      <td>andy</td>\n",
       "      <td>Sofia, Bulgaria</td>\n",
       "      <td>{'bronze': 2828, 'silver': 3125, 'gold': 240}</td>\n",
       "      <td>912621</td>\n",
       "      <td>86.0</td>\n",
       "      <td>41</td>\n",
       "      <td>21458</td>\n",
       "      <td>1955</td>\n",
       "      <td>2651</td>\n",
       "      <td>14332</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>23354</td>\n",
       "      <td>Marc Gravell</td>\n",
       "      <td>male</td>\n",
       "      <td>Forest of Dean, United Kingdom</td>\n",
       "      <td>{'bronze': 2690, 'silver': 2315, 'gold': 224}</td>\n",
       "      <td>865440</td>\n",
       "      <td>100.0</td>\n",
       "      <td>46</td>\n",
       "      <td>15549</td>\n",
       "      <td>25363</td>\n",
       "      <td>1080</td>\n",
       "      <td>11975</td>\n",
       "      <td>moderator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>115145</td>\n",
       "      <td>CommonsWare</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Pennsylvania, United States</td>\n",
       "      <td>{'bronze': 2105, 'silver': 2086, 'gold': 156}</td>\n",
       "      <td>852105</td>\n",
       "      <td>84.0</td>\n",
       "      <td>118</td>\n",
       "      <td>21834</td>\n",
       "      <td>11349</td>\n",
       "      <td>7218</td>\n",
       "      <td>39846</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>17034</td>\n",
       "      <td>Hans Passant</td>\n",
       "      <td>andy</td>\n",
       "      <td>Madison, WI</td>\n",
       "      <td>{'bronze': 2261, 'silver': 1466, 'gold': 122}</td>\n",
       "      <td>839610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>16098</td>\n",
       "      <td>10484</td>\n",
       "      <td>60299</td>\n",
       "      <td>9266</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100297</td>\n",
       "      <td>Martijn Pieters</td>\n",
       "      <td>andy</td>\n",
       "      <td>Cambridge, UK</td>\n",
       "      <td>{'bronze': 2703, 'silver': 3064, 'gold': 197}</td>\n",
       "      <td>812356</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>19791</td>\n",
       "      <td>5792</td>\n",
       "      <td>20448</td>\n",
       "      <td>35417</td>\n",
       "      <td>moderator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>157247</td>\n",
       "      <td>T.J. Crowder</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 1505, 'silver': 1452, 'gold': 149}</td>\n",
       "      <td>794631</td>\n",
       "      <td>91.0</td>\n",
       "      <td>79</td>\n",
       "      <td>19011</td>\n",
       "      <td>12301</td>\n",
       "      <td>27057</td>\n",
       "      <td>52616</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>893</td>\n",
       "      <td>Greg Hewgill</td>\n",
       "      <td>male</td>\n",
       "      <td>Christchurch, New Zealand</td>\n",
       "      <td>{'bronze': 1210, 'silver': 1065, 'gold': 164}</td>\n",
       "      <td>759308</td>\n",
       "      <td>84.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5405</td>\n",
       "      <td>6638</td>\n",
       "      <td>2258</td>\n",
       "      <td>680</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>34397</td>\n",
       "      <td>SLaks</td>\n",
       "      <td>unknown</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>{'bronze': 1846, 'silver': 1750, 'gold': 158}</td>\n",
       "      <td>752186</td>\n",
       "      <td>87.0</td>\n",
       "      <td>51</td>\n",
       "      <td>15135</td>\n",
       "      <td>6995</td>\n",
       "      <td>3269</td>\n",
       "      <td>15988</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19068</td>\n",
       "      <td>Quentin</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 1130, 'silver': 985, 'gold': 88}</td>\n",
       "      <td>730491</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20805</td>\n",
       "      <td>8155</td>\n",
       "      <td>72242</td>\n",
       "      <td>10162</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14860</td>\n",
       "      <td>paxdiablo</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1771, 'silver': 1386, 'gold': 196}</td>\n",
       "      <td>713969</td>\n",
       "      <td>100.0</td>\n",
       "      <td>252</td>\n",
       "      <td>10613</td>\n",
       "      <td>4317</td>\n",
       "      <td>1395</td>\n",
       "      <td>8291</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>95810</td>\n",
       "      <td>Alex Martelli</td>\n",
       "      <td>mostly_male</td>\n",
       "      <td>Sunnyvale, CA</td>\n",
       "      <td>{'bronze': 1312, 'silver': 1107, 'gold': 141}</td>\n",
       "      <td>703306</td>\n",
       "      <td>80.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6280</td>\n",
       "      <td>822</td>\n",
       "      <td>50</td>\n",
       "      <td>34048</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5445</td>\n",
       "      <td>CMS</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>{'bronze': 821, 'silver': 878, 'gold': 168}</td>\n",
       "      <td>667945</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2179</td>\n",
       "      <td>579</td>\n",
       "      <td>6</td>\n",
       "      <td>3748</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>61974</td>\n",
       "      <td>Mark Byers</td>\n",
       "      <td>male</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>{'bronze': 1373, 'silver': 1449, 'gold': 151}</td>\n",
       "      <td>663210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6759</td>\n",
       "      <td>10338</td>\n",
       "      <td>340</td>\n",
       "      <td>24377</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20862</td>\n",
       "      <td>Ignacio Vazquez-Abrams</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1238, 'silver': 1166, 'gold': 122}</td>\n",
       "      <td>649321</td>\n",
       "      <td>50.0</td>\n",
       "      <td>8</td>\n",
       "      <td>12302</td>\n",
       "      <td>1739</td>\n",
       "      <td>73</td>\n",
       "      <td>10930</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>335858</td>\n",
       "      <td>dasblinkenlight</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 1313, 'silver': 912, 'gold': 67}</td>\n",
       "      <td>649274</td>\n",
       "      <td>81.0</td>\n",
       "      <td>26</td>\n",
       "      <td>15910</td>\n",
       "      <td>30776</td>\n",
       "      <td>3100</td>\n",
       "      <td>134022</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>218196</td>\n",
       "      <td>Felix Kling</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1016, 'silver': 953, 'gold': 145}</td>\n",
       "      <td>642865</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>6884</td>\n",
       "      <td>6163</td>\n",
       "      <td>2045</td>\n",
       "      <td>76141</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>190597</td>\n",
       "      <td>unutbu</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 1426, 'silver': 1423, 'gold': 128}</td>\n",
       "      <td>639948</td>\n",
       "      <td>88.0</td>\n",
       "      <td>17</td>\n",
       "      <td>7511</td>\n",
       "      <td>17241</td>\n",
       "      <td>661</td>\n",
       "      <td>64585</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>13302</td>\n",
       "      <td>marc_s</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Bern, Switzerland</td>\n",
       "      <td>{'bronze': 1338, 'silver': 1206, 'gold': 143}</td>\n",
       "      <td>635417</td>\n",
       "      <td>99.0</td>\n",
       "      <td>218</td>\n",
       "      <td>9042</td>\n",
       "      <td>27094</td>\n",
       "      <td>26909</td>\n",
       "      <td>7633</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23283</td>\n",
       "      <td>JaredPar</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Redmond, WA</td>\n",
       "      <td>{'bronze': 1387, 'silver': 1146, 'gold': 131}</td>\n",
       "      <td>633697</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6418</td>\n",
       "      <td>8137</td>\n",
       "      <td>76</td>\n",
       "      <td>11948</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>15168</td>\n",
       "      <td>Jonathan Leffler</td>\n",
       "      <td>male</td>\n",
       "      <td>Colorado, USA</td>\n",
       "      <td>{'bronze': 1122, 'silver': 753, 'gold': 108}</td>\n",
       "      <td>626903</td>\n",
       "      <td>100.0</td>\n",
       "      <td>49</td>\n",
       "      <td>12557</td>\n",
       "      <td>31625</td>\n",
       "      <td>1049</td>\n",
       "      <td>8423</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>69083</td>\n",
       "      <td>Guffa</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Virsbo, Sweden</td>\n",
       "      <td>{'bronze': 912, 'silver': 640, 'gold': 86}</td>\n",
       "      <td>605796</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>10621</td>\n",
       "      <td>493</td>\n",
       "      <td>140</td>\n",
       "      <td>26521</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>571407</td>\n",
       "      <td>JB Nizet</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Saint-Etienne, France</td>\n",
       "      <td>{'bronze': 1108, 'silver': 1022, 'gold': 75}</td>\n",
       "      <td>600259</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>13981</td>\n",
       "      <td>5476</td>\n",
       "      <td>9087</td>\n",
       "      <td>277416</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>548225</td>\n",
       "      <td>anubhava</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Bangalore, India</td>\n",
       "      <td>{'bronze': 479, 'silver': 398, 'gold': 50}</td>\n",
       "      <td>594334</td>\n",
       "      <td>90.0</td>\n",
       "      <td>10</td>\n",
       "      <td>22799</td>\n",
       "      <td>21811</td>\n",
       "      <td>1077</td>\n",
       "      <td>262968</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>88656</td>\n",
       "      <td>Eric Lippert</td>\n",
       "      <td>male</td>\n",
       "      <td>Seattle, WA</td>\n",
       "      <td>{'bronze': 2008, 'silver': 1140, 'gold': 160}</td>\n",
       "      <td>589466</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3773</td>\n",
       "      <td>2</td>\n",
       "      <td>4590</td>\n",
       "      <td>32093</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>19563</td>\n",
       "      <td>CB Bailey</td>\n",
       "      <td>unknown</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 626, 'silver': 587, 'gold': 87}</td>\n",
       "      <td>589429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1980</td>\n",
       "      <td>1148</td>\n",
       "      <td>203</td>\n",
       "      <td>10375</td>\n",
       "      <td>registered</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>139985</td>\n",
       "      <td>Stephen C</td>\n",
       "      <td>male</td>\n",
       "      <td>Australia</td>\n",
       "      <td>{'bronze': 1034, 'silver': 682, 'gold': 81}</td>\n",
       "      <td>586300</td>\n",
       "      <td>69.0</td>\n",
       "      <td>21</td>\n",
       "      <td>13727</td>\n",
       "      <td>3025</td>\n",
       "      <td>3700</td>\n",
       "      <td>47283</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <th>99970</th>\n",
       "      <td>1607385</td>\n",
       "      <td>Jon Smith</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 4, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1760012</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99971</th>\n",
       "      <td>1619792</td>\n",
       "      <td>guergana</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Berlin, Germany</td>\n",
       "      <td>{'bronze': 13, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>307</td>\n",
       "      <td>5</td>\n",
       "      <td>1776006</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99972</th>\n",
       "      <td>1630372</td>\n",
       "      <td>Bradley McKinley</td>\n",
       "      <td>male</td>\n",
       "      <td>Boulder, CO</td>\n",
       "      <td>{'bronze': 4, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1789670</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99973</th>\n",
       "      <td>1644266</td>\n",
       "      <td>rodders</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 10, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1807454</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99974</th>\n",
       "      <td>1648121</td>\n",
       "      <td>Florin Chis</td>\n",
       "      <td>male</td>\n",
       "      <td>Baia Mare, Romania</td>\n",
       "      <td>{'bronze': 7, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1812333</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99975</th>\n",
       "      <td>1652022</td>\n",
       "      <td>Shane Charles</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>1817155</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99976</th>\n",
       "      <td>1654483</td>\n",
       "      <td>Alix Martin</td>\n",
       "      <td>mostly_female</td>\n",
       "      <td>Sophia-Antipolis, France</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>1820264</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99977</th>\n",
       "      <td>1656857</td>\n",
       "      <td>MarcD</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 8, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>40.0</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>1823348</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99978</th>\n",
       "      <td>1679158</td>\n",
       "      <td>Jes&amp;#250;s D&amp;#237;az</td>\n",
       "      <td>unknown</td>\n",
       "      <td>C&amp;#243;rdoba, Argentina</td>\n",
       "      <td>{'bronze': 5, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>1853034</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99979</th>\n",
       "      <td>1680876</td>\n",
       "      <td>krunal shah</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 14, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>67</td>\n",
       "      <td>9</td>\n",
       "      <td>1855114</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99980</th>\n",
       "      <td>1681483</td>\n",
       "      <td>Dariusz Cieslak</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 3, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1855891</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99981</th>\n",
       "      <td>1690664</td>\n",
       "      <td>bw2801</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Aachen, Germany</td>\n",
       "      <td>{'bronze': 15, 'silver': 7, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "      <td>3</td>\n",
       "      <td>1867478</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99982</th>\n",
       "      <td>1706272</td>\n",
       "      <td>Cory Juhlin</td>\n",
       "      <td>mostly_male</td>\n",
       "      <td>Tampa, FL</td>\n",
       "      <td>{'bronze': 9, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1887307</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99983</th>\n",
       "      <td>1710861</td>\n",
       "      <td>user1710861</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 6, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1893377</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99984</th>\n",
       "      <td>1718281</td>\n",
       "      <td>sharpone</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 4, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1902775</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99985</th>\n",
       "      <td>1730405</td>\n",
       "      <td>Elias Benevedes</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 23, 'silver': 5, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>93.0</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>62</td>\n",
       "      <td>16</td>\n",
       "      <td>1502880</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99986</th>\n",
       "      <td>1734604</td>\n",
       "      <td>joao</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 9, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1923669</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99987</th>\n",
       "      <td>1745149</td>\n",
       "      <td>Harish Gupta</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 19, 'silver': 7, 'gold': 2}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>1938256</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99988</th>\n",
       "      <td>1747743</td>\n",
       "      <td>BuahahaXD</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Poland</td>\n",
       "      <td>{'bronze': 21, 'silver': 5, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>29.0</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>29</td>\n",
       "      <td>5</td>\n",
       "      <td>1941660</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99989</th>\n",
       "      <td>1752057</td>\n",
       "      <td>tazzix</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Karachi, Pakistan</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1947202</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99990</th>\n",
       "      <td>1771697</td>\n",
       "      <td>glaslong</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>{'bronze': 7, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>1973305</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99991</th>\n",
       "      <td>1779861</td>\n",
       "      <td>Fernando Carvalho</td>\n",
       "      <td>male</td>\n",
       "      <td>Lisbon, Portugal</td>\n",
       "      <td>{'bronze': 14, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>75.0</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>1984031</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99992</th>\n",
       "      <td>1780668</td>\n",
       "      <td>Vignesh</td>\n",
       "      <td>unknown</td>\n",
       "      <td>India</td>\n",
       "      <td>{'bronze': 17, 'silver': 6, 'gold': 2}</td>\n",
       "      <td>314</td>\n",
       "      <td>42.0</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>275</td>\n",
       "      <td>0</td>\n",
       "      <td>1985248</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99993</th>\n",
       "      <td>1780951</td>\n",
       "      <td>BlythMeister</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Lewes, East Sussex</td>\n",
       "      <td>{'bronze': 12, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>22</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>1985629</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99994</th>\n",
       "      <td>1781595</td>\n",
       "      <td>Fabian</td>\n",
       "      <td>male</td>\n",
       "      <td>Aachen, Deutschland</td>\n",
       "      <td>{'bronze': 18, 'silver': 5, 'gold': 2}</td>\n",
       "      <td>314</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1986539</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>1784043</td>\n",
       "      <td>Daniel</td>\n",
       "      <td>andy</td>\n",
       "      <td>Sydney NSW, Australia</td>\n",
       "      <td>{'bronze': 8, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>893883</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>1788021</td>\n",
       "      <td>Patric Robert Gutersohn</td>\n",
       "      <td>andy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'bronze': 9, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>198</td>\n",
       "      <td>0</td>\n",
       "      <td>1994855</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>1793580</td>\n",
       "      <td>veelasky</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Surabaya, Indonesia</td>\n",
       "      <td>{'bronze': 12, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>119</td>\n",
       "      <td>2</td>\n",
       "      <td>2003015</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>1807301</td>\n",
       "      <td>Baywatch</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Providence, RI, United States</td>\n",
       "      <td>{'bronze': 12, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>90.0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>2021168</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>1810160</td>\n",
       "      <td>bodyflex</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Finland</td>\n",
       "      <td>{'bronze': 14, 'silver': 6, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>90.0</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>2024847</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>300000 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id             display_name         gender  \\\n",
       "0        22656                Jon Skeet           male   \n",
       "1      1144035            Gordon Linoff           male   \n",
       "2         6309                     VonC        unknown   \n",
       "3       157882                   BalusC        unknown   \n",
       "4        29407           Darin Dimitrov           andy   \n",
       "5        23354             Marc Gravell           male   \n",
       "6       115145              CommonsWare        unknown   \n",
       "7        17034             Hans Passant           andy   \n",
       "8       100297          Martijn Pieters           andy   \n",
       "9       157247             T.J. Crowder        unknown   \n",
       "10         893             Greg Hewgill           male   \n",
       "11       34397                    SLaks        unknown   \n",
       "12       19068                  Quentin           male   \n",
       "13       14860                paxdiablo        unknown   \n",
       "14       95810            Alex Martelli    mostly_male   \n",
       "15        5445                      CMS        unknown   \n",
       "16       61974               Mark Byers           male   \n",
       "17       20862   Ignacio Vazquez-Abrams           andy   \n",
       "18      335858          dasblinkenlight        unknown   \n",
       "19      218196              Felix Kling           andy   \n",
       "20      190597                   unutbu        unknown   \n",
       "21       13302                   marc_s        unknown   \n",
       "22       23283                 JaredPar        unknown   \n",
       "23       15168         Jonathan Leffler           male   \n",
       "24       69083                    Guffa        unknown   \n",
       "25      571407                 JB Nizet        unknown   \n",
       "26      548225                 anubhava        unknown   \n",
       "27       88656             Eric Lippert           male   \n",
       "28       19563                CB Bailey        unknown   \n",
       "29      139985                Stephen C           male   \n",
       "...        ...                      ...            ...   \n",
       "99970  1607385                Jon Smith           andy   \n",
       "99971  1619792                 guergana        unknown   \n",
       "99972  1630372         Bradley McKinley           male   \n",
       "99973  1644266                  rodders        unknown   \n",
       "99974  1648121              Florin Chis           male   \n",
       "99975  1652022            Shane Charles           andy   \n",
       "99976  1654483              Alix Martin  mostly_female   \n",
       "99977  1656857                    MarcD        unknown   \n",
       "99978  1679158     Jes&#250;s D&#237;az        unknown   \n",
       "99979  1680876              krunal shah        unknown   \n",
       "99980  1681483          Dariusz Cieslak           andy   \n",
       "99981  1690664                   bw2801        unknown   \n",
       "99982  1706272              Cory Juhlin    mostly_male   \n",
       "99983  1710861              user1710861        unknown   \n",
       "99984  1718281                 sharpone        unknown   \n",
       "99985  1730405          Elias Benevedes           andy   \n",
       "99986  1734604                     joao        unknown   \n",
       "99987  1745149             Harish Gupta           andy   \n",
       "99988  1747743                BuahahaXD        unknown   \n",
       "99989  1752057                   tazzix        unknown   \n",
       "99990  1771697                 glaslong        unknown   \n",
       "99991  1779861        Fernando Carvalho           male   \n",
       "99992  1780668                  Vignesh        unknown   \n",
       "99993  1780951             BlythMeister        unknown   \n",
       "99994  1781595                   Fabian           male   \n",
       "99995  1784043                   Daniel           andy   \n",
       "99996  1788021  Patric Robert Gutersohn           andy   \n",
       "99997  1793580                 veelasky        unknown   \n",
       "99998  1807301                 Baywatch        unknown   \n",
       "99999  1810160                 bodyflex        unknown   \n",
       "\n",
       "                             location  \\\n",
       "0             Reading, United Kingdom   \n",
       "1             New York, United States   \n",
       "2                              France   \n",
       "3            Willemstad, Cura&#231;ao   \n",
       "4                     Sofia, Bulgaria   \n",
       "5      Forest of Dean, United Kingdom   \n",
       "6         Pennsylvania, United States   \n",
       "7                         Madison, WI   \n",
       "8                       Cambridge, UK   \n",
       "9                      United Kingdom   \n",
       "10          Christchurch, New Zealand   \n",
       "11                         New Jersey   \n",
       "12                     United Kingdom   \n",
       "13                                NaN   \n",
       "14                      Sunnyvale, CA   \n",
       "15                          Guatemala   \n",
       "16                            Denmark   \n",
       "17                                NaN   \n",
       "18                      United States   \n",
       "19                                NaN   \n",
       "20                                NaN   \n",
       "21                  Bern, Switzerland   \n",
       "22                        Redmond, WA   \n",
       "23                      Colorado, USA   \n",
       "24                     Virsbo, Sweden   \n",
       "25              Saint-Etienne, France   \n",
       "26                   Bangalore, India   \n",
       "27                        Seattle, WA   \n",
       "28                     United Kingdom   \n",
       "29                          Australia   \n",
       "...                               ...   \n",
       "99970                             NaN   \n",
       "99971                 Berlin, Germany   \n",
       "99972                     Boulder, CO   \n",
       "99973                             NaN   \n",
       "99974              Baia Mare, Romania   \n",
       "99975                             NaN   \n",
       "99976        Sophia-Antipolis, France   \n",
       "99977                             NaN   \n",
       "99978         C&#243;rdoba, Argentina   \n",
       "99979                             NaN   \n",
       "99980                             NaN   \n",
       "99981                 Aachen, Germany   \n",
       "99982                       Tampa, FL   \n",
       "99983                             NaN   \n",
       "99984                             NaN   \n",
       "99985                             NaN   \n",
       "99986                             NaN   \n",
       "99987                             NaN   \n",
       "99988                          Poland   \n",
       "99989               Karachi, Pakistan   \n",
       "99990                     Chicago, IL   \n",
       "99991                Lisbon, Portugal   \n",
       "99992                           India   \n",
       "99993              Lewes, East Sussex   \n",
       "99994             Aachen, Deutschland   \n",
       "99995           Sydney NSW, Australia   \n",
       "99996                             NaN   \n",
       "99997             Surabaya, Indonesia   \n",
       "99998   Providence, RI, United States   \n",
       "99999                         Finland   \n",
       "\n",
       "                                        badge_counts  reputation  accept_rate  \\\n",
       "0      {'bronze': 8743, 'silver': 8438, 'gold': 756}     1183690         86.0   \n",
       "1         {'bronze': 522, 'silver': 407, 'gold': 40}      958913          NaN   \n",
       "2      {'bronze': 3809, 'silver': 3240, 'gold': 384}      952870        100.0   \n",
       "3      {'bronze': 3367, 'silver': 3365, 'gold': 329}      931100         93.0   \n",
       "4      {'bronze': 2828, 'silver': 3125, 'gold': 240}      912621         86.0   \n",
       "5      {'bronze': 2690, 'silver': 2315, 'gold': 224}      865440        100.0   \n",
       "6      {'bronze': 2105, 'silver': 2086, 'gold': 156}      852105         84.0   \n",
       "7      {'bronze': 2261, 'silver': 1466, 'gold': 122}      839610          NaN   \n",
       "8      {'bronze': 2703, 'silver': 3064, 'gold': 197}      812356          NaN   \n",
       "9      {'bronze': 1505, 'silver': 1452, 'gold': 149}      794631         91.0   \n",
       "10     {'bronze': 1210, 'silver': 1065, 'gold': 164}      759308         84.0   \n",
       "11     {'bronze': 1846, 'silver': 1750, 'gold': 158}      752186         87.0   \n",
       "12       {'bronze': 1130, 'silver': 985, 'gold': 88}      730491          NaN   \n",
       "13     {'bronze': 1771, 'silver': 1386, 'gold': 196}      713969        100.0   \n",
       "14     {'bronze': 1312, 'silver': 1107, 'gold': 141}      703306         80.0   \n",
       "15       {'bronze': 821, 'silver': 878, 'gold': 168}      667945          NaN   \n",
       "16     {'bronze': 1373, 'silver': 1449, 'gold': 151}      663210          NaN   \n",
       "17     {'bronze': 1238, 'silver': 1166, 'gold': 122}      649321         50.0   \n",
       "18       {'bronze': 1313, 'silver': 912, 'gold': 67}      649274         81.0   \n",
       "19      {'bronze': 1016, 'silver': 953, 'gold': 145}      642865        100.0   \n",
       "20     {'bronze': 1426, 'silver': 1423, 'gold': 128}      639948         88.0   \n",
       "21     {'bronze': 1338, 'silver': 1206, 'gold': 143}      635417         99.0   \n",
       "22     {'bronze': 1387, 'silver': 1146, 'gold': 131}      633697        100.0   \n",
       "23      {'bronze': 1122, 'silver': 753, 'gold': 108}      626903        100.0   \n",
       "24        {'bronze': 912, 'silver': 640, 'gold': 86}      605796          NaN   \n",
       "25      {'bronze': 1108, 'silver': 1022, 'gold': 75}      600259        100.0   \n",
       "26        {'bronze': 479, 'silver': 398, 'gold': 50}      594334         90.0   \n",
       "27     {'bronze': 2008, 'silver': 1140, 'gold': 160}      589466          NaN   \n",
       "28        {'bronze': 626, 'silver': 587, 'gold': 87}      589429          NaN   \n",
       "29       {'bronze': 1034, 'silver': 682, 'gold': 81}      586300         69.0   \n",
       "...                                              ...         ...          ...   \n",
       "99970          {'bronze': 4, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99971         {'bronze': 13, 'silver': 2, 'gold': 0}         314         80.0   \n",
       "99972          {'bronze': 4, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99973         {'bronze': 10, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99974          {'bronze': 7, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99975          {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99976          {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99977          {'bronze': 8, 'silver': 1, 'gold': 0}         314         40.0   \n",
       "99978          {'bronze': 5, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "99979         {'bronze': 14, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99980          {'bronze': 3, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "99981         {'bronze': 15, 'silver': 7, 'gold': 1}         314        100.0   \n",
       "99982          {'bronze': 9, 'silver': 4, 'gold': 0}         314          NaN   \n",
       "99983          {'bronze': 6, 'silver': 4, 'gold': 0}         314          NaN   \n",
       "99984          {'bronze': 4, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "99985         {'bronze': 23, 'silver': 5, 'gold': 1}         314         93.0   \n",
       "99986          {'bronze': 9, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "99987         {'bronze': 19, 'silver': 7, 'gold': 2}         314          NaN   \n",
       "99988         {'bronze': 21, 'silver': 5, 'gold': 1}         314         29.0   \n",
       "99989          {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99990          {'bronze': 7, 'silver': 3, 'gold': 1}         314          NaN   \n",
       "99991         {'bronze': 14, 'silver': 3, 'gold': 1}         314         75.0   \n",
       "99992         {'bronze': 17, 'silver': 6, 'gold': 2}         314         42.0   \n",
       "99993         {'bronze': 12, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99994         {'bronze': 18, 'silver': 5, 'gold': 2}         314         20.0   \n",
       "99995          {'bronze': 8, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99996          {'bronze': 9, 'silver': 3, 'gold': 1}         314          NaN   \n",
       "99997         {'bronze': 12, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "99998         {'bronze': 12, 'silver': 3, 'gold': 0}         314         90.0   \n",
       "99999         {'bronze': 14, 'silver': 6, 'gold': 1}         314         90.0   \n",
       "\n",
       "       question_count  answer_count  up_vote_count  down_vote_count  \\\n",
       "0                  50         35003          16576             7017   \n",
       "1                   0         68331          16169               41   \n",
       "2                  16         23735          54508              287   \n",
       "3                  15         17081          15484            21829   \n",
       "4                  41         21458           1955             2651   \n",
       "5                  46         15549          25363             1080   \n",
       "6                 118         21834          11349             7218   \n",
       "7                   2         16098          10484            60299   \n",
       "8                   3         19791           5792            20448   \n",
       "9                  79         19011          12301            27057   \n",
       "10                 53          5405           6638             2258   \n",
       "11                 51         15135           6995             3269   \n",
       "12                  4         20805           8155            72242   \n",
       "13                252         10613           4317             1395   \n",
       "14                  6          6280            822               50   \n",
       "15                  0          2179            579                6   \n",
       "16                  0          6759          10338              340   \n",
       "17                  8         12302           1739               73   \n",
       "18                 26         15910          30776             3100   \n",
       "19                  8          6884           6163             2045   \n",
       "20                 17          7511          17241              661   \n",
       "21                218          9042          27094            26909   \n",
       "22                  5          6418           8137               76   \n",
       "23                 49         12557          31625             1049   \n",
       "24                  3         10621            493              140   \n",
       "25                  8         13981           5476             9087   \n",
       "26                 10         22799          21811             1077   \n",
       "27                  0          3773              2             4590   \n",
       "28                  0          1980           1148              203   \n",
       "29                 21         13727           3025             3700   \n",
       "...               ...           ...            ...              ...   \n",
       "99970               3             5              2                0   \n",
       "99971               8            21            307                5   \n",
       "99972               0             1              1                0   \n",
       "99973               3            12              9                1   \n",
       "99974               0            10              6                0   \n",
       "99975               0            10             54                0   \n",
       "99976               0            22             61                4   \n",
       "99977               5            16             23                2   \n",
       "99978               2             6             26                1   \n",
       "99979               3            44             67                9   \n",
       "99980               0             9              1                0   \n",
       "99981              10             6             79                3   \n",
       "99982               2             5              2                0   \n",
       "99983               4            11              0                0   \n",
       "99984               0             2              0                0   \n",
       "99985              16            11             62               16   \n",
       "99986               0            10             16                1   \n",
       "99987              35             8             17                2   \n",
       "99988              18             6             29                5   \n",
       "99989               1             6             30                0   \n",
       "99990               2             0             99                1   \n",
       "99991               8             7             53                6   \n",
       "99992              14            13            275                0   \n",
       "99993               2            22             17                5   \n",
       "99994              13             1              7                1   \n",
       "99995               0            14             22                4   \n",
       "99996               4             7            198                0   \n",
       "99997               0            14            119                2   \n",
       "99998              14             2             48                1   \n",
       "99999              11             5             59                0   \n",
       "\n",
       "       account_id   user_type  \n",
       "0           11683  registered  \n",
       "1         1165580  registered  \n",
       "2            4243  registered  \n",
       "3           52822  registered  \n",
       "4           14332  registered  \n",
       "5           11975   moderator  \n",
       "6           39846  registered  \n",
       "7            9266  registered  \n",
       "8           35417   moderator  \n",
       "9           52616  registered  \n",
       "10            680  registered  \n",
       "11          15988  registered  \n",
       "12          10162  registered  \n",
       "13           8291  registered  \n",
       "14          34048  registered  \n",
       "15           3748  registered  \n",
       "16          24377  registered  \n",
       "17          10930  registered  \n",
       "18         134022  registered  \n",
       "19          76141  registered  \n",
       "20          64585  registered  \n",
       "21           7633  registered  \n",
       "22          11948  registered  \n",
       "23           8423  registered  \n",
       "24          26521  registered  \n",
       "25         277416  registered  \n",
       "26         262968  registered  \n",
       "27          32093  registered  \n",
       "28          10375  registered  \n",
       "29          47283  registered  \n",
       "...           ...         ...  \n",
       "99970     1760012  registered  \n",
       "99971     1776006  registered  \n",
       "99972     1789670  registered  \n",
       "99973     1807454  registered  \n",
       "99974     1812333  registered  \n",
       "99975     1817155  registered  \n",
       "99976     1820264  registered  \n",
       "99977     1823348  registered  \n",
       "99978     1853034  registered  \n",
       "99979     1855114  registered  \n",
       "99980     1855891  registered  \n",
       "99981     1867478  registered  \n",
       "99982     1887307  registered  \n",
       "99983     1893377  registered  \n",
       "99984     1902775  registered  \n",
       "99985     1502880  registered  \n",
       "99986     1923669  registered  \n",
       "99987     1938256  registered  \n",
       "99988     1941660  registered  \n",
       "99989     1947202  registered  \n",
       "99990     1973305  registered  \n",
       "99991     1984031  registered  \n",
       "99992     1985248  registered  \n",
       "99993     1985629  registered  \n",
       "99994     1986539  registered  \n",
       "99995      893883  registered  \n",
       "99996     1994855  registered  \n",
       "99997     2003015  registered  \n",
       "99998     2021168  registered  \n",
       "99999     2024847  registered  \n",
       "\n",
       "[300000 rows x 13 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_total= pd.concat([data_firstk,data_secondk,data_fourthk])\n",
    "data_total"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# get male and female data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "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>user_id</th>\n",
       "      <th>display_name</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>badge_counts</th>\n",
       "      <th>reputation</th>\n",
       "      <th>accept_rate</th>\n",
       "      <th>question_count</th>\n",
       "      <th>answer_count</th>\n",
       "      <th>up_vote_count</th>\n",
       "      <th>down_vote_count</th>\n",
       "      <th>account_id</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>148870</td>\n",
       "      <td>Amber</td>\n",
       "      <td>female</td>\n",
       "      <td>California</td>\n",
       "      <td>{'bronze': 514, 'silver': 570, 'gold': 66}</td>\n",
       "      <td>406977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>3433</td>\n",
       "      <td>952</td>\n",
       "      <td>273</td>\n",
       "      <td>49939</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1447675</td>\n",
       "      <td>Nina Scholz</td>\n",
       "      <td>female</td>\n",
       "      <td>D&amp;#252;sseldorf, Deutschland</td>\n",
       "      <td>{'bronze': 263, 'silver': 197, 'gold': 19}</td>\n",
       "      <td>269728</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>11618</td>\n",
       "      <td>6591</td>\n",
       "      <td>3422</td>\n",
       "      <td>1556832</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51816</td>\n",
       "      <td>Joan Venge</td>\n",
       "      <td>female</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>{'bronze': 641, 'silver': 430, 'gold': 191}</td>\n",
       "      <td>241164</td>\n",
       "      <td>82.0</td>\n",
       "      <td>750</td>\n",
       "      <td>23</td>\n",
       "      <td>3215</td>\n",
       "      <td>441</td>\n",
       "      <td>21350</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>426671</td>\n",
       "      <td>Taryn</td>\n",
       "      <td>female</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>{'bronze': 374, 'silver': 316, 'gold': 49}</td>\n",
       "      <td>211178</td>\n",
       "      <td>96.0</td>\n",
       "      <td>57</td>\n",
       "      <td>3531</td>\n",
       "      <td>3910</td>\n",
       "      <td>3561</td>\n",
       "      <td>188123</td>\n",
       "      <td>moderator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>582</td>\n",
       "      <td>Lily Ballard</td>\n",
       "      <td>female</td>\n",
       "      <td>San Francisco, California, United States</td>\n",
       "      <td>{'bronze': 327, 'silver': 349, 'gold': 24}</td>\n",
       "      <td>161080</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7</td>\n",
       "      <td>1489</td>\n",
       "      <td>724</td>\n",
       "      <td>141</td>\n",
       "      <td>455</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62082</td>\n",
       "      <td>Michelle Tilley</td>\n",
       "      <td>female</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>{'bronze': 298, 'silver': 346, 'gold': 35}</td>\n",
       "      <td>143306</td>\n",
       "      <td>81.0</td>\n",
       "      <td>24</td>\n",
       "      <td>1016</td>\n",
       "      <td>2744</td>\n",
       "      <td>102</td>\n",
       "      <td>24421</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>302677</td>\n",
       "      <td>Rachel</td>\n",
       "      <td>female</td>\n",
       "      <td>New York, United States</td>\n",
       "      <td>{'bronze': 445, 'silver': 273, 'gold': 54}</td>\n",
       "      <td>116382</td>\n",
       "      <td>88.0</td>\n",
       "      <td>224</td>\n",
       "      <td>1622</td>\n",
       "      <td>2732</td>\n",
       "      <td>57</td>\n",
       "      <td>115236</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>104184</td>\n",
       "      <td>Sasha Chedygov</td>\n",
       "      <td>female</td>\n",
       "      <td>Portland, OR</td>\n",
       "      <td>{'bronze': 107, 'silver': 96, 'gold': 24}</td>\n",
       "      <td>105954</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32</td>\n",
       "      <td>202</td>\n",
       "      <td>9149</td>\n",
       "      <td>388</td>\n",
       "      <td>36515</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2548</td>\n",
       "      <td>Fionnuala</td>\n",
       "      <td>female</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>{'bronze': 137, 'silver': 97, 'gold': 7}</td>\n",
       "      <td>87074</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>3103</td>\n",
       "      <td>2557</td>\n",
       "      <td>417</td>\n",
       "      <td>1851</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>164299</td>\n",
       "      <td>Rachel</td>\n",
       "      <td>female</td>\n",
       "      <td>California</td>\n",
       "      <td>{'bronze': 357, 'silver': 247, 'gold': 109}</td>\n",
       "      <td>85088</td>\n",
       "      <td>99.0</td>\n",
       "      <td>360</td>\n",
       "      <td>73</td>\n",
       "      <td>320</td>\n",
       "      <td>27</td>\n",
       "      <td>54888</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>40516</td>\n",
       "      <td>Juliet</td>\n",
       "      <td>female</td>\n",
       "      <td>Omaha, NE</td>\n",
       "      <td>{'bronze': 224, 'silver': 189, 'gold': 43}</td>\n",
       "      <td>74280</td>\n",
       "      <td>89.0</td>\n",
       "      <td>48</td>\n",
       "      <td>438</td>\n",
       "      <td>924</td>\n",
       "      <td>297</td>\n",
       "      <td>17898</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1317935</td>\n",
       "      <td>Laurence</td>\n",
       "      <td>female</td>\n",
       "      <td>Sydney, Australia</td>\n",
       "      <td>{'bronze': 189, 'silver': 146, 'gold': 17}</td>\n",
       "      <td>52727</td>\n",
       "      <td>98.0</td>\n",
       "      <td>64</td>\n",
       "      <td>996</td>\n",
       "      <td>3185</td>\n",
       "      <td>204</td>\n",
       "      <td>1385852</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>365298</td>\n",
       "      <td>Rose Perrone</td>\n",
       "      <td>female</td>\n",
       "      <td>Palo Alto, CA</td>\n",
       "      <td>{'bronze': 219, 'silver': 189, 'gold': 42}</td>\n",
       "      <td>52099</td>\n",
       "      <td>67.0</td>\n",
       "      <td>260</td>\n",
       "      <td>177</td>\n",
       "      <td>865</td>\n",
       "      <td>30</td>\n",
       "      <td>151431</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>185527</td>\n",
       "      <td>Jan Hančič</td>\n",
       "      <td>female</td>\n",
       "      <td>London, United Kingdom</td>\n",
       "      <td>{'bronze': 93, 'silver': 86, 'gold': 14}</td>\n",
       "      <td>47065</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32</td>\n",
       "      <td>464</td>\n",
       "      <td>1752</td>\n",
       "      <td>577</td>\n",
       "      <td>4488</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>356</td>\n",
       "      <td>Dinah</td>\n",
       "      <td>female</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>{'bronze': 145, 'silver': 122, 'gold': 28}</td>\n",
       "      <td>46442</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84</td>\n",
       "      <td>148</td>\n",
       "      <td>3375</td>\n",
       "      <td>154</td>\n",
       "      <td>285</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>52745</td>\n",
       "      <td>Jin Yong</td>\n",
       "      <td>female</td>\n",
       "      <td>Melbourne, Australia</td>\n",
       "      <td>{'bronze': 172, 'silver': 128, 'gold': 68}</td>\n",
       "      <td>35484</td>\n",
       "      <td>74.0</td>\n",
       "      <td>262</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>21635</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>110527</td>\n",
       "      <td>Emma</td>\n",
       "      <td>female</td>\n",
       "      <td>T&amp;#252;bingen, Germany</td>\n",
       "      <td>{'bronze': 10, 'silver': 15, 'gold': 4}</td>\n",
       "      <td>33995</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>38503</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1696153</td>\n",
       "      <td>Katie</td>\n",
       "      <td>female</td>\n",
       "      <td>Irvine, CA, USA</td>\n",
       "      <td>{'bronze': 101, 'silver': 71, 'gold': 16}</td>\n",
       "      <td>33104</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84</td>\n",
       "      <td>71</td>\n",
       "      <td>6448</td>\n",
       "      <td>222</td>\n",
       "      <td>1874708</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1397351</td>\n",
       "      <td>Ana</td>\n",
       "      <td>female</td>\n",
       "      <td>at the monsters&amp;#39; ball</td>\n",
       "      <td>{'bronze': 115, 'silver': 71, 'gold': 6}</td>\n",
       "      <td>32145</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>354</td>\n",
       "      <td>1103</td>\n",
       "      <td>31</td>\n",
       "      <td>1490046</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1004312</td>\n",
       "      <td>Christina</td>\n",
       "      <td>female</td>\n",
       "      <td>Florida, United States</td>\n",
       "      <td>{'bronze': 115, 'silver': 71, 'gold': 16}</td>\n",
       "      <td>30827</td>\n",
       "      <td>91.0</td>\n",
       "      <td>38</td>\n",
       "      <td>432</td>\n",
       "      <td>2583</td>\n",
       "      <td>488</td>\n",
       "      <td>985773</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>143295</td>\n",
       "      <td>Nicole</td>\n",
       "      <td>female</td>\n",
       "      <td>Salt Lake City, UT, United States</td>\n",
       "      <td>{'bronze': 92, 'silver': 66, 'gold': 11}</td>\n",
       "      <td>29842</td>\n",
       "      <td>71.0</td>\n",
       "      <td>26</td>\n",
       "      <td>248</td>\n",
       "      <td>1514</td>\n",
       "      <td>232</td>\n",
       "      <td>48256</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>47589</td>\n",
       "      <td>Amy</td>\n",
       "      <td>female</td>\n",
       "      <td>Columbia, TN</td>\n",
       "      <td>{'bronze': 142, 'silver': 84, 'gold': 19}</td>\n",
       "      <td>29442</td>\n",
       "      <td>83.0</td>\n",
       "      <td>141</td>\n",
       "      <td>550</td>\n",
       "      <td>2231</td>\n",
       "      <td>5060</td>\n",
       "      <td>20074</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>683201</td>\n",
       "      <td>Eve Freeman</td>\n",
       "      <td>female</td>\n",
       "      <td>Fairfax, VA</td>\n",
       "      <td>{'bronze': 90, 'silver': 76, 'gold': 2}</td>\n",
       "      <td>28930</td>\n",
       "      <td>100.0</td>\n",
       "      <td>15</td>\n",
       "      <td>547</td>\n",
       "      <td>1235</td>\n",
       "      <td>10</td>\n",
       "      <td>348487</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>238260</td>\n",
       "      <td>Vivian River</td>\n",
       "      <td>female</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 290, 'silver': 167, 'gold': 51}</td>\n",
       "      <td>26768</td>\n",
       "      <td>66.0</td>\n",
       "      <td>428</td>\n",
       "      <td>298</td>\n",
       "      <td>1936</td>\n",
       "      <td>88</td>\n",
       "      <td>85462</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>7856</td>\n",
       "      <td>Dana</td>\n",
       "      <td>female</td>\n",
       "      <td>Winnipeg, Canada</td>\n",
       "      <td>{'bronze': 72, 'silver': 57, 'gold': 16}</td>\n",
       "      <td>26473</td>\n",
       "      <td>95.0</td>\n",
       "      <td>25</td>\n",
       "      <td>128</td>\n",
       "      <td>1076</td>\n",
       "      <td>76</td>\n",
       "      <td>5016</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>38743</td>\n",
       "      <td>Sarah Vessels</td>\n",
       "      <td>female</td>\n",
       "      <td>Nashville, TN, United States</td>\n",
       "      <td>{'bronze': 215, 'silver': 140, 'gold': 28}</td>\n",
       "      <td>25957</td>\n",
       "      <td>79.0</td>\n",
       "      <td>223</td>\n",
       "      <td>170</td>\n",
       "      <td>1722</td>\n",
       "      <td>122</td>\n",
       "      <td>17349</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>948550</td>\n",
       "      <td>Reut Sharabani</td>\n",
       "      <td>female</td>\n",
       "      <td>Israel</td>\n",
       "      <td>{'bronze': 77, 'silver': 55, 'gold': 5}</td>\n",
       "      <td>25942</td>\n",
       "      <td>93.0</td>\n",
       "      <td>38</td>\n",
       "      <td>871</td>\n",
       "      <td>1018</td>\n",
       "      <td>231</td>\n",
       "      <td>915710</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>219883</td>\n",
       "      <td>Taryn East</td>\n",
       "      <td>female</td>\n",
       "      <td>Sydney, Australia</td>\n",
       "      <td>{'bronze': 99, 'silver': 78, 'gold': 8}</td>\n",
       "      <td>25369</td>\n",
       "      <td>83.0</td>\n",
       "      <td>13</td>\n",
       "      <td>866</td>\n",
       "      <td>3107</td>\n",
       "      <td>23</td>\n",
       "      <td>76916</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1675954</td>\n",
       "      <td>Rachel Gallen</td>\n",
       "      <td>female</td>\n",
       "      <td>Dublin, Ireland</td>\n",
       "      <td>{'bronze': 71, 'silver': 62, 'gold': 13}</td>\n",
       "      <td>24307</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1062</td>\n",
       "      <td>1189</td>\n",
       "      <td>1515</td>\n",
       "      <td>1848950</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1798593</td>\n",
       "      <td>Patricia Shanahan</td>\n",
       "      <td>female</td>\n",
       "      <td>San Diego, CA</td>\n",
       "      <td>{'bronze': 65, 'silver': 33, 'gold': 2}</td>\n",
       "      <td>24128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>941</td>\n",
       "      <td>2160</td>\n",
       "      <td>18</td>\n",
       "      <td>2009857</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <th>1420</th>\n",
       "      <td>599647</td>\n",
       "      <td>Shilpa</td>\n",
       "      <td>female</td>\n",
       "      <td>India</td>\n",
       "      <td>{'bronze': 14, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>320</td>\n",
       "      <td>29.0</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>295305</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1421</th>\n",
       "      <td>1390904</td>\n",
       "      <td>Deep</td>\n",
       "      <td>female</td>\n",
       "      <td>India</td>\n",
       "      <td>{'bronze': 16, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>320</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>1481670</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>2111431</td>\n",
       "      <td>Nina</td>\n",
       "      <td>female</td>\n",
       "      <td>Germany</td>\n",
       "      <td>{'bronze': 10, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2417734</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1423</th>\n",
       "      <td>5912731</td>\n",
       "      <td>Hemlata Gehlot</td>\n",
       "      <td>female</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>{'bronze': 12, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>7819090</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>11498076</td>\n",
       "      <td>Miri Gold</td>\n",
       "      <td>female</td>\n",
       "      <td>Israel</td>\n",
       "      <td>{'bronze': 7, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>320</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>15934592</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>26949</td>\n",
       "      <td>Danielle</td>\n",
       "      <td>female</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>{'bronze': 12, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>319</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>13426</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>1704418</td>\n",
       "      <td>Elizabeth Schneider</td>\n",
       "      <td>female</td>\n",
       "      <td>Denver, CO, United States</td>\n",
       "      <td>{'bronze': 13, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>319</td>\n",
       "      <td>80.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1885020</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>3784529</td>\n",
       "      <td>Pallavi</td>\n",
       "      <td>female</td>\n",
       "      <td>Bangalore, Karnataka, India</td>\n",
       "      <td>{'bronze': 11, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>319</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4673304</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>5576171</td>\n",
       "      <td>Elena Oblomova</td>\n",
       "      <td>female</td>\n",
       "      <td>Russia</td>\n",
       "      <td>{'bronze': 7, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>319</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>7319797</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>6294733</td>\n",
       "      <td>Priyanka</td>\n",
       "      <td>female</td>\n",
       "      <td>India</td>\n",
       "      <td>{'bronze': 5, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>319</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>8238586</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>8450534</td>\n",
       "      <td>Deep Lathia</td>\n",
       "      <td>female</td>\n",
       "      <td>Mumbai, Maharashtra, India</td>\n",
       "      <td>{'bronze': 13, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>319</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>37</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>11531813</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>9140754</td>\n",
       "      <td>Gulshan Kumar</td>\n",
       "      <td>female</td>\n",
       "      <td>Noida, Uttar Pradesh, India</td>\n",
       "      <td>{'bronze': 9, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>319</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>12564158</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>1052518</td>\n",
       "      <td>Alice</td>\n",
       "      <td>female</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 16, 'silver': 4, 'gold': 1}</td>\n",
       "      <td>318</td>\n",
       "      <td>95.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>1047899</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>3685847</td>\n",
       "      <td>Evelyn Kokemoor</td>\n",
       "      <td>female</td>\n",
       "      <td>Eau Claire, WI, United States</td>\n",
       "      <td>{'bronze': 9, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4536891</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>1592545</td>\n",
       "      <td>Erika E</td>\n",
       "      <td>female</td>\n",
       "      <td>Seattle, WA</td>\n",
       "      <td>{'bronze': 7, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>1741185</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>3640102</td>\n",
       "      <td>Lilian Barraud</td>\n",
       "      <td>female</td>\n",
       "      <td>France</td>\n",
       "      <td>{'bronze': 11, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4474707</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>4083888</td>\n",
       "      <td>Olivia Liao</td>\n",
       "      <td>female</td>\n",
       "      <td>Jersey City, NJ, United States</td>\n",
       "      <td>{'bronze': 7, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>5090722</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>4156372</td>\n",
       "      <td>Salva</td>\n",
       "      <td>female</td>\n",
       "      <td>Foggia, Italy</td>\n",
       "      <td>{'bronze': 9, 'silver': 4, 'gold': 1}</td>\n",
       "      <td>317</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>5194598</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>4232911</td>\n",
       "      <td>Anastasia</td>\n",
       "      <td>female</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>{'bronze': 7, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>5304466</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>4280577</td>\n",
       "      <td>Jessica Pennell</td>\n",
       "      <td>female</td>\n",
       "      <td>Denver</td>\n",
       "      <td>{'bronze': 13, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>4431983</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>4301013</td>\n",
       "      <td>Rebecca Douglas</td>\n",
       "      <td>female</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 11, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>5401124</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>5237289</td>\n",
       "      <td>Aria</td>\n",
       "      <td>female</td>\n",
       "      <td>DC</td>\n",
       "      <td>{'bronze': 18, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>67.0</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>6805367</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>9542491</td>\n",
       "      <td>Udaya Prakash</td>\n",
       "      <td>female</td>\n",
       "      <td>Chennai, Tamil Nadu, India</td>\n",
       "      <td>{'bronze': 13, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>13212885</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>1410415</td>\n",
       "      <td>Sue C</td>\n",
       "      <td>female</td>\n",
       "      <td>London</td>\n",
       "      <td>{'bronze': 3, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>316</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1507339</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>7451501</td>\n",
       "      <td>Hani</td>\n",
       "      <td>female</td>\n",
       "      <td>Latakia, Syria</td>\n",
       "      <td>{'bronze': 4, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>316</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>10081316</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>1662960</td>\n",
       "      <td>Vesna</td>\n",
       "      <td>female</td>\n",
       "      <td>Belgrade, Serbia</td>\n",
       "      <td>{'bronze': 11, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>315</td>\n",
       "      <td>86.0</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>1831692</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>3196904</td>\n",
       "      <td>Tatiana Mudryak</td>\n",
       "      <td>female</td>\n",
       "      <td>Moscow, Россия</td>\n",
       "      <td>{'bronze': 6, 'silver': 2, 'gold': 1}</td>\n",
       "      <td>315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3858668</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>4391328</td>\n",
       "      <td>Brittany Rutherford</td>\n",
       "      <td>female</td>\n",
       "      <td>NJ, U.S</td>\n",
       "      <td>{'bronze': 10, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>315</td>\n",
       "      <td>58.0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>5531460</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>5375023</td>\n",
       "      <td>Guna</td>\n",
       "      <td>female</td>\n",
       "      <td>Coimbatore,India</td>\n",
       "      <td>{'bronze': 18, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>610</td>\n",
       "      <td>3</td>\n",
       "      <td>7012734</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>1125554</td>\n",
       "      <td>Ann B. G.</td>\n",
       "      <td>female</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 6, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1141900</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1450 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       user_id         display_name  gender  \\\n",
       "0       148870                Amber  female   \n",
       "1      1447675          Nina Scholz  female   \n",
       "2        51816           Joan Venge  female   \n",
       "3       426671                Taryn  female   \n",
       "4          582         Lily Ballard  female   \n",
       "5        62082      Michelle Tilley  female   \n",
       "6       302677               Rachel  female   \n",
       "7       104184       Sasha Chedygov  female   \n",
       "8         2548            Fionnuala  female   \n",
       "9       164299               Rachel  female   \n",
       "10       40516               Juliet  female   \n",
       "11     1317935             Laurence  female   \n",
       "12      365298         Rose Perrone  female   \n",
       "13      185527           Jan Hančič  female   \n",
       "14         356                Dinah  female   \n",
       "15       52745             Jin Yong  female   \n",
       "16      110527                 Emma  female   \n",
       "17     1696153                Katie  female   \n",
       "18     1397351                  Ana  female   \n",
       "19     1004312            Christina  female   \n",
       "20      143295               Nicole  female   \n",
       "21       47589                  Amy  female   \n",
       "22      683201          Eve Freeman  female   \n",
       "23      238260         Vivian River  female   \n",
       "24        7856                 Dana  female   \n",
       "25       38743        Sarah Vessels  female   \n",
       "26      948550       Reut Sharabani  female   \n",
       "27      219883           Taryn East  female   \n",
       "28     1675954        Rachel Gallen  female   \n",
       "29     1798593    Patricia Shanahan  female   \n",
       "...        ...                  ...     ...   \n",
       "1420    599647               Shilpa  female   \n",
       "1421   1390904                 Deep  female   \n",
       "1422   2111431                 Nina  female   \n",
       "1423   5912731       Hemlata Gehlot  female   \n",
       "1424  11498076            Miri Gold  female   \n",
       "1425     26949             Danielle  female   \n",
       "1426   1704418  Elizabeth Schneider  female   \n",
       "1427   3784529              Pallavi  female   \n",
       "1428   5576171       Elena Oblomova  female   \n",
       "1429   6294733             Priyanka  female   \n",
       "1430   8450534          Deep Lathia  female   \n",
       "1431   9140754        Gulshan Kumar  female   \n",
       "1432   1052518                Alice  female   \n",
       "1433   3685847      Evelyn Kokemoor  female   \n",
       "1434   1592545              Erika E  female   \n",
       "1435   3640102       Lilian Barraud  female   \n",
       "1436   4083888          Olivia Liao  female   \n",
       "1437   4156372                Salva  female   \n",
       "1438   4232911            Anastasia  female   \n",
       "1439   4280577      Jessica Pennell  female   \n",
       "1440   4301013      Rebecca Douglas  female   \n",
       "1441   5237289                 Aria  female   \n",
       "1442   9542491        Udaya Prakash  female   \n",
       "1443   1410415                Sue C  female   \n",
       "1444   7451501                 Hani  female   \n",
       "1445   1662960                Vesna  female   \n",
       "1446   3196904      Tatiana Mudryak  female   \n",
       "1447   4391328  Brittany Rutherford  female   \n",
       "1448   5375023                 Guna  female   \n",
       "1449   1125554            Ann B. G.  female   \n",
       "\n",
       "                                      location  \\\n",
       "0                                   California   \n",
       "1                 D&#252;sseldorf, Deutschland   \n",
       "2                              Los Angeles, CA   \n",
       "3                                      Arizona   \n",
       "4     San Francisco, California, United States   \n",
       "5                            San Francisco, CA   \n",
       "6                      New York, United States   \n",
       "7                                 Portland, OR   \n",
       "8                                      Ireland   \n",
       "9                                   California   \n",
       "10                                   Omaha, NE   \n",
       "11                           Sydney, Australia   \n",
       "12                               Palo Alto, CA   \n",
       "13                      London, United Kingdom   \n",
       "14                              North Carolina   \n",
       "15                        Melbourne, Australia   \n",
       "16                      T&#252;bingen, Germany   \n",
       "17                             Irvine, CA, USA   \n",
       "18                   at the monsters&#39; ball   \n",
       "19                      Florida, United States   \n",
       "20           Salt Lake City, UT, United States   \n",
       "21                                Columbia, TN   \n",
       "22                                 Fairfax, VA   \n",
       "23                               United States   \n",
       "24                            Winnipeg, Canada   \n",
       "25                Nashville, TN, United States   \n",
       "26                                      Israel   \n",
       "27                           Sydney, Australia   \n",
       "28                             Dublin, Ireland   \n",
       "29                               San Diego, CA   \n",
       "...                                        ...   \n",
       "1420                                     India   \n",
       "1421                                     India   \n",
       "1422                                   Germany   \n",
       "1423               Bengaluru, Karnataka, India   \n",
       "1424                                    Israel   \n",
       "1425                                  Michigan   \n",
       "1426                 Denver, CO, United States   \n",
       "1427               Bangalore, Karnataka, India   \n",
       "1428                                    Russia   \n",
       "1429                                     India   \n",
       "1430                Mumbai, Maharashtra, India   \n",
       "1431               Noida, Uttar Pradesh, India   \n",
       "1432                             United States   \n",
       "1433             Eau Claire, WI, United States   \n",
       "1434                               Seattle, WA   \n",
       "1435                                    France   \n",
       "1436            Jersey City, NJ, United States   \n",
       "1437                             Foggia, Italy   \n",
       "1438                                   Ukraine   \n",
       "1439                                    Denver   \n",
       "1440                            United Kingdom   \n",
       "1441                                        DC   \n",
       "1442                Chennai, Tamil Nadu, India   \n",
       "1443                                    London   \n",
       "1444                            Latakia, Syria   \n",
       "1445                          Belgrade, Serbia   \n",
       "1446                            Moscow, Россия   \n",
       "1447                                   NJ, U.S   \n",
       "1448                          Coimbatore,India   \n",
       "1449                             United States   \n",
       "\n",
       "                                     badge_counts  reputation  accept_rate  \\\n",
       "0      {'bronze': 514, 'silver': 570, 'gold': 66}      406977          NaN   \n",
       "1      {'bronze': 263, 'silver': 197, 'gold': 19}      269728          NaN   \n",
       "2     {'bronze': 641, 'silver': 430, 'gold': 191}      241164         82.0   \n",
       "3      {'bronze': 374, 'silver': 316, 'gold': 49}      211178         96.0   \n",
       "4      {'bronze': 327, 'silver': 349, 'gold': 24}      161080        100.0   \n",
       "5      {'bronze': 298, 'silver': 346, 'gold': 35}      143306         81.0   \n",
       "6      {'bronze': 445, 'silver': 273, 'gold': 54}      116382         88.0   \n",
       "7       {'bronze': 107, 'silver': 96, 'gold': 24}      105954        100.0   \n",
       "8        {'bronze': 137, 'silver': 97, 'gold': 7}       87074          NaN   \n",
       "9     {'bronze': 357, 'silver': 247, 'gold': 109}       85088         99.0   \n",
       "10     {'bronze': 224, 'silver': 189, 'gold': 43}       74280         89.0   \n",
       "11     {'bronze': 189, 'silver': 146, 'gold': 17}       52727         98.0   \n",
       "12     {'bronze': 219, 'silver': 189, 'gold': 42}       52099         67.0   \n",
       "13       {'bronze': 93, 'silver': 86, 'gold': 14}       47065        100.0   \n",
       "14     {'bronze': 145, 'silver': 122, 'gold': 28}       46442        100.0   \n",
       "15     {'bronze': 172, 'silver': 128, 'gold': 68}       35484         74.0   \n",
       "16        {'bronze': 10, 'silver': 15, 'gold': 4}       33995          NaN   \n",
       "17      {'bronze': 101, 'silver': 71, 'gold': 16}       33104        100.0   \n",
       "18       {'bronze': 115, 'silver': 71, 'gold': 6}       32145          NaN   \n",
       "19      {'bronze': 115, 'silver': 71, 'gold': 16}       30827         91.0   \n",
       "20       {'bronze': 92, 'silver': 66, 'gold': 11}       29842         71.0   \n",
       "21      {'bronze': 142, 'silver': 84, 'gold': 19}       29442         83.0   \n",
       "22        {'bronze': 90, 'silver': 76, 'gold': 2}       28930        100.0   \n",
       "23     {'bronze': 290, 'silver': 167, 'gold': 51}       26768         66.0   \n",
       "24       {'bronze': 72, 'silver': 57, 'gold': 16}       26473         95.0   \n",
       "25     {'bronze': 215, 'silver': 140, 'gold': 28}       25957         79.0   \n",
       "26        {'bronze': 77, 'silver': 55, 'gold': 5}       25942         93.0   \n",
       "27        {'bronze': 99, 'silver': 78, 'gold': 8}       25369         83.0   \n",
       "28       {'bronze': 71, 'silver': 62, 'gold': 13}       24307        100.0   \n",
       "29        {'bronze': 65, 'silver': 33, 'gold': 2}       24128          NaN   \n",
       "...                                           ...         ...          ...   \n",
       "1420       {'bronze': 14, 'silver': 3, 'gold': 1}         320         29.0   \n",
       "1421       {'bronze': 16, 'silver': 3, 'gold': 0}         320         29.0   \n",
       "1422       {'bronze': 10, 'silver': 2, 'gold': 0}         320          NaN   \n",
       "1423       {'bronze': 12, 'silver': 2, 'gold': 0}         320          NaN   \n",
       "1424        {'bronze': 7, 'silver': 1, 'gold': 0}         320          NaN   \n",
       "1425       {'bronze': 12, 'silver': 3, 'gold': 0}         319          NaN   \n",
       "1426       {'bronze': 13, 'silver': 2, 'gold': 0}         319         80.0   \n",
       "1427       {'bronze': 11, 'silver': 4, 'gold': 0}         319          0.0   \n",
       "1428        {'bronze': 7, 'silver': 3, 'gold': 0}         319          NaN   \n",
       "1429        {'bronze': 5, 'silver': 2, 'gold': 0}         319          NaN   \n",
       "1430       {'bronze': 13, 'silver': 2, 'gold': 0}         319          NaN   \n",
       "1431        {'bronze': 9, 'silver': 2, 'gold': 0}         319          NaN   \n",
       "1432       {'bronze': 16, 'silver': 4, 'gold': 1}         318         95.0   \n",
       "1433        {'bronze': 9, 'silver': 1, 'gold': 0}         318          NaN   \n",
       "1434        {'bronze': 7, 'silver': 2, 'gold': 0}         317          NaN   \n",
       "1435       {'bronze': 11, 'silver': 1, 'gold': 0}         317          NaN   \n",
       "1436        {'bronze': 7, 'silver': 3, 'gold': 0}         317          NaN   \n",
       "1437        {'bronze': 9, 'silver': 4, 'gold': 1}         317         17.0   \n",
       "1438        {'bronze': 7, 'silver': 4, 'gold': 0}         317          NaN   \n",
       "1439       {'bronze': 13, 'silver': 2, 'gold': 0}         317          NaN   \n",
       "1440       {'bronze': 11, 'silver': 4, 'gold': 0}         317        100.0   \n",
       "1441       {'bronze': 18, 'silver': 4, 'gold': 0}         317         67.0   \n",
       "1442       {'bronze': 13, 'silver': 1, 'gold': 0}         317          NaN   \n",
       "1443        {'bronze': 3, 'silver': 1, 'gold': 0}         316          NaN   \n",
       "1444        {'bronze': 4, 'silver': 2, 'gold': 0}         316          NaN   \n",
       "1445       {'bronze': 11, 'silver': 2, 'gold': 0}         315         86.0   \n",
       "1446        {'bronze': 6, 'silver': 2, 'gold': 1}         315          NaN   \n",
       "1447       {'bronze': 10, 'silver': 3, 'gold': 0}         315         58.0   \n",
       "1448       {'bronze': 18, 'silver': 5, 'gold': 0}         315          NaN   \n",
       "1449        {'bronze': 6, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "\n",
       "      question_count  answer_count  up_vote_count  down_vote_count  \\\n",
       "0                  2          3433            952              273   \n",
       "1                  0         11618           6591             3422   \n",
       "2                750            23           3215              441   \n",
       "3                 57          3531           3910             3561   \n",
       "4                  7          1489            724              141   \n",
       "5                 24          1016           2744              102   \n",
       "6                224          1622           2732               57   \n",
       "7                 32           202           9149              388   \n",
       "8                  1          3103           2557              417   \n",
       "9                360            73            320               27   \n",
       "10                48           438            924              297   \n",
       "11                64           996           3185              204   \n",
       "12               260           177            865               30   \n",
       "13                32           464           1752              577   \n",
       "14                84           148           3375              154   \n",
       "15               262             1             17                5   \n",
       "16                 3             0             56                0   \n",
       "17                84            71           6448              222   \n",
       "18                 5           354           1103               31   \n",
       "19                38           432           2583              488   \n",
       "20                26           248           1514              232   \n",
       "21               141           550           2231             5060   \n",
       "22                15           547           1235               10   \n",
       "23               428           298           1936               88   \n",
       "24                25           128           1076               76   \n",
       "25               223           170           1722              122   \n",
       "26                38           871           1018              231   \n",
       "27                13           866           3107               23   \n",
       "28                 8          1062           1189             1515   \n",
       "29                 3           941           2160               18   \n",
       "...              ...           ...            ...              ...   \n",
       "1420               8            13            109                1   \n",
       "1421              36             6             26                1   \n",
       "1422               2            11              5                0   \n",
       "1423               3            15             48                1   \n",
       "1424               1            15            157                0   \n",
       "1425               3             0             33                0   \n",
       "1426               5             5             17                0   \n",
       "1427               6            17              1                0   \n",
       "1428               0             3             12                0   \n",
       "1429               3             0             61                0   \n",
       "1430               3            37              6               19   \n",
       "1431               2             7             50                0   \n",
       "1432              20             2             27                0   \n",
       "1433               3            17              9                0   \n",
       "1434               3             3             18                0   \n",
       "1435               5            17              3                2   \n",
       "1436               0             9             28                0   \n",
       "1437               8             0              6                0   \n",
       "1438               1             8             58                0   \n",
       "1439               3            12             52                1   \n",
       "1440               7             6             19                0   \n",
       "1441              40             2             45                1   \n",
       "1442               2            11             22                2   \n",
       "1443               0            10              4                0   \n",
       "1444               0             7              6                0   \n",
       "1445              23             2             52                0   \n",
       "1446               4             0              1                0   \n",
       "1447              27             0             20                0   \n",
       "1448               2            26            610                3   \n",
       "1449               0            26              0                0   \n",
       "\n",
       "      account_id   user_type  \n",
       "0          49939  registered  \n",
       "1        1556832  registered  \n",
       "2          21350  registered  \n",
       "3         188123   moderator  \n",
       "4            455  registered  \n",
       "5          24421  registered  \n",
       "6         115236  registered  \n",
       "7          36515  registered  \n",
       "8           1851  registered  \n",
       "9          54888  registered  \n",
       "10         17898  registered  \n",
       "11       1385852  registered  \n",
       "12        151431  registered  \n",
       "13          4488  registered  \n",
       "14           285  registered  \n",
       "15         21635  registered  \n",
       "16         38503  registered  \n",
       "17       1874708  registered  \n",
       "18       1490046  registered  \n",
       "19        985773  registered  \n",
       "20         48256  registered  \n",
       "21         20074  registered  \n",
       "22        348487  registered  \n",
       "23         85462  registered  \n",
       "24          5016  registered  \n",
       "25         17349  registered  \n",
       "26        915710  registered  \n",
       "27         76916  registered  \n",
       "28       1848950  registered  \n",
       "29       2009857  registered  \n",
       "...          ...         ...  \n",
       "1420      295305  registered  \n",
       "1421     1481670  registered  \n",
       "1422     2417734  registered  \n",
       "1423     7819090  registered  \n",
       "1424    15934592  registered  \n",
       "1425       13426  registered  \n",
       "1426     1885020  registered  \n",
       "1427     4673304  registered  \n",
       "1428     7319797  registered  \n",
       "1429     8238586  registered  \n",
       "1430    11531813  registered  \n",
       "1431    12564158  registered  \n",
       "1432     1047899  registered  \n",
       "1433     4536891  registered  \n",
       "1434     1741185  registered  \n",
       "1435     4474707  registered  \n",
       "1436     5090722  registered  \n",
       "1437     5194598  registered  \n",
       "1438     5304466  registered  \n",
       "1439     4431983  registered  \n",
       "1440     5401124  registered  \n",
       "1441     6805367  registered  \n",
       "1442    13212885  registered  \n",
       "1443     1507339  registered  \n",
       "1444    10081316  registered  \n",
       "1445     1831692  registered  \n",
       "1446     3858668  registered  \n",
       "1447     5531460  registered  \n",
       "1448     7012734  registered  \n",
       "1449     1141900  registered  \n",
       "\n",
       "[1450 rows x 13 columns]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "female_total = data_total.query(\"gender == 'female'\")\n",
    "female_total = female_total.drop_duplicates(subset='user_id')\n",
    "female_total = female_total.reset_index()\n",
    "female_total = female_total.drop(columns=['index'])\n",
    "female_total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>display_name</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>badge_counts</th>\n",
       "      <th>reputation</th>\n",
       "      <th>accept_rate</th>\n",
       "      <th>question_count</th>\n",
       "      <th>answer_count</th>\n",
       "      <th>up_vote_count</th>\n",
       "      <th>down_vote_count</th>\n",
       "      <th>account_id</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22656</td>\n",
       "      <td>Jon Skeet</td>\n",
       "      <td>male</td>\n",
       "      <td>Reading, United Kingdom</td>\n",
       "      <td>{'bronze': 8743, 'silver': 8438, 'gold': 756}</td>\n",
       "      <td>1183690</td>\n",
       "      <td>86.0</td>\n",
       "      <td>50</td>\n",
       "      <td>35003</td>\n",
       "      <td>16576</td>\n",
       "      <td>7017</td>\n",
       "      <td>11683</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1144035</td>\n",
       "      <td>Gordon Linoff</td>\n",
       "      <td>male</td>\n",
       "      <td>New York, United States</td>\n",
       "      <td>{'bronze': 522, 'silver': 407, 'gold': 40}</td>\n",
       "      <td>958913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>68331</td>\n",
       "      <td>16169</td>\n",
       "      <td>41</td>\n",
       "      <td>1165580</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23354</td>\n",
       "      <td>Marc Gravell</td>\n",
       "      <td>male</td>\n",
       "      <td>Forest of Dean, United Kingdom</td>\n",
       "      <td>{'bronze': 2690, 'silver': 2315, 'gold': 224}</td>\n",
       "      <td>865440</td>\n",
       "      <td>100.0</td>\n",
       "      <td>46</td>\n",
       "      <td>15549</td>\n",
       "      <td>25363</td>\n",
       "      <td>1080</td>\n",
       "      <td>11975</td>\n",
       "      <td>moderator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>893</td>\n",
       "      <td>Greg Hewgill</td>\n",
       "      <td>male</td>\n",
       "      <td>Christchurch, New Zealand</td>\n",
       "      <td>{'bronze': 1210, 'silver': 1065, 'gold': 164}</td>\n",
       "      <td>759308</td>\n",
       "      <td>84.0</td>\n",
       "      <td>53</td>\n",
       "      <td>5405</td>\n",
       "      <td>6638</td>\n",
       "      <td>2258</td>\n",
       "      <td>680</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19068</td>\n",
       "      <td>Quentin</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 1130, 'silver': 985, 'gold': 88}</td>\n",
       "      <td>730491</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20805</td>\n",
       "      <td>8155</td>\n",
       "      <td>72242</td>\n",
       "      <td>10162</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>61974</td>\n",
       "      <td>Mark Byers</td>\n",
       "      <td>male</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>{'bronze': 1373, 'silver': 1449, 'gold': 151}</td>\n",
       "      <td>663210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6759</td>\n",
       "      <td>10338</td>\n",
       "      <td>340</td>\n",
       "      <td>24377</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>15168</td>\n",
       "      <td>Jonathan Leffler</td>\n",
       "      <td>male</td>\n",
       "      <td>Colorado, USA</td>\n",
       "      <td>{'bronze': 1122, 'silver': 753, 'gold': 108}</td>\n",
       "      <td>626903</td>\n",
       "      <td>100.0</td>\n",
       "      <td>49</td>\n",
       "      <td>12557</td>\n",
       "      <td>31625</td>\n",
       "      <td>1049</td>\n",
       "      <td>8423</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>88656</td>\n",
       "      <td>Eric Lippert</td>\n",
       "      <td>male</td>\n",
       "      <td>Seattle, WA</td>\n",
       "      <td>{'bronze': 2008, 'silver': 1140, 'gold': 160}</td>\n",
       "      <td>589466</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3773</td>\n",
       "      <td>2</td>\n",
       "      <td>4590</td>\n",
       "      <td>32093</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>139985</td>\n",
       "      <td>Stephen C</td>\n",
       "      <td>male</td>\n",
       "      <td>Australia</td>\n",
       "      <td>{'bronze': 1034, 'silver': 682, 'gold': 81}</td>\n",
       "      <td>586300</td>\n",
       "      <td>69.0</td>\n",
       "      <td>21</td>\n",
       "      <td>13727</td>\n",
       "      <td>3025</td>\n",
       "      <td>3700</td>\n",
       "      <td>47283</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>13249</td>\n",
       "      <td>Nick Craver</td>\n",
       "      <td>male</td>\n",
       "      <td>Winston-Salem, NC</td>\n",
       "      <td>{'bronze': 1124, 'silver': 1238, 'gold': 122}</td>\n",
       "      <td>570940</td>\n",
       "      <td>100.0</td>\n",
       "      <td>9</td>\n",
       "      <td>6166</td>\n",
       "      <td>3916</td>\n",
       "      <td>10</td>\n",
       "      <td>7598</td>\n",
       "      <td>moderator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>505088</td>\n",
       "      <td>David Heffernan</td>\n",
       "      <td>male</td>\n",
       "      <td>Ulverston, United Kingdom</td>\n",
       "      <td>{'bronze': 1323, 'silver': 916, 'gold': 39}</td>\n",
       "      <td>553064</td>\n",
       "      <td>91.0</td>\n",
       "      <td>84</td>\n",
       "      <td>12720</td>\n",
       "      <td>14150</td>\n",
       "      <td>25213</td>\n",
       "      <td>237126</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>104349</td>\n",
       "      <td>Daniel Roseman</td>\n",
       "      <td>male</td>\n",
       "      <td>London, United Kingdom</td>\n",
       "      <td>{'bronze': 721, 'silver': 672, 'gold': 50}</td>\n",
       "      <td>508619</td>\n",
       "      <td>86.0</td>\n",
       "      <td>7</td>\n",
       "      <td>12852</td>\n",
       "      <td>12913</td>\n",
       "      <td>10885</td>\n",
       "      <td>36572</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>65358</td>\n",
       "      <td>Reed Copsey</td>\n",
       "      <td>male</td>\n",
       "      <td>Yarmouth, ME, USA</td>\n",
       "      <td>{'bronze': 1314, 'silver': 1047, 'gold': 66}</td>\n",
       "      <td>501556</td>\n",
       "      <td>78.0</td>\n",
       "      <td>18</td>\n",
       "      <td>7415</td>\n",
       "      <td>6356</td>\n",
       "      <td>112</td>\n",
       "      <td>25430</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>57695</td>\n",
       "      <td>Peter Lawrey</td>\n",
       "      <td>male</td>\n",
       "      <td>Surrey, UK</td>\n",
       "      <td>{'bronze': 1026, 'silver': 647, 'gold': 66}</td>\n",
       "      <td>478749</td>\n",
       "      <td>75.0</td>\n",
       "      <td>35</td>\n",
       "      <td>13437</td>\n",
       "      <td>16767</td>\n",
       "      <td>392</td>\n",
       "      <td>23121</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1187415</td>\n",
       "      <td>Martin R</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>{'bronze': 1147, 'silver': 1040, 'gold': 74}</td>\n",
       "      <td>455257</td>\n",
       "      <td>88.0</td>\n",
       "      <td>8</td>\n",
       "      <td>5904</td>\n",
       "      <td>4043</td>\n",
       "      <td>6355</td>\n",
       "      <td>1220712</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>34509</td>\n",
       "      <td>Johannes Schaub - litb</td>\n",
       "      <td>male</td>\n",
       "      <td>Frankfurt, Germany</td>\n",
       "      <td>{'bronze': 1139, 'silver': 823, 'gold': 107}</td>\n",
       "      <td>445542</td>\n",
       "      <td>62.0</td>\n",
       "      <td>198</td>\n",
       "      <td>2560</td>\n",
       "      <td>5044</td>\n",
       "      <td>2004</td>\n",
       "      <td>16029</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20860</td>\n",
       "      <td>Bill Karwin</td>\n",
       "      <td>male</td>\n",
       "      <td>California</td>\n",
       "      <td>{'bronze': 727, 'silver': 573, 'gold': 72}</td>\n",
       "      <td>425236</td>\n",
       "      <td>92.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6553</td>\n",
       "      <td>9648</td>\n",
       "      <td>214</td>\n",
       "      <td>10929</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>279627</td>\n",
       "      <td>Sven Marnach</td>\n",
       "      <td>male</td>\n",
       "      <td>Preetz, Germany</td>\n",
       "      <td>{'bronze': 738, 'silver': 813, 'gold': 95}</td>\n",
       "      <td>424641</td>\n",
       "      <td>82.0</td>\n",
       "      <td>13</td>\n",
       "      <td>2413</td>\n",
       "      <td>3397</td>\n",
       "      <td>416</td>\n",
       "      <td>104636</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>939860</td>\n",
       "      <td>Erwin Brandstetter</td>\n",
       "      <td>male</td>\n",
       "      <td>Vienna, Austria</td>\n",
       "      <td>{'bronze': 931, 'silver': 771, 'gold': 91}</td>\n",
       "      <td>418148</td>\n",
       "      <td>100.0</td>\n",
       "      <td>11</td>\n",
       "      <td>5471</td>\n",
       "      <td>5032</td>\n",
       "      <td>656</td>\n",
       "      <td>904738</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3832970</td>\n",
       "      <td>Wiktor Stribiżew</td>\n",
       "      <td>male</td>\n",
       "      <td>Warsaw, Poland</td>\n",
       "      <td>{'bronze': 306, 'silver': 221, 'gold': 19}</td>\n",
       "      <td>403704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14245</td>\n",
       "      <td>15676</td>\n",
       "      <td>42690</td>\n",
       "      <td>4739783</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>284240</td>\n",
       "      <td>Tim Schmelter</td>\n",
       "      <td>male</td>\n",
       "      <td>Code desert</td>\n",
       "      <td>{'bronze': 808, 'silver': 569, 'gold': 53}</td>\n",
       "      <td>391509</td>\n",
       "      <td>93.0</td>\n",
       "      <td>175</td>\n",
       "      <td>10204</td>\n",
       "      <td>6664</td>\n",
       "      <td>2231</td>\n",
       "      <td>106749</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>73226</td>\n",
       "      <td>Martin Smith</td>\n",
       "      <td>male</td>\n",
       "      <td>London, United Kingdom</td>\n",
       "      <td>{'bronze': 746, 'silver': 642, 'gold': 71}</td>\n",
       "      <td>381754</td>\n",
       "      <td>100.0</td>\n",
       "      <td>19</td>\n",
       "      <td>4772</td>\n",
       "      <td>15932</td>\n",
       "      <td>5108</td>\n",
       "      <td>27657</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>95592</td>\n",
       "      <td>Matthew Rankin</td>\n",
       "      <td>male</td>\n",
       "      <td>Independence, MO</td>\n",
       "      <td>{'bronze': 149, 'silver': 111, 'gold': 36}</td>\n",
       "      <td>374261</td>\n",
       "      <td>77.0</td>\n",
       "      <td>70</td>\n",
       "      <td>114</td>\n",
       "      <td>3086</td>\n",
       "      <td>14</td>\n",
       "      <td>33990</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>138475</td>\n",
       "      <td>Pascal MARTIN</td>\n",
       "      <td>male</td>\n",
       "      <td>Lyon, France</td>\n",
       "      <td>{'bronze': 637, 'silver': 617, 'gold': 64}</td>\n",
       "      <td>360733</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3035</td>\n",
       "      <td>2927</td>\n",
       "      <td>69</td>\n",
       "      <td>46833</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1288</td>\n",
       "      <td>Bill the Lizard</td>\n",
       "      <td>male</td>\n",
       "      <td>Charlotte, NC</td>\n",
       "      <td>{'bronze': 816, 'silver': 529, 'gold': 167}</td>\n",
       "      <td>350914</td>\n",
       "      <td>93.0</td>\n",
       "      <td>68</td>\n",
       "      <td>1837</td>\n",
       "      <td>16749</td>\n",
       "      <td>25539</td>\n",
       "      <td>970</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>114251</td>\n",
       "      <td>Arun P Johny</td>\n",
       "      <td>male</td>\n",
       "      <td>Bangalore, India</td>\n",
       "      <td>{'bronze': 480, 'silver': 474, 'gold': 55}</td>\n",
       "      <td>350606</td>\n",
       "      <td>87.0</td>\n",
       "      <td>67</td>\n",
       "      <td>11125</td>\n",
       "      <td>3372</td>\n",
       "      <td>152</td>\n",
       "      <td>39580</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1271826</td>\n",
       "      <td>Rob</td>\n",
       "      <td>male</td>\n",
       "      <td>Los Angeles, CA, USA</td>\n",
       "      <td>{'bronze': 833, 'silver': 657, 'gold': 61}</td>\n",
       "      <td>344881</td>\n",
       "      <td>100.0</td>\n",
       "      <td>18</td>\n",
       "      <td>5857</td>\n",
       "      <td>7279</td>\n",
       "      <td>1027</td>\n",
       "      <td>1327250</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>223092</td>\n",
       "      <td>Mark Longair</td>\n",
       "      <td>male</td>\n",
       "      <td>London, United Kingdom</td>\n",
       "      <td>{'bronze': 311, 'silver': 377, 'gold': 64}</td>\n",
       "      <td>344025</td>\n",
       "      <td>68.0</td>\n",
       "      <td>21</td>\n",
       "      <td>721</td>\n",
       "      <td>1344</td>\n",
       "      <td>3</td>\n",
       "      <td>78362</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3043</td>\n",
       "      <td>Joel Coehoorn</td>\n",
       "      <td>male</td>\n",
       "      <td>York, NE</td>\n",
       "      <td>{'bronze': 751, 'silver': 515, 'gold': 101}</td>\n",
       "      <td>343590</td>\n",
       "      <td>70.0</td>\n",
       "      <td>103</td>\n",
       "      <td>6641</td>\n",
       "      <td>11835</td>\n",
       "      <td>1423</td>\n",
       "      <td>2212</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>9530</td>\n",
       "      <td>Adam Rosenfield</td>\n",
       "      <td>male</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 561, 'silver': 469, 'gold': 90}</td>\n",
       "      <td>338928</td>\n",
       "      <td>78.0</td>\n",
       "      <td>28</td>\n",
       "      <td>2168</td>\n",
       "      <td>9689</td>\n",
       "      <td>615</td>\n",
       "      <td>5807</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <th>44037</th>\n",
       "      <td>12259996</td>\n",
       "      <td>Simon</td>\n",
       "      <td>male</td>\n",
       "      <td>USA</td>\n",
       "      <td>{'bronze': 9, 'silver': 0, 'gold': 0}</td>\n",
       "      <td>315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>54</td>\n",
       "      <td>3</td>\n",
       "      <td>16950300</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44038</th>\n",
       "      <td>137340</td>\n",
       "      <td>David Webster</td>\n",
       "      <td>male</td>\n",
       "      <td>Reading, England</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>46467</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44039</th>\n",
       "      <td>225242</td>\n",
       "      <td>Ammar Alammar</td>\n",
       "      <td>male</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>{'bronze': 13, 'silver': 6, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>165</td>\n",
       "      <td>2</td>\n",
       "      <td>79436</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44040</th>\n",
       "      <td>259122</td>\n",
       "      <td>Robert Swift</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 5, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>3</td>\n",
       "      <td>95059</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44041</th>\n",
       "      <td>439499</td>\n",
       "      <td>Pierce</td>\n",
       "      <td>male</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>{'bronze': 9, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>537</td>\n",
       "      <td>4</td>\n",
       "      <td>196185</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44042</th>\n",
       "      <td>473192</td>\n",
       "      <td>Yves Van Broekhoven</td>\n",
       "      <td>male</td>\n",
       "      <td>Antwerp, Belgium</td>\n",
       "      <td>{'bronze': 13, 'silver': 2, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>83.0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>249</td>\n",
       "      <td>0</td>\n",
       "      <td>217405</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44043</th>\n",
       "      <td>487063</td>\n",
       "      <td>Matthew Kane</td>\n",
       "      <td>male</td>\n",
       "      <td>Agoura Hills, CA</td>\n",
       "      <td>{'bronze': 5, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>226172</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44044</th>\n",
       "      <td>517947</td>\n",
       "      <td>Carl</td>\n",
       "      <td>male</td>\n",
       "      <td>Burlington, MA, United States</td>\n",
       "      <td>{'bronze': 14, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>56.0</td>\n",
       "      <td>9</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>244856</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44045</th>\n",
       "      <td>586607</td>\n",
       "      <td>Stijn De Vos</td>\n",
       "      <td>male</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>{'bronze': 8, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>67</td>\n",
       "      <td>3</td>\n",
       "      <td>287035</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44046</th>\n",
       "      <td>654147</td>\n",
       "      <td>Rob Lyman</td>\n",
       "      <td>male</td>\n",
       "      <td>Chicago Loop, Chicago, IL, United States</td>\n",
       "      <td>{'bronze': 7, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>330186</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44047</th>\n",
       "      <td>676387</td>\n",
       "      <td>Teodors</td>\n",
       "      <td>male</td>\n",
       "      <td>Riga, Latvia</td>\n",
       "      <td>{'bronze': 14, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>28</td>\n",
       "      <td>2</td>\n",
       "      <td>344205</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44048</th>\n",
       "      <td>856326</td>\n",
       "      <td>David Karam</td>\n",
       "      <td>male</td>\n",
       "      <td>Zurich, Switzerland</td>\n",
       "      <td>{'bronze': 12, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>457174</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44049</th>\n",
       "      <td>878352</td>\n",
       "      <td>Serhiy</td>\n",
       "      <td>male</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>{'bronze': 12, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>380</td>\n",
       "      <td>12</td>\n",
       "      <td>470908</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44050</th>\n",
       "      <td>907809</td>\n",
       "      <td>Ivan Milles</td>\n",
       "      <td>male</td>\n",
       "      <td>Stockholm, Sweden</td>\n",
       "      <td>{'bronze': 9, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>539828</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44051</th>\n",
       "      <td>943623</td>\n",
       "      <td>Aaron Brown</td>\n",
       "      <td>male</td>\n",
       "      <td>New York, United States</td>\n",
       "      <td>{'bronze': 10, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>486593</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44052</th>\n",
       "      <td>1128079</td>\n",
       "      <td>Jan Peter</td>\n",
       "      <td>male</td>\n",
       "      <td>Groningen, Netherlands</td>\n",
       "      <td>{'bronze': 15, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>1145122</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44053</th>\n",
       "      <td>1176833</td>\n",
       "      <td>David Gallardo</td>\n",
       "      <td>male</td>\n",
       "      <td>Madrid</td>\n",
       "      <td>{'bronze': 6, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>1207587</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44054</th>\n",
       "      <td>1197502</td>\n",
       "      <td>Marc Ghorayeb</td>\n",
       "      <td>male</td>\n",
       "      <td>Paris, France</td>\n",
       "      <td>{'bronze': 10, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>1233375</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44055</th>\n",
       "      <td>1203724</td>\n",
       "      <td>Gerard de Brieder</td>\n",
       "      <td>male</td>\n",
       "      <td>Amersfoort, Netherlands</td>\n",
       "      <td>{'bronze': 6, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1241158</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44056</th>\n",
       "      <td>1241469</td>\n",
       "      <td>Rocky</td>\n",
       "      <td>male</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>{'bronze': 13, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>80.0</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>348</td>\n",
       "      <td>0</td>\n",
       "      <td>1288995</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44057</th>\n",
       "      <td>1260904</td>\n",
       "      <td>Jan Gr&amp;#228;fen</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>{'bronze': 12, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1313417</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44058</th>\n",
       "      <td>1378546</td>\n",
       "      <td>Matt Randell</td>\n",
       "      <td>male</td>\n",
       "      <td>UK</td>\n",
       "      <td>{'bronze': 10, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>46</td>\n",
       "      <td>35</td>\n",
       "      <td>1465615</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44059</th>\n",
       "      <td>1446008</td>\n",
       "      <td>Venkatesh</td>\n",
       "      <td>male</td>\n",
       "      <td>Chennai, India</td>\n",
       "      <td>{'bronze': 11, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>355298</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44060</th>\n",
       "      <td>1452741</td>\n",
       "      <td>Mitch Ware</td>\n",
       "      <td>male</td>\n",
       "      <td>Atlanta, GA, United States</td>\n",
       "      <td>{'bronze': 12, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1563410</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44061</th>\n",
       "      <td>1549026</td>\n",
       "      <td>John Niedzwiecki</td>\n",
       "      <td>male</td>\n",
       "      <td>Burke, VA, United States</td>\n",
       "      <td>{'bronze': 5, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>1685669</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44062</th>\n",
       "      <td>1589891</td>\n",
       "      <td>Adrien LAUER</td>\n",
       "      <td>male</td>\n",
       "      <td>Poissy, France</td>\n",
       "      <td>{'bronze': 6, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1737713</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44063</th>\n",
       "      <td>1630372</td>\n",
       "      <td>Bradley McKinley</td>\n",
       "      <td>male</td>\n",
       "      <td>Boulder, CO</td>\n",
       "      <td>{'bronze': 4, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1789670</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44064</th>\n",
       "      <td>1648121</td>\n",
       "      <td>Florin Chis</td>\n",
       "      <td>male</td>\n",
       "      <td>Baia Mare, Romania</td>\n",
       "      <td>{'bronze': 7, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>314</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1812333</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44065</th>\n",
       "      <td>1779861</td>\n",
       "      <td>Fernando Carvalho</td>\n",
       "      <td>male</td>\n",
       "      <td>Lisbon, Portugal</td>\n",
       "      <td>{'bronze': 14, 'silver': 3, 'gold': 1}</td>\n",
       "      <td>314</td>\n",
       "      <td>75.0</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>1984031</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44066</th>\n",
       "      <td>1781595</td>\n",
       "      <td>Fabian</td>\n",
       "      <td>male</td>\n",
       "      <td>Aachen, Deutschland</td>\n",
       "      <td>{'bronze': 18, 'silver': 5, 'gold': 2}</td>\n",
       "      <td>314</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1986539</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>44067 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        user_id            display_name gender  \\\n",
       "0         22656               Jon Skeet   male   \n",
       "1       1144035           Gordon Linoff   male   \n",
       "2         23354            Marc Gravell   male   \n",
       "3           893            Greg Hewgill   male   \n",
       "4         19068                 Quentin   male   \n",
       "5         61974              Mark Byers   male   \n",
       "6         15168        Jonathan Leffler   male   \n",
       "7         88656            Eric Lippert   male   \n",
       "8        139985               Stephen C   male   \n",
       "9         13249             Nick Craver   male   \n",
       "10       505088         David Heffernan   male   \n",
       "11       104349          Daniel Roseman   male   \n",
       "12        65358             Reed Copsey   male   \n",
       "13        57695            Peter Lawrey   male   \n",
       "14      1187415                Martin R   male   \n",
       "15        34509  Johannes Schaub - litb   male   \n",
       "16        20860             Bill Karwin   male   \n",
       "17       279627            Sven Marnach   male   \n",
       "18       939860      Erwin Brandstetter   male   \n",
       "19      3832970        Wiktor Stribiżew   male   \n",
       "20       284240           Tim Schmelter   male   \n",
       "21        73226            Martin Smith   male   \n",
       "22        95592          Matthew Rankin   male   \n",
       "23       138475           Pascal MARTIN   male   \n",
       "24         1288         Bill the Lizard   male   \n",
       "25       114251            Arun P Johny   male   \n",
       "26      1271826                     Rob   male   \n",
       "27       223092            Mark Longair   male   \n",
       "28         3043           Joel Coehoorn   male   \n",
       "29         9530         Adam Rosenfield   male   \n",
       "...         ...                     ...    ...   \n",
       "44037  12259996                   Simon   male   \n",
       "44038    137340           David Webster   male   \n",
       "44039    225242           Ammar Alammar   male   \n",
       "44040    259122            Robert Swift   male   \n",
       "44041    439499                  Pierce   male   \n",
       "44042    473192     Yves Van Broekhoven   male   \n",
       "44043    487063            Matthew Kane   male   \n",
       "44044    517947                    Carl   male   \n",
       "44045    586607            Stijn De Vos   male   \n",
       "44046    654147               Rob Lyman   male   \n",
       "44047    676387                 Teodors   male   \n",
       "44048    856326             David Karam   male   \n",
       "44049    878352                  Serhiy   male   \n",
       "44050    907809             Ivan Milles   male   \n",
       "44051    943623             Aaron Brown   male   \n",
       "44052   1128079               Jan Peter   male   \n",
       "44053   1176833          David Gallardo   male   \n",
       "44054   1197502           Marc Ghorayeb   male   \n",
       "44055   1203724       Gerard de Brieder   male   \n",
       "44056   1241469                   Rocky   male   \n",
       "44057   1260904         Jan Gr&#228;fen   male   \n",
       "44058   1378546            Matt Randell   male   \n",
       "44059   1446008               Venkatesh   male   \n",
       "44060   1452741              Mitch Ware   male   \n",
       "44061   1549026        John Niedzwiecki   male   \n",
       "44062   1589891            Adrien LAUER   male   \n",
       "44063   1630372        Bradley McKinley   male   \n",
       "44064   1648121             Florin Chis   male   \n",
       "44065   1779861       Fernando Carvalho   male   \n",
       "44066   1781595                  Fabian   male   \n",
       "\n",
       "                                       location  \\\n",
       "0                       Reading, United Kingdom   \n",
       "1                       New York, United States   \n",
       "2                Forest of Dean, United Kingdom   \n",
       "3                     Christchurch, New Zealand   \n",
       "4                                United Kingdom   \n",
       "5                                       Denmark   \n",
       "6                                 Colorado, USA   \n",
       "7                                   Seattle, WA   \n",
       "8                                     Australia   \n",
       "9                             Winston-Salem, NC   \n",
       "10                    Ulverston, United Kingdom   \n",
       "11                       London, United Kingdom   \n",
       "12                            Yarmouth, ME, USA   \n",
       "13                                   Surrey, UK   \n",
       "14                                      Germany   \n",
       "15                           Frankfurt, Germany   \n",
       "16                                   California   \n",
       "17                              Preetz, Germany   \n",
       "18                              Vienna, Austria   \n",
       "19                               Warsaw, Poland   \n",
       "20                                  Code desert   \n",
       "21                       London, United Kingdom   \n",
       "22                             Independence, MO   \n",
       "23                                 Lyon, France   \n",
       "24                                Charlotte, NC   \n",
       "25                             Bangalore, India   \n",
       "26                         Los Angeles, CA, USA   \n",
       "27                       London, United Kingdom   \n",
       "28                                     York, NE   \n",
       "29                                United States   \n",
       "...                                         ...   \n",
       "44037                                       USA   \n",
       "44038                          Reading, England   \n",
       "44039                              Saudi Arabia   \n",
       "44040                            United Kingdom   \n",
       "44041                                Dallas, TX   \n",
       "44042                          Antwerp, Belgium   \n",
       "44043                          Agoura Hills, CA   \n",
       "44044             Burlington, MA, United States   \n",
       "44045                                   Belgium   \n",
       "44046  Chicago Loop, Chicago, IL, United States   \n",
       "44047                              Riga, Latvia   \n",
       "44048                       Zurich, Switzerland   \n",
       "44049                                   Ukraine   \n",
       "44050                         Stockholm, Sweden   \n",
       "44051                   New York, United States   \n",
       "44052                    Groningen, Netherlands   \n",
       "44053                                    Madrid   \n",
       "44054                             Paris, France   \n",
       "44055                   Amersfoort, Netherlands   \n",
       "44056                           Los Angeles, CA   \n",
       "44057                                   Germany   \n",
       "44058                                        UK   \n",
       "44059                            Chennai, India   \n",
       "44060                Atlanta, GA, United States   \n",
       "44061                  Burke, VA, United States   \n",
       "44062                            Poissy, France   \n",
       "44063                               Boulder, CO   \n",
       "44064                        Baia Mare, Romania   \n",
       "44065                          Lisbon, Portugal   \n",
       "44066                       Aachen, Deutschland   \n",
       "\n",
       "                                        badge_counts  reputation  accept_rate  \\\n",
       "0      {'bronze': 8743, 'silver': 8438, 'gold': 756}     1183690         86.0   \n",
       "1         {'bronze': 522, 'silver': 407, 'gold': 40}      958913          NaN   \n",
       "2      {'bronze': 2690, 'silver': 2315, 'gold': 224}      865440        100.0   \n",
       "3      {'bronze': 1210, 'silver': 1065, 'gold': 164}      759308         84.0   \n",
       "4        {'bronze': 1130, 'silver': 985, 'gold': 88}      730491          NaN   \n",
       "5      {'bronze': 1373, 'silver': 1449, 'gold': 151}      663210          NaN   \n",
       "6       {'bronze': 1122, 'silver': 753, 'gold': 108}      626903        100.0   \n",
       "7      {'bronze': 2008, 'silver': 1140, 'gold': 160}      589466          NaN   \n",
       "8        {'bronze': 1034, 'silver': 682, 'gold': 81}      586300         69.0   \n",
       "9      {'bronze': 1124, 'silver': 1238, 'gold': 122}      570940        100.0   \n",
       "10       {'bronze': 1323, 'silver': 916, 'gold': 39}      553064         91.0   \n",
       "11        {'bronze': 721, 'silver': 672, 'gold': 50}      508619         86.0   \n",
       "12      {'bronze': 1314, 'silver': 1047, 'gold': 66}      501556         78.0   \n",
       "13       {'bronze': 1026, 'silver': 647, 'gold': 66}      478749         75.0   \n",
       "14      {'bronze': 1147, 'silver': 1040, 'gold': 74}      455257         88.0   \n",
       "15      {'bronze': 1139, 'silver': 823, 'gold': 107}      445542         62.0   \n",
       "16        {'bronze': 727, 'silver': 573, 'gold': 72}      425236         92.0   \n",
       "17        {'bronze': 738, 'silver': 813, 'gold': 95}      424641         82.0   \n",
       "18        {'bronze': 931, 'silver': 771, 'gold': 91}      418148        100.0   \n",
       "19        {'bronze': 306, 'silver': 221, 'gold': 19}      403704          NaN   \n",
       "20        {'bronze': 808, 'silver': 569, 'gold': 53}      391509         93.0   \n",
       "21        {'bronze': 746, 'silver': 642, 'gold': 71}      381754        100.0   \n",
       "22        {'bronze': 149, 'silver': 111, 'gold': 36}      374261         77.0   \n",
       "23        {'bronze': 637, 'silver': 617, 'gold': 64}      360733          NaN   \n",
       "24       {'bronze': 816, 'silver': 529, 'gold': 167}      350914         93.0   \n",
       "25        {'bronze': 480, 'silver': 474, 'gold': 55}      350606         87.0   \n",
       "26        {'bronze': 833, 'silver': 657, 'gold': 61}      344881        100.0   \n",
       "27        {'bronze': 311, 'silver': 377, 'gold': 64}      344025         68.0   \n",
       "28       {'bronze': 751, 'silver': 515, 'gold': 101}      343590         70.0   \n",
       "29        {'bronze': 561, 'silver': 469, 'gold': 90}      338928         78.0   \n",
       "...                                              ...         ...          ...   \n",
       "44037          {'bronze': 9, 'silver': 0, 'gold': 0}         315          NaN   \n",
       "44038          {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "44039         {'bronze': 13, 'silver': 6, 'gold': 0}         314        100.0   \n",
       "44040          {'bronze': 5, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "44041          {'bronze': 9, 'silver': 4, 'gold': 0}         314          NaN   \n",
       "44042         {'bronze': 13, 'silver': 2, 'gold': 1}         314         83.0   \n",
       "44043          {'bronze': 5, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "44044         {'bronze': 14, 'silver': 1, 'gold': 0}         314         56.0   \n",
       "44045          {'bronze': 8, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "44046          {'bronze': 7, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "44047         {'bronze': 14, 'silver': 3, 'gold': 1}         314        100.0   \n",
       "44048         {'bronze': 12, 'silver': 3, 'gold': 0}         314          NaN   \n",
       "44049         {'bronze': 12, 'silver': 5, 'gold': 0}         314          NaN   \n",
       "44050          {'bronze': 9, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "44051         {'bronze': 10, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "44052         {'bronze': 15, 'silver': 4, 'gold': 0}         314          NaN   \n",
       "44053          {'bronze': 6, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "44054         {'bronze': 10, 'silver': 3, 'gold': 1}         314          NaN   \n",
       "44055          {'bronze': 6, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "44056         {'bronze': 13, 'silver': 4, 'gold': 0}         314         80.0   \n",
       "44057         {'bronze': 12, 'silver': 2, 'gold': 0}         314         25.0   \n",
       "44058         {'bronze': 10, 'silver': 3, 'gold': 1}         314          NaN   \n",
       "44059         {'bronze': 11, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "44060         {'bronze': 12, 'silver': 3, 'gold': 1}         314          NaN   \n",
       "44061          {'bronze': 5, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "44062          {'bronze': 6, 'silver': 1, 'gold': 0}         314          NaN   \n",
       "44063          {'bronze': 4, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "44064          {'bronze': 7, 'silver': 2, 'gold': 0}         314          NaN   \n",
       "44065         {'bronze': 14, 'silver': 3, 'gold': 1}         314         75.0   \n",
       "44066         {'bronze': 18, 'silver': 5, 'gold': 2}         314         20.0   \n",
       "\n",
       "       question_count  answer_count  up_vote_count  down_vote_count  \\\n",
       "0                  50         35003          16576             7017   \n",
       "1                   0         68331          16169               41   \n",
       "2                  46         15549          25363             1080   \n",
       "3                  53          5405           6638             2258   \n",
       "4                   4         20805           8155            72242   \n",
       "5                   0          6759          10338              340   \n",
       "6                  49         12557          31625             1049   \n",
       "7                   0          3773              2             4590   \n",
       "8                  21         13727           3025             3700   \n",
       "9                   9          6166           3916               10   \n",
       "10                 84         12720          14150            25213   \n",
       "11                  7         12852          12913            10885   \n",
       "12                 18          7415           6356              112   \n",
       "13                 35         13437          16767              392   \n",
       "14                  8          5904           4043             6355   \n",
       "15                198          2560           5044             2004   \n",
       "16                 15          6553           9648              214   \n",
       "17                 13          2413           3397              416   \n",
       "18                 11          5471           5032              656   \n",
       "19                  0         14245          15676            42690   \n",
       "20                175         10204           6664             2231   \n",
       "21                 19          4772          15932             5108   \n",
       "22                 70           114           3086               14   \n",
       "23                  3          3035           2927               69   \n",
       "24                 68          1837          16749            25539   \n",
       "25                 67         11125           3372              152   \n",
       "26                 18          5857           7279             1027   \n",
       "27                 21           721           1344                3   \n",
       "28                103          6641          11835             1423   \n",
       "29                 28          2168           9689              615   \n",
       "...               ...           ...            ...              ...   \n",
       "44037               2            17             54                3   \n",
       "44038               0             9              6                1   \n",
       "44039               6             2            165                2   \n",
       "44040               0             2             97                3   \n",
       "44041               0            13            537                4   \n",
       "44042               6             4            249                0   \n",
       "44043               1             7              9                3   \n",
       "44044               9            17             17                3   \n",
       "44045               0             4             67                3   \n",
       "44046               2            16              8                0   \n",
       "44047               6             5             28                2   \n",
       "44048               4             9             18                1   \n",
       "44049               4            14            380               12   \n",
       "44050               3            13             23                0   \n",
       "44051               1             4             23                2   \n",
       "44052               2            17             32                1   \n",
       "44053               0            11             27                0   \n",
       "44054               2             1            108                1   \n",
       "44055               0             2              6                0   \n",
       "44056               5            11            348                0   \n",
       "44057               5            15              6                1   \n",
       "44058               3            12             46               35   \n",
       "44059               1            29             43                1   \n",
       "44060               3             1              6                1   \n",
       "44061               0             9             61                0   \n",
       "44062               0            26             16                0   \n",
       "44063               0             1              1                0   \n",
       "44064               0            10              6                0   \n",
       "44065               8             7             53                6   \n",
       "44066              13             1              7                1   \n",
       "\n",
       "       account_id   user_type  \n",
       "0           11683  registered  \n",
       "1         1165580  registered  \n",
       "2           11975   moderator  \n",
       "3             680  registered  \n",
       "4           10162  registered  \n",
       "5           24377  registered  \n",
       "6            8423  registered  \n",
       "7           32093  registered  \n",
       "8           47283  registered  \n",
       "9            7598   moderator  \n",
       "10         237126  registered  \n",
       "11          36572  registered  \n",
       "12          25430  registered  \n",
       "13          23121  registered  \n",
       "14        1220712  registered  \n",
       "15          16029  registered  \n",
       "16          10929  registered  \n",
       "17         104636  registered  \n",
       "18         904738  registered  \n",
       "19        4739783  registered  \n",
       "20         106749  registered  \n",
       "21          27657  registered  \n",
       "22          33990  registered  \n",
       "23          46833  registered  \n",
       "24            970  registered  \n",
       "25          39580  registered  \n",
       "26        1327250  registered  \n",
       "27          78362  registered  \n",
       "28           2212  registered  \n",
       "29           5807  registered  \n",
       "...           ...         ...  \n",
       "44037    16950300  registered  \n",
       "44038       46467  registered  \n",
       "44039       79436  registered  \n",
       "44040       95059  registered  \n",
       "44041      196185  registered  \n",
       "44042      217405  registered  \n",
       "44043      226172  registered  \n",
       "44044      244856  registered  \n",
       "44045      287035  registered  \n",
       "44046      330186  registered  \n",
       "44047      344205  registered  \n",
       "44048      457174  registered  \n",
       "44049      470908  registered  \n",
       "44050      539828  registered  \n",
       "44051      486593  registered  \n",
       "44052     1145122  registered  \n",
       "44053     1207587  registered  \n",
       "44054     1233375  registered  \n",
       "44055     1241158  registered  \n",
       "44056     1288995  registered  \n",
       "44057     1313417  registered  \n",
       "44058     1465615  registered  \n",
       "44059      355298  registered  \n",
       "44060     1563410  registered  \n",
       "44061     1685669  registered  \n",
       "44062     1737713  registered  \n",
       "44063     1789670  registered  \n",
       "44064     1812333  registered  \n",
       "44065     1984031  registered  \n",
       "44066     1986539  registered  \n",
       "\n",
       "[44067 rows x 13 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "male_total = data_total.query(\"gender == 'male'\")\n",
    "male_total = male_total.drop_duplicates(subset='user_id')\n",
    "male_total = male_total.reset_index()\n",
    "male_total = male_total.drop(columns=['index'])\n",
    "male_total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>display_name</th>\n",
       "      <th>gender</th>\n",
       "      <th>location</th>\n",
       "      <th>badge_counts</th>\n",
       "      <th>reputation</th>\n",
       "      <th>accept_rate</th>\n",
       "      <th>question_count</th>\n",
       "      <th>answer_count</th>\n",
       "      <th>up_vote_count</th>\n",
       "      <th>down_vote_count</th>\n",
       "      <th>account_id</th>\n",
       "      <th>user_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>643383</td>\n",
       "      <td>Caleb</td>\n",
       "      <td>male</td>\n",
       "      <td>United States</td>\n",
       "      <td>{'bronze': 252, 'silver': 164, 'gold': 18}</td>\n",
       "      <td>116458</td>\n",
       "      <td>79.0</td>\n",
       "      <td>16</td>\n",
       "      <td>3229</td>\n",
       "      <td>5748</td>\n",
       "      <td>2301</td>\n",
       "      <td>323395</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2149852</td>\n",
       "      <td>Jason Byrne</td>\n",
       "      <td>male</td>\n",
       "      <td>Longwood, FL</td>\n",
       "      <td>{'bronze': 16, 'silver': 6, 'gold': 0}</td>\n",
       "      <td>1161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>2466995</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1028762</td>\n",
       "      <td>Erik van Zijst</td>\n",
       "      <td>male</td>\n",
       "      <td>San Francisco Bay Area</td>\n",
       "      <td>{'bronze': 14, 'silver': 14, 'gold': 0}</td>\n",
       "      <td>1898</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>1017536</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3208492</td>\n",
       "      <td>Marcus Rossel</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>{'bronze': 36, 'silver': 20, 'gold': 1}</td>\n",
       "      <td>2984</td>\n",
       "      <td>92.0</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>593</td>\n",
       "      <td>31</td>\n",
       "      <td>3873890</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>975132</td>\n",
       "      <td>Caleb Gray</td>\n",
       "      <td>male</td>\n",
       "      <td>Washington, United States</td>\n",
       "      <td>{'bronze': 30, 'silver': 18, 'gold': 2}</td>\n",
       "      <td>2860</td>\n",
       "      <td>93.0</td>\n",
       "      <td>16</td>\n",
       "      <td>31</td>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "      <td>946872</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2898065</td>\n",
       "      <td>Fred the Magic Wonder Dog</td>\n",
       "      <td>male</td>\n",
       "      <td>In front of a computer screen</td>\n",
       "      <td>{'bronze': 30, 'silver': 21, 'gold': 1}</td>\n",
       "      <td>7608</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>161</td>\n",
       "      <td>599</td>\n",
       "      <td>2</td>\n",
       "      <td>3460938</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5718237</td>\n",
       "      <td>James McCormac</td>\n",
       "      <td>male</td>\n",
       "      <td>Warwick, United Kingdom</td>\n",
       "      <td>{'bronze': 18, 'silver': 7, 'gold': 0}</td>\n",
       "      <td>1256</td>\n",
       "      <td>67.0</td>\n",
       "      <td>9</td>\n",
       "      <td>23</td>\n",
       "      <td>123</td>\n",
       "      <td>6</td>\n",
       "      <td>2641331</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4147362</td>\n",
       "      <td>Patrick RoDee</td>\n",
       "      <td>male</td>\n",
       "      <td>San Diego, CA</td>\n",
       "      <td>{'bronze': 9, 'silver': 6, 'gold': 0}</td>\n",
       "      <td>1086</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>167</td>\n",
       "      <td>1</td>\n",
       "      <td>5181882</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4624291</td>\n",
       "      <td>Oscar Courchaine</td>\n",
       "      <td>male</td>\n",
       "      <td>Seattle, WA, USA</td>\n",
       "      <td>{'bronze': 13, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>326</td>\n",
       "      <td>71.0</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>5872329</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>234122</td>\n",
       "      <td>Ben Cochran</td>\n",
       "      <td>male</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>{'bronze': 13, 'silver': 11, 'gold': 0}</td>\n",
       "      <td>1260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>100</td>\n",
       "      <td>5</td>\n",
       "      <td>83528</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1653919</td>\n",
       "      <td>Ashish Mehta</td>\n",
       "      <td>male</td>\n",
       "      <td>Ahmedabad, India</td>\n",
       "      <td>{'bronze': 48, 'silver': 21, 'gold': 4}</td>\n",
       "      <td>5830</td>\n",
       "      <td>57.0</td>\n",
       "      <td>37</td>\n",
       "      <td>68</td>\n",
       "      <td>60</td>\n",
       "      <td>2</td>\n",
       "      <td>1819581</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2876861</td>\n",
       "      <td>Michael Simbirsky</td>\n",
       "      <td>male</td>\n",
       "      <td>Santa Clara, CA</td>\n",
       "      <td>{'bronze': 21, 'silver': 8, 'gold': 1}</td>\n",
       "      <td>2790</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>118</td>\n",
       "      <td>148</td>\n",
       "      <td>15</td>\n",
       "      <td>3433016</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>225074</td>\n",
       "      <td>Thomas Matthews</td>\n",
       "      <td>male</td>\n",
       "      <td>California</td>\n",
       "      <td>{'bronze': 135, 'silver': 82, 'gold': 11}</td>\n",
       "      <td>49762</td>\n",
       "      <td>91.0</td>\n",
       "      <td>139</td>\n",
       "      <td>2992</td>\n",
       "      <td>16211</td>\n",
       "      <td>146</td>\n",
       "      <td>79346</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>337055</td>\n",
       "      <td>Philip</td>\n",
       "      <td>male</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>{'bronze': 28, 'silver': 16, 'gold': 2}</td>\n",
       "      <td>4586</td>\n",
       "      <td>75.0</td>\n",
       "      <td>29</td>\n",
       "      <td>294</td>\n",
       "      <td>117</td>\n",
       "      <td>19</td>\n",
       "      <td>134718</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>924077</td>\n",
       "      <td>Bogdan Sahlean</td>\n",
       "      <td>male</td>\n",
       "      <td>Bucharest, Romania</td>\n",
       "      <td>{'bronze': 52, 'silver': 30, 'gold': 3}</td>\n",
       "      <td>19000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>759</td>\n",
       "      <td>2059</td>\n",
       "      <td>437</td>\n",
       "      <td>873828</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>351688</td>\n",
       "      <td>Guus</td>\n",
       "      <td>male</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>{'bronze': 78, 'silver': 43, 'gold': 8}</td>\n",
       "      <td>2221</td>\n",
       "      <td>91.0</td>\n",
       "      <td>60</td>\n",
       "      <td>35</td>\n",
       "      <td>7751</td>\n",
       "      <td>98</td>\n",
       "      <td>143382</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>31891</td>\n",
       "      <td>Ken Mayer</td>\n",
       "      <td>male</td>\n",
       "      <td>San Francisco, CA, United States</td>\n",
       "      <td>{'bronze': 15, 'silver': 12, 'gold': 1}</td>\n",
       "      <td>1712</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>15203</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6860421</td>\n",
       "      <td>Roman Alekseiev</td>\n",
       "      <td>male</td>\n",
       "      <td>Kyiv, Ukraine</td>\n",
       "      <td>{'bronze': 18, 'silver': 8, 'gold': 0}</td>\n",
       "      <td>1337</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>72</td>\n",
       "      <td>44</td>\n",
       "      <td>14</td>\n",
       "      <td>9235701</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>267263</td>\n",
       "      <td>Bill Agee</td>\n",
       "      <td>male</td>\n",
       "      <td>Bay Area, CA, United States</td>\n",
       "      <td>{'bronze': 16, 'silver': 17, 'gold': 0}</td>\n",
       "      <td>3308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>586</td>\n",
       "      <td>3</td>\n",
       "      <td>98818</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1577959</td>\n",
       "      <td>Ben</td>\n",
       "      <td>male</td>\n",
       "      <td>Rochester, United Kingdom</td>\n",
       "      <td>{'bronze': 44, 'silver': 25, 'gold': 8}</td>\n",
       "      <td>3867</td>\n",
       "      <td>55.0</td>\n",
       "      <td>114</td>\n",
       "      <td>21</td>\n",
       "      <td>101</td>\n",
       "      <td>4</td>\n",
       "      <td>1722520</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>8345637</td>\n",
       "      <td>Jonathan</td>\n",
       "      <td>male</td>\n",
       "      <td>San Antonio, TX, United States</td>\n",
       "      <td>{'bronze': 6, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>11383306</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>580530</td>\n",
       "      <td>Jeff Erickson</td>\n",
       "      <td>male</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>{'bronze': 41, 'silver': 31, 'gold': 7}</td>\n",
       "      <td>3305</td>\n",
       "      <td>96.0</td>\n",
       "      <td>51</td>\n",
       "      <td>5</td>\n",
       "      <td>175</td>\n",
       "      <td>7</td>\n",
       "      <td>283170</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2124732</td>\n",
       "      <td>Christopher Dumas</td>\n",
       "      <td>male</td>\n",
       "      <td>Morgan Hill, CA, United States</td>\n",
       "      <td>{'bronze': 25, 'silver': 10, 'gold': 0}</td>\n",
       "      <td>1170</td>\n",
       "      <td>86.0</td>\n",
       "      <td>40</td>\n",
       "      <td>22</td>\n",
       "      <td>57</td>\n",
       "      <td>10</td>\n",
       "      <td>2434493</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5487</td>\n",
       "      <td>Troy DeMonbreun</td>\n",
       "      <td>male</td>\n",
       "      <td>Nashville, Tennessee, United States</td>\n",
       "      <td>{'bronze': 34, 'silver': 22, 'gold': 3}</td>\n",
       "      <td>3794</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>786</td>\n",
       "      <td>3</td>\n",
       "      <td>3775</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2249778</td>\n",
       "      <td>Daniel</td>\n",
       "      <td>male</td>\n",
       "      <td>Romania</td>\n",
       "      <td>{'bronze': 16, 'silver': 7, 'gold': 0}</td>\n",
       "      <td>396</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>782</td>\n",
       "      <td>2</td>\n",
       "      <td>2596123</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>361494</td>\n",
       "      <td>Joe Chrysler</td>\n",
       "      <td>male</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>{'bronze': 9, 'silver': 11, 'gold': 1}</td>\n",
       "      <td>2534</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>72</td>\n",
       "      <td>3</td>\n",
       "      <td>149194</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4197505</td>\n",
       "      <td>Thomas G</td>\n",
       "      <td>male</td>\n",
       "      <td>Namur, Belgium</td>\n",
       "      <td>{'bronze': 34, 'silver': 21, 'gold': 7}</td>\n",
       "      <td>8151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>454</td>\n",
       "      <td>734</td>\n",
       "      <td>453</td>\n",
       "      <td>5251838</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1215872</td>\n",
       "      <td>Gordon Williams</td>\n",
       "      <td>male</td>\n",
       "      <td>Oxford, United Kingdom</td>\n",
       "      <td>{'bronze': 25, 'silver': 13, 'gold': 0}</td>\n",
       "      <td>1573</td>\n",
       "      <td>86.0</td>\n",
       "      <td>28</td>\n",
       "      <td>21</td>\n",
       "      <td>131</td>\n",
       "      <td>2</td>\n",
       "      <td>518142</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>188756</td>\n",
       "      <td>Marcus</td>\n",
       "      <td>male</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>{'bronze': 14, 'silver': 7, 'gold': 1}</td>\n",
       "      <td>1079</td>\n",
       "      <td>82.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>63837</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1169194</td>\n",
       "      <td>Bartosz Rychlicki</td>\n",
       "      <td>male</td>\n",
       "      <td>Gdańsk, Poland</td>\n",
       "      <td>{'bronze': 40, 'silver': 18, 'gold': 3}</td>\n",
       "      <td>1788</td>\n",
       "      <td>56.0</td>\n",
       "      <td>45</td>\n",
       "      <td>13</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>1197841</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <th>1420</th>\n",
       "      <td>2019761</td>\n",
       "      <td>Arnaud</td>\n",
       "      <td>male</td>\n",
       "      <td>France</td>\n",
       "      <td>{'bronze': 71, 'silver': 42, 'gold': 11}</td>\n",
       "      <td>3281</td>\n",
       "      <td>66.0</td>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
       "      <td>287</td>\n",
       "      <td>15</td>\n",
       "      <td>2299007</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1421</th>\n",
       "      <td>410724</td>\n",
       "      <td>Vladimir Sorokin</td>\n",
       "      <td>male</td>\n",
       "      <td>Kiev, Ukraine</td>\n",
       "      <td>{'bronze': 20, 'silver': 12, 'gold': 3}</td>\n",
       "      <td>1575</td>\n",
       "      <td>67.0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>178626</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>133470</td>\n",
       "      <td>Gene Myers</td>\n",
       "      <td>male</td>\n",
       "      <td>Brighton &amp;amp; Hove, United Kingdom</td>\n",
       "      <td>{'bronze': 31, 'silver': 13, 'gold': 0}</td>\n",
       "      <td>1179</td>\n",
       "      <td>86.0</td>\n",
       "      <td>16</td>\n",
       "      <td>21</td>\n",
       "      <td>66</td>\n",
       "      <td>6</td>\n",
       "      <td>45291</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1423</th>\n",
       "      <td>4228488</td>\n",
       "      <td>Nacho Ramos S&amp;#225;nchez</td>\n",
       "      <td>male</td>\n",
       "      <td>Salamanca, Spain</td>\n",
       "      <td>{'bronze': 15, 'silver': 1, 'gold': 0}</td>\n",
       "      <td>329</td>\n",
       "      <td>100.0</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "      <td>5297812</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>1339257</td>\n",
       "      <td>Max Fichtelmann</td>\n",
       "      <td>male</td>\n",
       "      <td>Leipzig, Germany</td>\n",
       "      <td>{'bronze': 24, 'silver': 16, 'gold': 1}</td>\n",
       "      <td>2715</td>\n",
       "      <td>40.0</td>\n",
       "      <td>9</td>\n",
       "      <td>70</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>1413018</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>1193176</td>\n",
       "      <td>Quincy Bowers</td>\n",
       "      <td>male</td>\n",
       "      <td>Horseshoe Bend, ID</td>\n",
       "      <td>{'bronze': 11, 'silver': 3, 'gold': 0}</td>\n",
       "      <td>323</td>\n",
       "      <td>80.0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>1227966</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>204847</td>\n",
       "      <td>Mike Seymour</td>\n",
       "      <td>male</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>{'bronze': 592, 'silver': 387, 'gold': 22}</td>\n",
       "      <td>226796</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4402</td>\n",
       "      <td>8175</td>\n",
       "      <td>75</td>\n",
       "      <td>70736</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>1503335</td>\n",
       "      <td>John Melchior</td>\n",
       "      <td>male</td>\n",
       "      <td>Coimbatore</td>\n",
       "      <td>{'bronze': 18, 'silver': 3, 'gold': 2}</td>\n",
       "      <td>377</td>\n",
       "      <td>50.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>1144791</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>409828</td>\n",
       "      <td>Adam SO</td>\n",
       "      <td>male</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>{'bronze': 27, 'silver': 23, 'gold': 7}</td>\n",
       "      <td>8391</td>\n",
       "      <td>81.0</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>103</td>\n",
       "      <td>0</td>\n",
       "      <td>178083</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>147077</td>\n",
       "      <td>Alexis M&amp;#233;taireau</td>\n",
       "      <td>male</td>\n",
       "      <td>Paris, France</td>\n",
       "      <td>{'bronze': 33, 'silver': 18, 'gold': 4}</td>\n",
       "      <td>6832</td>\n",
       "      <td>100.0</td>\n",
       "      <td>14</td>\n",
       "      <td>31</td>\n",
       "      <td>131</td>\n",
       "      <td>9</td>\n",
       "      <td>49402</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>3401244</td>\n",
       "      <td>Eran Witkon</td>\n",
       "      <td>male</td>\n",
       "      <td>Israel</td>\n",
       "      <td>{'bronze': 17, 'silver': 14, 'gold': 4}</td>\n",
       "      <td>3242</td>\n",
       "      <td>40.0</td>\n",
       "      <td>28</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>4148067</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>1197019</td>\n",
       "      <td>George Grigorita</td>\n",
       "      <td>male</td>\n",
       "      <td>Cluj-Napoca, Romania</td>\n",
       "      <td>{'bronze': 39, 'silver': 22, 'gold': 2}</td>\n",
       "      <td>1306</td>\n",
       "      <td>91.0</td>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>134</td>\n",
       "      <td>1</td>\n",
       "      <td>1232786</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>1977143</td>\n",
       "      <td>Bruno Garcia</td>\n",
       "      <td>male</td>\n",
       "      <td>Vienna, Austria</td>\n",
       "      <td>{'bronze': 33, 'silver': 20, 'gold': 3}</td>\n",
       "      <td>4563</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8</td>\n",
       "      <td>163</td>\n",
       "      <td>2070</td>\n",
       "      <td>7</td>\n",
       "      <td>2243108</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>1334135</td>\n",
       "      <td>Joel Derfner</td>\n",
       "      <td>male</td>\n",
       "      <td>New York, NY, United States</td>\n",
       "      <td>{'bronze': 44, 'silver': 28, 'gold': 4}</td>\n",
       "      <td>2157</td>\n",
       "      <td>83.0</td>\n",
       "      <td>107</td>\n",
       "      <td>19</td>\n",
       "      <td>129</td>\n",
       "      <td>0</td>\n",
       "      <td>1406581</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>928963</td>\n",
       "      <td>James Boutcher</td>\n",
       "      <td>male</td>\n",
       "      <td>Omaha, NE</td>\n",
       "      <td>{'bronze': 36, 'silver': 21, 'gold': 1}</td>\n",
       "      <td>2405</td>\n",
       "      <td>80.0</td>\n",
       "      <td>7</td>\n",
       "      <td>51</td>\n",
       "      <td>796</td>\n",
       "      <td>24</td>\n",
       "      <td>890610</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>4367223</td>\n",
       "      <td>Daniel Dewhurst</td>\n",
       "      <td>male</td>\n",
       "      <td>England</td>\n",
       "      <td>{'bronze': 32, 'silver': 14, 'gold': 1}</td>\n",
       "      <td>2008</td>\n",
       "      <td>56.0</td>\n",
       "      <td>22</td>\n",
       "      <td>43</td>\n",
       "      <td>347</td>\n",
       "      <td>34</td>\n",
       "      <td>2056707</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>233095</td>\n",
       "      <td>Dirk Brockhaus</td>\n",
       "      <td>male</td>\n",
       "      <td>Germany</td>\n",
       "      <td>{'bronze': 47, 'silver': 33, 'gold': 3}</td>\n",
       "      <td>4572</td>\n",
       "      <td>100.0</td>\n",
       "      <td>24</td>\n",
       "      <td>111</td>\n",
       "      <td>974</td>\n",
       "      <td>1</td>\n",
       "      <td>83050</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>3182611</td>\n",
       "      <td>Mike Dunker</td>\n",
       "      <td>male</td>\n",
       "      <td>San Jose, CA</td>\n",
       "      <td>{'bronze': 17, 'silver': 11, 'gold': 0}</td>\n",
       "      <td>1700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>3838966</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>5414062</td>\n",
       "      <td>Mohammad Eliass Alhusain</td>\n",
       "      <td>male</td>\n",
       "      <td>Istanbul, İstanbul, Turkey</td>\n",
       "      <td>{'bronze': 25, 'silver': 11, 'gold': 2}</td>\n",
       "      <td>1163</td>\n",
       "      <td>97.0</td>\n",
       "      <td>39</td>\n",
       "      <td>10</td>\n",
       "      <td>1861</td>\n",
       "      <td>13</td>\n",
       "      <td>7073079</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>103316</td>\n",
       "      <td>Philip Brocoum</td>\n",
       "      <td>male</td>\n",
       "      <td>Portland, OR, USA</td>\n",
       "      <td>{'bronze': 24, 'silver': 20, 'gold': 2}</td>\n",
       "      <td>2648</td>\n",
       "      <td>47.0</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>36270</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>4900</td>\n",
       "      <td>Bruno Ranschaert</td>\n",
       "      <td>male</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>{'bronze': 42, 'silver': 32, 'gold': 4}</td>\n",
       "      <td>6283</td>\n",
       "      <td>83.0</td>\n",
       "      <td>15</td>\n",
       "      <td>54</td>\n",
       "      <td>985</td>\n",
       "      <td>14</td>\n",
       "      <td>3396</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>475468</td>\n",
       "      <td>Jostein</td>\n",
       "      <td>male</td>\n",
       "      <td>Oslo, Norway</td>\n",
       "      <td>{'bronze': 25, 'silver': 19, 'gold': 1}</td>\n",
       "      <td>2974</td>\n",
       "      <td>75.0</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>211</td>\n",
       "      <td>1</td>\n",
       "      <td>218902</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>3435174</td>\n",
       "      <td>Marek Galinski</td>\n",
       "      <td>male</td>\n",
       "      <td>Bratislava, Slovakia</td>\n",
       "      <td>{'bronze': 16, 'silver': 5, 'gold': 0}</td>\n",
       "      <td>417</td>\n",
       "      <td>83.0</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>4193033</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>3578399</td>\n",
       "      <td>Joe Benton</td>\n",
       "      <td>male</td>\n",
       "      <td>Bournemouth, United Kingdom</td>\n",
       "      <td>{'bronze': 17, 'silver': 16, 'gold': 1}</td>\n",
       "      <td>3148</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6</td>\n",
       "      <td>77</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>4389478</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>1432270</td>\n",
       "      <td>Shlomi Levi</td>\n",
       "      <td>male</td>\n",
       "      <td>Israel</td>\n",
       "      <td>{'bronze': 20, 'silver': 11, 'gold': 0}</td>\n",
       "      <td>1463</td>\n",
       "      <td>71.0</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>115</td>\n",
       "      <td>11</td>\n",
       "      <td>1536327</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>2197975</td>\n",
       "      <td>Joshua Michael Waggoner</td>\n",
       "      <td>male</td>\n",
       "      <td>Spokane, WA, USA</td>\n",
       "      <td>{'bronze': 31, 'silver': 22, 'gold': 0}</td>\n",
       "      <td>1905</td>\n",
       "      <td>89.0</td>\n",
       "      <td>26</td>\n",
       "      <td>52</td>\n",
       "      <td>729</td>\n",
       "      <td>28</td>\n",
       "      <td>2529368</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>80858</td>\n",
       "      <td>Ivan G.</td>\n",
       "      <td>male</td>\n",
       "      <td>London, United Kingdom</td>\n",
       "      <td>{'bronze': 57, 'silver': 32, 'gold': 1}</td>\n",
       "      <td>4392</td>\n",
       "      <td>44.0</td>\n",
       "      <td>66</td>\n",
       "      <td>87</td>\n",
       "      <td>235</td>\n",
       "      <td>163</td>\n",
       "      <td>29825</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>968769</td>\n",
       "      <td>Andrew &amp;#39;go-sql&amp;#39; Fenna</td>\n",
       "      <td>male</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>{'bronze': 15, 'silver': 4, 'gold': 1}</td>\n",
       "      <td>369</td>\n",
       "      <td>71.0</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>940639</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>1807420</td>\n",
       "      <td>Martin Wallgren</td>\n",
       "      <td>male</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>{'bronze': 9, 'silver': 4, 'gold': 0}</td>\n",
       "      <td>422</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "      <td>940073</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>593506</td>\n",
       "      <td>Mehmet Kasalak</td>\n",
       "      <td>male</td>\n",
       "      <td>Istanbul, Turkey</td>\n",
       "      <td>{'bronze': 13, 'silver': 2, 'gold': 0}</td>\n",
       "      <td>357</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>291386</td>\n",
       "      <td>registered</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1450 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      user_id                   display_name gender  \\\n",
       "0      643383                          Caleb   male   \n",
       "1     2149852                    Jason Byrne   male   \n",
       "2     1028762                 Erik van Zijst   male   \n",
       "3     3208492                  Marcus Rossel   male   \n",
       "4      975132                     Caleb Gray   male   \n",
       "5     2898065      Fred the Magic Wonder Dog   male   \n",
       "6     5718237                 James McCormac   male   \n",
       "7     4147362                  Patrick RoDee   male   \n",
       "8     4624291               Oscar Courchaine   male   \n",
       "9      234122                    Ben Cochran   male   \n",
       "10    1653919                   Ashish Mehta   male   \n",
       "11    2876861              Michael Simbirsky   male   \n",
       "12     225074                Thomas Matthews   male   \n",
       "13     337055                         Philip   male   \n",
       "14     924077                 Bogdan Sahlean   male   \n",
       "15     351688                           Guus   male   \n",
       "16      31891                      Ken Mayer   male   \n",
       "17    6860421                Roman Alekseiev   male   \n",
       "18     267263                      Bill Agee   male   \n",
       "19    1577959                            Ben   male   \n",
       "20    8345637                       Jonathan   male   \n",
       "21     580530                  Jeff Erickson   male   \n",
       "22    2124732              Christopher Dumas   male   \n",
       "23       5487                Troy DeMonbreun   male   \n",
       "24    2249778                         Daniel   male   \n",
       "25     361494                   Joe Chrysler   male   \n",
       "26    4197505                       Thomas G   male   \n",
       "27    1215872                Gordon Williams   male   \n",
       "28     188756                         Marcus   male   \n",
       "29    1169194              Bartosz Rychlicki   male   \n",
       "...       ...                            ...    ...   \n",
       "1420  2019761                         Arnaud   male   \n",
       "1421   410724               Vladimir Sorokin   male   \n",
       "1422   133470                     Gene Myers   male   \n",
       "1423  4228488       Nacho Ramos S&#225;nchez   male   \n",
       "1424  1339257                Max Fichtelmann   male   \n",
       "1425  1193176                  Quincy Bowers   male   \n",
       "1426   204847                   Mike Seymour   male   \n",
       "1427  1503335                  John Melchior   male   \n",
       "1428   409828                        Adam SO   male   \n",
       "1429   147077          Alexis M&#233;taireau   male   \n",
       "1430  3401244                    Eran Witkon   male   \n",
       "1431  1197019               George Grigorita   male   \n",
       "1432  1977143                   Bruno Garcia   male   \n",
       "1433  1334135                   Joel Derfner   male   \n",
       "1434   928963                 James Boutcher   male   \n",
       "1435  4367223                Daniel Dewhurst   male   \n",
       "1436   233095                 Dirk Brockhaus   male   \n",
       "1437  3182611                    Mike Dunker   male   \n",
       "1438  5414062       Mohammad Eliass Alhusain   male   \n",
       "1439   103316                 Philip Brocoum   male   \n",
       "1440     4900               Bruno Ranschaert   male   \n",
       "1441   475468                        Jostein   male   \n",
       "1442  3435174                 Marek Galinski   male   \n",
       "1443  3578399                     Joe Benton   male   \n",
       "1444  1432270                    Shlomi Levi   male   \n",
       "1445  2197975        Joshua Michael Waggoner   male   \n",
       "1446    80858                        Ivan G.   male   \n",
       "1447   968769  Andrew &#39;go-sql&#39; Fenna   male   \n",
       "1448  1807420                Martin Wallgren   male   \n",
       "1449   593506                 Mehmet Kasalak   male   \n",
       "\n",
       "                                 location  \\\n",
       "0                           United States   \n",
       "1                            Longwood, FL   \n",
       "2                  San Francisco Bay Area   \n",
       "3                                 Germany   \n",
       "4               Washington, United States   \n",
       "5           In front of a computer screen   \n",
       "6                 Warwick, United Kingdom   \n",
       "7                           San Diego, CA   \n",
       "8                        Seattle, WA, USA   \n",
       "9                       San Francisco, CA   \n",
       "10                       Ahmedabad, India   \n",
       "11                        Santa Clara, CA   \n",
       "12                             California   \n",
       "13                                Ireland   \n",
       "14                     Bucharest, Romania   \n",
       "15                            Netherlands   \n",
       "16       San Francisco, CA, United States   \n",
       "17                          Kyiv, Ukraine   \n",
       "18            Bay Area, CA, United States   \n",
       "19              Rochester, United Kingdom   \n",
       "20         San Antonio, TX, United States   \n",
       "21                           New York, NY   \n",
       "22         Morgan Hill, CA, United States   \n",
       "23    Nashville, Tennessee, United States   \n",
       "24                                Romania   \n",
       "25                               Michigan   \n",
       "26                         Namur, Belgium   \n",
       "27                 Oxford, United Kingdom   \n",
       "28                                 Sweden   \n",
       "29                         Gdańsk, Poland   \n",
       "...                                   ...   \n",
       "1420                               France   \n",
       "1421                        Kiev, Ukraine   \n",
       "1422  Brighton &amp; Hove, United Kingdom   \n",
       "1423                     Salamanca, Spain   \n",
       "1424                     Leipzig, Germany   \n",
       "1425                   Horseshoe Bend, ID   \n",
       "1426                       United Kingdom   \n",
       "1427                           Coimbatore   \n",
       "1428                          Connecticut   \n",
       "1429                        Paris, France   \n",
       "1430                               Israel   \n",
       "1431                 Cluj-Napoca, Romania   \n",
       "1432                      Vienna, Austria   \n",
       "1433          New York, NY, United States   \n",
       "1434                            Omaha, NE   \n",
       "1435                              England   \n",
       "1436                              Germany   \n",
       "1437                         San Jose, CA   \n",
       "1438           Istanbul, İstanbul, Turkey   \n",
       "1439                    Portland, OR, USA   \n",
       "1440                              Belgium   \n",
       "1441                         Oslo, Norway   \n",
       "1442                 Bratislava, Slovakia   \n",
       "1443          Bournemouth, United Kingdom   \n",
       "1444                               Israel   \n",
       "1445                     Spokane, WA, USA   \n",
       "1446               London, United Kingdom   \n",
       "1447                           Manchester   \n",
       "1448                               Sweden   \n",
       "1449                     Istanbul, Turkey   \n",
       "\n",
       "                                    badge_counts  reputation  accept_rate  \\\n",
       "0     {'bronze': 252, 'silver': 164, 'gold': 18}      116458         79.0   \n",
       "1         {'bronze': 16, 'silver': 6, 'gold': 0}        1161          NaN   \n",
       "2        {'bronze': 14, 'silver': 14, 'gold': 0}        1898          NaN   \n",
       "3        {'bronze': 36, 'silver': 20, 'gold': 1}        2984         92.0   \n",
       "4        {'bronze': 30, 'silver': 18, 'gold': 2}        2860         93.0   \n",
       "5        {'bronze': 30, 'silver': 21, 'gold': 1}        7608          NaN   \n",
       "6         {'bronze': 18, 'silver': 7, 'gold': 0}        1256         67.0   \n",
       "7          {'bronze': 9, 'silver': 6, 'gold': 0}        1086          NaN   \n",
       "8         {'bronze': 13, 'silver': 3, 'gold': 0}         326         71.0   \n",
       "9        {'bronze': 13, 'silver': 11, 'gold': 0}        1260          NaN   \n",
       "10       {'bronze': 48, 'silver': 21, 'gold': 4}        5830         57.0   \n",
       "11        {'bronze': 21, 'silver': 8, 'gold': 1}        2790          NaN   \n",
       "12     {'bronze': 135, 'silver': 82, 'gold': 11}       49762         91.0   \n",
       "13       {'bronze': 28, 'silver': 16, 'gold': 2}        4586         75.0   \n",
       "14       {'bronze': 52, 'silver': 30, 'gold': 3}       19000          NaN   \n",
       "15       {'bronze': 78, 'silver': 43, 'gold': 8}        2221         91.0   \n",
       "16       {'bronze': 15, 'silver': 12, 'gold': 1}        1712         23.0   \n",
       "17        {'bronze': 18, 'silver': 8, 'gold': 0}        1337          NaN   \n",
       "18       {'bronze': 16, 'silver': 17, 'gold': 0}        3308          NaN   \n",
       "19       {'bronze': 44, 'silver': 25, 'gold': 8}        3867         55.0   \n",
       "20         {'bronze': 6, 'silver': 1, 'gold': 0}         366          NaN   \n",
       "21       {'bronze': 41, 'silver': 31, 'gold': 7}        3305         96.0   \n",
       "22       {'bronze': 25, 'silver': 10, 'gold': 0}        1170         86.0   \n",
       "23       {'bronze': 34, 'silver': 22, 'gold': 3}        3794         17.0   \n",
       "24        {'bronze': 16, 'silver': 7, 'gold': 0}         396        100.0   \n",
       "25        {'bronze': 9, 'silver': 11, 'gold': 1}        2534          NaN   \n",
       "26       {'bronze': 34, 'silver': 21, 'gold': 7}        8151          NaN   \n",
       "27       {'bronze': 25, 'silver': 13, 'gold': 0}        1573         86.0   \n",
       "28        {'bronze': 14, 'silver': 7, 'gold': 1}        1079         82.0   \n",
       "29       {'bronze': 40, 'silver': 18, 'gold': 3}        1788         56.0   \n",
       "...                                          ...         ...          ...   \n",
       "1420    {'bronze': 71, 'silver': 42, 'gold': 11}        3281         66.0   \n",
       "1421     {'bronze': 20, 'silver': 12, 'gold': 3}        1575         67.0   \n",
       "1422     {'bronze': 31, 'silver': 13, 'gold': 0}        1179         86.0   \n",
       "1423      {'bronze': 15, 'silver': 1, 'gold': 0}         329        100.0   \n",
       "1424     {'bronze': 24, 'silver': 16, 'gold': 1}        2715         40.0   \n",
       "1425      {'bronze': 11, 'silver': 3, 'gold': 0}         323         80.0   \n",
       "1426  {'bronze': 592, 'silver': 387, 'gold': 22}      226796          NaN   \n",
       "1427      {'bronze': 18, 'silver': 3, 'gold': 2}         377         50.0   \n",
       "1428     {'bronze': 27, 'silver': 23, 'gold': 7}        8391         81.0   \n",
       "1429     {'bronze': 33, 'silver': 18, 'gold': 4}        6832        100.0   \n",
       "1430     {'bronze': 17, 'silver': 14, 'gold': 4}        3242         40.0   \n",
       "1431     {'bronze': 39, 'silver': 22, 'gold': 2}        1306         91.0   \n",
       "1432     {'bronze': 33, 'silver': 20, 'gold': 3}        4563         80.0   \n",
       "1433     {'bronze': 44, 'silver': 28, 'gold': 4}        2157         83.0   \n",
       "1434     {'bronze': 36, 'silver': 21, 'gold': 1}        2405         80.0   \n",
       "1435     {'bronze': 32, 'silver': 14, 'gold': 1}        2008         56.0   \n",
       "1436     {'bronze': 47, 'silver': 33, 'gold': 3}        4572        100.0   \n",
       "1437     {'bronze': 17, 'silver': 11, 'gold': 0}        1700          NaN   \n",
       "1438     {'bronze': 25, 'silver': 11, 'gold': 2}        1163         97.0   \n",
       "1439     {'bronze': 24, 'silver': 20, 'gold': 2}        2648         47.0   \n",
       "1440     {'bronze': 42, 'silver': 32, 'gold': 4}        6283         83.0   \n",
       "1441     {'bronze': 25, 'silver': 19, 'gold': 1}        2974         75.0   \n",
       "1442      {'bronze': 16, 'silver': 5, 'gold': 0}         417         83.0   \n",
       "1443     {'bronze': 17, 'silver': 16, 'gold': 1}        3148        100.0   \n",
       "1444     {'bronze': 20, 'silver': 11, 'gold': 0}        1463         71.0   \n",
       "1445     {'bronze': 31, 'silver': 22, 'gold': 0}        1905         89.0   \n",
       "1446     {'bronze': 57, 'silver': 32, 'gold': 1}        4392         44.0   \n",
       "1447      {'bronze': 15, 'silver': 4, 'gold': 1}         369         71.0   \n",
       "1448       {'bronze': 9, 'silver': 4, 'gold': 0}         422          NaN   \n",
       "1449      {'bronze': 13, 'silver': 2, 'gold': 0}         357          NaN   \n",
       "\n",
       "      question_count  answer_count  up_vote_count  down_vote_count  \\\n",
       "0                 16          3229           5748             2301   \n",
       "1                  3            80             15                3   \n",
       "2                  0            23             13                3   \n",
       "3                 41            42            593               31   \n",
       "4                 16            31             49                2   \n",
       "5                  0           161            599                2   \n",
       "6                  9            23            123                6   \n",
       "7                  0            16            167                1   \n",
       "8                 27            12             23                0   \n",
       "9                  0            14            100                5   \n",
       "10                37            68             60                2   \n",
       "11                 1           118            148               15   \n",
       "12               139          2992          16211              146   \n",
       "13                29           294            117               19   \n",
       "14                 0           759           2059              437   \n",
       "15                60            35           7751               98   \n",
       "16                16             9              9                7   \n",
       "17                12            72             44               14   \n",
       "18                 0            93            586                3   \n",
       "19               114            21            101                4   \n",
       "20                 0             8             67                1   \n",
       "21                51             5            175                7   \n",
       "22                40            22             57               10   \n",
       "23                 8             7            786                3   \n",
       "24                 8             3            782                2   \n",
       "25                 0             4             72                3   \n",
       "26                 2           454            734              453   \n",
       "27                28            21            131                2   \n",
       "28                17             1             46                1   \n",
       "29                45            13             74                0   \n",
       "...              ...           ...            ...              ...   \n",
       "1420              90             2            287               15   \n",
       "1421               6             4             69                0   \n",
       "1422              16            21             66                6   \n",
       "1423               8            28             34                6   \n",
       "1424               9            70             81                2   \n",
       "1425              10             3             32                0   \n",
       "1426               0          4402           8175               75   \n",
       "1427              19             1             26                0   \n",
       "1428              16             2            103                0   \n",
       "1429              14            31            131                9   \n",
       "1430              28            10              9                1   \n",
       "1431              50             4            134                1   \n",
       "1432               8           163           2070                7   \n",
       "1433             107            19            129                0   \n",
       "1434               7            51            796               24   \n",
       "1435              22            43            347               34   \n",
       "1436              24           111            974                1   \n",
       "1437               0            72             43                0   \n",
       "1438              39            10           1861               13   \n",
       "1439              19             6             24                5   \n",
       "1440              15            54            985               14   \n",
       "1441               5            16            211                1   \n",
       "1442               7             9             21                2   \n",
       "1443               6            77             46                5   \n",
       "1444              17            41            115               11   \n",
       "1445              26            52            729               28   \n",
       "1446              66            87            235              163   \n",
       "1447              23             9             24                0   \n",
       "1448               0             6             41                3   \n",
       "1449               4             0              6                1   \n",
       "\n",
       "      account_id   user_type  \n",
       "0         323395  registered  \n",
       "1        2466995  registered  \n",
       "2        1017536  registered  \n",
       "3        3873890  registered  \n",
       "4         946872  registered  \n",
       "5        3460938  registered  \n",
       "6        2641331  registered  \n",
       "7        5181882  registered  \n",
       "8        5872329  registered  \n",
       "9          83528  registered  \n",
       "10       1819581  registered  \n",
       "11       3433016  registered  \n",
       "12         79346  registered  \n",
       "13        134718  registered  \n",
       "14        873828  registered  \n",
       "15        143382  registered  \n",
       "16         15203  registered  \n",
       "17       9235701  registered  \n",
       "18         98818  registered  \n",
       "19       1722520  registered  \n",
       "20      11383306  registered  \n",
       "21        283170  registered  \n",
       "22       2434493  registered  \n",
       "23          3775  registered  \n",
       "24       2596123  registered  \n",
       "25        149194  registered  \n",
       "26       5251838  registered  \n",
       "27        518142  registered  \n",
       "28         63837  registered  \n",
       "29       1197841  registered  \n",
       "...          ...         ...  \n",
       "1420     2299007  registered  \n",
       "1421      178626  registered  \n",
       "1422       45291  registered  \n",
       "1423     5297812  registered  \n",
       "1424     1413018  registered  \n",
       "1425     1227966  registered  \n",
       "1426       70736  registered  \n",
       "1427     1144791  registered  \n",
       "1428      178083  registered  \n",
       "1429       49402  registered  \n",
       "1430     4148067  registered  \n",
       "1431     1232786  registered  \n",
       "1432     2243108  registered  \n",
       "1433     1406581  registered  \n",
       "1434      890610  registered  \n",
       "1435     2056707  registered  \n",
       "1436       83050  registered  \n",
       "1437     3838966  registered  \n",
       "1438     7073079  registered  \n",
       "1439       36270  registered  \n",
       "1440        3396  registered  \n",
       "1441      218902  registered  \n",
       "1442     4193033  registered  \n",
       "1443     4389478  registered  \n",
       "1444     1536327  registered  \n",
       "1445     2529368  registered  \n",
       "1446       29825  registered  \n",
       "1447      940639  registered  \n",
       "1448      940073  registered  \n",
       "1449      291386  registered  \n",
       "\n",
       "[1450 rows x 13 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.utils import shuffle\n",
    "\n",
    "male_sample = shuffle(male_total,n_samples=female_total.shape[0])\n",
    "male_sample = male_sample.reset_index()\n",
    "male_sample = male_sample.drop(columns=['index'])\n",
    "male_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "female_total.to_csv('raw_user_data/user_female_total.csv',index=None)\n",
    "male_total.to_csv('raw_user_data/user_male_total.csv',index=None)\n",
    "male_sample.to_csv('raw_user_data/user_male_sample.csv',index=None)"
   ]
  }
 ],
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    "name": "ipython",
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