finding_low_elo_games.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import chess.pgn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "fields = ['[Event \"FICS rated standard game\"]', '[Site \"FICS freechess.org\"]', '[FICSGamesDBGameNo \"430765294\"]', '[Black \"youngwalrus\"]', \n",
    "          '[WhiteElo \"1679\"]', '[BlackElo \"1818\"]', '[WhiteRD \"40.7\"]', '[BlackRD \"36.9\"]', '[TimeControl \"720+10\"]', \n",
    "          '[Date \"2018.01.31\"]', '[Time \"23:29:00\"]', '[WhiteClock \"0:12:00.000\"]','[BlackClock \"0:12:00.000\"]',\n",
    "          '[ECO \"D06\"]', '[PlyCount \"68\"]', '[Result \"0-1\"]', '1. d4 d5 2. c4 Nf6 3. Nf3 Bf5 4. Qb3 Nfd7 5. cxd5 Nb6 6. Nc3 N8d7 7. e4 Bg6 8. Bb5 a6 9. Bxd7+ Qxd7 10. Ne5 Qd6 11. O-O f6 12. Nc4 Nxc4 13. Qxc4 O-O-O 14. g3 Bf7 15. Bf4 Qd7 16. Rfc1 g5 17. Be3 h6 18. a4 Kb8 19. b4 e5 20. b5 a5 21. Na2 Bd6 22. Rab1 b6 23. Rc2 Bg6 24. f3 g4 25. Qe2 Rdf8 26. Bf2 f5 27. exf5 Bxf5 28. dxe5 Bxc2 29. Qxc2 Bxe5 30. f4 Bd6 31. Nc3 Re8 32. Rc1 Qe7 33. Re1 Qf7 34. Rc1 Rc8 {White forfeits on time} 0-1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://www.ficsgames.org/download.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"ficsgamesdb_2017_standard_nomovetimes_34352.pgn.bz2\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Event \"FICS rated standard game\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Site \"FICS freechess.org\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[FICSGamesDBGameNo \"430003319\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[White \"gogoedos\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Black \"surios\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[WhiteElo \"1740\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[BlackElo \"1712\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[WhiteRD \"47.1\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[BlackRD \"33.1\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[TimeControl \"900+0\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[Date \"2017.12.31\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[Time \"23:51:00\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[WhiteClock \"0:15:00.000\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[BlackClock \"0:15:00.000\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[ECO \"A45\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[PlyCount \"59\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[Event \"FICS rated standard game\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[Site \"FICS freechess.org\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[FICSGamesDBGameNo \"430003305\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[White \"bartab\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[Black \"Apizel\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[WhiteElo \"1551\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[BlackElo \"1273\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[WhiteRD \"30.1\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[BlackRD \"40.7\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[TimeControl \"720+10\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[Date \"2017.12.31\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[Time \"23:38:00\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[WhiteClock \"0:12:00.000\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[BlackClock \"0:12:00.000\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[ECO \"C42\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>[PlyCount \"84\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    0\n",
       "0                  [Event \"FICS rated standard game\"]\n",
       "1                         [Site \"FICS freechess.org\"]\n",
       "2                     [FICSGamesDBGameNo \"430003319\"]\n",
       "3                                  [White \"gogoedos\"]\n",
       "4                                    [Black \"surios\"]\n",
       "5                                   [WhiteElo \"1740\"]\n",
       "6                                   [BlackElo \"1712\"]\n",
       "7                                    [WhiteRD \"47.1\"]\n",
       "8                                    [BlackRD \"33.1\"]\n",
       "9                               [TimeControl \"900+0\"]\n",
       "10                                [Date \"2017.12.31\"]\n",
       "11                                  [Time \"23:51:00\"]\n",
       "12                         [WhiteClock \"0:15:00.000\"]\n",
       "13                         [BlackClock \"0:15:00.000\"]\n",
       "14                                        [ECO \"A45\"]\n",
       "15                                    [PlyCount \"59\"]\n",
       "16                                     [Result \"1-0\"]\n",
       "17  1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...\n",
       "18                 [Event \"FICS rated standard game\"]\n",
       "19                        [Site \"FICS freechess.org\"]\n",
       "20                    [FICSGamesDBGameNo \"430003305\"]\n",
       "21                                   [White \"bartab\"]\n",
       "22                                   [Black \"Apizel\"]\n",
       "23                                  [WhiteElo \"1551\"]\n",
       "24                                  [BlackElo \"1273\"]\n",
       "25                                   [WhiteRD \"30.1\"]\n",
       "26                                   [BlackRD \"40.7\"]\n",
       "27                             [TimeControl \"720+10\"]\n",
       "28                                [Date \"2017.12.31\"]\n",
       "29                                  [Time \"23:38:00\"]\n",
       "30                         [WhiteClock \"0:12:00.000\"]\n",
       "31                         [BlackClock \"0:12:00.000\"]\n",
       "32                                        [ECO \"C42\"]\n",
       "33                                    [PlyCount \"84\"]\n",
       "34                                     [Result \"0-1\"]\n",
       "35  1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex..."
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[:36]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = df[0].values\n",
    "len(a)\n",
    "df[:1800].to_csv(\"a.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "cannot reshape array of size 19097886 into shape (1123405,17)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-b5bc0f2e99dd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1123405\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m17\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\fromnumeric.py\u001b[0m in \u001b[0;36mreshape\u001b[1;34m(a, newshape, order)\u001b[0m\n\u001b[0;32m    255\u001b[0m            [5, 6]])\n\u001b[0;32m    256\u001b[0m     \"\"\"\n\u001b[1;32m--> 257\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0m_wrapfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'reshape'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnewshape\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    258\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    259\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\numpy\\core\\fromnumeric.py\u001b[0m in \u001b[0;36m_wrapfunc\u001b[1;34m(obj, method, *args, **kwds)\u001b[0m\n\u001b[0;32m     50\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_wrapfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     51\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 52\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     53\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     54\u001b[0m     \u001b[1;31m# An AttributeError occurs if the object does not have\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: cannot reshape array of size 19097886 into shape (1123405,17)"
     ]
    }
   ],
   "source": [
    "b = pd.DataFrame(np.reshape(a,(1123405,17)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'b' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-89e6c98d9288>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mb\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'b' is not defined"
     ]
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-e6e74c81ee33>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mNaN\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"BlackisComp\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mregex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[0;32m   3190\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3191\u001b[0m                 \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3192\u001b[1;33m                 \u001b[0mmapped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3193\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3194\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas/_libs/src\\inference.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m<ipython-input-12-e6e74c81ee33>\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mNaN\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"BlackisComp\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mregex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1571\u001b[0m         raise ValueError(\"The truth value of a {0} is ambiguous. \"\n\u001b[0;32m   1572\u001b[0m                          \u001b[1;34m\"Use a.empty, a.bool(), a.item(), a.any() or a.all().\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1573\u001b[1;33m                          .format(self.__class__.__name__))\n\u001b[0m\u001b[0;32m   1574\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1575\u001b[0m     \u001b[0m__bool__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m__nonzero__\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "df[0] = df[0].apply(lambda x : NaN if df[0].str.contains(\"BlackisComp\", regex=False) else df[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[1]= df[0].str.contains('WhiteElo', regex=False)\n",
    "df[2]=df[0].str.contains('BlackElo', regex=False)\n",
    "df[3]=df[0].str.contains('Result', regex=False)\n",
    "df[4]=df[0].str.contains('1. ', regex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4178901,\n",
       "                                                           0      1      2  \\\n",
       " 5                                         [WhiteElo \"1740\"]   True  False   \n",
       " 6                                         [BlackElo \"1712\"]  False   True   \n",
       " 16                                           [Result \"1-0\"]  False  False   \n",
       " 17        1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...  False  False   \n",
       " 23                                        [WhiteElo \"1551\"]   True  False   \n",
       " 24                                        [BlackElo \"1273\"]  False   True   \n",
       " 34                                           [Result \"0-1\"]  False  False   \n",
       " 35        1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...  False  False   \n",
       " 41                                        [WhiteElo \"1998\"]   True  False   \n",
       " 42                                        [BlackElo \"2052\"]  False   True   \n",
       " 53                                           [Result \"0-1\"]  False  False   \n",
       " 54        1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e...  False  False   \n",
       " 60                                        [WhiteElo \"1567\"]   True  False   \n",
       " 61                                        [BlackElo \"1608\"]  False   True   \n",
       " 71                                           [Result \"1-0\"]  False  False   \n",
       " 72        1. e4 c5 2. Bc4 a6 3. Qh5 e6 4. Nf3 Nf6 5. Qe5...  False  False   \n",
       " 78                                        [WhiteElo \"1491\"]   True  False   \n",
       " 79                                        [BlackElo \"1617\"]  False   True   \n",
       " 89                                       [Result \"1/2-1/2\"]  False  False   \n",
       " 90        1. d4 d5 2. c4 e6 3. a3 h6 4. Nf3 Nf6 5. Bf4 c...  False  False   \n",
       " 96                                        [WhiteElo \"1513\"]   True  False   \n",
       " 97                                        [BlackElo \"1591\"]  False   True   \n",
       " 107                                          [Result \"1-0\"]  False  False   \n",
       " 108       1. d4 d6 2. c4 e6 3. Nc3 h6 4. Nf3 Nf6 5. e4 B...  False  False   \n",
       " 114                                       [WhiteElo \"1631\"]   True  False   \n",
       " 115                                       [BlackElo \"1510\"]  False   True   \n",
       " 125                                          [Result \"1-0\"]  False  False   \n",
       " 126       1. e4 e5 2. Nf3 Nc6 3. c3 h6 4. Bb5 Bc5 5. Bxc...  False  False   \n",
       " 132                                       [WhiteElo \"1544\"]   True  False   \n",
       " 133                                       [BlackElo \"1668\"]  False   True   \n",
       " ...                                                     ...    ...    ...   \n",
       " 19097754                                     [Result \"0-1\"]  False  False   \n",
       " 19097755  1. e4 d5 2. exd5 Qxd5 3. d4 c5 4. dxc5 Qxd1+ 5...  False  False   \n",
       " 19097761                                  [WhiteElo \"1714\"]   True  False   \n",
       " 19097762                                  [BlackElo \"1653\"]  False   True   \n",
       " 19097772                                     [Result \"0-1\"]  False  False   \n",
       " 19097773  1. e4 c5 2. Bc4 e6 3. c3 a6 4. Nf3 b5 5. Bb3 c...  False  False   \n",
       " 19097779                                  [WhiteElo \"1661\"]   True  False   \n",
       " 19097780                                  [BlackElo \"1648\"]  False   True   \n",
       " 19097790                                     [Result \"1-0\"]  False  False   \n",
       " 19097791  1. c4 e5 2. e3 Nc6 3. Nc3 Bc5 4. Bd3 Nf6 5. Ke...  False  False   \n",
       " 19097797                                  [WhiteElo \"1603\"]   True  False   \n",
       " 19097798                                  [BlackElo \"1531\"]  False   True   \n",
       " 19097809                                     [Result \"0-1\"]  False  False   \n",
       " 19097810  1. e4 e5 2. Nf3 d6 3. d4 Nf6 4. Nc3 Bg4 5. Bb5...  False  False   \n",
       " 19097816                                  [WhiteElo \"1238\"]   True  False   \n",
       " 19097817                                  [BlackElo \"1468\"]  False   True   \n",
       " 19097827                                     [Result \"0-1\"]  False  False   \n",
       " 19097828  1. e4 d5 2. d3 dxe4 3. dxe4 Qxd1+ 4. Kxd1 Nf6 ...  False  False   \n",
       " 19097834                                  [WhiteElo \"2842\"]   True  False   \n",
       " 19097835                                  [BlackElo \"2747\"]  False   True   \n",
       " 19097847                                     [Result \"1-0\"]  False  False   \n",
       " 19097848  1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. O-O Nxe4 5. ...  False  False   \n",
       " 19097854                                  [WhiteElo \"1595\"]   True  False   \n",
       " 19097855                                  [BlackElo \"1240\"]  False   True   \n",
       " 19097865                                     [Result \"1-0\"]  False  False   \n",
       " 19097866  1. e4 e6 2. d4 c6 3. Nf3 d5 4. Nc3 Bb4 5. exd5...  False  False   \n",
       " 19097872                                  [WhiteElo \"1827\"]   True  False   \n",
       " 19097873                                  [BlackElo \"1766\"]  False   True   \n",
       " 19097884                                     [Result \"1-0\"]  False  False   \n",
       " 19097885  1. d4 d5 2. c4 c6 3. Nf3 Nf6 4. Nc3 g6 5. cxd5...  False  False   \n",
       " \n",
       "               3      4  \n",
       " 5         False  False  \n",
       " 6         False  False  \n",
       " 16         True  False  \n",
       " 17        False   True  \n",
       " 23        False  False  \n",
       " 24        False  False  \n",
       " 34         True  False  \n",
       " 35        False   True  \n",
       " 41        False  False  \n",
       " 42        False  False  \n",
       " 53         True  False  \n",
       " 54        False   True  \n",
       " 60        False  False  \n",
       " 61        False  False  \n",
       " 71         True  False  \n",
       " 72        False   True  \n",
       " 78        False  False  \n",
       " 79        False  False  \n",
       " 89         True  False  \n",
       " 90        False   True  \n",
       " 96        False  False  \n",
       " 97        False  False  \n",
       " 107        True  False  \n",
       " 108       False   True  \n",
       " 114       False  False  \n",
       " 115       False  False  \n",
       " 125        True  False  \n",
       " 126       False   True  \n",
       " 132       False  False  \n",
       " 133       False  False  \n",
       " ...         ...    ...  \n",
       " 19097754   True  False  \n",
       " 19097755  False   True  \n",
       " 19097761  False  False  \n",
       " 19097762  False  False  \n",
       " 19097772   True  False  \n",
       " 19097773  False   True  \n",
       " 19097779  False  False  \n",
       " 19097780  False  False  \n",
       " 19097790   True  False  \n",
       " 19097791  False   True  \n",
       " 19097797  False  False  \n",
       " 19097798  False  False  \n",
       " 19097809   True  False  \n",
       " 19097810  False   True  \n",
       " 19097816  False  False  \n",
       " 19097817  False  False  \n",
       " 19097827   True  False  \n",
       " 19097828  False   True  \n",
       " 19097834  False  False  \n",
       " 19097835  False  False  \n",
       " 19097847   True  False  \n",
       " 19097848  False   True  \n",
       " 19097854  False  False  \n",
       " 19097855  False  False  \n",
       " 19097865   True  False  \n",
       " 19097866  False   True  \n",
       " 19097872  False  False  \n",
       " 19097873  False  False  \n",
       " 19097884   True  False  \n",
       " 19097885  False   True  \n",
       " \n",
       " [4178901 rows x 5 columns])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = df[(df[1]==True) | (df[2] ==True) | (df[3] == True) | (df[4] == True)]\n",
    "len(d.values), d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "e = np.array(d[0][:4178900])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['[WhiteElo \"1740\"]', '[BlackElo \"1712\"]', '[Result \"1-0\"]', ...,\n",
       "       '[WhiteElo \"1827\"]', '[BlackElo \"1766\"]', '[Result \"1-0\"]'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['[WhiteElo \"1740\"]', '[BlackElo \"1712\"]', '[Result \"1-0\"]',\n",
       "        '1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. fxg3 h6 6. e4 Bg7 7. Ne2 d6 8. Nec3 Bd7 9. Bb5 c6 10. Bc4 O-O 11. O-O Kh8 12. Qh5 e6 13. Nd2 d5 14. exd5 cxd5 15. Bd3 Qe7 16. Rf2 f5 17. g4 Nc6 18. gxf5 Nxd4 19. f6 Rxf6 20. Rxf6 Qxf6 21. Rf1 Qe7 22. Ne2 Be8 23. Qh3 e5 24. Nxd4 exd4 25. Nf3 Qe3+ 26. Kh1 Bf7 27. Qd7 Rf8 28. Ng1 Be6 29. Rxf8+ Bxf8 30. Qh7# {Black checkmated} 1-0'],\n",
       "       ['[WhiteElo \"1551\"]', '[BlackElo \"1273\"]', '[Result \"0-1\"]',\n",
       "        '1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. exd5 Bd6 6. O-O Bxe5 7. Re1 Qd6 8. f4 Qc5+ 9. Kh1 O-O 10. fxe5 Bg4 11. Be2 Qxd5 12. Bxg4 Ne4 13. Bf3 Nf2+ 14. Kg1 Qc5 15. Qe2 Nd3+ 16. Kf1 Nxe1 17. Qxe1 Nc6 18. d4 Qxc2 19. Na3 Qd3+ 20. Be2 Qf5+ 21. Bf3 Nxd4 22. Qf2 Qd3+ 23. Kg1 Rae8 24. Qg3 Nxf3+ 25. gxf3 Qd4+ 26. Kh1 Rxe5 27. Bxh6 Re3 28. Nc2 Qxb2 29. Nxe3 Qxa1+ 30. Kg2 Qxa2+ 31. Kh3 Qe6+ 32. Kg2 Qxh6 33. Ng4 Qd2+ 34. Kh3 f5 35. Ne5 f4 36. Qg4 Qd6 37. Qh5 Qe6+ 38. Kg2 Rf5 39. Qh4 Qxe5 40. Qd8+ Rf8 41. Qh4 Qe2+ 42. Kh3 Qxf3+ {White resigns} 0-1'],\n",
       "       ['[WhiteElo \"1998\"]', '[BlackElo \"2052\"]', '[Result \"0-1\"]',\n",
       "        '1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e5 d5 6. Bb5 Ne4 7. Nxd4 Bd7 8. Bxc6 bxc6 9. O-O Bc5 10. c3 O-O 11. Nd2 Qh4 12. N2f3 Qh5 13. Be3 Rab8 14. Qe2 Rfe8 15. Rad1 Qg4 16. h3 Qh5 17. Kh2 f6 18. exf6 gxf6 19. Ng1 Bd6+ 20. g3 Qxe2 21. Ngxe2 Rxb2 22. Ra1 c5 23. Rfb1 Rxb1 24. Rxb1 cxd4 25. cxd4 Nxf2 26. Bxf2 Rxe2 27. Rb8+ Kf7 28. Kg1 h5 29. g4 hxg4 30. hxg4 Rxa2 {White resigns} 0-1'],\n",
       "       ...,\n",
       "       ['1. e4 d5 2. d3 dxe4 3. dxe4 Qxd1+ 4. Kxd1 Nf6 5. Bd3 e5 6. Nf3 Ng4 7. Ke1 Bc5 8. Be3 Bxe3 9. fxe3 Nxe3 10. Kd2 Nxg2 11. Rg1 Nf4 12. Rxg7 Nc6 13. Ng5 Ne6 14. Nxf7 Kf8 15. Rxh7 Rxh7 16. Nc3 Rxf7 17. Rf1 {White forfeits by disconnection} 0-1',\n",
       "        '[WhiteElo \"2842\"]', '[BlackElo \"2747\"]', '[Result \"1-0\"]'],\n",
       "       ['1. e4 e5 2. Nf3 Nc6 3. Bb5 Nf6 4. O-O Nxe4 5. d4 Nd6 6. Bxc6 dxc6 7. dxe5 Nf5 8. Qxd8+ Kxd8 9. Nc3 Bd7 10. h3 h6 11. b3 Ne7 12. Bb2 c5 13. Ne2 Ng6 14. Nd2 Kc8 15. Nc4 b5 16. Ne3 Be7 17. f4 Rd8 18. c4 b4 19. Rad1 Kb7 20. Nd5 Bf8 21. f5 Ne7 22. Nxe7 Bxe7 23. Nf4 Bc6 24. e6 Rxd1 25. Rxd1 g5 26. Nd5 Bd6 27. exf7 Rf8 28. g4 Rxf7 29. Re1 Rd7 30. Kf2 Bf8 31. Rd1 Bd6 32. a4 Rh7 33. Nf6 Re7 34. Rd3 Rf7 35. Re3 Kc8 36. Re6 Kb7 37. Ne4 Bxe4 38. Rxe4 Bf4 39. Re6 Rd7 40. f6 Rd2+ 41. Re2 Rd8 42. Kf3 Kc6 43. Re6+ Kd7 44. Re7+ Kc6 45. Ke4 Bd6 46. Re6 Rb8 47. Kf5 Kd7 48. Be5 Bf8 {Black resigns} 1-0',\n",
       "        '[WhiteElo \"1595\"]', '[BlackElo \"1240\"]', '[Result \"1-0\"]'],\n",
       "       ['1. e4 e6 2. d4 c6 3. Nf3 d5 4. Nc3 Bb4 5. exd5 Bxc3+ 6. bxc3 cxd5 7. Bd3 Bd7 8. Ne5 Bb5 9. Qh5 Nf6 10. Nxf7 {Black forfeits by disconnection} 1-0',\n",
       "        '[WhiteElo \"1827\"]', '[BlackElo \"1766\"]', '[Result \"1-0\"]']],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.reshape(e, (1044725,4 ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = pd.DataFrame(np.reshape(e, (1044725,4 )))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[WhiteElo \"1740\"]</td>\n",
       "      <td>[BlackElo \"1712\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[WhiteElo \"1551\"]</td>\n",
       "      <td>[BlackElo \"1273\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[WhiteElo \"1998\"]</td>\n",
       "      <td>[BlackElo \"2052\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[WhiteElo \"1567\"]</td>\n",
       "      <td>[BlackElo \"1608\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Bc4 a6 3. Qh5 e6 4. Nf3 Nf6 5. Qe5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[WhiteElo \"1491\"]</td>\n",
       "      <td>[BlackElo \"1617\"]</td>\n",
       "      <td>[Result \"1/2-1/2\"]</td>\n",
       "      <td>1. d4 d5 2. c4 e6 3. a3 h6 4. Nf3 Nf6 5. Bf4 c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   0                  1                   2  \\\n",
       "0  [WhiteElo \"1740\"]  [BlackElo \"1712\"]      [Result \"1-0\"]   \n",
       "1  [WhiteElo \"1551\"]  [BlackElo \"1273\"]      [Result \"0-1\"]   \n",
       "2  [WhiteElo \"1998\"]  [BlackElo \"2052\"]      [Result \"0-1\"]   \n",
       "3  [WhiteElo \"1567\"]  [BlackElo \"1608\"]      [Result \"1-0\"]   \n",
       "4  [WhiteElo \"1491\"]  [BlackElo \"1617\"]  [Result \"1/2-1/2\"]   \n",
       "\n",
       "                                                   3  \n",
       "0  1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...  \n",
       "1  1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...  \n",
       "2  1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e...  \n",
       "3  1. e4 c5 2. Bc4 a6 3. Qh5 e6 4. Nf3 Nf6 5. Qe5...  \n",
       "4  1. d4 d5 2. c4 e6 3. a3 h6 4. Nf3 Nf6 5. Bf4 c...  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "f['WhiteEloTF'] = f[0].apply(lambda row : True if \"WhiteElo\" in row else False)\n",
    "f['BlackEloTF'] = f[1].apply(lambda row : True if \"BlackElo\" in row else False)\n",
    "f['ResultTF'] = f[2].apply(lambda row : True if \"Result\" in row else False)\n",
    "f['MovesTF'] = f[3].apply(lambda row : True if \"1. \" in row else False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = f[(f['WhiteEloTF'] == True) & (f['BlackEloTF'] == True) & (f['ResultTF'] == True) & (f['MovesTF'] == True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "g['WhiteElo'] = g[0].str.split('\"')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "g['WhiteElo'] =g['WhiteElo'].apply(lambda x : int(x[1]) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1740"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g['WhiteElo'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-112-900317427175>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-112-900317427175>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    https://www.ficsgames.org/stats/9999_rdistr_3.html\u001b[0m\n\u001b[1;37m           ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "https://www.ficsgames.org/stats/9999_rdistr_3.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             34930\n",
       "1             34930\n",
       "2             34930\n",
       "3             34930\n",
       "WhiteEloTF    34930\n",
       "BlackEloTF    34930\n",
       "ResultTF      34930\n",
       "MovesTF       34930\n",
       "WhiteElo      34930\n",
       "dtype: int64"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g[g['WhiteElo']<1450].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "g['moves_list'] = g[3].str.split(\" \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>WhiteEloTF</th>\n",
       "      <th>BlackEloTF</th>\n",
       "      <th>ResultTF</th>\n",
       "      <th>MovesTF</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>moves_list</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[WhiteElo \"1740\"]</td>\n",
       "      <td>[BlackElo \"1712\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1740</td>\n",
       "      <td>[1., d4, Nf6, 2., Bg5, Ne4, 3., Bh4, g5, 4., B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[WhiteElo \"1551\"]</td>\n",
       "      <td>[BlackElo \"1273\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1551</td>\n",
       "      <td>[1., e4, e5, 2., Bc4, Nf6, 3., Nf3, h6, 4., Nx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[WhiteElo \"1998\"]</td>\n",
       "      <td>[BlackElo \"2052\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1998</td>\n",
       "      <td>[1., e4, e5, 2., d4, exd4, 3., Bc4, Nc6, 4., N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[WhiteElo \"1567\"]</td>\n",
       "      <td>[BlackElo \"1608\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Bc4 a6 3. Qh5 e6 4. Nf3 Nf6 5. Qe5...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1567</td>\n",
       "      <td>[1., e4, c5, 2., Bc4, a6, 3., Qh5, e6, 4., Nf3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[WhiteElo \"1491\"]</td>\n",
       "      <td>[BlackElo \"1617\"]</td>\n",
       "      <td>[Result \"1/2-1/2\"]</td>\n",
       "      <td>1. d4 d5 2. c4 e6 3. a3 h6 4. Nf3 Nf6 5. Bf4 c...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1491</td>\n",
       "      <td>[1., d4, d5, 2., c4, e6, 3., a3, h6, 4., Nf3, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[WhiteElo \"1513\"]</td>\n",
       "      <td>[BlackElo \"1591\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d6 2. c4 e6 3. Nc3 h6 4. Nf3 Nf6 5. e4 B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1513</td>\n",
       "      <td>[1., d4, d6, 2., c4, e6, 3., Nc3, h6, 4., Nf3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[WhiteElo \"1631\"]</td>\n",
       "      <td>[BlackElo \"1510\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. c3 h6 4. Bb5 Bc5 5. Bxc...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1631</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., c3, h6, 4., Bb5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[WhiteElo \"1544\"]</td>\n",
       "      <td>[BlackElo \"1668\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 e6 2. e3 c5 3. c4 cxd4 4. exd4 Nc6 5. a3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1544</td>\n",
       "      <td>[1., d4, e6, 2., e3, c5, 3., c4, cxd4, 4., exd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[WhiteElo \"1816\"]</td>\n",
       "      <td>[BlackElo \"1778\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 Nc6 2. Nf3 d5 3. Nc3 Nf6 4. e5 Ng4 5. d4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1816</td>\n",
       "      <td>[1., e4, Nc6, 2., Nf3, d5, 3., Nc3, Nf6, 4., e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[WhiteElo \"1640\"]</td>\n",
       "      <td>[BlackElo \"1828\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 d6 5. O-...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1640</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[WhiteElo \"1362\"]</td>\n",
       "      <td>[BlackElo \"1685\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 Nc6 2. Bb5 a6 3. Bxc6 dxc6 4. Nf3 Bg4 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1362</td>\n",
       "      <td>[1., e4, Nc6, 2., Bb5, a6, 3., Bxc6, dxc6, 4.,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[WhiteElo \"1840\"]</td>\n",
       "      <td>[BlackElo \"1628\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 c5 2. Bb5 Nc6 3. Bxc6 bxc6 4. Nf3 Nf6 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1840</td>\n",
       "      <td>[1., e4, c5, 2., Bb5, Nc6, 3., Bxc6, bxc6, 4.,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[WhiteElo \"1947\"]</td>\n",
       "      <td>[BlackElo \"1871\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 f5 2. e4 fxe4 3. Nc3 Nf6 4. Bg5 Nc6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1947</td>\n",
       "      <td>[1., d4, f5, 2., e4, fxe4, 3., Nc3, Nf6, 4., B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[WhiteElo \"1732\"]</td>\n",
       "      <td>[BlackElo \"1755\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. Nf3 d5 2. b3 c5 3. d4 cxd4 4. Bb2 Nc6 5. Nx...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1732</td>\n",
       "      <td>[1., Nf3, d5, 2., b3, c5, 3., d4, cxd4, 4., Bb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[WhiteElo \"2045\"]</td>\n",
       "      <td>[BlackElo \"2005\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nc3 Qd6 4. d4 Nf6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>2045</td>\n",
       "      <td>[1., e4, d5, 2., exd5, Qxd5, 3., Nc3, Qd6, 4.,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[WhiteElo \"1892\"]</td>\n",
       "      <td>[BlackElo \"1664\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. c4 e5 2. e3 a6 3. a3 h6 4. b4 Nf6 5. Bb2 d6...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1892</td>\n",
       "      <td>[1., c4, e5, 2., e3, a6, 3., a3, h6, 4., b4, N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[WhiteElo \"1779\"]</td>\n",
       "      <td>[BlackElo \"1719\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Bc4 g6 3. c3 Bg7 4. Nf3 Nc6 5. a3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1779</td>\n",
       "      <td>[1., e4, c5, 2., Bc4, g6, 3., c3, Bg7, 4., Nf3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[WhiteElo \"1110\"]</td>\n",
       "      <td>[BlackElo \"1526\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 c6 2. Nd2 d5 3. c3 Bf5 4. e3 Nf6 5. f4 e...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1110</td>\n",
       "      <td>[1., d4, c6, 2., Nd2, d5, 3., c3, Bf5, 4., e3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[WhiteElo \"1467\"]</td>\n",
       "      <td>[BlackElo \"1732\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1467</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[WhiteElo \"1632\"]</td>\n",
       "      <td>[BlackElo \"1836\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. f3 Nf6 3. Bc4 Nxe4 4. fxe4 Qh4+ 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1632</td>\n",
       "      <td>[1., e4, e5, 2., f3, Nf6, 3., Bc4, Nxe4, 4., f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[WhiteElo \"1577\"]</td>\n",
       "      <td>[BlackElo \"1557\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. c4 dxc4 3. Qa4+ Nc6 4. Qxc4 Nxd4 5...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1577</td>\n",
       "      <td>[1., d4, d5, 2., c4, dxc4, 3., Qa4+, Nc6, 4., ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[WhiteElo \"1532\"]</td>\n",
       "      <td>[BlackElo \"1350\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. h3 Nf6 3. Qe2 Nc6 4. c3 Be7 5. a3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1532</td>\n",
       "      <td>[1., e4, e5, 2., h3, Nf6, 3., Qe2, Nc6, 4., c3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[WhiteElo \"1120\"]</td>\n",
       "      <td>[BlackElo \"1857\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 {White resigns} 0-1</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1120</td>\n",
       "      <td>[1., e4, {White, resigns}, 0-1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[WhiteElo \"1425\"]</td>\n",
       "      <td>[BlackElo \"1694\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. a3 a6 4. g3 b5 5. c4 bx...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1425</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., a3, a6, 4., g3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[WhiteElo \"1317\"]</td>\n",
       "      <td>[BlackElo \"2469\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nc3 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1317</td>\n",
       "      <td>[1., e4, e5, 2., Nc3, Nf6, 3., d4, exd4, 4., Q...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[WhiteElo \"1637\"]</td>\n",
       "      <td>[BlackElo \"1319\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qa4 Bd6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1637</td>\n",
       "      <td>[1., e4, e5, 2., d4, exd4, 3., Qxd4, Nc6, 4., ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[WhiteElo \"1832\"]</td>\n",
       "      <td>[BlackElo \"1636\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Ne2 Nc6 3. c3 Nf6 4. Ng3 Rg8 5. d4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1832</td>\n",
       "      <td>[1., e4, c5, 2., Ne2, Nc6, 3., c3, Nf6, 4., Ng...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[WhiteElo \"1604\"]</td>\n",
       "      <td>[BlackElo \"1639\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. c4 d5 2. c5 e5 3. d4 exd4 4. Qxd4 Nf6 5. Nf...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1604</td>\n",
       "      <td>[1., c4, d5, 2., c5, e5, 3., d4, exd4, 4., Qxd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[WhiteElo \"1640\"]</td>\n",
       "      <td>[BlackElo \"1828\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 Be7 5. O...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1640</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[WhiteElo \"1995\"]</td>\n",
       "      <td>[BlackElo \"2067\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. Nf3 Nf6 3. Nc3 Bf5 4. Bf4 c6 5. e3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1995</td>\n",
       "      <td>[1., d4, d5, 2., Nf3, Nf6, 3., Nc3, Bf5, 4., B...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044264</th>\n",
       "      <td>[WhiteElo \"1531\"]</td>\n",
       "      <td>[BlackElo \"1578\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1531</td>\n",
       "      <td>[1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., Q...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044265</th>\n",
       "      <td>[WhiteElo \"1900\"]</td>\n",
       "      <td>[BlackElo \"1851\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. d4 Bf5 4. c4 Qe4+ 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1900</td>\n",
       "      <td>[1., e4, d5, 2., exd5, Qxd5, 3., d4, Bf5, 4., ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044266</th>\n",
       "      <td>[WhiteElo \"1601\"]</td>\n",
       "      <td>[BlackElo \"1649\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. Nf3 e6 2. d4 d6 3. c4 b6 4. e3 Bd7 5. g3 Bc...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1601</td>\n",
       "      <td>[1., Nf3, e6, 2., d4, d6, 3., c4, b6, 4., e3, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044267</th>\n",
       "      <td>[WhiteElo \"1457\"]</td>\n",
       "      <td>[BlackElo \"1669\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. e5 Ng8 5. Qh...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1457</td>\n",
       "      <td>[1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044444</th>\n",
       "      <td>[WhiteElo \"1691\"]</td>\n",
       "      <td>[BlackElo \"1487\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. Nf3 d5 2. d4 e6 3. Bf4 c5 4. e3 c4 5. c3 b5...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1691</td>\n",
       "      <td>[1., Nf3, d5, 2., d4, e6, 3., Bf4, c5, 4., e3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044445</th>\n",
       "      <td>[WhiteElo \"2251\"]</td>\n",
       "      <td>[BlackElo \"2142\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>2251</td>\n",
       "      <td>[1., e4, c5, 2., Nf3, d6, 3., d4, cxd4, 4., Nx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044576</th>\n",
       "      <td>[WhiteElo \"1811\"]</td>\n",
       "      <td>[BlackElo \"1338\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 b6 2. Nf3 Bb7 3. d3 d5 4. Nc3 e6 5. Be2 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1811</td>\n",
       "      <td>[1., e4, b6, 2., Nf3, Bb7, 3., d3, d5, 4., Nc3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044577</th>\n",
       "      <td>[WhiteElo \"1452\"]</td>\n",
       "      <td>[BlackElo \"1558\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 c5 2. Bc4 Nc6 3. d4 cxd4 4. b3 e5 5. Ba3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1452</td>\n",
       "      <td>[1., e4, c5, 2., Bc4, Nc6, 3., d4, cxd4, 4., b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044578</th>\n",
       "      <td>[WhiteElo \"1765\"]</td>\n",
       "      <td>[BlackElo \"1854\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. c4 e5 2. Nc3 Nf6 3. e4 Nc6 4. d3 Bc5 5. h3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1765</td>\n",
       "      <td>[1., c4, e5, 2., Nc3, Nf6, 3., e4, Nc6, 4., d3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044579</th>\n",
       "      <td>[WhiteElo \"1400\"]</td>\n",
       "      <td>[BlackElo \"1620\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. d3 Bc5 3. Nf3 d6 4. Nc3 Bg4 5. Be2...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1400</td>\n",
       "      <td>[1., e4, e5, 2., d3, Bc5, 3., Nf3, d6, 4., Nc3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044580</th>\n",
       "      <td>[WhiteElo \"1856\"]</td>\n",
       "      <td>[BlackElo \"1971\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 Nf6 2. Nc3 d5 3. exd5 Nxd5 4. Ne4 Bf5 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1856</td>\n",
       "      <td>[1., e4, Nf6, 2., Nc3, d5, 3., exd5, Nxd5, 4.,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044581</th>\n",
       "      <td>[WhiteElo \"1816\"]</td>\n",
       "      <td>[BlackElo \"1756\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 g6 2. c4 Bg7 3. Nc3 d6 4. e4 c6 5. Nf3 B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1816</td>\n",
       "      <td>[1., d4, g6, 2., c4, Bg7, 3., Nc3, d6, 4., e4,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044582</th>\n",
       "      <td>[WhiteElo \"1899\"]</td>\n",
       "      <td>[BlackElo \"1720\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 c5 3. Nxe5 d6 4. Nc4 a6 5. d4 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1899</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, c5, 3., Nxe5, d6, 4., Nc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044583</th>\n",
       "      <td>[WhiteElo \"1940\"]</td>\n",
       "      <td>[BlackElo \"1453\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. f4 d6 3. Nf3 Nc6 4. Bb5 Bd7 5. O-O...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1940</td>\n",
       "      <td>[1., e4, e5, 2., f4, d6, 3., Nf3, Nc6, 4., Bb5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044584</th>\n",
       "      <td>[WhiteElo \"1271\"]</td>\n",
       "      <td>[BlackElo \"1377\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Qf6 3. d3 h6 4. Nc3 c6 5. Be2 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1271</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Qf6, 3., d3, h6, 4., Nc3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044585</th>\n",
       "      <td>[WhiteElo \"1721\"]</td>\n",
       "      <td>[BlackElo \"1748\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. c4 e5 3. dxe5 d4 4. e3 Bb4+ 5. Bd2...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1721</td>\n",
       "      <td>[1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., e3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044586</th>\n",
       "      <td>[WhiteElo \"1871\"]</td>\n",
       "      <td>[BlackElo \"1965\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. c4 e5 3. dxe5 d4 4. Nf3 Nc6 5. g3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1871</td>\n",
       "      <td>[1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., Nf3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044587</th>\n",
       "      <td>[WhiteElo \"1511\"]</td>\n",
       "      <td>[BlackElo \"1476\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. Nf3 Nc6 3. Nc3 {Black forfeits by ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1511</td>\n",
       "      <td>[1., d4, d5, 2., Nf3, Nc6, 3., Nc3, {Black, fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044588</th>\n",
       "      <td>[WhiteElo \"1519\"]</td>\n",
       "      <td>[BlackElo \"1405\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 f6 3. Nh4 Nh6 4. Bc4 c6 5. Nc3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1519</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, f6, 3., Nh4, Nh6, 4., Bc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044589</th>\n",
       "      <td>[WhiteElo \"1949\"]</td>\n",
       "      <td>[BlackElo \"1869\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. c3 Nf6 3. e5 Nd5 4. Nf3 e6 5. d4 c...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1949</td>\n",
       "      <td>[1., e4, c5, 2., c3, Nf6, 3., e5, Nd5, 4., Nf3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044590</th>\n",
       "      <td>[WhiteElo \"1452\"]</td>\n",
       "      <td>[BlackElo \"1490\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. f4 e6 3. e3 Qh4+ 4. g3 Qd8 5. Nf3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1452</td>\n",
       "      <td>[1., d4, d5, 2., f4, e6, 3., e3, Qh4+, 4., g3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044591</th>\n",
       "      <td>[WhiteElo \"1722\"]</td>\n",
       "      <td>[BlackElo \"1751\"]</td>\n",
       "      <td>[Result \"1/2-1/2\"]</td>\n",
       "      <td>1. e4 c5 2. e5 Nc6 3. Nf3 e6 4. Nc3 Nge7 5. d4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1722</td>\n",
       "      <td>[1., e4, c5, 2., e5, Nc6, 3., Nf3, e6, 4., Nc3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044592</th>\n",
       "      <td>[WhiteElo \"1723\"]</td>\n",
       "      <td>[BlackElo \"1499\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 d5 2. exd5 Nf6 3. c4 Bf5 4. Nc3 e6 5. dx...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1723</td>\n",
       "      <td>[1., e4, d5, 2., exd5, Nf6, 3., c4, Bf5, 4., N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044593</th>\n",
       "      <td>[WhiteElo \"1831\"]</td>\n",
       "      <td>[BlackElo \"1573\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. c4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 g6 5. Nc...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1831</td>\n",
       "      <td>[1., c4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044594</th>\n",
       "      <td>[WhiteElo \"1882\"]</td>\n",
       "      <td>[BlackElo \"1780\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 g6 2. d4 Bg7 3. Nc3 d6 4. Bg5 f5 5. e5 h...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1882</td>\n",
       "      <td>[1., e4, g6, 2., d4, Bg7, 3., Nc3, d6, 4., Bg5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044595</th>\n",
       "      <td>[WhiteElo \"1733\"]</td>\n",
       "      <td>[BlackElo \"1719\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. Nc3 Bg4 4. Be2 Nc6 5. h3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1733</td>\n",
       "      <td>[1., e4, c5, 2., Nf3, d6, 3., Nc3, Bg4, 4., Be...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044596</th>\n",
       "      <td>[WhiteElo \"1288\"]</td>\n",
       "      <td>[BlackElo \"1270\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. e3 e6 3. Nf3 Bd6 4. Bb5+ Bd7 5. a4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1288</td>\n",
       "      <td>[1., d4, d5, 2., e3, e6, 3., Nf3, Bd6, 4., Bb5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044597</th>\n",
       "      <td>[WhiteElo \"2416\"]</td>\n",
       "      <td>[BlackElo \"1464\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. Nf3 Bg4 3. c4 Bxf3 4. gxf3 dxc4 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>2416</td>\n",
       "      <td>[1., d4, d5, 2., Nf3, Bg4, 3., c4, Bxf3, 4., g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044598</th>\n",
       "      <td>[WhiteElo \"1714\"]</td>\n",
       "      <td>[BlackElo \"1646\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Nf3 a6 3. d4 cxd4 4. Nxd4 Nc6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1714</td>\n",
       "      <td>[1., e4, c5, 2., Nf3, a6, 3., d4, cxd4, 4., Nx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044599</th>\n",
       "      <td>[WhiteElo \"1676\"]</td>\n",
       "      <td>[BlackElo \"1580\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Nc3 Nxe4 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1676</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., Bc4, Nf6, 4., N...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>252179 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         0                  1                   2  \\\n",
       "0        [WhiteElo \"1740\"]  [BlackElo \"1712\"]      [Result \"1-0\"]   \n",
       "1        [WhiteElo \"1551\"]  [BlackElo \"1273\"]      [Result \"0-1\"]   \n",
       "2        [WhiteElo \"1998\"]  [BlackElo \"2052\"]      [Result \"0-1\"]   \n",
       "3        [WhiteElo \"1567\"]  [BlackElo \"1608\"]      [Result \"1-0\"]   \n",
       "4        [WhiteElo \"1491\"]  [BlackElo \"1617\"]  [Result \"1/2-1/2\"]   \n",
       "5        [WhiteElo \"1513\"]  [BlackElo \"1591\"]      [Result \"1-0\"]   \n",
       "6        [WhiteElo \"1631\"]  [BlackElo \"1510\"]      [Result \"1-0\"]   \n",
       "7        [WhiteElo \"1544\"]  [BlackElo \"1668\"]      [Result \"1-0\"]   \n",
       "8        [WhiteElo \"1816\"]  [BlackElo \"1778\"]      [Result \"1-0\"]   \n",
       "9        [WhiteElo \"1640\"]  [BlackElo \"1828\"]      [Result \"0-1\"]   \n",
       "10       [WhiteElo \"1362\"]  [BlackElo \"1685\"]      [Result \"0-1\"]   \n",
       "11       [WhiteElo \"1840\"]  [BlackElo \"1628\"]      [Result \"0-1\"]   \n",
       "12       [WhiteElo \"1947\"]  [BlackElo \"1871\"]      [Result \"0-1\"]   \n",
       "13       [WhiteElo \"1732\"]  [BlackElo \"1755\"]      [Result \"0-1\"]   \n",
       "14       [WhiteElo \"2045\"]  [BlackElo \"2005\"]      [Result \"1-0\"]   \n",
       "15       [WhiteElo \"1892\"]  [BlackElo \"1664\"]      [Result \"1-0\"]   \n",
       "16       [WhiteElo \"1779\"]  [BlackElo \"1719\"]      [Result \"1-0\"]   \n",
       "17       [WhiteElo \"1110\"]  [BlackElo \"1526\"]      [Result \"0-1\"]   \n",
       "18       [WhiteElo \"1467\"]  [BlackElo \"1732\"]      [Result \"0-1\"]   \n",
       "19       [WhiteElo \"1632\"]  [BlackElo \"1836\"]      [Result \"0-1\"]   \n",
       "20       [WhiteElo \"1577\"]  [BlackElo \"1557\"]      [Result \"0-1\"]   \n",
       "21       [WhiteElo \"1532\"]  [BlackElo \"1350\"]      [Result \"0-1\"]   \n",
       "22       [WhiteElo \"1120\"]  [BlackElo \"1857\"]      [Result \"0-1\"]   \n",
       "23       [WhiteElo \"1425\"]  [BlackElo \"1694\"]      [Result \"1-0\"]   \n",
       "24       [WhiteElo \"1317\"]  [BlackElo \"2469\"]      [Result \"0-1\"]   \n",
       "25       [WhiteElo \"1637\"]  [BlackElo \"1319\"]      [Result \"1-0\"]   \n",
       "26       [WhiteElo \"1832\"]  [BlackElo \"1636\"]      [Result \"1-0\"]   \n",
       "27       [WhiteElo \"1604\"]  [BlackElo \"1639\"]      [Result \"0-1\"]   \n",
       "28       [WhiteElo \"1640\"]  [BlackElo \"1828\"]      [Result \"0-1\"]   \n",
       "29       [WhiteElo \"1995\"]  [BlackElo \"2067\"]      [Result \"1-0\"]   \n",
       "...                    ...                ...                 ...   \n",
       "1044264  [WhiteElo \"1531\"]  [BlackElo \"1578\"]      [Result \"1-0\"]   \n",
       "1044265  [WhiteElo \"1900\"]  [BlackElo \"1851\"]      [Result \"1-0\"]   \n",
       "1044266  [WhiteElo \"1601\"]  [BlackElo \"1649\"]      [Result \"1-0\"]   \n",
       "1044267  [WhiteElo \"1457\"]  [BlackElo \"1669\"]      [Result \"0-1\"]   \n",
       "1044444  [WhiteElo \"1691\"]  [BlackElo \"1487\"]      [Result \"1-0\"]   \n",
       "1044445  [WhiteElo \"2251\"]  [BlackElo \"2142\"]      [Result \"1-0\"]   \n",
       "1044576  [WhiteElo \"1811\"]  [BlackElo \"1338\"]      [Result \"1-0\"]   \n",
       "1044577  [WhiteElo \"1452\"]  [BlackElo \"1558\"]      [Result \"0-1\"]   \n",
       "1044578  [WhiteElo \"1765\"]  [BlackElo \"1854\"]      [Result \"1-0\"]   \n",
       "1044579  [WhiteElo \"1400\"]  [BlackElo \"1620\"]      [Result \"0-1\"]   \n",
       "1044580  [WhiteElo \"1856\"]  [BlackElo \"1971\"]      [Result \"0-1\"]   \n",
       "1044581  [WhiteElo \"1816\"]  [BlackElo \"1756\"]      [Result \"0-1\"]   \n",
       "1044582  [WhiteElo \"1899\"]  [BlackElo \"1720\"]      [Result \"1-0\"]   \n",
       "1044583  [WhiteElo \"1940\"]  [BlackElo \"1453\"]      [Result \"1-0\"]   \n",
       "1044584  [WhiteElo \"1271\"]  [BlackElo \"1377\"]      [Result \"0-1\"]   \n",
       "1044585  [WhiteElo \"1721\"]  [BlackElo \"1748\"]      [Result \"0-1\"]   \n",
       "1044586  [WhiteElo \"1871\"]  [BlackElo \"1965\"]      [Result \"0-1\"]   \n",
       "1044587  [WhiteElo \"1511\"]  [BlackElo \"1476\"]      [Result \"1-0\"]   \n",
       "1044588  [WhiteElo \"1519\"]  [BlackElo \"1405\"]      [Result \"1-0\"]   \n",
       "1044589  [WhiteElo \"1949\"]  [BlackElo \"1869\"]      [Result \"1-0\"]   \n",
       "1044590  [WhiteElo \"1452\"]  [BlackElo \"1490\"]      [Result \"0-1\"]   \n",
       "1044591  [WhiteElo \"1722\"]  [BlackElo \"1751\"]  [Result \"1/2-1/2\"]   \n",
       "1044592  [WhiteElo \"1723\"]  [BlackElo \"1499\"]      [Result \"1-0\"]   \n",
       "1044593  [WhiteElo \"1831\"]  [BlackElo \"1573\"]      [Result \"1-0\"]   \n",
       "1044594  [WhiteElo \"1882\"]  [BlackElo \"1780\"]      [Result \"1-0\"]   \n",
       "1044595  [WhiteElo \"1733\"]  [BlackElo \"1719\"]      [Result \"1-0\"]   \n",
       "1044596  [WhiteElo \"1288\"]  [BlackElo \"1270\"]      [Result \"1-0\"]   \n",
       "1044597  [WhiteElo \"2416\"]  [BlackElo \"1464\"]      [Result \"1-0\"]   \n",
       "1044598  [WhiteElo \"1714\"]  [BlackElo \"1646\"]      [Result \"1-0\"]   \n",
       "1044599  [WhiteElo \"1676\"]  [BlackElo \"1580\"]      [Result \"1-0\"]   \n",
       "\n",
       "                                                         3  WhiteEloTF  \\\n",
       "0        1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...        True   \n",
       "1        1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...        True   \n",
       "2        1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e...        True   \n",
       "3        1. e4 c5 2. Bc4 a6 3. Qh5 e6 4. Nf3 Nf6 5. Qe5...        True   \n",
       "4        1. d4 d5 2. c4 e6 3. a3 h6 4. Nf3 Nf6 5. Bf4 c...        True   \n",
       "5        1. d4 d6 2. c4 e6 3. Nc3 h6 4. Nf3 Nf6 5. e4 B...        True   \n",
       "6        1. e4 e5 2. Nf3 Nc6 3. c3 h6 4. Bb5 Bc5 5. Bxc...        True   \n",
       "7        1. d4 e6 2. e3 c5 3. c4 cxd4 4. exd4 Nc6 5. a3...        True   \n",
       "8        1. e4 Nc6 2. Nf3 d5 3. Nc3 Nf6 4. e5 Ng4 5. d4...        True   \n",
       "9        1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 d6 5. O-...        True   \n",
       "10       1. e4 Nc6 2. Bb5 a6 3. Bxc6 dxc6 4. Nf3 Bg4 5....        True   \n",
       "11       1. e4 c5 2. Bb5 Nc6 3. Bxc6 bxc6 4. Nf3 Nf6 5....        True   \n",
       "12       1. d4 f5 2. e4 fxe4 3. Nc3 Nf6 4. Bg5 Nc6 5. B...        True   \n",
       "13       1. Nf3 d5 2. b3 c5 3. d4 cxd4 4. Bb2 Nc6 5. Nx...        True   \n",
       "14       1. e4 d5 2. exd5 Qxd5 3. Nc3 Qd6 4. d4 Nf6 5. ...        True   \n",
       "15       1. c4 e5 2. e3 a6 3. a3 h6 4. b4 Nf6 5. Bb2 d6...        True   \n",
       "16       1. e4 c5 2. Bc4 g6 3. c3 Bg7 4. Nf3 Nc6 5. a3 ...        True   \n",
       "17       1. d4 c6 2. Nd2 d5 3. c3 Bf5 4. e3 Nf6 5. f4 e...        True   \n",
       "18       1. e4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 Nf6 5. N...        True   \n",
       "19       1. e4 e5 2. f3 Nf6 3. Bc4 Nxe4 4. fxe4 Qh4+ 5....        True   \n",
       "20       1. d4 d5 2. c4 dxc4 3. Qa4+ Nc6 4. Qxc4 Nxd4 5...        True   \n",
       "21       1. e4 e5 2. h3 Nf6 3. Qe2 Nc6 4. c3 Be7 5. a3 ...        True   \n",
       "22                               1. e4 {White resigns} 0-1        True   \n",
       "23       1. e4 e5 2. Nf3 Nc6 3. a3 a6 4. g3 b5 5. c4 bx...        True   \n",
       "24       1. e4 e5 2. Nc3 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...        True   \n",
       "25       1. e4 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qa4 Bd6 5. ...        True   \n",
       "26       1. e4 c5 2. Ne2 Nc6 3. c3 Nf6 4. Ng3 Rg8 5. d4...        True   \n",
       "27       1. c4 d5 2. c5 e5 3. d4 exd4 4. Qxd4 Nf6 5. Nf...        True   \n",
       "28       1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 Be7 5. O...        True   \n",
       "29       1. d4 d5 2. Nf3 Nf6 3. Nc3 Bf5 4. Bf4 c6 5. e3...        True   \n",
       "...                                                    ...         ...   \n",
       "1044264  1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...        True   \n",
       "1044265  1. e4 d5 2. exd5 Qxd5 3. d4 Bf5 4. c4 Qe4+ 5. ...        True   \n",
       "1044266  1. Nf3 e6 2. d4 d6 3. c4 b6 4. e3 Bd7 5. g3 Bc...        True   \n",
       "1044267  1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. e5 Ng8 5. Qh...        True   \n",
       "1044444  1. Nf3 d5 2. d4 e6 3. Bf4 c5 4. e3 c4 5. c3 b5...        True   \n",
       "1044445  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...        True   \n",
       "1044576  1. e4 b6 2. Nf3 Bb7 3. d3 d5 4. Nc3 e6 5. Be2 ...        True   \n",
       "1044577  1. e4 c5 2. Bc4 Nc6 3. d4 cxd4 4. b3 e5 5. Ba3...        True   \n",
       "1044578  1. c4 e5 2. Nc3 Nf6 3. e4 Nc6 4. d3 Bc5 5. h3 ...        True   \n",
       "1044579  1. e4 e5 2. d3 Bc5 3. Nf3 d6 4. Nc3 Bg4 5. Be2...        True   \n",
       "1044580  1. e4 Nf6 2. Nc3 d5 3. exd5 Nxd5 4. Ne4 Bf5 5....        True   \n",
       "1044581  1. d4 g6 2. c4 Bg7 3. Nc3 d6 4. e4 c6 5. Nf3 B...        True   \n",
       "1044582  1. e4 e5 2. Nf3 c5 3. Nxe5 d6 4. Nc4 a6 5. d4 ...        True   \n",
       "1044583  1. e4 e5 2. f4 d6 3. Nf3 Nc6 4. Bb5 Bd7 5. O-O...        True   \n",
       "1044584  1. e4 e5 2. Nf3 Qf6 3. d3 h6 4. Nc3 c6 5. Be2 ...        True   \n",
       "1044585  1. d4 d5 2. c4 e5 3. dxe5 d4 4. e3 Bb4+ 5. Bd2...        True   \n",
       "1044586  1. d4 d5 2. c4 e5 3. dxe5 d4 4. Nf3 Nc6 5. g3 ...        True   \n",
       "1044587  1. d4 d5 2. Nf3 Nc6 3. Nc3 {Black forfeits by ...        True   \n",
       "1044588  1. e4 e5 2. Nf3 f6 3. Nh4 Nh6 4. Bc4 c6 5. Nc3...        True   \n",
       "1044589  1. e4 c5 2. c3 Nf6 3. e5 Nd5 4. Nf3 e6 5. d4 c...        True   \n",
       "1044590  1. d4 d5 2. f4 e6 3. e3 Qh4+ 4. g3 Qd8 5. Nf3 ...        True   \n",
       "1044591  1. e4 c5 2. e5 Nc6 3. Nf3 e6 4. Nc3 Nge7 5. d4...        True   \n",
       "1044592  1. e4 d5 2. exd5 Nf6 3. c4 Bf5 4. Nc3 e6 5. dx...        True   \n",
       "1044593  1. c4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 g6 5. Nc...        True   \n",
       "1044594  1. e4 g6 2. d4 Bg7 3. Nc3 d6 4. Bg5 f5 5. e5 h...        True   \n",
       "1044595  1. e4 c5 2. Nf3 d6 3. Nc3 Bg4 4. Be2 Nc6 5. h3...        True   \n",
       "1044596  1. d4 d5 2. e3 e6 3. Nf3 Bd6 4. Bb5+ Bd7 5. a4...        True   \n",
       "1044597  1. d4 d5 2. Nf3 Bg4 3. c4 Bxf3 4. gxf3 dxc4 5....        True   \n",
       "1044598  1. e4 c5 2. Nf3 a6 3. d4 cxd4 4. Nxd4 Nc6 5. B...        True   \n",
       "1044599  1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Nc3 Nxe4 5. ...        True   \n",
       "\n",
       "         BlackEloTF  ResultTF  MovesTF  WhiteElo  \\\n",
       "0              True      True     True      1740   \n",
       "1              True      True     True      1551   \n",
       "2              True      True     True      1998   \n",
       "3              True      True     True      1567   \n",
       "4              True      True     True      1491   \n",
       "5              True      True     True      1513   \n",
       "6              True      True     True      1631   \n",
       "7              True      True     True      1544   \n",
       "8              True      True     True      1816   \n",
       "9              True      True     True      1640   \n",
       "10             True      True     True      1362   \n",
       "11             True      True     True      1840   \n",
       "12             True      True     True      1947   \n",
       "13             True      True     True      1732   \n",
       "14             True      True     True      2045   \n",
       "15             True      True     True      1892   \n",
       "16             True      True     True      1779   \n",
       "17             True      True     True      1110   \n",
       "18             True      True     True      1467   \n",
       "19             True      True     True      1632   \n",
       "20             True      True     True      1577   \n",
       "21             True      True     True      1532   \n",
       "22             True      True     True      1120   \n",
       "23             True      True     True      1425   \n",
       "24             True      True     True      1317   \n",
       "25             True      True     True      1637   \n",
       "26             True      True     True      1832   \n",
       "27             True      True     True      1604   \n",
       "28             True      True     True      1640   \n",
       "29             True      True     True      1995   \n",
       "...             ...       ...      ...       ...   \n",
       "1044264        True      True     True      1531   \n",
       "1044265        True      True     True      1900   \n",
       "1044266        True      True     True      1601   \n",
       "1044267        True      True     True      1457   \n",
       "1044444        True      True     True      1691   \n",
       "1044445        True      True     True      2251   \n",
       "1044576        True      True     True      1811   \n",
       "1044577        True      True     True      1452   \n",
       "1044578        True      True     True      1765   \n",
       "1044579        True      True     True      1400   \n",
       "1044580        True      True     True      1856   \n",
       "1044581        True      True     True      1816   \n",
       "1044582        True      True     True      1899   \n",
       "1044583        True      True     True      1940   \n",
       "1044584        True      True     True      1271   \n",
       "1044585        True      True     True      1721   \n",
       "1044586        True      True     True      1871   \n",
       "1044587        True      True     True      1511   \n",
       "1044588        True      True     True      1519   \n",
       "1044589        True      True     True      1949   \n",
       "1044590        True      True     True      1452   \n",
       "1044591        True      True     True      1722   \n",
       "1044592        True      True     True      1723   \n",
       "1044593        True      True     True      1831   \n",
       "1044594        True      True     True      1882   \n",
       "1044595        True      True     True      1733   \n",
       "1044596        True      True     True      1288   \n",
       "1044597        True      True     True      2416   \n",
       "1044598        True      True     True      1714   \n",
       "1044599        True      True     True      1676   \n",
       "\n",
       "                                                moves_list  \n",
       "0        [1., d4, Nf6, 2., Bg5, Ne4, 3., Bh4, g5, 4., B...  \n",
       "1        [1., e4, e5, 2., Bc4, Nf6, 3., Nf3, h6, 4., Nx...  \n",
       "2        [1., e4, e5, 2., d4, exd4, 3., Bc4, Nc6, 4., N...  \n",
       "3        [1., e4, c5, 2., Bc4, a6, 3., Qh5, e6, 4., Nf3...  \n",
       "4        [1., d4, d5, 2., c4, e6, 3., a3, h6, 4., Nf3, ...  \n",
       "5        [1., d4, d6, 2., c4, e6, 3., Nc3, h6, 4., Nf3,...  \n",
       "6        [1., e4, e5, 2., Nf3, Nc6, 3., c3, h6, 4., Bb5...  \n",
       "7        [1., d4, e6, 2., e3, c5, 3., c4, cxd4, 4., exd...  \n",
       "8        [1., e4, Nc6, 2., Nf3, d5, 3., Nc3, Nf6, 4., e...  \n",
       "9        [1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...  \n",
       "10       [1., e4, Nc6, 2., Bb5, a6, 3., Bxc6, dxc6, 4.,...  \n",
       "11       [1., e4, c5, 2., Bb5, Nc6, 3., Bxc6, bxc6, 4.,...  \n",
       "12       [1., d4, f5, 2., e4, fxe4, 3., Nc3, Nf6, 4., B...  \n",
       "13       [1., Nf3, d5, 2., b3, c5, 3., d4, cxd4, 4., Bb...  \n",
       "14       [1., e4, d5, 2., exd5, Qxd5, 3., Nc3, Qd6, 4.,...  \n",
       "15       [1., c4, e5, 2., e3, a6, 3., a3, h6, 4., b4, N...  \n",
       "16       [1., e4, c5, 2., Bc4, g6, 3., c3, Bg7, 4., Nf3...  \n",
       "17       [1., d4, c6, 2., Nd2, d5, 3., c3, Bf5, 4., e3,...  \n",
       "18       [1., e4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...  \n",
       "19       [1., e4, e5, 2., f3, Nf6, 3., Bc4, Nxe4, 4., f...  \n",
       "20       [1., d4, d5, 2., c4, dxc4, 3., Qa4+, Nc6, 4., ...  \n",
       "21       [1., e4, e5, 2., h3, Nf6, 3., Qe2, Nc6, 4., c3...  \n",
       "22                         [1., e4, {White, resigns}, 0-1]  \n",
       "23       [1., e4, e5, 2., Nf3, Nc6, 3., a3, a6, 4., g3,...  \n",
       "24       [1., e4, e5, 2., Nc3, Nf6, 3., d4, exd4, 4., Q...  \n",
       "25       [1., e4, e5, 2., d4, exd4, 3., Qxd4, Nc6, 4., ...  \n",
       "26       [1., e4, c5, 2., Ne2, Nc6, 3., c3, Nf6, 4., Ng...  \n",
       "27       [1., c4, d5, 2., c5, e5, 3., d4, exd4, 4., Qxd...  \n",
       "28       [1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...  \n",
       "29       [1., d4, d5, 2., Nf3, Nf6, 3., Nc3, Bf5, 4., B...  \n",
       "...                                                    ...  \n",
       "1044264  [1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., Q...  \n",
       "1044265  [1., e4, d5, 2., exd5, Qxd5, 3., d4, Bf5, 4., ...  \n",
       "1044266  [1., Nf3, e6, 2., d4, d6, 3., c4, b6, 4., e3, ...  \n",
       "1044267  [1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., e...  \n",
       "1044444  [1., Nf3, d5, 2., d4, e6, 3., Bf4, c5, 4., e3,...  \n",
       "1044445  [1., e4, c5, 2., Nf3, d6, 3., d4, cxd4, 4., Nx...  \n",
       "1044576  [1., e4, b6, 2., Nf3, Bb7, 3., d3, d5, 4., Nc3...  \n",
       "1044577  [1., e4, c5, 2., Bc4, Nc6, 3., d4, cxd4, 4., b...  \n",
       "1044578  [1., c4, e5, 2., Nc3, Nf6, 3., e4, Nc6, 4., d3...  \n",
       "1044579  [1., e4, e5, 2., d3, Bc5, 3., Nf3, d6, 4., Nc3...  \n",
       "1044580  [1., e4, Nf6, 2., Nc3, d5, 3., exd5, Nxd5, 4.,...  \n",
       "1044581  [1., d4, g6, 2., c4, Bg7, 3., Nc3, d6, 4., e4,...  \n",
       "1044582  [1., e4, e5, 2., Nf3, c5, 3., Nxe5, d6, 4., Nc...  \n",
       "1044583  [1., e4, e5, 2., f4, d6, 3., Nf3, Nc6, 4., Bb5...  \n",
       "1044584  [1., e4, e5, 2., Nf3, Qf6, 3., d3, h6, 4., Nc3...  \n",
       "1044585  [1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., e3,...  \n",
       "1044586  [1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., Nf3...  \n",
       "1044587  [1., d4, d5, 2., Nf3, Nc6, 3., Nc3, {Black, fo...  \n",
       "1044588  [1., e4, e5, 2., Nf3, f6, 3., Nh4, Nh6, 4., Bc...  \n",
       "1044589  [1., e4, c5, 2., c3, Nf6, 3., e5, Nd5, 4., Nf3...  \n",
       "1044590  [1., d4, d5, 2., f4, e6, 3., e3, Qh4+, 4., g3,...  \n",
       "1044591  [1., e4, c5, 2., e5, Nc6, 3., Nf3, e6, 4., Nc3...  \n",
       "1044592  [1., e4, d5, 2., exd5, Nf6, 3., c4, Bf5, 4., N...  \n",
       "1044593  [1., c4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...  \n",
       "1044594  [1., e4, g6, 2., d4, Bg7, 3., Nc3, d6, 4., Bg5...  \n",
       "1044595  [1., e4, c5, 2., Nf3, d6, 3., Nc3, Bg4, 4., Be...  \n",
       "1044596  [1., d4, d5, 2., e3, e6, 3., Nf3, Bd6, 4., Bb5...  \n",
       "1044597  [1., d4, d5, 2., Nf3, Bg4, 3., c4, Bxf3, 4., g...  \n",
       "1044598  [1., e4, c5, 2., Nf3, a6, 3., d4, cxd4, 4., Nx...  \n",
       "1044599  [1., e4, e5, 2., Nf3, Nc6, 3., Bc4, Nf6, 4., N...  \n",
       "\n",
       "[252179 rows x 10 columns]"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n",
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  import sys\n",
      "C:\\Users\\cwcol\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "g['move1w'] = g['moves_list'].apply(lambda x : x[1] )\n",
    "g['move1b'] = g['moves_list'].apply(lambda x : x[2] if len(x)>=3 else \"\" )\n",
    "g['move2w'] = g['moves_list'].apply(lambda x : x[4] if len(x)>=5 else \"\" )\n",
    "g['move2b'] = g['moves_list'].apply(lambda x : x[5] if len(x)>=6 else \"\" )\n",
    "g['move3w'] = g['moves_list'].apply(lambda x : x[7] if len(x)>=8 else \"\" )\n",
    "g['move3b'] = g['moves_list'].apply(lambda x : x[8] if len(x)>=9 else \"\" )\n",
    "g['move4w'] = g['moves_list'].apply(lambda x : x[10] if len(x)>=11 else \"\" )\n",
    "g['move4b'] = g['moves_list'].apply(lambda x : x[11] if len(x)>=12 else \"\" )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>WhiteEloTF</th>\n",
       "      <th>BlackEloTF</th>\n",
       "      <th>ResultTF</th>\n",
       "      <th>MovesTF</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>moves_list</th>\n",
       "      <th>move1w</th>\n",
       "      <th>move1b</th>\n",
       "      <th>move2w</th>\n",
       "      <th>move2b</th>\n",
       "      <th>move3w</th>\n",
       "      <th>move3b</th>\n",
       "      <th>move4w</th>\n",
       "      <th>move4b</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[WhiteElo \"1740\"]</td>\n",
       "      <td>[BlackElo \"1712\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...</td>\n",
       "      <td>True</td>\n",
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       "      <td>1740</td>\n",
       "      <td>[1., d4, Nf6, 2., Bg5, Ne4, 3., Bh4, g5, 4., B...</td>\n",
       "      <td>d4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Bg5</td>\n",
       "      <td>Ne4</td>\n",
       "      <td>Bh4</td>\n",
       "      <td>g5</td>\n",
       "      <td>Bg3</td>\n",
       "      <td>Nxg3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[WhiteElo \"1551\"]</td>\n",
       "      <td>[BlackElo \"1273\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1551</td>\n",
       "      <td>[1., e4, e5, 2., Bc4, Nf6, 3., Nf3, h6, 4., Nx...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>h6</td>\n",
       "      <td>Nxe5</td>\n",
       "      <td>d5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[WhiteElo \"1998\"]</td>\n",
       "      <td>[BlackElo \"2052\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1998</td>\n",
       "      <td>[1., e4, e5, 2., d4, exd4, 3., Bc4, Nc6, 4., N...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[WhiteElo \"1567\"]</td>\n",
       "      <td>[BlackElo \"1608\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Bc4 a6 3. Qh5 e6 4. Nf3 Nf6 5. Qe5...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1567</td>\n",
       "      <td>[1., e4, c5, 2., Bc4, a6, 3., Qh5, e6, 4., Nf3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>a6</td>\n",
       "      <td>Qh5</td>\n",
       "      <td>e6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[WhiteElo \"1491\"]</td>\n",
       "      <td>[BlackElo \"1617\"]</td>\n",
       "      <td>[Result \"1/2-1/2\"]</td>\n",
       "      <td>1. d4 d5 2. c4 e6 3. a3 h6 4. Nf3 Nf6 5. Bf4 c...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1491</td>\n",
       "      <td>[1., d4, d5, 2., c4, e6, 3., a3, h6, 4., Nf3, ...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>c4</td>\n",
       "      <td>e6</td>\n",
       "      <td>a3</td>\n",
       "      <td>h6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[WhiteElo \"1513\"]</td>\n",
       "      <td>[BlackElo \"1591\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d6 2. c4 e6 3. Nc3 h6 4. Nf3 Nf6 5. e4 B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1513</td>\n",
       "      <td>[1., d4, d6, 2., c4, e6, 3., Nc3, h6, 4., Nf3,...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>e6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>h6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[WhiteElo \"1631\"]</td>\n",
       "      <td>[BlackElo \"1510\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. c3 h6 4. Bb5 Bc5 5. Bxc...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1631</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., c3, h6, 4., Bb5...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>c3</td>\n",
       "      <td>h6</td>\n",
       "      <td>Bb5</td>\n",
       "      <td>Bc5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[WhiteElo \"1544\"]</td>\n",
       "      <td>[BlackElo \"1668\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 e6 2. e3 c5 3. c4 cxd4 4. exd4 Nc6 5. a3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1544</td>\n",
       "      <td>[1., d4, e6, 2., e3, c5, 3., c4, cxd4, 4., exd...</td>\n",
       "      <td>d4</td>\n",
       "      <td>e6</td>\n",
       "      <td>e3</td>\n",
       "      <td>c5</td>\n",
       "      <td>c4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[WhiteElo \"1816\"]</td>\n",
       "      <td>[BlackElo \"1778\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 Nc6 2. Nf3 d5 3. Nc3 Nf6 4. e5 Ng4 5. d4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1816</td>\n",
       "      <td>[1., e4, Nc6, 2., Nf3, d5, 3., Nc3, Nf6, 4., e...</td>\n",
       "      <td>e4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Ng4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[WhiteElo \"1640\"]</td>\n",
       "      <td>[BlackElo \"1828\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 d6 5. O-...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1640</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Bd3</td>\n",
       "      <td>d6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[WhiteElo \"1362\"]</td>\n",
       "      <td>[BlackElo \"1685\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 Nc6 2. Bb5 a6 3. Bxc6 dxc6 4. Nf3 Bg4 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1362</td>\n",
       "      <td>[1., e4, Nc6, 2., Bb5, a6, 3., Bxc6, dxc6, 4.,...</td>\n",
       "      <td>e4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Bb5</td>\n",
       "      <td>a6</td>\n",
       "      <td>Bxc6</td>\n",
       "      <td>dxc6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[WhiteElo \"1840\"]</td>\n",
       "      <td>[BlackElo \"1628\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 c5 2. Bb5 Nc6 3. Bxc6 bxc6 4. Nf3 Nf6 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1840</td>\n",
       "      <td>[1., e4, c5, 2., Bb5, Nc6, 3., Bxc6, bxc6, 4.,...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Bb5</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Bxc6</td>\n",
       "      <td>bxc6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[WhiteElo \"1947\"]</td>\n",
       "      <td>[BlackElo \"1871\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 f5 2. e4 fxe4 3. Nc3 Nf6 4. Bg5 Nc6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1947</td>\n",
       "      <td>[1., d4, f5, 2., e4, fxe4, 3., Nc3, Nf6, 4., B...</td>\n",
       "      <td>d4</td>\n",
       "      <td>f5</td>\n",
       "      <td>e4</td>\n",
       "      <td>fxe4</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Bg5</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[WhiteElo \"1732\"]</td>\n",
       "      <td>[BlackElo \"1755\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. Nf3 d5 2. b3 c5 3. d4 cxd4 4. Bb2 Nc6 5. Nx...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1732</td>\n",
       "      <td>[1., Nf3, d5, 2., b3, c5, 3., d4, cxd4, 4., Bb...</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td>b3</td>\n",
       "      <td>c5</td>\n",
       "      <td>d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>Bb2</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[WhiteElo \"2045\"]</td>\n",
       "      <td>[BlackElo \"2005\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nc3 Qd6 4. d4 Nf6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>2045</td>\n",
       "      <td>[1., e4, d5, 2., exd5, Qxd5, 3., Nc3, Qd6, 4.,...</td>\n",
       "      <td>e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Qd6</td>\n",
       "      <td>d4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[WhiteElo \"1892\"]</td>\n",
       "      <td>[BlackElo \"1664\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. c4 e5 2. e3 a6 3. a3 h6 4. b4 Nf6 5. Bb2 d6...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1892</td>\n",
       "      <td>[1., c4, e5, 2., e3, a6, 3., a3, h6, 4., b4, N...</td>\n",
       "      <td>c4</td>\n",
       "      <td>e5</td>\n",
       "      <td>e3</td>\n",
       "      <td>a6</td>\n",
       "      <td>a3</td>\n",
       "      <td>h6</td>\n",
       "      <td>b4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[WhiteElo \"1779\"]</td>\n",
       "      <td>[BlackElo \"1719\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Bc4 g6 3. c3 Bg7 4. Nf3 Nc6 5. a3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1779</td>\n",
       "      <td>[1., e4, c5, 2., Bc4, g6, 3., c3, Bg7, 4., Nf3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>g6</td>\n",
       "      <td>c3</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[WhiteElo \"1110\"]</td>\n",
       "      <td>[BlackElo \"1526\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 c6 2. Nd2 d5 3. c3 Bf5 4. e3 Nf6 5. f4 e...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1110</td>\n",
       "      <td>[1., d4, c6, 2., Nd2, d5, 3., c3, Bf5, 4., e3,...</td>\n",
       "      <td>d4</td>\n",
       "      <td>c6</td>\n",
       "      <td>Nd2</td>\n",
       "      <td>d5</td>\n",
       "      <td>c3</td>\n",
       "      <td>Bf5</td>\n",
       "      <td>e3</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[WhiteElo \"1467\"]</td>\n",
       "      <td>[BlackElo \"1732\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1467</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Nxd4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[WhiteElo \"1632\"]</td>\n",
       "      <td>[BlackElo \"1836\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. f3 Nf6 3. Bc4 Nxe4 4. fxe4 Qh4+ 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1632</td>\n",
       "      <td>[1., e4, e5, 2., f3, Nf6, 3., Bc4, Nxe4, 4., f...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>f3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>fxe4</td>\n",
       "      <td>Qh4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[WhiteElo \"1577\"]</td>\n",
       "      <td>[BlackElo \"1557\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. c4 dxc4 3. Qa4+ Nc6 4. Qxc4 Nxd4 5...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1577</td>\n",
       "      <td>[1., d4, d5, 2., c4, dxc4, 3., Qa4+, Nc6, 4., ...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>c4</td>\n",
       "      <td>dxc4</td>\n",
       "      <td>Qa4+</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Qxc4</td>\n",
       "      <td>Nxd4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[WhiteElo \"1532\"]</td>\n",
       "      <td>[BlackElo \"1350\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. h3 Nf6 3. Qe2 Nc6 4. c3 Be7 5. a3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1532</td>\n",
       "      <td>[1., e4, e5, 2., h3, Nf6, 3., Qe2, Nc6, 4., c3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>h3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Qe2</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>c3</td>\n",
       "      <td>Be7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[WhiteElo \"1120\"]</td>\n",
       "      <td>[BlackElo \"1857\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 {White resigns} 0-1</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1120</td>\n",
       "      <td>[1., e4, {White, resigns}, 0-1]</td>\n",
       "      <td>e4</td>\n",
       "      <td>{White</td>\n",
       "      <td>0-1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[WhiteElo \"1425\"]</td>\n",
       "      <td>[BlackElo \"1694\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. a3 a6 4. g3 b5 5. c4 bx...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1425</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., a3, a6, 4., g3,...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>a3</td>\n",
       "      <td>a6</td>\n",
       "      <td>g3</td>\n",
       "      <td>b5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[WhiteElo \"1317\"]</td>\n",
       "      <td>[BlackElo \"2469\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nc3 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1317</td>\n",
       "      <td>[1., e4, e5, 2., Nc3, Nf6, 3., d4, exd4, 4., Q...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Qxd4</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[WhiteElo \"1637\"]</td>\n",
       "      <td>[BlackElo \"1319\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qa4 Bd6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1637</td>\n",
       "      <td>[1., e4, e5, 2., d4, exd4, 3., Qxd4, Nc6, 4., ...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Qxd4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Qa4</td>\n",
       "      <td>Bd6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[WhiteElo \"1832\"]</td>\n",
       "      <td>[BlackElo \"1636\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Ne2 Nc6 3. c3 Nf6 4. Ng3 Rg8 5. d4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1832</td>\n",
       "      <td>[1., e4, c5, 2., Ne2, Nc6, 3., c3, Nf6, 4., Ng...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Ne2</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>c3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Ng3</td>\n",
       "      <td>Rg8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[WhiteElo \"1604\"]</td>\n",
       "      <td>[BlackElo \"1639\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. c4 d5 2. c5 e5 3. d4 exd4 4. Qxd4 Nf6 5. Nf...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1604</td>\n",
       "      <td>[1., c4, d5, 2., c5, e5, 3., d4, exd4, 4., Qxd...</td>\n",
       "      <td>c4</td>\n",
       "      <td>d5</td>\n",
       "      <td>c5</td>\n",
       "      <td>e5</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Qxd4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[WhiteElo \"1640\"]</td>\n",
       "      <td>[BlackElo \"1828\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 Be7 5. O...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1640</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Bd3</td>\n",
       "      <td>Be7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[WhiteElo \"1995\"]</td>\n",
       "      <td>[BlackElo \"2067\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. Nf3 Nf6 3. Nc3 Bf5 4. Bf4 c6 5. e3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1995</td>\n",
       "      <td>[1., d4, d5, 2., Nf3, Nf6, 3., Nc3, Bf5, 4., B...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Bf5</td>\n",
       "      <td>Bf4</td>\n",
       "      <td>c6</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044264</th>\n",
       "      <td>[WhiteElo \"1531\"]</td>\n",
       "      <td>[BlackElo \"1578\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1531</td>\n",
       "      <td>[1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., Q...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Qxd4</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044265</th>\n",
       "      <td>[WhiteElo \"1900\"]</td>\n",
       "      <td>[BlackElo \"1851\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. d4 Bf5 4. c4 Qe4+ 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1900</td>\n",
       "      <td>[1., e4, d5, 2., exd5, Qxd5, 3., d4, Bf5, 4., ...</td>\n",
       "      <td>e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>Bf5</td>\n",
       "      <td>c4</td>\n",
       "      <td>Qe4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044266</th>\n",
       "      <td>[WhiteElo \"1601\"]</td>\n",
       "      <td>[BlackElo \"1649\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. Nf3 e6 2. d4 d6 3. c4 b6 4. e3 Bd7 5. g3 Bc...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1601</td>\n",
       "      <td>[1., Nf3, e6, 2., d4, d6, 3., c4, b6, 4., e3, ...</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>e6</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>b6</td>\n",
       "      <td>e3</td>\n",
       "      <td>Bd7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044267</th>\n",
       "      <td>[WhiteElo \"1457\"]</td>\n",
       "      <td>[BlackElo \"1669\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. e5 Ng8 5. Qh...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1457</td>\n",
       "      <td>[1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., e...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Ng8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044444</th>\n",
       "      <td>[WhiteElo \"1691\"]</td>\n",
       "      <td>[BlackElo \"1487\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. Nf3 d5 2. d4 e6 3. Bf4 c5 4. e3 c4 5. c3 b5...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1691</td>\n",
       "      <td>[1., Nf3, d5, 2., d4, e6, 3., Bf4, c5, 4., e3,...</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td>d4</td>\n",
       "      <td>e6</td>\n",
       "      <td>Bf4</td>\n",
       "      <td>c5</td>\n",
       "      <td>e3</td>\n",
       "      <td>c4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044445</th>\n",
       "      <td>[WhiteElo \"2251\"]</td>\n",
       "      <td>[BlackElo \"2142\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>2251</td>\n",
       "      <td>[1., e4, c5, 2., Nf3, d6, 3., d4, cxd4, 4., Nx...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td>d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>Nxd4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044576</th>\n",
       "      <td>[WhiteElo \"1811\"]</td>\n",
       "      <td>[BlackElo \"1338\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 b6 2. Nf3 Bb7 3. d3 d5 4. Nc3 e6 5. Be2 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1811</td>\n",
       "      <td>[1., e4, b6, 2., Nf3, Bb7, 3., d3, d5, 4., Nc3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>b6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bb7</td>\n",
       "      <td>d3</td>\n",
       "      <td>d5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>e6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044577</th>\n",
       "      <td>[WhiteElo \"1452\"]</td>\n",
       "      <td>[BlackElo \"1558\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 c5 2. Bc4 Nc6 3. d4 cxd4 4. b3 e5 5. Ba3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1452</td>\n",
       "      <td>[1., e4, c5, 2., Bc4, Nc6, 3., d4, cxd4, 4., b...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>b3</td>\n",
       "      <td>e5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044578</th>\n",
       "      <td>[WhiteElo \"1765\"]</td>\n",
       "      <td>[BlackElo \"1854\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. c4 e5 2. Nc3 Nf6 3. e4 Nc6 4. d3 Bc5 5. h3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1765</td>\n",
       "      <td>[1., c4, e5, 2., Nc3, Nf6, 3., e4, Nc6, 4., d3...</td>\n",
       "      <td>c4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>d3</td>\n",
       "      <td>Bc5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044579</th>\n",
       "      <td>[WhiteElo \"1400\"]</td>\n",
       "      <td>[BlackElo \"1620\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. d3 Bc5 3. Nf3 d6 4. Nc3 Bg4 5. Be2...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1400</td>\n",
       "      <td>[1., e4, e5, 2., d3, Bc5, 3., Nf3, d6, 4., Nc3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>d3</td>\n",
       "      <td>Bc5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Bg4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044580</th>\n",
       "      <td>[WhiteElo \"1856\"]</td>\n",
       "      <td>[BlackElo \"1971\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 Nf6 2. Nc3 d5 3. exd5 Nxd5 4. Ne4 Bf5 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1856</td>\n",
       "      <td>[1., e4, Nf6, 2., Nc3, d5, 3., exd5, Nxd5, 4.,...</td>\n",
       "      <td>e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>d5</td>\n",
       "      <td>exd5</td>\n",
       "      <td>Nxd5</td>\n",
       "      <td>Ne4</td>\n",
       "      <td>Bf5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044581</th>\n",
       "      <td>[WhiteElo \"1816\"]</td>\n",
       "      <td>[BlackElo \"1756\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 g6 2. c4 Bg7 3. Nc3 d6 4. e4 c6 5. Nf3 B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1816</td>\n",
       "      <td>[1., d4, g6, 2., c4, Bg7, 3., Nc3, d6, 4., e4,...</td>\n",
       "      <td>d4</td>\n",
       "      <td>g6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>d6</td>\n",
       "      <td>e4</td>\n",
       "      <td>c6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044582</th>\n",
       "      <td>[WhiteElo \"1899\"]</td>\n",
       "      <td>[BlackElo \"1720\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 c5 3. Nxe5 d6 4. Nc4 a6 5. d4 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1899</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, c5, 3., Nxe5, d6, 4., Nc...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>c5</td>\n",
       "      <td>Nxe5</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nc4</td>\n",
       "      <td>a6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044583</th>\n",
       "      <td>[WhiteElo \"1940\"]</td>\n",
       "      <td>[BlackElo \"1453\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. f4 d6 3. Nf3 Nc6 4. Bb5 Bd7 5. O-O...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1940</td>\n",
       "      <td>[1., e4, e5, 2., f4, d6, 3., Nf3, Nc6, 4., Bb5...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>f4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Bb5</td>\n",
       "      <td>Bd7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044584</th>\n",
       "      <td>[WhiteElo \"1271\"]</td>\n",
       "      <td>[BlackElo \"1377\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Qf6 3. d3 h6 4. Nc3 c6 5. Be2 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1271</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Qf6, 3., d3, h6, 4., Nc3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Qf6</td>\n",
       "      <td>d3</td>\n",
       "      <td>h6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>c6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044585</th>\n",
       "      <td>[WhiteElo \"1721\"]</td>\n",
       "      <td>[BlackElo \"1748\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. c4 e5 3. dxe5 d4 4. e3 Bb4+ 5. Bd2...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1721</td>\n",
       "      <td>[1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., e3,...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>c4</td>\n",
       "      <td>e5</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>d4</td>\n",
       "      <td>e3</td>\n",
       "      <td>Bb4+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044586</th>\n",
       "      <td>[WhiteElo \"1871\"]</td>\n",
       "      <td>[BlackElo \"1965\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. c4 e5 3. dxe5 d4 4. Nf3 Nc6 5. g3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1871</td>\n",
       "      <td>[1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., Nf3...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>c4</td>\n",
       "      <td>e5</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>d4</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044587</th>\n",
       "      <td>[WhiteElo \"1511\"]</td>\n",
       "      <td>[BlackElo \"1476\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. Nf3 Nc6 3. Nc3 {Black forfeits by ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1511</td>\n",
       "      <td>[1., d4, d5, 2., Nf3, Nc6, 3., Nc3, {Black, fo...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>{Black</td>\n",
       "      <td>by</td>\n",
       "      <td>disconnection}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044588</th>\n",
       "      <td>[WhiteElo \"1519\"]</td>\n",
       "      <td>[BlackElo \"1405\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 f6 3. Nh4 Nh6 4. Bc4 c6 5. Nc3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1519</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, f6, 3., Nh4, Nh6, 4., Bc...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>f6</td>\n",
       "      <td>Nh4</td>\n",
       "      <td>Nh6</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>c6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044589</th>\n",
       "      <td>[WhiteElo \"1949\"]</td>\n",
       "      <td>[BlackElo \"1869\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. c3 Nf6 3. e5 Nd5 4. Nf3 e6 5. d4 c...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1949</td>\n",
       "      <td>[1., e4, c5, 2., c3, Nf6, 3., e5, Nd5, 4., Nf3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>c3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>e6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044590</th>\n",
       "      <td>[WhiteElo \"1452\"]</td>\n",
       "      <td>[BlackElo \"1490\"]</td>\n",
       "      <td>[Result \"0-1\"]</td>\n",
       "      <td>1. d4 d5 2. f4 e6 3. e3 Qh4+ 4. g3 Qd8 5. Nf3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1452</td>\n",
       "      <td>[1., d4, d5, 2., f4, e6, 3., e3, Qh4+, 4., g3,...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>f4</td>\n",
       "      <td>e6</td>\n",
       "      <td>e3</td>\n",
       "      <td>Qh4+</td>\n",
       "      <td>g3</td>\n",
       "      <td>Qd8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044591</th>\n",
       "      <td>[WhiteElo \"1722\"]</td>\n",
       "      <td>[BlackElo \"1751\"]</td>\n",
       "      <td>[Result \"1/2-1/2\"]</td>\n",
       "      <td>1. e4 c5 2. e5 Nc6 3. Nf3 e6 4. Nc3 Nge7 5. d4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1722</td>\n",
       "      <td>[1., e4, c5, 2., e5, Nc6, 3., Nf3, e6, 4., Nc3...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>e6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nge7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044592</th>\n",
       "      <td>[WhiteElo \"1723\"]</td>\n",
       "      <td>[BlackElo \"1499\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 d5 2. exd5 Nf6 3. c4 Bf5 4. Nc3 e6 5. dx...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1723</td>\n",
       "      <td>[1., e4, d5, 2., exd5, Nf6, 3., c4, Bf5, 4., N...</td>\n",
       "      <td>e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>exd5</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Bf5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>e6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044593</th>\n",
       "      <td>[WhiteElo \"1831\"]</td>\n",
       "      <td>[BlackElo \"1573\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. c4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 g6 5. Nc...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1831</td>\n",
       "      <td>[1., c4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...</td>\n",
       "      <td>c4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td>d4</td>\n",
       "      <td>exd4</td>\n",
       "      <td>Nxd4</td>\n",
       "      <td>g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044594</th>\n",
       "      <td>[WhiteElo \"1882\"]</td>\n",
       "      <td>[BlackElo \"1780\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 g6 2. d4 Bg7 3. Nc3 d6 4. Bg5 f5 5. e5 h...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1882</td>\n",
       "      <td>[1., e4, g6, 2., d4, Bg7, 3., Nc3, d6, 4., Bg5...</td>\n",
       "      <td>e4</td>\n",
       "      <td>g6</td>\n",
       "      <td>d4</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>d6</td>\n",
       "      <td>Bg5</td>\n",
       "      <td>f5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044595</th>\n",
       "      <td>[WhiteElo \"1733\"]</td>\n",
       "      <td>[BlackElo \"1719\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. Nc3 Bg4 4. Be2 Nc6 5. h3...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1733</td>\n",
       "      <td>[1., e4, c5, 2., Nf3, d6, 3., Nc3, Bg4, 4., Be...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>Be2</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044596</th>\n",
       "      <td>[WhiteElo \"1288\"]</td>\n",
       "      <td>[BlackElo \"1270\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. e3 e6 3. Nf3 Bd6 4. Bb5+ Bd7 5. a4...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1288</td>\n",
       "      <td>[1., d4, d5, 2., e3, e6, 3., Nf3, Bd6, 4., Bb5...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>e3</td>\n",
       "      <td>e6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bd6</td>\n",
       "      <td>Bb5+</td>\n",
       "      <td>Bd7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044597</th>\n",
       "      <td>[WhiteElo \"2416\"]</td>\n",
       "      <td>[BlackElo \"1464\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. d4 d5 2. Nf3 Bg4 3. c4 Bxf3 4. gxf3 dxc4 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>2416</td>\n",
       "      <td>[1., d4, d5, 2., Nf3, Bg4, 3., c4, Bxf3, 4., g...</td>\n",
       "      <td>d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>c4</td>\n",
       "      <td>Bxf3</td>\n",
       "      <td>gxf3</td>\n",
       "      <td>dxc4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044598</th>\n",
       "      <td>[WhiteElo \"1714\"]</td>\n",
       "      <td>[BlackElo \"1646\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 c5 2. Nf3 a6 3. d4 cxd4 4. Nxd4 Nc6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1714</td>\n",
       "      <td>[1., e4, c5, 2., Nf3, a6, 3., d4, cxd4, 4., Nx...</td>\n",
       "      <td>e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>a6</td>\n",
       "      <td>d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>Nxd4</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044599</th>\n",
       "      <td>[WhiteElo \"1676\"]</td>\n",
       "      <td>[BlackElo \"1580\"]</td>\n",
       "      <td>[Result \"1-0\"]</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Nc3 Nxe4 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>1676</td>\n",
       "      <td>[1., e4, e5, 2., Nf3, Nc6, 3., Bc4, Nf6, 4., N...</td>\n",
       "      <td>e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>Bc4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nxe4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>252179 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         0                  1                   2  \\\n",
       "0        [WhiteElo \"1740\"]  [BlackElo \"1712\"]      [Result \"1-0\"]   \n",
       "1        [WhiteElo \"1551\"]  [BlackElo \"1273\"]      [Result \"0-1\"]   \n",
       "2        [WhiteElo \"1998\"]  [BlackElo \"2052\"]      [Result \"0-1\"]   \n",
       "3        [WhiteElo \"1567\"]  [BlackElo \"1608\"]      [Result \"1-0\"]   \n",
       "4        [WhiteElo \"1491\"]  [BlackElo \"1617\"]  [Result \"1/2-1/2\"]   \n",
       "5        [WhiteElo \"1513\"]  [BlackElo \"1591\"]      [Result \"1-0\"]   \n",
       "6        [WhiteElo \"1631\"]  [BlackElo \"1510\"]      [Result \"1-0\"]   \n",
       "7        [WhiteElo \"1544\"]  [BlackElo \"1668\"]      [Result \"1-0\"]   \n",
       "8        [WhiteElo \"1816\"]  [BlackElo \"1778\"]      [Result \"1-0\"]   \n",
       "9        [WhiteElo \"1640\"]  [BlackElo \"1828\"]      [Result \"0-1\"]   \n",
       "10       [WhiteElo \"1362\"]  [BlackElo \"1685\"]      [Result \"0-1\"]   \n",
       "11       [WhiteElo \"1840\"]  [BlackElo \"1628\"]      [Result \"0-1\"]   \n",
       "12       [WhiteElo \"1947\"]  [BlackElo \"1871\"]      [Result \"0-1\"]   \n",
       "13       [WhiteElo \"1732\"]  [BlackElo \"1755\"]      [Result \"0-1\"]   \n",
       "14       [WhiteElo \"2045\"]  [BlackElo \"2005\"]      [Result \"1-0\"]   \n",
       "15       [WhiteElo \"1892\"]  [BlackElo \"1664\"]      [Result \"1-0\"]   \n",
       "16       [WhiteElo \"1779\"]  [BlackElo \"1719\"]      [Result \"1-0\"]   \n",
       "17       [WhiteElo \"1110\"]  [BlackElo \"1526\"]      [Result \"0-1\"]   \n",
       "18       [WhiteElo \"1467\"]  [BlackElo \"1732\"]      [Result \"0-1\"]   \n",
       "19       [WhiteElo \"1632\"]  [BlackElo \"1836\"]      [Result \"0-1\"]   \n",
       "20       [WhiteElo \"1577\"]  [BlackElo \"1557\"]      [Result \"0-1\"]   \n",
       "21       [WhiteElo \"1532\"]  [BlackElo \"1350\"]      [Result \"0-1\"]   \n",
       "22       [WhiteElo \"1120\"]  [BlackElo \"1857\"]      [Result \"0-1\"]   \n",
       "23       [WhiteElo \"1425\"]  [BlackElo \"1694\"]      [Result \"1-0\"]   \n",
       "24       [WhiteElo \"1317\"]  [BlackElo \"2469\"]      [Result \"0-1\"]   \n",
       "25       [WhiteElo \"1637\"]  [BlackElo \"1319\"]      [Result \"1-0\"]   \n",
       "26       [WhiteElo \"1832\"]  [BlackElo \"1636\"]      [Result \"1-0\"]   \n",
       "27       [WhiteElo \"1604\"]  [BlackElo \"1639\"]      [Result \"0-1\"]   \n",
       "28       [WhiteElo \"1640\"]  [BlackElo \"1828\"]      [Result \"0-1\"]   \n",
       "29       [WhiteElo \"1995\"]  [BlackElo \"2067\"]      [Result \"1-0\"]   \n",
       "...                    ...                ...                 ...   \n",
       "1044264  [WhiteElo \"1531\"]  [BlackElo \"1578\"]      [Result \"1-0\"]   \n",
       "1044265  [WhiteElo \"1900\"]  [BlackElo \"1851\"]      [Result \"1-0\"]   \n",
       "1044266  [WhiteElo \"1601\"]  [BlackElo \"1649\"]      [Result \"1-0\"]   \n",
       "1044267  [WhiteElo \"1457\"]  [BlackElo \"1669\"]      [Result \"0-1\"]   \n",
       "1044444  [WhiteElo \"1691\"]  [BlackElo \"1487\"]      [Result \"1-0\"]   \n",
       "1044445  [WhiteElo \"2251\"]  [BlackElo \"2142\"]      [Result \"1-0\"]   \n",
       "1044576  [WhiteElo \"1811\"]  [BlackElo \"1338\"]      [Result \"1-0\"]   \n",
       "1044577  [WhiteElo \"1452\"]  [BlackElo \"1558\"]      [Result \"0-1\"]   \n",
       "1044578  [WhiteElo \"1765\"]  [BlackElo \"1854\"]      [Result \"1-0\"]   \n",
       "1044579  [WhiteElo \"1400\"]  [BlackElo \"1620\"]      [Result \"0-1\"]   \n",
       "1044580  [WhiteElo \"1856\"]  [BlackElo \"1971\"]      [Result \"0-1\"]   \n",
       "1044581  [WhiteElo \"1816\"]  [BlackElo \"1756\"]      [Result \"0-1\"]   \n",
       "1044582  [WhiteElo \"1899\"]  [BlackElo \"1720\"]      [Result \"1-0\"]   \n",
       "1044583  [WhiteElo \"1940\"]  [BlackElo \"1453\"]      [Result \"1-0\"]   \n",
       "1044584  [WhiteElo \"1271\"]  [BlackElo \"1377\"]      [Result \"0-1\"]   \n",
       "1044585  [WhiteElo \"1721\"]  [BlackElo \"1748\"]      [Result \"0-1\"]   \n",
       "1044586  [WhiteElo \"1871\"]  [BlackElo \"1965\"]      [Result \"0-1\"]   \n",
       "1044587  [WhiteElo \"1511\"]  [BlackElo \"1476\"]      [Result \"1-0\"]   \n",
       "1044588  [WhiteElo \"1519\"]  [BlackElo \"1405\"]      [Result \"1-0\"]   \n",
       "1044589  [WhiteElo \"1949\"]  [BlackElo \"1869\"]      [Result \"1-0\"]   \n",
       "1044590  [WhiteElo \"1452\"]  [BlackElo \"1490\"]      [Result \"0-1\"]   \n",
       "1044591  [WhiteElo \"1722\"]  [BlackElo \"1751\"]  [Result \"1/2-1/2\"]   \n",
       "1044592  [WhiteElo \"1723\"]  [BlackElo \"1499\"]      [Result \"1-0\"]   \n",
       "1044593  [WhiteElo \"1831\"]  [BlackElo \"1573\"]      [Result \"1-0\"]   \n",
       "1044594  [WhiteElo \"1882\"]  [BlackElo \"1780\"]      [Result \"1-0\"]   \n",
       "1044595  [WhiteElo \"1733\"]  [BlackElo \"1719\"]      [Result \"1-0\"]   \n",
       "1044596  [WhiteElo \"1288\"]  [BlackElo \"1270\"]      [Result \"1-0\"]   \n",
       "1044597  [WhiteElo \"2416\"]  [BlackElo \"1464\"]      [Result \"1-0\"]   \n",
       "1044598  [WhiteElo \"1714\"]  [BlackElo \"1646\"]      [Result \"1-0\"]   \n",
       "1044599  [WhiteElo \"1676\"]  [BlackElo \"1580\"]      [Result \"1-0\"]   \n",
       "\n",
       "                                                         3  WhiteEloTF  \\\n",
       "0        1. d4 Nf6 2. Bg5 Ne4 3. Bh4 g5 4. Bg3 Nxg3 5. ...        True   \n",
       "1        1. e4 e5 2. Bc4 Nf6 3. Nf3 h6 4. Nxe5 d5 5. ex...        True   \n",
       "2        1. e4 e5 2. d4 exd4 3. Bc4 Nc6 4. Nf3 Nf6 5. e...        True   \n",
       "3        1. e4 c5 2. Bc4 a6 3. Qh5 e6 4. Nf3 Nf6 5. Qe5...        True   \n",
       "4        1. d4 d5 2. c4 e6 3. a3 h6 4. Nf3 Nf6 5. Bf4 c...        True   \n",
       "5        1. d4 d6 2. c4 e6 3. Nc3 h6 4. Nf3 Nf6 5. e4 B...        True   \n",
       "6        1. e4 e5 2. Nf3 Nc6 3. c3 h6 4. Bb5 Bc5 5. Bxc...        True   \n",
       "7        1. d4 e6 2. e3 c5 3. c4 cxd4 4. exd4 Nc6 5. a3...        True   \n",
       "8        1. e4 Nc6 2. Nf3 d5 3. Nc3 Nf6 4. e5 Ng4 5. d4...        True   \n",
       "9        1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 d6 5. O-...        True   \n",
       "10       1. e4 Nc6 2. Bb5 a6 3. Bxc6 dxc6 4. Nf3 Bg4 5....        True   \n",
       "11       1. e4 c5 2. Bb5 Nc6 3. Bxc6 bxc6 4. Nf3 Nf6 5....        True   \n",
       "12       1. d4 f5 2. e4 fxe4 3. Nc3 Nf6 4. Bg5 Nc6 5. B...        True   \n",
       "13       1. Nf3 d5 2. b3 c5 3. d4 cxd4 4. Bb2 Nc6 5. Nx...        True   \n",
       "14       1. e4 d5 2. exd5 Qxd5 3. Nc3 Qd6 4. d4 Nf6 5. ...        True   \n",
       "15       1. c4 e5 2. e3 a6 3. a3 h6 4. b4 Nf6 5. Bb2 d6...        True   \n",
       "16       1. e4 c5 2. Bc4 g6 3. c3 Bg7 4. Nf3 Nc6 5. a3 ...        True   \n",
       "17       1. d4 c6 2. Nd2 d5 3. c3 Bf5 4. e3 Nf6 5. f4 e...        True   \n",
       "18       1. e4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 Nf6 5. N...        True   \n",
       "19       1. e4 e5 2. f3 Nf6 3. Bc4 Nxe4 4. fxe4 Qh4+ 5....        True   \n",
       "20       1. d4 d5 2. c4 dxc4 3. Qa4+ Nc6 4. Qxc4 Nxd4 5...        True   \n",
       "21       1. e4 e5 2. h3 Nf6 3. Qe2 Nc6 4. c3 Be7 5. a3 ...        True   \n",
       "22                               1. e4 {White resigns} 0-1        True   \n",
       "23       1. e4 e5 2. Nf3 Nc6 3. a3 a6 4. g3 b5 5. c4 bx...        True   \n",
       "24       1. e4 e5 2. Nc3 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...        True   \n",
       "25       1. e4 e5 2. d4 exd4 3. Qxd4 Nc6 4. Qa4 Bd6 5. ...        True   \n",
       "26       1. e4 c5 2. Ne2 Nc6 3. c3 Nf6 4. Ng3 Rg8 5. d4...        True   \n",
       "27       1. c4 d5 2. c5 e5 3. d4 exd4 4. Qxd4 Nf6 5. Nf...        True   \n",
       "28       1. e4 e5 2. Nf3 Nc6 3. Nc3 Nf6 4. Bd3 Be7 5. O...        True   \n",
       "29       1. d4 d5 2. Nf3 Nf6 3. Nc3 Bf5 4. Bf4 c6 5. e3...        True   \n",
       "...                                                    ...         ...   \n",
       "1044264  1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. Qxd4 Nc6 5. ...        True   \n",
       "1044265  1. e4 d5 2. exd5 Qxd5 3. d4 Bf5 4. c4 Qe4+ 5. ...        True   \n",
       "1044266  1. Nf3 e6 2. d4 d6 3. c4 b6 4. e3 Bd7 5. g3 Bc...        True   \n",
       "1044267  1. e4 e5 2. Bc4 Nf6 3. d4 exd4 4. e5 Ng8 5. Qh...        True   \n",
       "1044444  1. Nf3 d5 2. d4 e6 3. Bf4 c5 4. e3 c4 5. c3 b5...        True   \n",
       "1044445  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...        True   \n",
       "1044576  1. e4 b6 2. Nf3 Bb7 3. d3 d5 4. Nc3 e6 5. Be2 ...        True   \n",
       "1044577  1. e4 c5 2. Bc4 Nc6 3. d4 cxd4 4. b3 e5 5. Ba3...        True   \n",
       "1044578  1. c4 e5 2. Nc3 Nf6 3. e4 Nc6 4. d3 Bc5 5. h3 ...        True   \n",
       "1044579  1. e4 e5 2. d3 Bc5 3. Nf3 d6 4. Nc3 Bg4 5. Be2...        True   \n",
       "1044580  1. e4 Nf6 2. Nc3 d5 3. exd5 Nxd5 4. Ne4 Bf5 5....        True   \n",
       "1044581  1. d4 g6 2. c4 Bg7 3. Nc3 d6 4. e4 c6 5. Nf3 B...        True   \n",
       "1044582  1. e4 e5 2. Nf3 c5 3. Nxe5 d6 4. Nc4 a6 5. d4 ...        True   \n",
       "1044583  1. e4 e5 2. f4 d6 3. Nf3 Nc6 4. Bb5 Bd7 5. O-O...        True   \n",
       "1044584  1. e4 e5 2. Nf3 Qf6 3. d3 h6 4. Nc3 c6 5. Be2 ...        True   \n",
       "1044585  1. d4 d5 2. c4 e5 3. dxe5 d4 4. e3 Bb4+ 5. Bd2...        True   \n",
       "1044586  1. d4 d5 2. c4 e5 3. dxe5 d4 4. Nf3 Nc6 5. g3 ...        True   \n",
       "1044587  1. d4 d5 2. Nf3 Nc6 3. Nc3 {Black forfeits by ...        True   \n",
       "1044588  1. e4 e5 2. Nf3 f6 3. Nh4 Nh6 4. Bc4 c6 5. Nc3...        True   \n",
       "1044589  1. e4 c5 2. c3 Nf6 3. e5 Nd5 4. Nf3 e6 5. d4 c...        True   \n",
       "1044590  1. d4 d5 2. f4 e6 3. e3 Qh4+ 4. g3 Qd8 5. Nf3 ...        True   \n",
       "1044591  1. e4 c5 2. e5 Nc6 3. Nf3 e6 4. Nc3 Nge7 5. d4...        True   \n",
       "1044592  1. e4 d5 2. exd5 Nf6 3. c4 Bf5 4. Nc3 e6 5. dx...        True   \n",
       "1044593  1. c4 e5 2. Nf3 d6 3. d4 exd4 4. Nxd4 g6 5. Nc...        True   \n",
       "1044594  1. e4 g6 2. d4 Bg7 3. Nc3 d6 4. Bg5 f5 5. e5 h...        True   \n",
       "1044595  1. e4 c5 2. Nf3 d6 3. Nc3 Bg4 4. Be2 Nc6 5. h3...        True   \n",
       "1044596  1. d4 d5 2. e3 e6 3. Nf3 Bd6 4. Bb5+ Bd7 5. a4...        True   \n",
       "1044597  1. d4 d5 2. Nf3 Bg4 3. c4 Bxf3 4. gxf3 dxc4 5....        True   \n",
       "1044598  1. e4 c5 2. Nf3 a6 3. d4 cxd4 4. Nxd4 Nc6 5. B...        True   \n",
       "1044599  1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Nc3 Nxe4 5. ...        True   \n",
       "\n",
       "         BlackEloTF  ResultTF  MovesTF  WhiteElo  \\\n",
       "0              True      True     True      1740   \n",
       "1              True      True     True      1551   \n",
       "2              True      True     True      1998   \n",
       "3              True      True     True      1567   \n",
       "4              True      True     True      1491   \n",
       "5              True      True     True      1513   \n",
       "6              True      True     True      1631   \n",
       "7              True      True     True      1544   \n",
       "8              True      True     True      1816   \n",
       "9              True      True     True      1640   \n",
       "10             True      True     True      1362   \n",
       "11             True      True     True      1840   \n",
       "12             True      True     True      1947   \n",
       "13             True      True     True      1732   \n",
       "14             True      True     True      2045   \n",
       "15             True      True     True      1892   \n",
       "16             True      True     True      1779   \n",
       "17             True      True     True      1110   \n",
       "18             True      True     True      1467   \n",
       "19             True      True     True      1632   \n",
       "20             True      True     True      1577   \n",
       "21             True      True     True      1532   \n",
       "22             True      True     True      1120   \n",
       "23             True      True     True      1425   \n",
       "24             True      True     True      1317   \n",
       "25             True      True     True      1637   \n",
       "26             True      True     True      1832   \n",
       "27             True      True     True      1604   \n",
       "28             True      True     True      1640   \n",
       "29             True      True     True      1995   \n",
       "...             ...       ...      ...       ...   \n",
       "1044264        True      True     True      1531   \n",
       "1044265        True      True     True      1900   \n",
       "1044266        True      True     True      1601   \n",
       "1044267        True      True     True      1457   \n",
       "1044444        True      True     True      1691   \n",
       "1044445        True      True     True      2251   \n",
       "1044576        True      True     True      1811   \n",
       "1044577        True      True     True      1452   \n",
       "1044578        True      True     True      1765   \n",
       "1044579        True      True     True      1400   \n",
       "1044580        True      True     True      1856   \n",
       "1044581        True      True     True      1816   \n",
       "1044582        True      True     True      1899   \n",
       "1044583        True      True     True      1940   \n",
       "1044584        True      True     True      1271   \n",
       "1044585        True      True     True      1721   \n",
       "1044586        True      True     True      1871   \n",
       "1044587        True      True     True      1511   \n",
       "1044588        True      True     True      1519   \n",
       "1044589        True      True     True      1949   \n",
       "1044590        True      True     True      1452   \n",
       "1044591        True      True     True      1722   \n",
       "1044592        True      True     True      1723   \n",
       "1044593        True      True     True      1831   \n",
       "1044594        True      True     True      1882   \n",
       "1044595        True      True     True      1733   \n",
       "1044596        True      True     True      1288   \n",
       "1044597        True      True     True      2416   \n",
       "1044598        True      True     True      1714   \n",
       "1044599        True      True     True      1676   \n",
       "\n",
       "                                                moves_list move1w  move1b  \\\n",
       "0        [1., d4, Nf6, 2., Bg5, Ne4, 3., Bh4, g5, 4., B...     d4     Nf6   \n",
       "1        [1., e4, e5, 2., Bc4, Nf6, 3., Nf3, h6, 4., Nx...     e4      e5   \n",
       "2        [1., e4, e5, 2., d4, exd4, 3., Bc4, Nc6, 4., N...     e4      e5   \n",
       "3        [1., e4, c5, 2., Bc4, a6, 3., Qh5, e6, 4., Nf3...     e4      c5   \n",
       "4        [1., d4, d5, 2., c4, e6, 3., a3, h6, 4., Nf3, ...     d4      d5   \n",
       "5        [1., d4, d6, 2., c4, e6, 3., Nc3, h6, 4., Nf3,...     d4      d6   \n",
       "6        [1., e4, e5, 2., Nf3, Nc6, 3., c3, h6, 4., Bb5...     e4      e5   \n",
       "7        [1., d4, e6, 2., e3, c5, 3., c4, cxd4, 4., exd...     d4      e6   \n",
       "8        [1., e4, Nc6, 2., Nf3, d5, 3., Nc3, Nf6, 4., e...     e4     Nc6   \n",
       "9        [1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...     e4      e5   \n",
       "10       [1., e4, Nc6, 2., Bb5, a6, 3., Bxc6, dxc6, 4.,...     e4     Nc6   \n",
       "11       [1., e4, c5, 2., Bb5, Nc6, 3., Bxc6, bxc6, 4.,...     e4      c5   \n",
       "12       [1., d4, f5, 2., e4, fxe4, 3., Nc3, Nf6, 4., B...     d4      f5   \n",
       "13       [1., Nf3, d5, 2., b3, c5, 3., d4, cxd4, 4., Bb...    Nf3      d5   \n",
       "14       [1., e4, d5, 2., exd5, Qxd5, 3., Nc3, Qd6, 4.,...     e4      d5   \n",
       "15       [1., c4, e5, 2., e3, a6, 3., a3, h6, 4., b4, N...     c4      e5   \n",
       "16       [1., e4, c5, 2., Bc4, g6, 3., c3, Bg7, 4., Nf3...     e4      c5   \n",
       "17       [1., d4, c6, 2., Nd2, d5, 3., c3, Bf5, 4., e3,...     d4      c6   \n",
       "18       [1., e4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...     e4      e5   \n",
       "19       [1., e4, e5, 2., f3, Nf6, 3., Bc4, Nxe4, 4., f...     e4      e5   \n",
       "20       [1., d4, d5, 2., c4, dxc4, 3., Qa4+, Nc6, 4., ...     d4      d5   \n",
       "21       [1., e4, e5, 2., h3, Nf6, 3., Qe2, Nc6, 4., c3...     e4      e5   \n",
       "22                         [1., e4, {White, resigns}, 0-1]     e4  {White   \n",
       "23       [1., e4, e5, 2., Nf3, Nc6, 3., a3, a6, 4., g3,...     e4      e5   \n",
       "24       [1., e4, e5, 2., Nc3, Nf6, 3., d4, exd4, 4., Q...     e4      e5   \n",
       "25       [1., e4, e5, 2., d4, exd4, 3., Qxd4, Nc6, 4., ...     e4      e5   \n",
       "26       [1., e4, c5, 2., Ne2, Nc6, 3., c3, Nf6, 4., Ng...     e4      c5   \n",
       "27       [1., c4, d5, 2., c5, e5, 3., d4, exd4, 4., Qxd...     c4      d5   \n",
       "28       [1., e4, e5, 2., Nf3, Nc6, 3., Nc3, Nf6, 4., B...     e4      e5   \n",
       "29       [1., d4, d5, 2., Nf3, Nf6, 3., Nc3, Bf5, 4., B...     d4      d5   \n",
       "...                                                    ...    ...     ...   \n",
       "1044264  [1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., Q...     e4      e5   \n",
       "1044265  [1., e4, d5, 2., exd5, Qxd5, 3., d4, Bf5, 4., ...     e4      d5   \n",
       "1044266  [1., Nf3, e6, 2., d4, d6, 3., c4, b6, 4., e3, ...    Nf3      e6   \n",
       "1044267  [1., e4, e5, 2., Bc4, Nf6, 3., d4, exd4, 4., e...     e4      e5   \n",
       "1044444  [1., Nf3, d5, 2., d4, e6, 3., Bf4, c5, 4., e3,...    Nf3      d5   \n",
       "1044445  [1., e4, c5, 2., Nf3, d6, 3., d4, cxd4, 4., Nx...     e4      c5   \n",
       "1044576  [1., e4, b6, 2., Nf3, Bb7, 3., d3, d5, 4., Nc3...     e4      b6   \n",
       "1044577  [1., e4, c5, 2., Bc4, Nc6, 3., d4, cxd4, 4., b...     e4      c5   \n",
       "1044578  [1., c4, e5, 2., Nc3, Nf6, 3., e4, Nc6, 4., d3...     c4      e5   \n",
       "1044579  [1., e4, e5, 2., d3, Bc5, 3., Nf3, d6, 4., Nc3...     e4      e5   \n",
       "1044580  [1., e4, Nf6, 2., Nc3, d5, 3., exd5, Nxd5, 4.,...     e4     Nf6   \n",
       "1044581  [1., d4, g6, 2., c4, Bg7, 3., Nc3, d6, 4., e4,...     d4      g6   \n",
       "1044582  [1., e4, e5, 2., Nf3, c5, 3., Nxe5, d6, 4., Nc...     e4      e5   \n",
       "1044583  [1., e4, e5, 2., f4, d6, 3., Nf3, Nc6, 4., Bb5...     e4      e5   \n",
       "1044584  [1., e4, e5, 2., Nf3, Qf6, 3., d3, h6, 4., Nc3...     e4      e5   \n",
       "1044585  [1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., e3,...     d4      d5   \n",
       "1044586  [1., d4, d5, 2., c4, e5, 3., dxe5, d4, 4., Nf3...     d4      d5   \n",
       "1044587  [1., d4, d5, 2., Nf3, Nc6, 3., Nc3, {Black, fo...     d4      d5   \n",
       "1044588  [1., e4, e5, 2., Nf3, f6, 3., Nh4, Nh6, 4., Bc...     e4      e5   \n",
       "1044589  [1., e4, c5, 2., c3, Nf6, 3., e5, Nd5, 4., Nf3...     e4      c5   \n",
       "1044590  [1., d4, d5, 2., f4, e6, 3., e3, Qh4+, 4., g3,...     d4      d5   \n",
       "1044591  [1., e4, c5, 2., e5, Nc6, 3., Nf3, e6, 4., Nc3...     e4      c5   \n",
       "1044592  [1., e4, d5, 2., exd5, Nf6, 3., c4, Bf5, 4., N...     e4      d5   \n",
       "1044593  [1., c4, e5, 2., Nf3, d6, 3., d4, exd4, 4., Nx...     c4      e5   \n",
       "1044594  [1., e4, g6, 2., d4, Bg7, 3., Nc3, d6, 4., Bg5...     e4      g6   \n",
       "1044595  [1., e4, c5, 2., Nf3, d6, 3., Nc3, Bg4, 4., Be...     e4      c5   \n",
       "1044596  [1., d4, d5, 2., e3, e6, 3., Nf3, Bd6, 4., Bb5...     d4      d5   \n",
       "1044597  [1., d4, d5, 2., Nf3, Bg4, 3., c4, Bxf3, 4., g...     d4      d5   \n",
       "1044598  [1., e4, c5, 2., Nf3, a6, 3., d4, cxd4, 4., Nx...     e4      c5   \n",
       "1044599  [1., e4, e5, 2., Nf3, Nc6, 3., Bc4, Nf6, 4., N...     e4      e5   \n",
       "\n",
       "        move2w move2b move3w  move3b move4w          move4b  \n",
       "0          Bg5    Ne4    Bh4      g5    Bg3            Nxg3  \n",
       "1          Bc4    Nf6    Nf3      h6   Nxe5              d5  \n",
       "2           d4   exd4    Bc4     Nc6    Nf3             Nf6  \n",
       "3          Bc4     a6    Qh5      e6    Nf3             Nf6  \n",
       "4           c4     e6     a3      h6    Nf3             Nf6  \n",
       "5           c4     e6    Nc3      h6    Nf3             Nf6  \n",
       "6          Nf3    Nc6     c3      h6    Bb5             Bc5  \n",
       "7           e3     c5     c4    cxd4   exd4             Nc6  \n",
       "8          Nf3     d5    Nc3     Nf6     e5             Ng4  \n",
       "9          Nf3    Nc6    Nc3     Nf6    Bd3              d6  \n",
       "10         Bb5     a6   Bxc6    dxc6    Nf3             Bg4  \n",
       "11         Bb5    Nc6   Bxc6    bxc6    Nf3             Nf6  \n",
       "12          e4   fxe4    Nc3     Nf6    Bg5             Nc6  \n",
       "13          b3     c5     d4    cxd4    Bb2             Nc6  \n",
       "14        exd5   Qxd5    Nc3     Qd6     d4             Nf6  \n",
       "15          e3     a6     a3      h6     b4             Nf6  \n",
       "16         Bc4     g6     c3     Bg7    Nf3             Nc6  \n",
       "17         Nd2     d5     c3     Bf5     e3             Nf6  \n",
       "18         Nf3     d6     d4    exd4   Nxd4             Nf6  \n",
       "19          f3    Nf6    Bc4    Nxe4   fxe4            Qh4+  \n",
       "20          c4   dxc4   Qa4+     Nc6   Qxc4            Nxd4  \n",
       "21          h3    Nf6    Qe2     Nc6     c3             Be7  \n",
       "22         0-1                                               \n",
       "23         Nf3    Nc6     a3      a6     g3              b5  \n",
       "24         Nc3    Nf6     d4    exd4   Qxd4             Nc6  \n",
       "25          d4   exd4   Qxd4     Nc6    Qa4             Bd6  \n",
       "26         Ne2    Nc6     c3     Nf6    Ng3             Rg8  \n",
       "27          c5     e5     d4    exd4   Qxd4             Nf6  \n",
       "28         Nf3    Nc6    Nc3     Nf6    Bd3             Be7  \n",
       "29         Nf3    Nf6    Nc3     Bf5    Bf4              c6  \n",
       "...        ...    ...    ...     ...    ...             ...  \n",
       "1044264    Bc4    Nf6     d4    exd4   Qxd4             Nc6  \n",
       "1044265   exd5   Qxd5     d4     Bf5     c4            Qe4+  \n",
       "1044266     d4     d6     c4      b6     e3             Bd7  \n",
       "1044267    Bc4    Nf6     d4    exd4     e5             Ng8  \n",
       "1044444     d4     e6    Bf4      c5     e3              c4  \n",
       "1044445    Nf3     d6     d4    cxd4   Nxd4             Nf6  \n",
       "1044576    Nf3    Bb7     d3      d5    Nc3              e6  \n",
       "1044577    Bc4    Nc6     d4    cxd4     b3              e5  \n",
       "1044578    Nc3    Nf6     e4     Nc6     d3             Bc5  \n",
       "1044579     d3    Bc5    Nf3      d6    Nc3             Bg4  \n",
       "1044580    Nc3     d5   exd5    Nxd5    Ne4             Bf5  \n",
       "1044581     c4    Bg7    Nc3      d6     e4              c6  \n",
       "1044582    Nf3     c5   Nxe5      d6    Nc4              a6  \n",
       "1044583     f4     d6    Nf3     Nc6    Bb5             Bd7  \n",
       "1044584    Nf3    Qf6     d3      h6    Nc3              c6  \n",
       "1044585     c4     e5   dxe5      d4     e3            Bb4+  \n",
       "1044586     c4     e5   dxe5      d4    Nf3             Nc6  \n",
       "1044587    Nf3    Nc6    Nc3  {Black     by  disconnection}  \n",
       "1044588    Nf3     f6    Nh4     Nh6    Bc4              c6  \n",
       "1044589     c3    Nf6     e5     Nd5    Nf3              e6  \n",
       "1044590     f4     e6     e3    Qh4+     g3             Qd8  \n",
       "1044591     e5    Nc6    Nf3      e6    Nc3            Nge7  \n",
       "1044592   exd5    Nf6     c4     Bf5    Nc3              e6  \n",
       "1044593    Nf3     d6     d4    exd4   Nxd4              g6  \n",
       "1044594     d4    Bg7    Nc3      d6    Bg5              f5  \n",
       "1044595    Nf3     d6    Nc3     Bg4    Be2             Nc6  \n",
       "1044596     e3     e6    Nf3     Bd6   Bb5+             Bd7  \n",
       "1044597    Nf3    Bg4     c4    Bxf3   gxf3            dxc4  \n",
       "1044598    Nf3     a6     d4    cxd4   Nxd4             Nc6  \n",
       "1044599    Nf3    Nc6    Bc4     Nf6    Nc3            Nxe4  \n",
       "\n",
       "[252179 rows x 18 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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