chess_db rework the data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_csv(\"chess - chess tempo openings database.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Opening</th>\n",
       "      <th>Colour</th>\n",
       "      <th>Num Games</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Last Played</th>\n",
       "      <th>Perf Rating</th>\n",
       "      <th>Avg Player</th>\n",
       "      <th>Player Win %</th>\n",
       "      <th>Draw %</th>\n",
       "      <th>Opponent Win %</th>\n",
       "      <th>Moves</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alekhine Defense, Balogh Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>692</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>2247</td>\n",
       "      <td>2225</td>\n",
       "      <td>40.80%</td>\n",
       "      <td>24.30%</td>\n",
       "      <td>35.00%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Bc4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alekhine Defense, Brooklyn Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>228</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2145</td>\n",
       "      <td>2193</td>\n",
       "      <td>29.80%</td>\n",
       "      <td>22.40%</td>\n",
       "      <td>47.80%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Ng8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alekhine Defense, Exchange Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6485</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2194</td>\n",
       "      <td>40.80%</td>\n",
       "      <td>27.70%</td>\n",
       "      <td>31.50%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.exd6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>881</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>2187</td>\n",
       "      <td>2130</td>\n",
       "      <td>39.70%</td>\n",
       "      <td>23.20%</td>\n",
       "      <td>37.10%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Fianchett...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-20</td>\n",
       "      <td>2122</td>\n",
       "      <td>2178</td>\n",
       "      <td>37.80%</td>\n",
       "      <td>21.20%</td>\n",
       "      <td>40.90%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Main Line</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1207</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2243</td>\n",
       "      <td>2190</td>\n",
       "      <td>41.00%</td>\n",
       "      <td>25.90%</td>\n",
       "      <td>33.10%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 dxe5 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Trifunovi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>323</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>2231</td>\n",
       "      <td>2277</td>\n",
       "      <td>35.90%</td>\n",
       "      <td>24.80%</td>\n",
       "      <td>39.30%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 Bf5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alekhine Defense, General</td>\n",
       "      <td>NaN</td>\n",
       "      <td>524</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-29</td>\n",
       "      <td>2032</td>\n",
       "      <td>2077</td>\n",
       "      <td>42.20%</td>\n",
       "      <td>25.00%</td>\n",
       "      <td>32.80%</td>\n",
       "      <td>1.e4 Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alekhine Defense, Hunt Variation, Lasker Simul...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>334</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2205</td>\n",
       "      <td>2178</td>\n",
       "      <td>34.10%</td>\n",
       "      <td>23.60%</td>\n",
       "      <td>42.20%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.c4 Nb6 4.c5 Nd5 5.Nc3 e6 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alekhine Defense, Maroczy Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>931</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2174</td>\n",
       "      <td>2174</td>\n",
       "      <td>36.60%</td>\n",
       "      <td>25.70%</td>\n",
       "      <td>37.70%</td>\n",
       "      <td>1.e4 Nf6 2.d3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alekhine Defense, Modern Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>501</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2397</td>\n",
       "      <td>2336</td>\n",
       "      <td>43.50%</td>\n",
       "      <td>31.70%</td>\n",
       "      <td>24.80%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alburt Var...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2626</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2250</td>\n",
       "      <td>2294</td>\n",
       "      <td>28.30%</td>\n",
       "      <td>30.30%</td>\n",
       "      <td>41.40%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alekhine G...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-11</td>\n",
       "      <td>2097</td>\n",
       "      <td>2081</td>\n",
       "      <td>36.70%</td>\n",
       "      <td>22.50%</td>\n",
       "      <td>40.80%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Bg4 5.c4 Nb6 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Keres Vari...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>269</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-03-04</td>\n",
       "      <td>2442</td>\n",
       "      <td>2383</td>\n",
       "      <td>45.70%</td>\n",
       "      <td>36.40%</td>\n",
       "      <td>17.80%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 g6 5.Bc4 Nb6 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1187</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-21</td>\n",
       "      <td>2243</td>\n",
       "      <td>2283</td>\n",
       "      <td>22.80%</td>\n",
       "      <td>35.70%</td>\n",
       "      <td>41.50%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 dxe5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1481</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2273</td>\n",
       "      <td>2306</td>\n",
       "      <td>25.90%</td>\n",
       "      <td>35.90%</td>\n",
       "      <td>38.20%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 dxe5 5.Nxe5 c6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen-Haa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>685</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2171</td>\n",
       "      <td>2193</td>\n",
       "      <td>32.30%</td>\n",
       "      <td>21.50%</td>\n",
       "      <td>46.30%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Main Line</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5096</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2209</td>\n",
       "      <td>2269</td>\n",
       "      <td>25.10%</td>\n",
       "      <td>30.20%</td>\n",
       "      <td>44.80%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Bg4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Panov Vari...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>183</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>2305</td>\n",
       "      <td>2269</td>\n",
       "      <td>44.30%</td>\n",
       "      <td>22.40%</td>\n",
       "      <td>33.30%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Bg4 5.h3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Schmid Var...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>688</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>2300</td>\n",
       "      <td>2333</td>\n",
       "      <td>31.70%</td>\n",
       "      <td>34.30%</td>\n",
       "      <td>34.00%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Nb6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>981</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2142</td>\n",
       "      <td>2173</td>\n",
       "      <td>34.00%</td>\n",
       "      <td>26.70%</td>\n",
       "      <td>39.30%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1178</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2128</td>\n",
       "      <td>2159</td>\n",
       "      <td>41.30%</td>\n",
       "      <td>26.80%</td>\n",
       "      <td>31.80%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alekhine Defense, Saemisch Attack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1452</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2212</td>\n",
       "      <td>37.00%</td>\n",
       "      <td>29.90%</td>\n",
       "      <td>33.10%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.Nc3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alekhine Defense, Scandinavian Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4898</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2133</td>\n",
       "      <td>2153</td>\n",
       "      <td>39.40%</td>\n",
       "      <td>28.40%</td>\n",
       "      <td>32.20%</td>\n",
       "      <td>1.e4 Nf6 2.Nc3 d5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alekhine Defense, Spielmann Gambit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140</td>\n",
       "      <td>B02</td>\n",
       "      <td>2017-11-19</td>\n",
       "      <td>2260</td>\n",
       "      <td>2208</td>\n",
       "      <td>40.00%</td>\n",
       "      <td>17.90%</td>\n",
       "      <td>42.10%</td>\n",
       "      <td>1.e4 Nf6 2.Nc3 d5 3.e5 Nfd7 4.e6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>397</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>1981</td>\n",
       "      <td>1958</td>\n",
       "      <td>36.00%</td>\n",
       "      <td>18.40%</td>\n",
       "      <td>45.60%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.c4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack, Lasker Vari...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>964</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2209</td>\n",
       "      <td>2202</td>\n",
       "      <td>32.90%</td>\n",
       "      <td>30.30%</td>\n",
       "      <td>36.80%</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.c4 Nb6 4.c5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Anderssen Opening, General</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1308</td>\n",
       "      <td>A00</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2124</td>\n",
       "      <td>2126</td>\n",
       "      <td>35.70%</td>\n",
       "      <td>25.60%</td>\n",
       "      <td>38.70%</td>\n",
       "      <td>1.a3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Benko Gambit, Accepted, Central Storming Varia...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-02-01</td>\n",
       "      <td>2265</td>\n",
       "      <td>2245</td>\n",
       "      <td>39.20%</td>\n",
       "      <td>22.50%</td>\n",
       "      <td>38.30%</td>\n",
       "      <td>1.d4 Nf6 2.c4 c5 3.d5 b5 4.cxb5 a6 5.bxa6 g6 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Benko Gambit, Accepted, Dlugy Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1526</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2290</td>\n",
       "      <td>2271</td>\n",
       "      <td>42.00%</td>\n",
       "      <td>25.00%</td>\n",
       "      <td>33.00%</td>\n",
       "      <td>1.d4 Nf6 2.c4 c5 3.d5 b5 4.cxb5 a6 5.f3</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Breyer Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>546</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2235</td>\n",
       "      <td>2259</td>\n",
       "      <td>34.60%</td>\n",
       "      <td>31.10%</td>\n",
       "      <td>34.30%</td>\n",
       "      <td>1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.Nf3 Be7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Kaufmann Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-26</td>\n",
       "      <td>2321</td>\n",
       "      <td>2225</td>\n",
       "      <td>48.00%</td>\n",
       "      <td>29.40%</td>\n",
       "      <td>22.60%</td>\n",
       "      <td>1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.Nf3 Bg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Main Line</td>\n",
       "      <td>NaN</td>\n",
       "      <td>865</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2179</td>\n",
       "      <td>2193</td>\n",
       "      <td>39.40%</td>\n",
       "      <td>24.20%</td>\n",
       "      <td>36.40%</td>\n",
       "      <td>1.e4 e5 2.Nc3 Nf6 3.f4 d5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Modern Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>523</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2189</td>\n",
       "      <td>2159</td>\n",
       "      <td>33.60%</td>\n",
       "      <td>26.00%</td>\n",
       "      <td>40.30%</td>\n",
       "      <td>1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.d3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Paulsen Attack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>251</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2278</td>\n",
       "      <td>2200</td>\n",
       "      <td>43.80%</td>\n",
       "      <td>28.70%</td>\n",
       "      <td>27.50%</td>\n",
       "      <td>1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.Qf3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Steinitz Gambit, K...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>C25</td>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>2137</td>\n",
       "      <td>2113</td>\n",
       "      <td>44.00%</td>\n",
       "      <td>22.50%</td>\n",
       "      <td>33.50%</td>\n",
       "      <td>1.e4 e5 2.Nc3 Nc6 3.f4 exf4 4.Nf3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>Wade Defense, General</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5081</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2295</td>\n",
       "      <td>2337</td>\n",
       "      <td>28.60%</td>\n",
       "      <td>35.00%</td>\n",
       "      <td>36.40%</td>\n",
       "      <td>1.d4 d6 2.Nf3 Bg4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1861</th>\n",
       "      <td>Zukertort Opening, Black Mustang Defense</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1035</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>1986</td>\n",
       "      <td>1992</td>\n",
       "      <td>31.00%</td>\n",
       "      <td>22.70%</td>\n",
       "      <td>46.30%</td>\n",
       "      <td>1.Nf3 Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1862</th>\n",
       "      <td>Zukertort Opening, Double Fianchetto Attack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>249</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2209</td>\n",
       "      <td>2199</td>\n",
       "      <td>38.50%</td>\n",
       "      <td>27.70%</td>\n",
       "      <td>33.70%</td>\n",
       "      <td>1.Nf3 Nf6 2.b3 g6 3.Bb2 Bg7 4.g3 O-O 5.Bg2 d6 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1863</th>\n",
       "      <td>Zukertort Opening, Dutch Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6773</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2212</td>\n",
       "      <td>2246</td>\n",
       "      <td>27.70%</td>\n",
       "      <td>29.70%</td>\n",
       "      <td>42.60%</td>\n",
       "      <td>1.Nf3 f5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1864</th>\n",
       "      <td>Zukertort Opening, Grünfeld Reversed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>852</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2345</td>\n",
       "      <td>2299</td>\n",
       "      <td>45.40%</td>\n",
       "      <td>34.30%</td>\n",
       "      <td>20.30%</td>\n",
       "      <td>1.Nf3 c5 2.g3 d5 3.Bg2 Nc6 4.d4 e6 5.O-O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>Zukertort Opening, Kingside Fianchetto</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8899</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2265</td>\n",
       "      <td>2292</td>\n",
       "      <td>34.30%</td>\n",
       "      <td>30.90%</td>\n",
       "      <td>34.80%</td>\n",
       "      <td>1.Nf3 g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit Deferred</td>\n",
       "      <td>NaN</td>\n",
       "      <td>306</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2295</td>\n",
       "      <td>2261</td>\n",
       "      <td>58.50%</td>\n",
       "      <td>20.60%</td>\n",
       "      <td>20.90%</td>\n",
       "      <td>1.Nf3 f5 2.d3 Nf6 3.e4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>637</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-05-11</td>\n",
       "      <td>2258</td>\n",
       "      <td>2232</td>\n",
       "      <td>41.90%</td>\n",
       "      <td>24.20%</td>\n",
       "      <td>33.90%</td>\n",
       "      <td>1.Nf3 f5 2.e4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1868</th>\n",
       "      <td>Zukertort Opening, Nimzo-Larsen Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5579</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2220</td>\n",
       "      <td>2209</td>\n",
       "      <td>34.80%</td>\n",
       "      <td>32.70%</td>\n",
       "      <td>32.50%</td>\n",
       "      <td>1.Nf3 Nf6 2.b3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>Zukertort Opening, Old Indian Attack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>747</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2140</td>\n",
       "      <td>2133</td>\n",
       "      <td>37.00%</td>\n",
       "      <td>24.10%</td>\n",
       "      <td>39.00%</td>\n",
       "      <td>1.Nf3 d5 2.d3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Zukertort Opening, Pirc Invitation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3309</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2199</td>\n",
       "      <td>2223</td>\n",
       "      <td>33.70%</td>\n",
       "      <td>27.40%</td>\n",
       "      <td>38.90%</td>\n",
       "      <td>1.Nf3 d6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Zukertort Opening, Polish Defense</td>\n",
       "      <td>NaN</td>\n",
       "      <td>572</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>2229</td>\n",
       "      <td>2266</td>\n",
       "      <td>32.50%</td>\n",
       "      <td>28.70%</td>\n",
       "      <td>38.80%</td>\n",
       "      <td>1.Nf3 b5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Zukertort Opening, Queen Pawn Defense</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1832</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2262</td>\n",
       "      <td>2276</td>\n",
       "      <td>28.60%</td>\n",
       "      <td>33.50%</td>\n",
       "      <td>37.90%</td>\n",
       "      <td>1.Nf3 d5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Zukertort Opening, Queen's Gambit Invitation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3596</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2163</td>\n",
       "      <td>2195</td>\n",
       "      <td>26.40%</td>\n",
       "      <td>27.20%</td>\n",
       "      <td>46.40%</td>\n",
       "      <td>1.Nf3 e6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>Zukertort Opening, Queenside Fianchetto Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1434</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2193</td>\n",
       "      <td>2237</td>\n",
       "      <td>29.30%</td>\n",
       "      <td>30.40%</td>\n",
       "      <td>40.30%</td>\n",
       "      <td>1.Nf3 b6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>Zukertort Opening, Quiet system</td>\n",
       "      <td>NaN</td>\n",
       "      <td>895</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2254</td>\n",
       "      <td>2253</td>\n",
       "      <td>35.20%</td>\n",
       "      <td>31.60%</td>\n",
       "      <td>33.20%</td>\n",
       "      <td>1.Nf3 Nf6 2.e3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>Zukertort Opening, Reversed Mexican Defense</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2104</td>\n",
       "      <td>2168</td>\n",
       "      <td>32.50%</td>\n",
       "      <td>22.50%</td>\n",
       "      <td>45.00%</td>\n",
       "      <td>1.Nf3 d5 2.Nc3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>Zukertort Opening, Reversed Queen's Gambit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2316</td>\n",
       "      <td>D02</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2200</td>\n",
       "      <td>2217</td>\n",
       "      <td>34.90%</td>\n",
       "      <td>29.50%</td>\n",
       "      <td>35.50%</td>\n",
       "      <td>1.d4 d5 2.Nf3 c5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1878</th>\n",
       "      <td>Zukertort Opening, Santasiere's Folly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>262</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>2125</td>\n",
       "      <td>2155</td>\n",
       "      <td>32.80%</td>\n",
       "      <td>29.40%</td>\n",
       "      <td>37.80%</td>\n",
       "      <td>1.Nf3 d5 2.b4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1879</th>\n",
       "      <td>Zukertort Opening, Sicilian Invitation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20045</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2274</td>\n",
       "      <td>2293</td>\n",
       "      <td>31.40%</td>\n",
       "      <td>33.90%</td>\n",
       "      <td>34.70%</td>\n",
       "      <td>1.Nf3 c5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1880</th>\n",
       "      <td>Zukertort Opening, Slav Invitation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>463</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>2031</td>\n",
       "      <td>2025</td>\n",
       "      <td>27.00%</td>\n",
       "      <td>26.10%</td>\n",
       "      <td>46.90%</td>\n",
       "      <td>1.Nf3 c6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>Zukertort Opening, Symmetrical Variation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15625</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2235</td>\n",
       "      <td>2257</td>\n",
       "      <td>28.40%</td>\n",
       "      <td>34.40%</td>\n",
       "      <td>37.10%</td>\n",
       "      <td>1.Nf3 Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>Zukertort Opening, Tennison Gambit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-05-19</td>\n",
       "      <td>1936</td>\n",
       "      <td>1976</td>\n",
       "      <td>36.70%</td>\n",
       "      <td>19.40%</td>\n",
       "      <td>43.90%</td>\n",
       "      <td>1.Nf3 d5 2.e4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>Zukertort Opening, Wade Defense, Chigorin Plan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>217</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>2307</td>\n",
       "      <td>2380</td>\n",
       "      <td>21.70%</td>\n",
       "      <td>34.10%</td>\n",
       "      <td>44.20%</td>\n",
       "      <td>1.Nf3 d6 2.d4 Bg4 3.c4 Nd7 4.Qb3 Rb8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1884 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Opening  Colour  Num Games  \\\n",
       "0                    Alekhine Defense, Balogh Variation     NaN        692   \n",
       "1                  Alekhine Defense, Brooklyn Variation     NaN        228   \n",
       "2                  Alekhine Defense, Exchange Variation     NaN       6485   \n",
       "3                   Alekhine Defense, Four Pawns Attack     NaN        881   \n",
       "4     Alekhine Defense, Four Pawns Attack, Fianchett...     NaN        259   \n",
       "5        Alekhine Defense, Four Pawns Attack, Main Line     NaN       1207   \n",
       "6     Alekhine Defense, Four Pawns Attack, Trifunovi...     NaN        323   \n",
       "7                             Alekhine Defense, General     NaN        524   \n",
       "8     Alekhine Defense, Hunt Variation, Lasker Simul...     NaN        334   \n",
       "9                   Alekhine Defense, Maroczy Variation     NaN        931   \n",
       "10                   Alekhine Defense, Modern Variation     NaN        501   \n",
       "11    Alekhine Defense, Modern Variation, Alburt Var...     NaN       2626   \n",
       "12    Alekhine Defense, Modern Variation, Alekhine G...     NaN        120   \n",
       "13    Alekhine Defense, Modern Variation, Keres Vari...     NaN        269   \n",
       "14    Alekhine Defense, Modern Variation, Larsen Var...     NaN       1187   \n",
       "15    Alekhine Defense, Modern Variation, Larsen Var...     NaN       1481   \n",
       "16    Alekhine Defense, Modern Variation, Larsen-Haa...     NaN        685   \n",
       "17        Alekhine Defense, Modern Variation, Main Line     NaN       5096   \n",
       "18    Alekhine Defense, Modern Variation, Panov Vari...     NaN        183   \n",
       "19    Alekhine Defense, Modern Variation, Schmid Var...     NaN        688   \n",
       "20                   Alekhine Defense, Normal Variation     NaN        981   \n",
       "21                   Alekhine Defense, Normal Variation     NaN       1178   \n",
       "22                    Alekhine Defense, Saemisch Attack     NaN       1452   \n",
       "23             Alekhine Defense, Scandinavian Variation     NaN       4898   \n",
       "24                   Alekhine Defense, Spielmann Gambit     NaN        140   \n",
       "25                    Alekhine Defense, Two Pawn Attack     NaN        397   \n",
       "26    Alekhine Defense, Two Pawn Attack, Lasker Vari...     NaN        964   \n",
       "27                           Anderssen Opening, General     NaN       1308   \n",
       "28    Benko Gambit, Accepted, Central Storming Varia...     NaN        209   \n",
       "29              Benko Gambit, Accepted, Dlugy Variation     NaN       1526   \n",
       "...                                                 ...     ...        ...   \n",
       "1854       Vienna Game, Vienna Gambit, Breyer Variation     NaN        546   \n",
       "1855     Vienna Game, Vienna Gambit, Kaufmann Variation     NaN        102   \n",
       "1856              Vienna Game, Vienna Gambit, Main Line     NaN        865   \n",
       "1857       Vienna Game, Vienna Gambit, Modern Variation     NaN        523   \n",
       "1858         Vienna Game, Vienna Gambit, Paulsen Attack     NaN        251   \n",
       "1859  Vienna Game, Vienna Gambit, Steinitz Gambit, K...     NaN        191   \n",
       "1860                              Wade Defense, General     NaN       5081   \n",
       "1861           Zukertort Opening, Black Mustang Defense     NaN       1035   \n",
       "1862        Zukertort Opening, Double Fianchetto Attack     NaN        249   \n",
       "1863                 Zukertort Opening, Dutch Variation     NaN       6773   \n",
       "1864               Zukertort Opening, Grünfeld Reversed     NaN        852   \n",
       "1865             Zukertort Opening, Kingside Fianchetto     NaN       8899   \n",
       "1866        Zukertort Opening, Lisitsyn Gambit Deferred     NaN        306   \n",
       "1867                 Zukertort Opening, Lisitsyn Gambit     NaN        637   \n",
       "1868          Zukertort Opening, Nimzo-Larsen Variation     NaN       5579   \n",
       "1869               Zukertort Opening, Old Indian Attack     NaN        747   \n",
       "1870                 Zukertort Opening, Pirc Invitation     NaN       3309   \n",
       "1871                  Zukertort Opening, Polish Defense     NaN        572   \n",
       "1872              Zukertort Opening, Queen Pawn Defense     NaN       1832   \n",
       "1873       Zukertort Opening, Queen's Gambit Invitation     NaN       3596   \n",
       "1874  Zukertort Opening, Queenside Fianchetto Variation     NaN       1434   \n",
       "1875                    Zukertort Opening, Quiet system     NaN        895   \n",
       "1876        Zukertort Opening, Reversed Mexican Defense     NaN        120   \n",
       "1877         Zukertort Opening, Reversed Queen's Gambit     NaN       2316   \n",
       "1878              Zukertort Opening, Santasiere's Folly     NaN        262   \n",
       "1879             Zukertort Opening, Sicilian Invitation     NaN      20045   \n",
       "1880                 Zukertort Opening, Slav Invitation     NaN        463   \n",
       "1881           Zukertort Opening, Symmetrical Variation     NaN      15625   \n",
       "1882                 Zukertort Opening, Tennison Gambit     NaN        139   \n",
       "1883     Zukertort Opening, Wade Defense, Chigorin Plan     NaN        217   \n",
       "\n",
       "      ECO Last Played  Perf Rating  Avg Player Player Win %  Draw %  \\\n",
       "0     B03  2018-06-22         2247        2225       40.80%  24.30%   \n",
       "1     B02  2018-06-27         2145        2193       29.80%  22.40%   \n",
       "2     B03  2018-07-06         2244        2194       40.80%  27.70%   \n",
       "3     B03  2018-06-20         2187        2130       39.70%  23.20%   \n",
       "4     B03  2018-05-20         2122        2178       37.80%  21.20%   \n",
       "5     B03  2018-07-01         2243        2190       41.00%  25.90%   \n",
       "6     B03  2018-05-10         2231        2277       35.90%  24.80%   \n",
       "7     B02  2018-06-29         2032        2077       42.20%  25.00%   \n",
       "8     B02  2018-06-27         2205        2178       34.10%  23.60%   \n",
       "9     B02  2018-07-09         2174        2174       36.60%  25.70%   \n",
       "10    B04  2018-06-25         2397        2336       43.50%  31.70%   \n",
       "11    B04  2018-06-30         2250        2294       28.30%  30.30%   \n",
       "12    B04  2018-06-11         2097        2081       36.70%  22.50%   \n",
       "13    B04  2018-03-04         2442        2383       45.70%  36.40%   \n",
       "14    B04  2018-06-21         2243        2283       22.80%  35.70%   \n",
       "15    B04  2018-06-18         2273        2306       25.90%  35.90%   \n",
       "16    B04  2018-06-25         2171        2193       32.30%  21.50%   \n",
       "17    B05  2018-07-02         2209        2269       25.10%  30.20%   \n",
       "18    B05  2018-05-31         2305        2269       44.30%  22.40%   \n",
       "19    B04  2018-07-04         2300        2333       31.70%  34.30%   \n",
       "20    B02  2018-06-30         2142        2173       34.00%  26.70%   \n",
       "21    B03  2018-06-27         2128        2159       41.30%  26.80%   \n",
       "22    B02  2018-07-06         2244        2212       37.00%  29.90%   \n",
       "23    B02  2018-06-24         2133        2153       39.40%  28.40%   \n",
       "24    B02  2017-11-19         2260        2208       40.00%  17.90%   \n",
       "25    B02  2018-06-23         1981        1958       36.00%  18.40%   \n",
       "26    B02  2018-06-30         2209        2202       32.90%  30.30%   \n",
       "27    A00  2018-06-25         2124        2126       35.70%  25.60%   \n",
       "28    A57  2018-02-01         2265        2245       39.20%  22.50%   \n",
       "29    A57  2018-06-24         2290        2271       42.00%  25.00%   \n",
       "...   ...         ...          ...         ...          ...     ...   \n",
       "1854  C29  2018-07-06         2235        2259       34.60%  31.10%   \n",
       "1855  C29  2018-06-26         2321        2225       48.00%  29.40%   \n",
       "1856  C29  2018-07-09         2179        2193       39.40%  24.20%   \n",
       "1857  C29  2018-07-01         2189        2159       33.60%  26.00%   \n",
       "1858  C29  2018-06-24         2278        2200       43.80%  28.70%   \n",
       "1859  C25  2018-04-01         2137        2113       44.00%  22.50%   \n",
       "1860  A41  2018-07-07         2295        2337       28.60%  35.00%   \n",
       "1861  A04  2018-07-08         1986        1992       31.00%  22.70%   \n",
       "1862  A49  2018-06-18         2209        2199       38.50%  27.70%   \n",
       "1863  A04  2018-07-09         2212        2246       27.70%  29.70%   \n",
       "1864  A49  2018-06-24         2345        2299       45.40%  34.30%   \n",
       "1865  A04  2018-07-08         2265        2292       34.30%  30.90%   \n",
       "1866  A04  2018-06-27         2295        2261       58.50%  20.60%   \n",
       "1867  A04  2018-05-11         2258        2232       41.90%  24.20%   \n",
       "1868  A04  2018-07-02         2220        2209       34.80%  32.70%   \n",
       "1869  A06  2018-07-06         2140        2133       37.00%  24.10%   \n",
       "1870  A04  2018-06-30         2199        2223       33.70%  27.40%   \n",
       "1871  A04  2018-06-16         2229        2266       32.50%  28.70%   \n",
       "1872  A06  2018-07-09         2262        2276       28.60%  33.50%   \n",
       "1873  A04  2018-07-08         2163        2195       26.40%  27.20%   \n",
       "1874  A04  2018-07-08         2193        2237       29.30%  30.40%   \n",
       "1875  A04  2018-07-09         2254        2253       35.20%  31.60%   \n",
       "1876  A06  2018-06-27         2104        2168       32.50%  22.50%   \n",
       "1877  D02  2018-06-25         2200        2217       34.90%  29.50%   \n",
       "1878  A06  2018-06-17         2125        2155       32.80%  29.40%   \n",
       "1879  A04  2018-07-09         2274        2293       31.40%  33.90%   \n",
       "1880  A04  2018-07-05         2031        2025       27.00%  26.10%   \n",
       "1881  A04  2018-07-09         2235        2257       28.40%  34.40%   \n",
       "1882  A06  2018-05-19         1936        1976       36.70%  19.40%   \n",
       "1883  A41  2018-02-10         2307        2380       21.70%  34.10%   \n",
       "\n",
       "     Opponent Win %                                              Moves  \n",
       "0            35.00%                    1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Bc4  \n",
       "1            47.80%                                  1.e4 Nf6 2.e5 Ng8  \n",
       "2            31.50%          1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.exd6  \n",
       "3            37.10%            1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4  \n",
       "4            40.90%         1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 g6  \n",
       "5            33.10%  1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 dxe5 6...  \n",
       "6            39.30%        1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 Bf5  \n",
       "7            32.80%                                           1.e4 Nf6  \n",
       "8            42.20%  1.e4 Nf6 2.e5 Nd5 3.c4 Nb6 4.c5 Nd5 5.Nc3 e6 6...  \n",
       "9            37.70%                                      1.e4 Nf6 2.d3  \n",
       "10           24.80%                    1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3  \n",
       "11           41.40%                 1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 g6  \n",
       "12           40.80%  1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Bg4 5.c4 Nb6 6...  \n",
       "13           17.80%  1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 g6 5.Bc4 Nb6 6...  \n",
       "14           41.50%               1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 dxe5  \n",
       "15           38.20%     1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 dxe5 5.Nxe5 c6  \n",
       "16           46.30%                1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Nc6  \n",
       "17           44.80%                1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Bg4  \n",
       "18           33.30%           1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Bg4 5.h3  \n",
       "19           34.00%                1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Nf3 Nb6  \n",
       "20           39.30%                                  1.e4 Nf6 2.e5 Nd5  \n",
       "21           31.80%                          1.e4 Nf6 2.e5 Nd5 3.d4 d6  \n",
       "22           33.10%                            1.e4 Nf6 2.e5 Nd5 3.Nc3  \n",
       "23           32.20%                                  1.e4 Nf6 2.Nc3 d5  \n",
       "24           42.10%                   1.e4 Nf6 2.Nc3 d5 3.e5 Nfd7 4.e6  \n",
       "25           45.60%                             1.e4 Nf6 2.e5 Nd5 3.c4  \n",
       "26           36.80%                    1.e4 Nf6 2.e5 Nd5 3.c4 Nb6 4.c5  \n",
       "27           38.70%                                               1.a3  \n",
       "28           38.30%  1.d4 Nf6 2.c4 c5 3.d5 b5 4.cxb5 a6 5.bxa6 g6 6...  \n",
       "29           33.00%            1.d4 Nf6 2.c4 c5 3.d5 b5 4.cxb5 a6 5.f3  \n",
       "...             ...                                                ...  \n",
       "1854         34.30%    1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.Nf3 Be7  \n",
       "1855         22.60%  1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.Nf3 Bg...  \n",
       "1856         36.40%                          1.e4 e5 2.Nc3 Nf6 3.f4 d5  \n",
       "1857         40.30%         1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.d3  \n",
       "1858         27.50%        1.e4 e5 2.Nc3 Nf6 3.f4 d5 4.fxe5 Nxe4 5.Qf3  \n",
       "1859         33.50%                  1.e4 e5 2.Nc3 Nc6 3.f4 exf4 4.Nf3  \n",
       "1860         36.40%                                  1.d4 d6 2.Nf3 Bg4  \n",
       "1861         46.30%                                          1.Nf3 Nc6  \n",
       "1862         33.70%  1.Nf3 Nf6 2.b3 g6 3.Bb2 Bg7 4.g3 O-O 5.Bg2 d6 ...  \n",
       "1863         42.60%                                           1.Nf3 f5  \n",
       "1864         20.30%           1.Nf3 c5 2.g3 d5 3.Bg2 Nc6 4.d4 e6 5.O-O  \n",
       "1865         34.80%                                           1.Nf3 g6  \n",
       "1866         20.90%                             1.Nf3 f5 2.d3 Nf6 3.e4  \n",
       "1867         33.90%                                      1.Nf3 f5 2.e4  \n",
       "1868         32.50%                                     1.Nf3 Nf6 2.b3  \n",
       "1869         39.00%                                      1.Nf3 d5 2.d3  \n",
       "1870         38.90%                                           1.Nf3 d6  \n",
       "1871         38.80%                                           1.Nf3 b5  \n",
       "1872         37.90%                                           1.Nf3 d5  \n",
       "1873         46.40%                                           1.Nf3 e6  \n",
       "1874         40.30%                                           1.Nf3 b6  \n",
       "1875         33.20%                                     1.Nf3 Nf6 2.e3  \n",
       "1876         45.00%                                     1.Nf3 d5 2.Nc3  \n",
       "1877         35.50%                                   1.d4 d5 2.Nf3 c5  \n",
       "1878         37.80%                                      1.Nf3 d5 2.b4  \n",
       "1879         34.70%                                           1.Nf3 c5  \n",
       "1880         46.90%                                           1.Nf3 c6  \n",
       "1881         37.10%                                          1.Nf3 Nf6  \n",
       "1882         43.90%                                      1.Nf3 d5 2.e4  \n",
       "1883         44.20%               1.Nf3 d6 2.d4 Bg4 3.c4 Nd7 4.Qb3 Rb8  \n",
       "\n",
       "[1884 rows x 11 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "moves_list = df['Moves']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['moves_list']=moves_list.str.split(\" \")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['move1w'] = df['moves_list'].apply(lambda x : x[0] )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['move1b'] = df['moves_list'].apply(lambda x : x[1] if len(x)>=2 else \"\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['move2w'] = df['moves_list'].apply(lambda x : x[2] if len(x)>=3 else \"\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['move2b'] = df['moves_list'].apply(lambda x : x[3] if len(x)>=4 else \"\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['move3w'] = df['moves_list'].apply(lambda x : x[4] if len(x)>=5 else \"\" )\n",
    "df['move3b'] = df['moves_list'].apply(lambda x : x[5] if len(x)>=6 else \"\" )\n",
    "df['move4w'] = df['moves_list'].apply(lambda x : x[6] if len(x)>=7 else \"\" )\n",
    "df['move4b'] = df['moves_list'].apply(lambda x : x[7] if len(x)>=8 else \"\" )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Colour'] = df['moves_list'].apply(lambda x : \"white\" if len(x)%2==1 else \"black\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40.8"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " float(df[\"Player Win %\"][0][:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Player Win %\"] = df[\"Player Win %\"].apply(lambda x : float(x[:-1] ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Opponent Win %\"] = df[\"Opponent Win %\"].apply(lambda x : float(x[:-1]) )\n",
    "df[\"Draw %\"] = df[\"Draw %\"].apply(lambda x : float(x[:-1] ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        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>Opening</th>\n",
       "      <th>Colour</th>\n",
       "      <th>Num Games</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Last Played</th>\n",
       "      <th>Perf Rating</th>\n",
       "      <th>Avg Player</th>\n",
       "      <th>Player Win %</th>\n",
       "      <th>Draw %</th>\n",
       "      <th>Opponent Win %</th>\n",
       "      <th>Moves</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alekhine Defense, Balogh Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>692</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>2247</td>\n",
       "      <td>2225</td>\n",
       "      <td>40.8</td>\n",
       "      <td>24.3</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Bc4</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Bc4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Bc4</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Opening Colour  Num Games  ECO Last Played  \\\n",
       "0  Alekhine Defense, Balogh Variation  white        692  B03  2018-06-22   \n",
       "\n",
       "   Perf Rating  Avg Player  Player Win %  Draw %  Opponent Win %  \\\n",
       "0         2247        2225          40.8    24.3            35.0   \n",
       "\n",
       "                             Moves                               moves_list  \\\n",
       "0  1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Bc4  [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Bc4]   \n",
       "\n",
       "  move1w move1b move2w move2b move3w move3b move4w move4b  \n",
       "0   1.e4    Nf6   2.e5    Nd5   3.d4     d6  4.Bc4         "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[0:1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Opening</th>\n",
       "      <th>Colour</th>\n",
       "      <th>Num Games</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Last Played</th>\n",
       "      <th>Perf Rating</th>\n",
       "      <th>Avg Player</th>\n",
       "      <th>Player Win %</th>\n",
       "      <th>Draw %</th>\n",
       "      <th>Opponent Win %</th>\n",
       "      <th>Moves</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>Scandinavian Defense, Anderssen Counterattack</td>\n",
       "      <td>black</td>\n",
       "      <td>249</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-05-19</td>\n",
       "      <td>2026</td>\n",
       "      <td>2094</td>\n",
       "      <td>25.3</td>\n",
       "      <td>20.9</td>\n",
       "      <td>53.8</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 e5</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, e5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qa5</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>e5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>Scandinavian Defense, Bronstein Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>2553</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2116</td>\n",
       "      <td>2159</td>\n",
       "      <td>28.2</td>\n",
       "      <td>30.5</td>\n",
       "      <td>41.3</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qd6 4.d4 Nf6 5.Nf3 a6</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qd6, 4.d4, Nf6...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qd6</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>Scandinavian Defense, Classical Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1496</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>2131</td>\n",
       "      <td>2152</td>\n",
       "      <td>26.3</td>\n",
       "      <td>31.4</td>\n",
       "      <td>42.4</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 Bf5</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qa5</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>Scandinavian Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>2034</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>2048</td>\n",
       "      <td>2017</td>\n",
       "      <td>43.7</td>\n",
       "      <td>19.2</td>\n",
       "      <td>37.1</td>\n",
       "      <td>1.e4 d5</td>\n",
       "      <td>[1.e4, d5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</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>1284</th>\n",
       "      <td>Scandinavian Defense, Grünfeld Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>131</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-01-14</td>\n",
       "      <td>2346</td>\n",
       "      <td>2259</td>\n",
       "      <td>53.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>18.3</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 B...</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qa5</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>Scandinavian Defense, Gubinsky-Melts Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>6561</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2132</td>\n",
       "      <td>2172</td>\n",
       "      <td>30.5</td>\n",
       "      <td>31.3</td>\n",
       "      <td>38.2</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qd6</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qd6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qd6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Opening Colour  Num Games  ECO  \\\n",
       "1280  Scandinavian Defense, Anderssen Counterattack  black        249  B01   \n",
       "1281      Scandinavian Defense, Bronstein Variation  black       2553  B01   \n",
       "1282      Scandinavian Defense, Classical Variation  black       1496  B01   \n",
       "1283                  Scandinavian Defense, General  black       2034  B01   \n",
       "1284       Scandinavian Defense, Grünfeld Variation  white        131  B01   \n",
       "1285   Scandinavian Defense, Gubinsky-Melts Defense  black       6561  B01   \n",
       "\n",
       "     Last Played  Perf Rating  Avg Player  Player Win %  Draw %  \\\n",
       "1280  2018-05-19         2026        2094          25.3    20.9   \n",
       "1281  2018-07-01         2116        2159          28.2    30.5   \n",
       "1282  2018-07-04         2131        2152          26.3    31.4   \n",
       "1283  2018-07-05         2048        2017          43.7    19.2   \n",
       "1284  2018-01-14         2346        2259          53.4    28.2   \n",
       "1285  2018-07-07         2132        2172          30.5    31.3   \n",
       "\n",
       "      Opponent Win %                                              Moves  \\\n",
       "1280            53.8              1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 e5   \n",
       "1281            41.3    1.e4 d5 2.exd5 Qxd5 3.Nc3 Qd6 4.d4 Nf6 5.Nf3 a6   \n",
       "1282            42.4   1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 Bf5   \n",
       "1283            37.1                                            1.e4 d5   \n",
       "1284            18.3  1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 B...   \n",
       "1285            38.2                      1.e4 d5 2.exd5 Qxd5 3.Nc3 Qd6   \n",
       "\n",
       "                                             moves_list move1w move1b  move2w  \\\n",
       "1280     [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, e5]   1.e4     d5  2.exd5   \n",
       "1281  [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qd6, 4.d4, Nf6...   1.e4     d5  2.exd5   \n",
       "1282  [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...   1.e4     d5  2.exd5   \n",
       "1283                                         [1.e4, d5]   1.e4     d5           \n",
       "1284  [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...   1.e4     d5  2.exd5   \n",
       "1285               [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qd6]   1.e4     d5  2.exd5   \n",
       "\n",
       "     move2b move3w move3b move4w move4b  \n",
       "1280   Qxd5  3.Nc3    Qa5   4.d4     e5  \n",
       "1281   Qxd5  3.Nc3    Qd6   4.d4    Nf6  \n",
       "1282   Qxd5  3.Nc3    Qa5   4.d4    Nf6  \n",
       "1283                                     \n",
       "1284   Qxd5  3.Nc3    Qa5   4.d4    Nf6  \n",
       "1285   Qxd5  3.Nc3    Qd6                "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['move1w'] == '1.e4') & (df['move1b'] == \"d5\") ].groupby('move2w').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>Opening</th>\n",
       "      <th>Colour</th>\n",
       "      <th>Num Games</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Last Played</th>\n",
       "      <th>Perf Rating</th>\n",
       "      <th>Avg Player</th>\n",
       "      <th>Player Win %</th>\n",
       "      <th>Draw %</th>\n",
       "      <th>Opponent Win %</th>\n",
       "      <th>Moves</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alekhine Defense, Balogh Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>692</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>2247</td>\n",
       "      <td>2225</td>\n",
       "      <td>40.8</td>\n",
       "      <td>24.3</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Bc4</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Bc4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Bc4</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alekhine Defense, Brooklyn Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>228</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2145</td>\n",
       "      <td>2193</td>\n",
       "      <td>29.8</td>\n",
       "      <td>22.4</td>\n",
       "      <td>47.8</td>\n",
       "      <td>1.e4 Nf6 2.e5 Ng8</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Ng8]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Ng8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alekhine Defense, Exchange Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>6485</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2194</td>\n",
       "      <td>40.8</td>\n",
       "      <td>27.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.exd6</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>881</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>2187</td>\n",
       "      <td>2130</td>\n",
       "      <td>39.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>37.1</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5.f4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Fianchett...</td>\n",
       "      <td>black</td>\n",
       "      <td>259</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-20</td>\n",
       "      <td>2122</td>\n",
       "      <td>2178</td>\n",
       "      <td>37.8</td>\n",
       "      <td>21.2</td>\n",
       "      <td>40.9</td>\n",
       "      <td>1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 g6</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Bishop's Opening, Berlin Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>4006</td>\n",
       "      <td>C24</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2177</td>\n",
       "      <td>2205</td>\n",
       "      <td>27.5</td>\n",
       "      <td>28.9</td>\n",
       "      <td>43.6</td>\n",
       "      <td>1.e4 e5 2.Bc4 Nf6</td>\n",
       "      <td>[1.e4, e5, 2.Bc4, Nf6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Bc4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Bishop's Opening, Blanel Gambit</td>\n",
       "      <td>black</td>\n",
       "      <td>189</td>\n",
       "      <td>C23</td>\n",
       "      <td>2010-05-19</td>\n",
       "      <td>2214</td>\n",
       "      <td>2250</td>\n",
       "      <td>31.8</td>\n",
       "      <td>36.0</td>\n",
       "      <td>32.3</td>\n",
       "      <td>1.e4 e5 2.Bc4 Nf6 3.Nc3 Nxe4</td>\n",
       "      <td>[1.e4, e5, 2.Bc4, Nf6, 3.Nc3, Nxe4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Bc4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Bishop's Opening, Boden-Kieseritsky Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>322</td>\n",
       "      <td>C27</td>\n",
       "      <td>2018-04-08</td>\n",
       "      <td>2196</td>\n",
       "      <td>2142</td>\n",
       "      <td>42.2</td>\n",
       "      <td>27.6</td>\n",
       "      <td>30.1</td>\n",
       "      <td>1.e4 e5 2.Nc3 Nf6 3.Bc4 Nxe4 4.Nf3</td>\n",
       "      <td>[1.e4, e5, 2.Nc3, Nf6, 3.Bc4, Nxe4, 4.Nf3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.Bc4</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Bishop's Opening, Boi Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>343</td>\n",
       "      <td>C20</td>\n",
       "      <td>2018-04-21</td>\n",
       "      <td>1964</td>\n",
       "      <td>1956</td>\n",
       "      <td>29.1</td>\n",
       "      <td>21.3</td>\n",
       "      <td>49.6</td>\n",
       "      <td>1.e4 e5 2.Bc4 Bc5</td>\n",
       "      <td>[1.e4, e5, 2.Bc4, Bc5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Bc4</td>\n",
       "      <td>Bc5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Bishop's Opening, General</td>\n",
       "      <td>white</td>\n",
       "      <td>901</td>\n",
       "      <td>C23</td>\n",
       "      <td>2018-06-26</td>\n",
       "      <td>2115</td>\n",
       "      <td>2098</td>\n",
       "      <td>47.1</td>\n",
       "      <td>22.4</td>\n",
       "      <td>30.5</td>\n",
       "      <td>1.e4 e5 2.Bc4</td>\n",
       "      <td>[1.e4, e5, 2.Bc4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Bc4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Caro-Kann Defense, Accelerated Panov Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>644</td>\n",
       "      <td>B10</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2245</td>\n",
       "      <td>2211</td>\n",
       "      <td>48.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.e4 c6 2.c4</td>\n",
       "      <td>[1.e4, c6, 2.c4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c6</td>\n",
       "      <td>2.c4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Caro-Kann Defense, Accelerated Panov Attack</td>\n",
       "      <td>black</td>\n",
       "      <td>936</td>\n",
       "      <td>B10</td>\n",
       "      <td>2018-06-29</td>\n",
       "      <td>2045</td>\n",
       "      <td>2082</td>\n",
       "      <td>20.6</td>\n",
       "      <td>26.3</td>\n",
       "      <td>53.1</td>\n",
       "      <td>1.e4 c6 2.c4 d5</td>\n",
       "      <td>[1.e4, c6, 2.c4, d5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c6</td>\n",
       "      <td>2.c4</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Caro-Kann Defense, Accelerated Panov Attack, M...</td>\n",
       "      <td>black</td>\n",
       "      <td>4671</td>\n",
       "      <td>B10</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2265</td>\n",
       "      <td>2290</td>\n",
       "      <td>24.9</td>\n",
       "      <td>35.6</td>\n",
       "      <td>39.6</td>\n",
       "      <td>1.e4 c6 2.c4 d5 3.exd5 cxd5 4.cxd5 Nf6</td>\n",
       "      <td>[1.e4, c6, 2.c4, d5, 3.exd5, cxd5, 4.cxd5, Nf6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c6</td>\n",
       "      <td>2.c4</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.exd5</td>\n",
       "      <td>cxd5</td>\n",
       "      <td>4.cxd5</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Caro-Kann Defense, Accelerated Panov Attack, O...</td>\n",
       "      <td>black</td>\n",
       "      <td>1419</td>\n",
       "      <td>B10</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2236</td>\n",
       "      <td>2294</td>\n",
       "      <td>22.6</td>\n",
       "      <td>32.8</td>\n",
       "      <td>44.6</td>\n",
       "      <td>1.e4 c6 2.c4 e5</td>\n",
       "      <td>[1.e4, c6, 2.c4, e5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c6</td>\n",
       "      <td>2.c4</td>\n",
       "      <td>e5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Caro-Kann Defense, Advance Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>5840</td>\n",
       "      <td>B12</td>\n",
       "      <td>2018-07-03</td>\n",
       "      <td>2253</td>\n",
       "      <td>2229</td>\n",
       "      <td>40.7</td>\n",
       "      <td>28.9</td>\n",
       "      <td>30.5</td>\n",
       "      <td>1.e4 c6 2.d4 d5 3.e5</td>\n",
       "      <td>[1.e4, c6, 2.d4, d5, 3.e5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.e5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Czech Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>7257</td>\n",
       "      <td>B07</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2154</td>\n",
       "      <td>2202</td>\n",
       "      <td>33.2</td>\n",
       "      <td>25.4</td>\n",
       "      <td>41.4</td>\n",
       "      <td>1.e4 d6 2.d4 Nf6 3.Nc3 c6</td>\n",
       "      <td>[1.e4, d6, 2.d4, Nf6, 3.Nc3, c6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>c6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>French Defense, Advance Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1066</td>\n",
       "      <td>C02</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>2081</td>\n",
       "      <td>2059</td>\n",
       "      <td>46.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.e4 e6 2.d4 d5 3.e5 c5 4.c3 Nc6</td>\n",
       "      <td>[1.e4, e6, 2.d4, d5, 3.e5, c5, 4.c3, Nc6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.e5</td>\n",
       "      <td>c5</td>\n",
       "      <td>4.c3</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>French Defense, Advance Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>1742</td>\n",
       "      <td>C02</td>\n",
       "      <td>2018-06-28</td>\n",
       "      <td>2109</td>\n",
       "      <td>2094</td>\n",
       "      <td>38.6</td>\n",
       "      <td>23.1</td>\n",
       "      <td>38.4</td>\n",
       "      <td>1.e4 e6 2.d4 d5 3.e5 c5 4.c3</td>\n",
       "      <td>[1.e4, e6, 2.d4, d5, 3.e5, c5, 4.c3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.e5</td>\n",
       "      <td>c5</td>\n",
       "      <td>4.c3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>French Defense, Advance Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>1699</td>\n",
       "      <td>C02</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2115</td>\n",
       "      <td>2095</td>\n",
       "      <td>39.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>37.1</td>\n",
       "      <td>1.e4 e6 2.d4 d5 3.e5</td>\n",
       "      <td>[1.e4, e6, 2.d4, d5, 3.e5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.e5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>French Defense, Advance Variation, Euwe Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>5987</td>\n",
       "      <td>C02</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2221</td>\n",
       "      <td>2239</td>\n",
       "      <td>36.8</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.7</td>\n",
       "      <td>1.e4 e6 2.d4 d5 3.e5 c5 4.c3 Nc6 5.Nf3 Bd7</td>\n",
       "      <td>[1.e4, e6, 2.d4, d5, 3.e5, c5, 4.c3, Nc6, 5.Nf...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.e5</td>\n",
       "      <td>c5</td>\n",
       "      <td>4.c3</td>\n",
       "      <td>Nc6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>French Defense, Advance Variation, Extended Bi...</td>\n",
       "      <td>black</td>\n",
       "      <td>133</td>\n",
       "      <td>C02</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>2237</td>\n",
       "      <td>2233</td>\n",
       "      <td>38.4</td>\n",
       "      <td>26.3</td>\n",
       "      <td>35.3</td>\n",
       "      <td>1.e4 e6 2.d4 d5 3.e5 Bd7</td>\n",
       "      <td>[1.e4, e6, 2.d4, d5, 3.e5, Bd7]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.e5</td>\n",
       "      <td>Bd7</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>King Pawn Game, Maroczy Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>514</td>\n",
       "      <td>B07</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>2027</td>\n",
       "      <td>2081</td>\n",
       "      <td>28.2</td>\n",
       "      <td>31.9</td>\n",
       "      <td>39.9</td>\n",
       "      <td>1.e4 d6 2.d4 e5</td>\n",
       "      <td>[1.e4, d6, 2.d4, e5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>e5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>Lion Defense, Anti-Philidor</td>\n",
       "      <td>white</td>\n",
       "      <td>113</td>\n",
       "      <td>B07</td>\n",
       "      <td>2018-04-29</td>\n",
       "      <td>2177</td>\n",
       "      <td>2097</td>\n",
       "      <td>46.0</td>\n",
       "      <td>17.7</td>\n",
       "      <td>36.3</td>\n",
       "      <td>1.e4 d6 2.d4 Nf6 3.Nc3 Nbd7 4.f4</td>\n",
       "      <td>[1.e4, d6, 2.d4, Nf6, 3.Nc3, Nbd7, 4.f4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Nbd7</td>\n",
       "      <td>4.f4</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>Lion Defense, Anti-Philidor, Lion's Cave</td>\n",
       "      <td>black</td>\n",
       "      <td>833</td>\n",
       "      <td>B07</td>\n",
       "      <td>2018-06-28</td>\n",
       "      <td>2131</td>\n",
       "      <td>2184</td>\n",
       "      <td>32.4</td>\n",
       "      <td>23.6</td>\n",
       "      <td>43.9</td>\n",
       "      <td>1.e4 d6 2.d4 Nf6 3.Nc3 Nbd7 4.f4 e5</td>\n",
       "      <td>[1.e4, d6, 2.d4, Nf6, 3.Nc3, Nbd7, 4.f4, e5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Nbd7</td>\n",
       "      <td>4.f4</td>\n",
       "      <td>e5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>Lion Defense, Bayonet Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>259</td>\n",
       "      <td>B07</td>\n",
       "      <td>2018-05-06</td>\n",
       "      <td>2382</td>\n",
       "      <td>2312</td>\n",
       "      <td>59.1</td>\n",
       "      <td>20.1</td>\n",
       "      <td>20.9</td>\n",
       "      <td>1.e4 d6 2.d4 Nf6 3.Nc3 Nbd7 4.g4</td>\n",
       "      <td>[1.e4, d6, 2.d4, Nf6, 3.Nc3, Nbd7, 4.g4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Nbd7</td>\n",
       "      <td>4.g4</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>Modern Defense, Bishop Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>491</td>\n",
       "      <td>B06</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>2145</td>\n",
       "      <td>2074</td>\n",
       "      <td>36.9</td>\n",
       "      <td>22.0</td>\n",
       "      <td>41.1</td>\n",
       "      <td>1.e4 g6 2.d4 Bg7 3.Bc4</td>\n",
       "      <td>[1.e4, g6, 2.d4, Bg7, 3.Bc4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>g6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>3.Bc4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>Modern Defense, Geller's System</td>\n",
       "      <td>white</td>\n",
       "      <td>2681</td>\n",
       "      <td>B06</td>\n",
       "      <td>2018-06-29</td>\n",
       "      <td>2346</td>\n",
       "      <td>2314</td>\n",
       "      <td>35.6</td>\n",
       "      <td>33.2</td>\n",
       "      <td>31.2</td>\n",
       "      <td>1.e4 g6 2.d4 Bg7 3.Nf3 d6 4.c3</td>\n",
       "      <td>[1.e4, g6, 2.d4, Bg7, 3.Nf3, d6, 4.c3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>g6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>3.Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>Modern Defense, Gurgenidze Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>1035</td>\n",
       "      <td>B06</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2220</td>\n",
       "      <td>2276</td>\n",
       "      <td>30.5</td>\n",
       "      <td>27.1</td>\n",
       "      <td>42.4</td>\n",
       "      <td>1.e4 g6 2.d4 Bg7 3.Nc3 c6 4.f4 d5 5.e5 h5</td>\n",
       "      <td>[1.e4, g6, 2.d4, Bg7, 3.Nc3, c6, 4.f4, d5, 5.e...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>g6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>c6</td>\n",
       "      <td>4.f4</td>\n",
       "      <td>d5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>Modern Defense, Improved Maroczy</td>\n",
       "      <td>black</td>\n",
       "      <td>259</td>\n",
       "      <td>B06</td>\n",
       "      <td>2018-02-09</td>\n",
       "      <td>2403</td>\n",
       "      <td>2434</td>\n",
       "      <td>29.3</td>\n",
       "      <td>45.6</td>\n",
       "      <td>25.1</td>\n",
       "      <td>1.e4 g6 2.d4 Bg7 3.Nf3 c5 4.c4 Qb6</td>\n",
       "      <td>[1.e4, g6, 2.d4, Bg7, 3.Nf3, c5, 4.c4, Qb6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>g6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>3.Nf3</td>\n",
       "      <td>c5</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Qb6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>Modern Defense, King Pawn Fianchetto</td>\n",
       "      <td>black</td>\n",
       "      <td>12980</td>\n",
       "      <td>B06</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2165</td>\n",
       "      <td>2206</td>\n",
       "      <td>39.9</td>\n",
       "      <td>25.3</td>\n",
       "      <td>34.9</td>\n",
       "      <td>1.e4 g6</td>\n",
       "      <td>[1.e4, g6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>g6</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>923</th>\n",
       "      <td>Nimzowitsch Defense, Declined Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>996</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2181</td>\n",
       "      <td>2148</td>\n",
       "      <td>44.7</td>\n",
       "      <td>21.5</td>\n",
       "      <td>33.8</td>\n",
       "      <td>1.e4 Nc6 2.Nf3</td>\n",
       "      <td>[1.e4, Nc6, 2.Nf3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>Nimzowitsch Defense, Franco-Nimzowitsch Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>330</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>2038</td>\n",
       "      <td>2088</td>\n",
       "      <td>27.6</td>\n",
       "      <td>18.5</td>\n",
       "      <td>53.9</td>\n",
       "      <td>1.e4 Nc6 2.Nf3 e6</td>\n",
       "      <td>[1.e4, Nc6, 2.Nf3, e6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>e6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>Nimzowitsch Defense, French Connection</td>\n",
       "      <td>black</td>\n",
       "      <td>342</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-04-07</td>\n",
       "      <td>2142</td>\n",
       "      <td>2182</td>\n",
       "      <td>31.9</td>\n",
       "      <td>27.2</td>\n",
       "      <td>40.9</td>\n",
       "      <td>1.e4 Nc6 2.Nc3 e6</td>\n",
       "      <td>[1.e4, Nc6, 2.Nc3, e6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>e6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>Nimzowitsch Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>792</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2048</td>\n",
       "      <td>2093</td>\n",
       "      <td>36.1</td>\n",
       "      <td>21.6</td>\n",
       "      <td>42.3</td>\n",
       "      <td>1.e4 Nc6</td>\n",
       "      <td>[1.e4, Nc6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nc6</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>927</th>\n",
       "      <td>Nimzowitsch Defense, Kennedy Variation, Linkss...</td>\n",
       "      <td>white</td>\n",
       "      <td>641</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-05-06</td>\n",
       "      <td>2097</td>\n",
       "      <td>2084</td>\n",
       "      <td>39.2</td>\n",
       "      <td>18.3</td>\n",
       "      <td>42.6</td>\n",
       "      <td>1.e4 Nc6 2.d4 e5 3.d5</td>\n",
       "      <td>[1.e4, Nc6, 2.d4, e5, 3.d5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>e5</td>\n",
       "      <td>3.d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>Owen Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>4594</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2033</td>\n",
       "      <td>2102</td>\n",
       "      <td>31.6</td>\n",
       "      <td>21.9</td>\n",
       "      <td>46.6</td>\n",
       "      <td>1.e4 b6</td>\n",
       "      <td>[1.e4, b6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>b6</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>1280</th>\n",
       "      <td>Scandinavian Defense, Anderssen Counterattack</td>\n",
       "      <td>black</td>\n",
       "      <td>249</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-05-19</td>\n",
       "      <td>2026</td>\n",
       "      <td>2094</td>\n",
       "      <td>25.3</td>\n",
       "      <td>20.9</td>\n",
       "      <td>53.8</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 e5</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, e5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qa5</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>e5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>Scandinavian Defense, Bronstein Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>2553</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2116</td>\n",
       "      <td>2159</td>\n",
       "      <td>28.2</td>\n",
       "      <td>30.5</td>\n",
       "      <td>41.3</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qd6 4.d4 Nf6 5.Nf3 a6</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qd6, 4.d4, Nf6...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qd6</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>Scandinavian Defense, Classical Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1496</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>2131</td>\n",
       "      <td>2152</td>\n",
       "      <td>26.3</td>\n",
       "      <td>31.4</td>\n",
       "      <td>42.4</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 Bf5</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qa5</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>Scandinavian Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>2034</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>2048</td>\n",
       "      <td>2017</td>\n",
       "      <td>43.7</td>\n",
       "      <td>19.2</td>\n",
       "      <td>37.1</td>\n",
       "      <td>1.e4 d5</td>\n",
       "      <td>[1.e4, d5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</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>1284</th>\n",
       "      <td>Scandinavian Defense, Grünfeld Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>131</td>\n",
       "      <td>B01</td>\n",
       "      <td>2018-01-14</td>\n",
       "      <td>2346</td>\n",
       "      <td>2259</td>\n",
       "      <td>53.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>18.3</td>\n",
       "      <td>1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 B...</td>\n",
       "      <td>[1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.exd5</td>\n",
       "      <td>Qxd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td>Qa5</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>Nf6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>Sicilian Defense, Accelerated Dragon, Exchange...</td>\n",
       "      <td>white</td>\n",
       "      <td>670</td>\n",
       "      <td>B34</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>1985</td>\n",
       "      <td>2004</td>\n",
       "      <td>27.5</td>\n",
       "      <td>21.6</td>\n",
       "      <td>50.9</td>\n",
       "      <td>1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.Nxc6</td>\n",
       "      <td>[1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>4.Nxd4</td>\n",
       "      <td>g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>Sicilian Defense, Accelerated Dragon, General</td>\n",
       "      <td>black</td>\n",
       "      <td>2107</td>\n",
       "      <td>B36</td>\n",
       "      <td>2018-07-03</td>\n",
       "      <td>2099</td>\n",
       "      <td>2081</td>\n",
       "      <td>48.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>26.8</td>\n",
       "      <td>1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6</td>\n",
       "      <td>[1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>4.Nxd4</td>\n",
       "      <td>g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>Sicilian Defense, Accelerated Dragon, Maroczy ...</td>\n",
       "      <td>white</td>\n",
       "      <td>6645</td>\n",
       "      <td>B38</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2293</td>\n",
       "      <td>2248</td>\n",
       "      <td>41.3</td>\n",
       "      <td>35.6</td>\n",
       "      <td>23.1</td>\n",
       "      <td>1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.c4 Bg7...</td>\n",
       "      <td>[1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>4.Nxd4</td>\n",
       "      <td>g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>Sicilian Defense, Accelerated Dragon, Maroczy ...</td>\n",
       "      <td>black</td>\n",
       "      <td>2822</td>\n",
       "      <td>B39</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2206</td>\n",
       "      <td>2260</td>\n",
       "      <td>21.6</td>\n",
       "      <td>34.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.c4 Bg7...</td>\n",
       "      <td>[1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>4.Nxd4</td>\n",
       "      <td>g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>Sicilian Defense, Accelerated Dragon, Maroczy ...</td>\n",
       "      <td>white</td>\n",
       "      <td>4367</td>\n",
       "      <td>B36</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2345</td>\n",
       "      <td>2304</td>\n",
       "      <td>36.9</td>\n",
       "      <td>42.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.c4</td>\n",
       "      <td>[1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>c5</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>cxd4</td>\n",
       "      <td>4.Nxd4</td>\n",
       "      <td>g6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1798</th>\n",
       "      <td>St. George Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>775</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2049</td>\n",
       "      <td>2098</td>\n",
       "      <td>36.5</td>\n",
       "      <td>18.6</td>\n",
       "      <td>44.9</td>\n",
       "      <td>1.e4 a6</td>\n",
       "      <td>[1.e4, a6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>a6</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>1799</th>\n",
       "      <td>St. George Defense, New St. George, Traditiona...</td>\n",
       "      <td>black</td>\n",
       "      <td>194</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-03-25</td>\n",
       "      <td>2157</td>\n",
       "      <td>2256</td>\n",
       "      <td>26.3</td>\n",
       "      <td>23.2</td>\n",
       "      <td>50.5</td>\n",
       "      <td>1.e4 a6 2.d4 e6 3.Nf3 b5 4.Bd3 c5 5.c3 Bb7 6.O...</td>\n",
       "      <td>[1.e4, a6, 2.d4, e6, 3.Nf3, b5, 4.Bd3, c5, 5.c...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>a6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>e6</td>\n",
       "      <td>3.Nf3</td>\n",
       "      <td>b5</td>\n",
       "      <td>4.Bd3</td>\n",
       "      <td>c5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1800</th>\n",
       "      <td>St. George Defense, Polish Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>314</td>\n",
       "      <td>B00</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2074</td>\n",
       "      <td>2160</td>\n",
       "      <td>27.7</td>\n",
       "      <td>18.8</td>\n",
       "      <td>53.5</td>\n",
       "      <td>1.e4 a6 2.d4 b5 3.Nf3 Bb7 4.Bd3 e6</td>\n",
       "      <td>[1.e4, a6, 2.d4, b5, 3.Nf3, Bb7, 4.Bd3, e6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>a6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>b5</td>\n",
       "      <td>3.Nf3</td>\n",
       "      <td>Bb7</td>\n",
       "      <td>4.Bd3</td>\n",
       "      <td>e6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Opening Colour  Num Games  \\\n",
       "0                    Alekhine Defense, Balogh Variation  white        692   \n",
       "1                  Alekhine Defense, Brooklyn Variation  black        228   \n",
       "2                  Alekhine Defense, Exchange Variation  white       6485   \n",
       "3                   Alekhine Defense, Four Pawns Attack  white        881   \n",
       "4     Alekhine Defense, Four Pawns Attack, Fianchett...  black        259   \n",
       "90                     Bishop's Opening, Berlin Defense  black       4006   \n",
       "91                      Bishop's Opening, Blanel Gambit  black        189   \n",
       "92           Bishop's Opening, Boden-Kieseritsky Gambit  white        322   \n",
       "93                      Bishop's Opening, Boi Variation  black        343   \n",
       "94                            Bishop's Opening, General  white        901   \n",
       "123         Caro-Kann Defense, Accelerated Panov Attack  white        644   \n",
       "124         Caro-Kann Defense, Accelerated Panov Attack  black        936   \n",
       "125   Caro-Kann Defense, Accelerated Panov Attack, M...  black       4671   \n",
       "126   Caro-Kann Defense, Accelerated Panov Attack, O...  black       1419   \n",
       "127                Caro-Kann Defense, Advance Variation  white       5840   \n",
       "206                              Czech Defense, General  black       7257   \n",
       "387                   French Defense, Advance Variation  black       1066   \n",
       "388                   French Defense, Advance Variation  white       1742   \n",
       "389                   French Defense, Advance Variation  white       1699   \n",
       "390   French Defense, Advance Variation, Euwe Variation  black       5987   \n",
       "391   French Defense, Advance Variation, Extended Bi...  black        133   \n",
       "654                     King Pawn Game, Maroczy Defense  black        514   \n",
       "803                         Lion Defense, Anti-Philidor  white        113   \n",
       "804            Lion Defense, Anti-Philidor, Lion's Cave  black        833   \n",
       "805                        Lion Defense, Bayonet Attack  white        259   \n",
       "818                       Modern Defense, Bishop Attack  white        491   \n",
       "819                     Modern Defense, Geller's System  white       2681   \n",
       "821                  Modern Defense, Gurgenidze Defense  black       1035   \n",
       "822                    Modern Defense, Improved Maroczy  black        259   \n",
       "823                Modern Defense, King Pawn Fianchetto  black      12980   \n",
       "923             Nimzowitsch Defense, Declined Variation  white        996   \n",
       "924   Nimzowitsch Defense, Franco-Nimzowitsch Variation  black        330   \n",
       "925              Nimzowitsch Defense, French Connection  black        342   \n",
       "926                        Nimzowitsch Defense, General  black        792   \n",
       "927   Nimzowitsch Defense, Kennedy Variation, Linkss...  white        641   \n",
       "951                               Owen Defense, General  black       4594   \n",
       "1280      Scandinavian Defense, Anderssen Counterattack  black        249   \n",
       "1281          Scandinavian Defense, Bronstein Variation  black       2553   \n",
       "1282          Scandinavian Defense, Classical Variation  black       1496   \n",
       "1283                      Scandinavian Defense, General  black       2034   \n",
       "1284           Scandinavian Defense, Grünfeld Variation  white        131   \n",
       "1368  Sicilian Defense, Accelerated Dragon, Exchange...  white        670   \n",
       "1369      Sicilian Defense, Accelerated Dragon, General  black       2107   \n",
       "1370  Sicilian Defense, Accelerated Dragon, Maroczy ...  white       6645   \n",
       "1371  Sicilian Defense, Accelerated Dragon, Maroczy ...  black       2822   \n",
       "1372  Sicilian Defense, Accelerated Dragon, Maroczy ...  white       4367   \n",
       "1798                        St. George Defense, General  black        775   \n",
       "1799  St. George Defense, New St. George, Traditiona...  black        194   \n",
       "1800               St. George Defense, Polish Variation  black        314   \n",
       "\n",
       "      ECO Last Played  Perf Rating  Avg Player  Player Win %  Draw %  \\\n",
       "0     B03  2018-06-22         2247        2225          40.8    24.3   \n",
       "1     B02  2018-06-27         2145        2193          29.8    22.4   \n",
       "2     B03  2018-07-06         2244        2194          40.8    27.7   \n",
       "3     B03  2018-06-20         2187        2130          39.7    23.2   \n",
       "4     B03  2018-05-20         2122        2178          37.8    21.2   \n",
       "90    C24  2018-07-06         2177        2205          27.5    28.9   \n",
       "91    C23  2010-05-19         2214        2250          31.8    36.0   \n",
       "92    C27  2018-04-08         2196        2142          42.2    27.6   \n",
       "93    C20  2018-04-21         1964        1956          29.1    21.3   \n",
       "94    C23  2018-06-26         2115        2098          47.1    22.4   \n",
       "123   B10  2018-06-27         2245        2211          48.6    24.4   \n",
       "124   B10  2018-06-29         2045        2082          20.6    26.3   \n",
       "125   B10  2018-07-07         2265        2290          24.9    35.6   \n",
       "126   B10  2018-07-01         2236        2294          22.6    32.8   \n",
       "127   B12  2018-07-03         2253        2229          40.7    28.9   \n",
       "206   B07  2018-07-06         2154        2202          33.2    25.4   \n",
       "387   C02  2018-06-19         2081        2059          46.0    21.0   \n",
       "388   C02  2018-06-28         2109        2094          38.6    23.1   \n",
       "389   C02  2018-06-25         2115        2095          39.7    23.2   \n",
       "390   C02  2018-07-08         2221        2239          36.8    27.5   \n",
       "391   C02  2018-07-05         2237        2233          38.4    26.3   \n",
       "654   B07  2018-05-31         2027        2081          28.2    31.9   \n",
       "803   B07  2018-04-29         2177        2097          46.0    17.7   \n",
       "804   B07  2018-06-28         2131        2184          32.4    23.6   \n",
       "805   B07  2018-05-06         2382        2312          59.1    20.1   \n",
       "818   B06  2018-06-17         2145        2074          36.9    22.0   \n",
       "819   B06  2018-06-29         2346        2314          35.6    33.2   \n",
       "821   B06  2018-07-08         2220        2276          30.5    27.1   \n",
       "822   B06  2018-02-09         2403        2434          29.3    45.6   \n",
       "823   B06  2018-07-09         2165        2206          39.9    25.3   \n",
       "923   B00  2018-07-01         2181        2148          44.7    21.5   \n",
       "924   B00  2018-06-17         2038        2088          27.6    18.5   \n",
       "925   B00  2018-04-07         2142        2182          31.9    27.2   \n",
       "926   B00  2018-06-30         2048        2093          36.1    21.6   \n",
       "927   B00  2018-05-06         2097        2084          39.2    18.3   \n",
       "951   B00  2018-07-08         2033        2102          31.6    21.9   \n",
       "1280  B01  2018-05-19         2026        2094          25.3    20.9   \n",
       "1281  B01  2018-07-01         2116        2159          28.2    30.5   \n",
       "1282  B01  2018-07-04         2131        2152          26.3    31.4   \n",
       "1283  B01  2018-07-05         2048        2017          43.7    19.2   \n",
       "1284  B01  2018-01-14         2346        2259          53.4    28.2   \n",
       "1368  B34  2018-06-23         1985        2004          27.5    21.6   \n",
       "1369  B36  2018-07-03         2099        2081          48.2    25.0   \n",
       "1370  B38  2018-07-08         2293        2248          41.3    35.6   \n",
       "1371  B39  2018-07-07         2206        2260          21.6    34.3   \n",
       "1372  B36  2018-07-08         2345        2304          36.9    42.0   \n",
       "1798  B00  2018-07-07         2049        2098          36.5    18.6   \n",
       "1799  B00  2018-03-25         2157        2256          26.3    23.2   \n",
       "1800  B00  2018-07-08         2074        2160          27.7    18.8   \n",
       "\n",
       "      Opponent Win %                                              Moves  \\\n",
       "0               35.0                    1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.Bc4   \n",
       "1               47.8                                  1.e4 Nf6 2.e5 Ng8   \n",
       "2               31.5          1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.exd6   \n",
       "3               37.1            1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4   \n",
       "4               40.9         1.e4 Nf6 2.e5 Nd5 3.d4 d6 4.c4 Nb6 5.f4 g6   \n",
       "90              43.6                                  1.e4 e5 2.Bc4 Nf6   \n",
       "91              32.3                       1.e4 e5 2.Bc4 Nf6 3.Nc3 Nxe4   \n",
       "92              30.1                 1.e4 e5 2.Nc3 Nf6 3.Bc4 Nxe4 4.Nf3   \n",
       "93              49.6                                  1.e4 e5 2.Bc4 Bc5   \n",
       "94              30.5                                      1.e4 e5 2.Bc4   \n",
       "123             27.0                                       1.e4 c6 2.c4   \n",
       "124             53.1                                    1.e4 c6 2.c4 d5   \n",
       "125             39.6             1.e4 c6 2.c4 d5 3.exd5 cxd5 4.cxd5 Nf6   \n",
       "126             44.6                                    1.e4 c6 2.c4 e5   \n",
       "127             30.5                               1.e4 c6 2.d4 d5 3.e5   \n",
       "206             41.4                          1.e4 d6 2.d4 Nf6 3.Nc3 c6   \n",
       "387             33.0                   1.e4 e6 2.d4 d5 3.e5 c5 4.c3 Nc6   \n",
       "388             38.4                       1.e4 e6 2.d4 d5 3.e5 c5 4.c3   \n",
       "389             37.1                               1.e4 e6 2.d4 d5 3.e5   \n",
       "390             35.7         1.e4 e6 2.d4 d5 3.e5 c5 4.c3 Nc6 5.Nf3 Bd7   \n",
       "391             35.3                           1.e4 e6 2.d4 d5 3.e5 Bd7   \n",
       "654             39.9                                    1.e4 d6 2.d4 e5   \n",
       "803             36.3                   1.e4 d6 2.d4 Nf6 3.Nc3 Nbd7 4.f4   \n",
       "804             43.9                1.e4 d6 2.d4 Nf6 3.Nc3 Nbd7 4.f4 e5   \n",
       "805             20.9                   1.e4 d6 2.d4 Nf6 3.Nc3 Nbd7 4.g4   \n",
       "818             41.1                             1.e4 g6 2.d4 Bg7 3.Bc4   \n",
       "819             31.2                     1.e4 g6 2.d4 Bg7 3.Nf3 d6 4.c3   \n",
       "821             42.4          1.e4 g6 2.d4 Bg7 3.Nc3 c6 4.f4 d5 5.e5 h5   \n",
       "822             25.1                 1.e4 g6 2.d4 Bg7 3.Nf3 c5 4.c4 Qb6   \n",
       "823             34.9                                            1.e4 g6   \n",
       "923             33.8                                     1.e4 Nc6 2.Nf3   \n",
       "924             53.9                                  1.e4 Nc6 2.Nf3 e6   \n",
       "925             40.9                                  1.e4 Nc6 2.Nc3 e6   \n",
       "926             42.3                                           1.e4 Nc6   \n",
       "927             42.6                              1.e4 Nc6 2.d4 e5 3.d5   \n",
       "951             46.6                                            1.e4 b6   \n",
       "1280            53.8              1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 e5   \n",
       "1281            41.3    1.e4 d5 2.exd5 Qxd5 3.Nc3 Qd6 4.d4 Nf6 5.Nf3 a6   \n",
       "1282            42.4   1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 Bf5   \n",
       "1283            37.1                                            1.e4 d5   \n",
       "1284            18.3  1.e4 d5 2.exd5 Qxd5 3.Nc3 Qa5 4.d4 Nf6 5.Nf3 B...   \n",
       "1368            50.9       1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.Nxc6   \n",
       "1369            26.8              1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6   \n",
       "1370            23.1  1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.c4 Bg7...   \n",
       "1371            44.0  1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.c4 Bg7...   \n",
       "1372            21.1         1.e4 c5 2.Nf3 Nc6 3.d4 cxd4 4.Nxd4 g6 5.c4   \n",
       "1798            44.9                                            1.e4 a6   \n",
       "1799            50.5  1.e4 a6 2.d4 e6 3.Nf3 b5 4.Bd3 c5 5.c3 Bb7 6.O...   \n",
       "1800            53.5                 1.e4 a6 2.d4 b5 3.Nf3 Bb7 4.Bd3 e6   \n",
       "\n",
       "                                             moves_list move1w move1b  move2w  \\\n",
       "0               [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Bc4]   1.e4    Nf6    2.e5   \n",
       "1                                [1.e4, Nf6, 2.e5, Ng8]   1.e4    Nf6    2.e5   \n",
       "2     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....   1.e4    Nf6    2.e5   \n",
       "3     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5.f4]   1.e4    Nf6    2.e5   \n",
       "4     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....   1.e4    Nf6    2.e5   \n",
       "90                               [1.e4, e5, 2.Bc4, Nf6]   1.e4     e5   2.Bc4   \n",
       "91                  [1.e4, e5, 2.Bc4, Nf6, 3.Nc3, Nxe4]   1.e4     e5   2.Bc4   \n",
       "92           [1.e4, e5, 2.Nc3, Nf6, 3.Bc4, Nxe4, 4.Nf3]   1.e4     e5   2.Nc3   \n",
       "93                               [1.e4, e5, 2.Bc4, Bc5]   1.e4     e5   2.Bc4   \n",
       "94                                    [1.e4, e5, 2.Bc4]   1.e4     e5   2.Bc4   \n",
       "123                                    [1.e4, c6, 2.c4]   1.e4     c6    2.c4   \n",
       "124                                [1.e4, c6, 2.c4, d5]   1.e4     c6    2.c4   \n",
       "125     [1.e4, c6, 2.c4, d5, 3.exd5, cxd5, 4.cxd5, Nf6]   1.e4     c6    2.c4   \n",
       "126                                [1.e4, c6, 2.c4, e5]   1.e4     c6    2.c4   \n",
       "127                          [1.e4, c6, 2.d4, d5, 3.e5]   1.e4     c6    2.d4   \n",
       "206                    [1.e4, d6, 2.d4, Nf6, 3.Nc3, c6]   1.e4     d6    2.d4   \n",
       "387           [1.e4, e6, 2.d4, d5, 3.e5, c5, 4.c3, Nc6]   1.e4     e6    2.d4   \n",
       "388                [1.e4, e6, 2.d4, d5, 3.e5, c5, 4.c3]   1.e4     e6    2.d4   \n",
       "389                          [1.e4, e6, 2.d4, d5, 3.e5]   1.e4     e6    2.d4   \n",
       "390   [1.e4, e6, 2.d4, d5, 3.e5, c5, 4.c3, Nc6, 5.Nf...   1.e4     e6    2.d4   \n",
       "391                     [1.e4, e6, 2.d4, d5, 3.e5, Bd7]   1.e4     e6    2.d4   \n",
       "654                                [1.e4, d6, 2.d4, e5]   1.e4     d6    2.d4   \n",
       "803            [1.e4, d6, 2.d4, Nf6, 3.Nc3, Nbd7, 4.f4]   1.e4     d6    2.d4   \n",
       "804        [1.e4, d6, 2.d4, Nf6, 3.Nc3, Nbd7, 4.f4, e5]   1.e4     d6    2.d4   \n",
       "805            [1.e4, d6, 2.d4, Nf6, 3.Nc3, Nbd7, 4.g4]   1.e4     d6    2.d4   \n",
       "818                        [1.e4, g6, 2.d4, Bg7, 3.Bc4]   1.e4     g6    2.d4   \n",
       "819              [1.e4, g6, 2.d4, Bg7, 3.Nf3, d6, 4.c3]   1.e4     g6    2.d4   \n",
       "821   [1.e4, g6, 2.d4, Bg7, 3.Nc3, c6, 4.f4, d5, 5.e...   1.e4     g6    2.d4   \n",
       "822         [1.e4, g6, 2.d4, Bg7, 3.Nf3, c5, 4.c4, Qb6]   1.e4     g6    2.d4   \n",
       "823                                          [1.e4, g6]   1.e4     g6           \n",
       "923                                  [1.e4, Nc6, 2.Nf3]   1.e4    Nc6   2.Nf3   \n",
       "924                              [1.e4, Nc6, 2.Nf3, e6]   1.e4    Nc6   2.Nf3   \n",
       "925                              [1.e4, Nc6, 2.Nc3, e6]   1.e4    Nc6   2.Nc3   \n",
       "926                                         [1.e4, Nc6]   1.e4    Nc6           \n",
       "927                         [1.e4, Nc6, 2.d4, e5, 3.d5]   1.e4    Nc6    2.d4   \n",
       "951                                          [1.e4, b6]   1.e4     b6           \n",
       "1280     [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, e5]   1.e4     d5  2.exd5   \n",
       "1281  [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qd6, 4.d4, Nf6...   1.e4     d5  2.exd5   \n",
       "1282  [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...   1.e4     d5  2.exd5   \n",
       "1283                                         [1.e4, d5]   1.e4     d5           \n",
       "1284  [1.e4, d5, 2.exd5, Qxd5, 3.Nc3, Qa5, 4.d4, Nf6...   1.e4     d5  2.exd5   \n",
       "1368  [1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...   1.e4     c5   2.Nf3   \n",
       "1369     [1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6]   1.e4     c5   2.Nf3   \n",
       "1370  [1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...   1.e4     c5   2.Nf3   \n",
       "1371  [1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...   1.e4     c5   2.Nf3   \n",
       "1372  [1.e4, c5, 2.Nf3, Nc6, 3.d4, cxd4, 4.Nxd4, g6,...   1.e4     c5   2.Nf3   \n",
       "1798                                         [1.e4, a6]   1.e4     a6           \n",
       "1799  [1.e4, a6, 2.d4, e6, 3.Nf3, b5, 4.Bd3, c5, 5.c...   1.e4     a6    2.d4   \n",
       "1800        [1.e4, a6, 2.d4, b5, 3.Nf3, Bb7, 4.Bd3, e6]   1.e4     a6    2.d4   \n",
       "\n",
       "     move2b  move3w move3b  move4w move4b  \n",
       "0       Nd5    3.d4     d6   4.Bc4         \n",
       "1       Ng8                                \n",
       "2       Nd5    3.d4     d6    4.c4    Nb6  \n",
       "3       Nd5    3.d4     d6    4.c4    Nb6  \n",
       "4       Nd5    3.d4     d6    4.c4    Nb6  \n",
       "90      Nf6                                \n",
       "91      Nf6   3.Nc3   Nxe4                 \n",
       "92      Nf6   3.Bc4   Nxe4   4.Nf3         \n",
       "93      Bc5                                \n",
       "94                                         \n",
       "123                                        \n",
       "124      d5                                \n",
       "125      d5  3.exd5   cxd5  4.cxd5    Nf6  \n",
       "126      e5                                \n",
       "127      d5    3.e5                        \n",
       "206     Nf6   3.Nc3     c6                 \n",
       "387      d5    3.e5     c5    4.c3    Nc6  \n",
       "388      d5    3.e5     c5    4.c3         \n",
       "389      d5    3.e5                        \n",
       "390      d5    3.e5     c5    4.c3    Nc6  \n",
       "391      d5    3.e5    Bd7                 \n",
       "654      e5                                \n",
       "803     Nf6   3.Nc3   Nbd7    4.f4         \n",
       "804     Nf6   3.Nc3   Nbd7    4.f4     e5  \n",
       "805     Nf6   3.Nc3   Nbd7    4.g4         \n",
       "818     Bg7   3.Bc4                        \n",
       "819     Bg7   3.Nf3     d6    4.c3         \n",
       "821     Bg7   3.Nc3     c6    4.f4     d5  \n",
       "822     Bg7   3.Nf3     c5    4.c4    Qb6  \n",
       "823                                        \n",
       "923                                        \n",
       "924      e6                                \n",
       "925      e6                                \n",
       "926                                        \n",
       "927      e5    3.d5                        \n",
       "951                                        \n",
       "1280   Qxd5   3.Nc3    Qa5    4.d4     e5  \n",
       "1281   Qxd5   3.Nc3    Qd6    4.d4    Nf6  \n",
       "1282   Qxd5   3.Nc3    Qa5    4.d4    Nf6  \n",
       "1283                                       \n",
       "1284   Qxd5   3.Nc3    Qa5    4.d4    Nf6  \n",
       "1368    Nc6    3.d4   cxd4  4.Nxd4     g6  \n",
       "1369    Nc6    3.d4   cxd4  4.Nxd4     g6  \n",
       "1370    Nc6    3.d4   cxd4  4.Nxd4     g6  \n",
       "1371    Nc6    3.d4   cxd4  4.Nxd4     g6  \n",
       "1372    Nc6    3.d4   cxd4  4.Nxd4     g6  \n",
       "1798                                       \n",
       "1799     e6   3.Nf3     b5   4.Bd3     c5  \n",
       "1800     b5   3.Nf3    Bb7   4.Bd3     e6  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b1 = df[(df['move1w'] == '1.e4')].groupby('move1b')\n",
    "#.agg({'move1b':np.count})\n",
    "#.sort_values('Num Games', ascending = False)\n",
    "b1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'black'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['White_win%'] = np.zeros\n",
    "df['Colour'][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "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",
      "\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:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "for x in range(len(df['White_win%'])):\n",
    "    if df['Colour'][x] == 'white':\n",
    "        df['White_win%'][x] = df['Player Win %'][x]\n",
    "    else:\n",
    "        df['White_win%'][x] = df['Opponent Win %'][x]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Opening</th>\n",
       "      <th>Colour</th>\n",
       "      <th>Num Games</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Last Played</th>\n",
       "      <th>Perf Rating</th>\n",
       "      <th>Avg Player</th>\n",
       "      <th>Player Win %</th>\n",
       "      <th>Draw %</th>\n",
       "      <th>Opponent Win %</th>\n",
       "      <th>...</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",
       "      <th>White_win%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alekhine Defense, Balogh Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>692</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>2247</td>\n",
       "      <td>2225</td>\n",
       "      <td>40.8</td>\n",
       "      <td>24.3</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Bc4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Bc4</td>\n",
       "      <td></td>\n",
       "      <td>40.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alekhine Defense, Brooklyn Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>228</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2145</td>\n",
       "      <td>2193</td>\n",
       "      <td>29.8</td>\n",
       "      <td>22.4</td>\n",
       "      <td>47.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Ng8]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Ng8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>47.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alekhine Defense, Exchange Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>6485</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2194</td>\n",
       "      <td>40.8</td>\n",
       "      <td>27.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>40.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>881</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>2187</td>\n",
       "      <td>2130</td>\n",
       "      <td>39.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>37.1</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5.f4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>39.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Fianchett...</td>\n",
       "      <td>black</td>\n",
       "      <td>259</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-20</td>\n",
       "      <td>2122</td>\n",
       "      <td>2178</td>\n",
       "      <td>37.8</td>\n",
       "      <td>21.2</td>\n",
       "      <td>40.9</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>40.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Main Line</td>\n",
       "      <td>white</td>\n",
       "      <td>1207</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2243</td>\n",
       "      <td>2190</td>\n",
       "      <td>41.0</td>\n",
       "      <td>25.9</td>\n",
       "      <td>33.1</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Trifunovi...</td>\n",
       "      <td>black</td>\n",
       "      <td>323</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>2231</td>\n",
       "      <td>2277</td>\n",
       "      <td>35.9</td>\n",
       "      <td>24.8</td>\n",
       "      <td>39.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>39.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alekhine Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>524</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-29</td>\n",
       "      <td>2032</td>\n",
       "      <td>2077</td>\n",
       "      <td>42.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alekhine Defense, Hunt Variation, Lasker Simul...</td>\n",
       "      <td>white</td>\n",
       "      <td>334</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2205</td>\n",
       "      <td>2178</td>\n",
       "      <td>34.1</td>\n",
       "      <td>23.6</td>\n",
       "      <td>42.2</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.c4, Nb6, 4.c5, Nd5, 5...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>4.c5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>34.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alekhine Defense, Maroczy Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>931</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2174</td>\n",
       "      <td>2174</td>\n",
       "      <td>36.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>37.7</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.d3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.d3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alekhine Defense, Modern Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>501</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2397</td>\n",
       "      <td>2336</td>\n",
       "      <td>43.5</td>\n",
       "      <td>31.7</td>\n",
       "      <td>24.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td></td>\n",
       "      <td>43.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alburt Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>2626</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2250</td>\n",
       "      <td>2294</td>\n",
       "      <td>28.3</td>\n",
       "      <td>30.3</td>\n",
       "      <td>41.4</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, g6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>g6</td>\n",
       "      <td>41.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alekhine G...</td>\n",
       "      <td>white</td>\n",
       "      <td>120</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-11</td>\n",
       "      <td>2097</td>\n",
       "      <td>2081</td>\n",
       "      <td>36.7</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Bg4, 5...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>36.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Keres Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>269</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-03-04</td>\n",
       "      <td>2442</td>\n",
       "      <td>2383</td>\n",
       "      <td>45.7</td>\n",
       "      <td>36.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, g6, 5....</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>g6</td>\n",
       "      <td>45.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>1187</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-21</td>\n",
       "      <td>2243</td>\n",
       "      <td>2283</td>\n",
       "      <td>22.8</td>\n",
       "      <td>35.7</td>\n",
       "      <td>41.5</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, dxe5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>41.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>1481</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2273</td>\n",
       "      <td>2306</td>\n",
       "      <td>25.9</td>\n",
       "      <td>35.9</td>\n",
       "      <td>38.2</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, dxe5, ...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>38.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen-Haa...</td>\n",
       "      <td>black</td>\n",
       "      <td>685</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2171</td>\n",
       "      <td>2193</td>\n",
       "      <td>32.3</td>\n",
       "      <td>21.5</td>\n",
       "      <td>46.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Nc6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>46.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Main Line</td>\n",
       "      <td>black</td>\n",
       "      <td>5096</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2209</td>\n",
       "      <td>2269</td>\n",
       "      <td>25.1</td>\n",
       "      <td>30.2</td>\n",
       "      <td>44.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Bg4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>44.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Panov Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>183</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>2305</td>\n",
       "      <td>2269</td>\n",
       "      <td>44.3</td>\n",
       "      <td>22.4</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Bg4, 5...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>44.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Schmid Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>688</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>2300</td>\n",
       "      <td>2333</td>\n",
       "      <td>31.7</td>\n",
       "      <td>34.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Nb6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>981</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2142</td>\n",
       "      <td>2173</td>\n",
       "      <td>34.0</td>\n",
       "      <td>26.7</td>\n",
       "      <td>39.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>39.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1178</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2128</td>\n",
       "      <td>2159</td>\n",
       "      <td>41.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>31.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.d4, d6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alekhine Defense, Saemisch Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>1452</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2212</td>\n",
       "      <td>37.0</td>\n",
       "      <td>29.9</td>\n",
       "      <td>33.1</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.Nc3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.Nc3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alekhine Defense, Scandinavian Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>4898</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2133</td>\n",
       "      <td>2153</td>\n",
       "      <td>39.4</td>\n",
       "      <td>28.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.Nc3, d5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alekhine Defense, Spielmann Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>140</td>\n",
       "      <td>B02</td>\n",
       "      <td>2017-11-19</td>\n",
       "      <td>2260</td>\n",
       "      <td>2208</td>\n",
       "      <td>40.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>42.1</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.Nc3, d5, 3.e5, Nfd7, 4.e6]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.e5</td>\n",
       "      <td>Nfd7</td>\n",
       "      <td>4.e6</td>\n",
       "      <td></td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>397</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>1981</td>\n",
       "      <td>1958</td>\n",
       "      <td>36.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.c4]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.c4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack, Lasker Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>964</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2209</td>\n",
       "      <td>2202</td>\n",
       "      <td>32.9</td>\n",
       "      <td>30.3</td>\n",
       "      <td>36.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, Nf6, 2.e5, Nd5, 3.c4, Nb6, 4.c5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>3.c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>4.c5</td>\n",
       "      <td></td>\n",
       "      <td>32.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Anderssen Opening, General</td>\n",
       "      <td>white</td>\n",
       "      <td>1308</td>\n",
       "      <td>A00</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2124</td>\n",
       "      <td>2126</td>\n",
       "      <td>35.7</td>\n",
       "      <td>25.6</td>\n",
       "      <td>38.7</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.a3]</td>\n",
       "      <td>1.a3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Benko Gambit, Accepted, Central Storming Varia...</td>\n",
       "      <td>white</td>\n",
       "      <td>209</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-02-01</td>\n",
       "      <td>2265</td>\n",
       "      <td>2245</td>\n",
       "      <td>39.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>38.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.d4, Nf6, 2.c4, c5, 3.d5, b5, 4.cxb5, a6, 5....</td>\n",
       "      <td>1.d4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.c4</td>\n",
       "      <td>c5</td>\n",
       "      <td>3.d5</td>\n",
       "      <td>b5</td>\n",
       "      <td>4.cxb5</td>\n",
       "      <td>a6</td>\n",
       "      <td>39.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Benko Gambit, Accepted, Dlugy Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>1526</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2290</td>\n",
       "      <td>2271</td>\n",
       "      <td>42.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.d4, Nf6, 2.c4, c5, 3.d5, b5, 4.cxb5, a6, 5.f3]</td>\n",
       "      <td>1.d4</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.c4</td>\n",
       "      <td>c5</td>\n",
       "      <td>3.d5</td>\n",
       "      <td>b5</td>\n",
       "      <td>4.cxb5</td>\n",
       "      <td>a6</td>\n",
       "      <td>42</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Breyer Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>546</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2235</td>\n",
       "      <td>2259</td>\n",
       "      <td>34.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>4.fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>34.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Kaufmann Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>102</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-26</td>\n",
       "      <td>2321</td>\n",
       "      <td>2225</td>\n",
       "      <td>48.0</td>\n",
       "      <td>29.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>4.fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Main Line</td>\n",
       "      <td>black</td>\n",
       "      <td>865</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2179</td>\n",
       "      <td>2193</td>\n",
       "      <td>39.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>36.4</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, e5, 2.Nc3, Nf6, 3.f4, d5]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.f4</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Modern Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>523</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2189</td>\n",
       "      <td>2159</td>\n",
       "      <td>33.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>4.fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>33.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Paulsen Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>251</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2278</td>\n",
       "      <td>2200</td>\n",
       "      <td>43.8</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.5</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>4.fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>43.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Steinitz Gambit, K...</td>\n",
       "      <td>white</td>\n",
       "      <td>191</td>\n",
       "      <td>C25</td>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>2137</td>\n",
       "      <td>2113</td>\n",
       "      <td>44.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>33.5</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.e4, e5, 2.Nc3, Nc6, 3.f4, exf4, 4.Nf3]</td>\n",
       "      <td>1.e4</td>\n",
       "      <td>e5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>3.f4</td>\n",
       "      <td>exf4</td>\n",
       "      <td>4.Nf3</td>\n",
       "      <td></td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>Wade Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>5081</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2295</td>\n",
       "      <td>2337</td>\n",
       "      <td>28.6</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.d4, d6, 2.Nf3, Bg4]</td>\n",
       "      <td>1.d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1861</th>\n",
       "      <td>Zukertort Opening, Black Mustang Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>1035</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>1986</td>\n",
       "      <td>1992</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>46.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, Nc6]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1862</th>\n",
       "      <td>Zukertort Opening, Double Fianchetto Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>249</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2209</td>\n",
       "      <td>2199</td>\n",
       "      <td>38.5</td>\n",
       "      <td>27.7</td>\n",
       "      <td>33.7</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, Nf6, 2.b3, g6, 3.Bb2, Bg7, 4.g3, O-O, ...</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.b3</td>\n",
       "      <td>g6</td>\n",
       "      <td>3.Bb2</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>4.g3</td>\n",
       "      <td>O-O</td>\n",
       "      <td>38.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1863</th>\n",
       "      <td>Zukertort Opening, Dutch Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>6773</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2212</td>\n",
       "      <td>2246</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29.7</td>\n",
       "      <td>42.6</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, f5]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>f5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>42.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1864</th>\n",
       "      <td>Zukertort Opening, Grünfeld Reversed</td>\n",
       "      <td>white</td>\n",
       "      <td>852</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2345</td>\n",
       "      <td>2299</td>\n",
       "      <td>45.4</td>\n",
       "      <td>34.3</td>\n",
       "      <td>20.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, c5, 2.g3, d5, 3.Bg2, Nc6, 4.d4, e6, 5....</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>c5</td>\n",
       "      <td>2.g3</td>\n",
       "      <td>d5</td>\n",
       "      <td>3.Bg2</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>4.d4</td>\n",
       "      <td>e6</td>\n",
       "      <td>45.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>Zukertort Opening, Kingside Fianchetto</td>\n",
       "      <td>black</td>\n",
       "      <td>8899</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2265</td>\n",
       "      <td>2292</td>\n",
       "      <td>34.3</td>\n",
       "      <td>30.9</td>\n",
       "      <td>34.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, g6]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>g6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit Deferred</td>\n",
       "      <td>white</td>\n",
       "      <td>306</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2295</td>\n",
       "      <td>2261</td>\n",
       "      <td>58.5</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.9</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, f5, 2.d3, Nf6, 3.e4]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>f5</td>\n",
       "      <td>2.d3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>3.e4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>58.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>637</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-05-11</td>\n",
       "      <td>2258</td>\n",
       "      <td>2232</td>\n",
       "      <td>41.9</td>\n",
       "      <td>24.2</td>\n",
       "      <td>33.9</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, f5, 2.e4]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>f5</td>\n",
       "      <td>2.e4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>41.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1868</th>\n",
       "      <td>Zukertort Opening, Nimzo-Larsen Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>5579</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2220</td>\n",
       "      <td>2209</td>\n",
       "      <td>34.8</td>\n",
       "      <td>32.7</td>\n",
       "      <td>32.5</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, Nf6, 2.b3]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.b3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>Zukertort Opening, Old Indian Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>747</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2140</td>\n",
       "      <td>2133</td>\n",
       "      <td>37.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, d5, 2.d3]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.d3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Zukertort Opening, Pirc Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>3309</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2199</td>\n",
       "      <td>2223</td>\n",
       "      <td>33.7</td>\n",
       "      <td>27.4</td>\n",
       "      <td>38.9</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, d6]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>38.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Zukertort Opening, Polish Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>572</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>2229</td>\n",
       "      <td>2266</td>\n",
       "      <td>32.5</td>\n",
       "      <td>28.7</td>\n",
       "      <td>38.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, b5]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>b5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>38.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Zukertort Opening, Queen Pawn Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>1832</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2262</td>\n",
       "      <td>2276</td>\n",
       "      <td>28.6</td>\n",
       "      <td>33.5</td>\n",
       "      <td>37.9</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, d5]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Zukertort Opening, Queen's Gambit Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>3596</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2163</td>\n",
       "      <td>2195</td>\n",
       "      <td>26.4</td>\n",
       "      <td>27.2</td>\n",
       "      <td>46.4</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, e6]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>e6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>Zukertort Opening, Queenside Fianchetto Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1434</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2193</td>\n",
       "      <td>2237</td>\n",
       "      <td>29.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>40.3</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, b6]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>b6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>40.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>Zukertort Opening, Quiet system</td>\n",
       "      <td>white</td>\n",
       "      <td>895</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2254</td>\n",
       "      <td>2253</td>\n",
       "      <td>35.2</td>\n",
       "      <td>31.6</td>\n",
       "      <td>33.2</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, Nf6, 2.e3]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>2.e3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>Zukertort Opening, Reversed Mexican Defense</td>\n",
       "      <td>white</td>\n",
       "      <td>120</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2104</td>\n",
       "      <td>2168</td>\n",
       "      <td>32.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, d5, 2.Nc3]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.Nc3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>Zukertort Opening, Reversed Queen's Gambit</td>\n",
       "      <td>black</td>\n",
       "      <td>2316</td>\n",
       "      <td>D02</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2200</td>\n",
       "      <td>2217</td>\n",
       "      <td>34.9</td>\n",
       "      <td>29.5</td>\n",
       "      <td>35.5</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.d4, d5, 2.Nf3, c5]</td>\n",
       "      <td>1.d4</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.Nf3</td>\n",
       "      <td>c5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1878</th>\n",
       "      <td>Zukertort Opening, Santasiere's Folly</td>\n",
       "      <td>white</td>\n",
       "      <td>262</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>2125</td>\n",
       "      <td>2155</td>\n",
       "      <td>32.8</td>\n",
       "      <td>29.4</td>\n",
       "      <td>37.8</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, d5, 2.b4]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.b4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1879</th>\n",
       "      <td>Zukertort Opening, Sicilian Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>20045</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2274</td>\n",
       "      <td>2293</td>\n",
       "      <td>31.4</td>\n",
       "      <td>33.9</td>\n",
       "      <td>34.7</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, c5]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>c5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1880</th>\n",
       "      <td>Zukertort Opening, Slav Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>463</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>2031</td>\n",
       "      <td>2025</td>\n",
       "      <td>27.0</td>\n",
       "      <td>26.1</td>\n",
       "      <td>46.9</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, c6]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>c6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>Zukertort Opening, Symmetrical Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>15625</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2235</td>\n",
       "      <td>2257</td>\n",
       "      <td>28.4</td>\n",
       "      <td>34.4</td>\n",
       "      <td>37.1</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, Nf6]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>Zukertort Opening, Tennison Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>139</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-05-19</td>\n",
       "      <td>1936</td>\n",
       "      <td>1976</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.4</td>\n",
       "      <td>43.9</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, d5, 2.e4]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>d5</td>\n",
       "      <td>2.e4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>Zukertort Opening, Wade Defense, Chigorin Plan</td>\n",
       "      <td>black</td>\n",
       "      <td>217</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>2307</td>\n",
       "      <td>2380</td>\n",
       "      <td>21.7</td>\n",
       "      <td>34.1</td>\n",
       "      <td>44.2</td>\n",
       "      <td>...</td>\n",
       "      <td>[1.Nf3, d6, 2.d4, Bg4, 3.c4, Nd7, 4.Qb3, Rb8]</td>\n",
       "      <td>1.Nf3</td>\n",
       "      <td>d6</td>\n",
       "      <td>2.d4</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>3.c4</td>\n",
       "      <td>Nd7</td>\n",
       "      <td>4.Qb3</td>\n",
       "      <td>Rb8</td>\n",
       "      <td>44.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1884 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Opening Colour  Num Games  \\\n",
       "0                    Alekhine Defense, Balogh Variation  white        692   \n",
       "1                  Alekhine Defense, Brooklyn Variation  black        228   \n",
       "2                  Alekhine Defense, Exchange Variation  white       6485   \n",
       "3                   Alekhine Defense, Four Pawns Attack  white        881   \n",
       "4     Alekhine Defense, Four Pawns Attack, Fianchett...  black        259   \n",
       "5        Alekhine Defense, Four Pawns Attack, Main Line  white       1207   \n",
       "6     Alekhine Defense, Four Pawns Attack, Trifunovi...  black        323   \n",
       "7                             Alekhine Defense, General  black        524   \n",
       "8     Alekhine Defense, Hunt Variation, Lasker Simul...  white        334   \n",
       "9                   Alekhine Defense, Maroczy Variation  white        931   \n",
       "10                   Alekhine Defense, Modern Variation  white        501   \n",
       "11    Alekhine Defense, Modern Variation, Alburt Var...  black       2626   \n",
       "12    Alekhine Defense, Modern Variation, Alekhine G...  white        120   \n",
       "13    Alekhine Defense, Modern Variation, Keres Vari...  white        269   \n",
       "14    Alekhine Defense, Modern Variation, Larsen Var...  black       1187   \n",
       "15    Alekhine Defense, Modern Variation, Larsen Var...  black       1481   \n",
       "16    Alekhine Defense, Modern Variation, Larsen-Haa...  black        685   \n",
       "17        Alekhine Defense, Modern Variation, Main Line  black       5096   \n",
       "18    Alekhine Defense, Modern Variation, Panov Vari...  white        183   \n",
       "19    Alekhine Defense, Modern Variation, Schmid Var...  black        688   \n",
       "20                   Alekhine Defense, Normal Variation  black        981   \n",
       "21                   Alekhine Defense, Normal Variation  black       1178   \n",
       "22                    Alekhine Defense, Saemisch Attack  white       1452   \n",
       "23             Alekhine Defense, Scandinavian Variation  black       4898   \n",
       "24                   Alekhine Defense, Spielmann Gambit  white        140   \n",
       "25                    Alekhine Defense, Two Pawn Attack  white        397   \n",
       "26    Alekhine Defense, Two Pawn Attack, Lasker Vari...  white        964   \n",
       "27                           Anderssen Opening, General  white       1308   \n",
       "28    Benko Gambit, Accepted, Central Storming Varia...  white        209   \n",
       "29              Benko Gambit, Accepted, Dlugy Variation  white       1526   \n",
       "...                                                 ...    ...        ...   \n",
       "1854       Vienna Game, Vienna Gambit, Breyer Variation  black        546   \n",
       "1855     Vienna Game, Vienna Gambit, Kaufmann Variation  white        102   \n",
       "1856              Vienna Game, Vienna Gambit, Main Line  black        865   \n",
       "1857       Vienna Game, Vienna Gambit, Modern Variation  white        523   \n",
       "1858         Vienna Game, Vienna Gambit, Paulsen Attack  white        251   \n",
       "1859  Vienna Game, Vienna Gambit, Steinitz Gambit, K...  white        191   \n",
       "1860                              Wade Defense, General  black       5081   \n",
       "1861           Zukertort Opening, Black Mustang Defense  black       1035   \n",
       "1862        Zukertort Opening, Double Fianchetto Attack  white        249   \n",
       "1863                 Zukertort Opening, Dutch Variation  black       6773   \n",
       "1864               Zukertort Opening, Grünfeld Reversed  white        852   \n",
       "1865             Zukertort Opening, Kingside Fianchetto  black       8899   \n",
       "1866        Zukertort Opening, Lisitsyn Gambit Deferred  white        306   \n",
       "1867                 Zukertort Opening, Lisitsyn Gambit  white        637   \n",
       "1868          Zukertort Opening, Nimzo-Larsen Variation  white       5579   \n",
       "1869               Zukertort Opening, Old Indian Attack  white        747   \n",
       "1870                 Zukertort Opening, Pirc Invitation  black       3309   \n",
       "1871                  Zukertort Opening, Polish Defense  black        572   \n",
       "1872              Zukertort Opening, Queen Pawn Defense  black       1832   \n",
       "1873       Zukertort Opening, Queen's Gambit Invitation  black       3596   \n",
       "1874  Zukertort Opening, Queenside Fianchetto Variation  black       1434   \n",
       "1875                    Zukertort Opening, Quiet system  white        895   \n",
       "1876        Zukertort Opening, Reversed Mexican Defense  white        120   \n",
       "1877         Zukertort Opening, Reversed Queen's Gambit  black       2316   \n",
       "1878              Zukertort Opening, Santasiere's Folly  white        262   \n",
       "1879             Zukertort Opening, Sicilian Invitation  black      20045   \n",
       "1880                 Zukertort Opening, Slav Invitation  black        463   \n",
       "1881           Zukertort Opening, Symmetrical Variation  black      15625   \n",
       "1882                 Zukertort Opening, Tennison Gambit  white        139   \n",
       "1883     Zukertort Opening, Wade Defense, Chigorin Plan  black        217   \n",
       "\n",
       "      ECO Last Played  Perf Rating  Avg Player  Player Win %  Draw %  \\\n",
       "0     B03  2018-06-22         2247        2225          40.8    24.3   \n",
       "1     B02  2018-06-27         2145        2193          29.8    22.4   \n",
       "2     B03  2018-07-06         2244        2194          40.8    27.7   \n",
       "3     B03  2018-06-20         2187        2130          39.7    23.2   \n",
       "4     B03  2018-05-20         2122        2178          37.8    21.2   \n",
       "5     B03  2018-07-01         2243        2190          41.0    25.9   \n",
       "6     B03  2018-05-10         2231        2277          35.9    24.8   \n",
       "7     B02  2018-06-29         2032        2077          42.2    25.0   \n",
       "8     B02  2018-06-27         2205        2178          34.1    23.6   \n",
       "9     B02  2018-07-09         2174        2174          36.6    25.7   \n",
       "10    B04  2018-06-25         2397        2336          43.5    31.7   \n",
       "11    B04  2018-06-30         2250        2294          28.3    30.3   \n",
       "12    B04  2018-06-11         2097        2081          36.7    22.5   \n",
       "13    B04  2018-03-04         2442        2383          45.7    36.4   \n",
       "14    B04  2018-06-21         2243        2283          22.8    35.7   \n",
       "15    B04  2018-06-18         2273        2306          25.9    35.9   \n",
       "16    B04  2018-06-25         2171        2193          32.3    21.5   \n",
       "17    B05  2018-07-02         2209        2269          25.1    30.2   \n",
       "18    B05  2018-05-31         2305        2269          44.3    22.4   \n",
       "19    B04  2018-07-04         2300        2333          31.7    34.3   \n",
       "20    B02  2018-06-30         2142        2173          34.0    26.7   \n",
       "21    B03  2018-06-27         2128        2159          41.3    26.8   \n",
       "22    B02  2018-07-06         2244        2212          37.0    29.9   \n",
       "23    B02  2018-06-24         2133        2153          39.4    28.4   \n",
       "24    B02  2017-11-19         2260        2208          40.0    17.9   \n",
       "25    B02  2018-06-23         1981        1958          36.0    18.4   \n",
       "26    B02  2018-06-30         2209        2202          32.9    30.3   \n",
       "27    A00  2018-06-25         2124        2126          35.7    25.6   \n",
       "28    A57  2018-02-01         2265        2245          39.2    22.5   \n",
       "29    A57  2018-06-24         2290        2271          42.0    25.0   \n",
       "...   ...         ...          ...         ...           ...     ...   \n",
       "1854  C29  2018-07-06         2235        2259          34.6    31.1   \n",
       "1855  C29  2018-06-26         2321        2225          48.0    29.4   \n",
       "1856  C29  2018-07-09         2179        2193          39.4    24.2   \n",
       "1857  C29  2018-07-01         2189        2159          33.6    26.0   \n",
       "1858  C29  2018-06-24         2278        2200          43.8    28.7   \n",
       "1859  C25  2018-04-01         2137        2113          44.0    22.5   \n",
       "1860  A41  2018-07-07         2295        2337          28.6    35.0   \n",
       "1861  A04  2018-07-08         1986        1992          31.0    22.7   \n",
       "1862  A49  2018-06-18         2209        2199          38.5    27.7   \n",
       "1863  A04  2018-07-09         2212        2246          27.7    29.7   \n",
       "1864  A49  2018-06-24         2345        2299          45.4    34.3   \n",
       "1865  A04  2018-07-08         2265        2292          34.3    30.9   \n",
       "1866  A04  2018-06-27         2295        2261          58.5    20.6   \n",
       "1867  A04  2018-05-11         2258        2232          41.9    24.2   \n",
       "1868  A04  2018-07-02         2220        2209          34.8    32.7   \n",
       "1869  A06  2018-07-06         2140        2133          37.0    24.1   \n",
       "1870  A04  2018-06-30         2199        2223          33.7    27.4   \n",
       "1871  A04  2018-06-16         2229        2266          32.5    28.7   \n",
       "1872  A06  2018-07-09         2262        2276          28.6    33.5   \n",
       "1873  A04  2018-07-08         2163        2195          26.4    27.2   \n",
       "1874  A04  2018-07-08         2193        2237          29.3    30.4   \n",
       "1875  A04  2018-07-09         2254        2253          35.2    31.6   \n",
       "1876  A06  2018-06-27         2104        2168          32.5    22.5   \n",
       "1877  D02  2018-06-25         2200        2217          34.9    29.5   \n",
       "1878  A06  2018-06-17         2125        2155          32.8    29.4   \n",
       "1879  A04  2018-07-09         2274        2293          31.4    33.9   \n",
       "1880  A04  2018-07-05         2031        2025          27.0    26.1   \n",
       "1881  A04  2018-07-09         2235        2257          28.4    34.4   \n",
       "1882  A06  2018-05-19         1936        1976          36.7    19.4   \n",
       "1883  A41  2018-02-10         2307        2380          21.7    34.1   \n",
       "\n",
       "      Opponent Win %    ...      \\\n",
       "0               35.0    ...       \n",
       "1               47.8    ...       \n",
       "2               31.5    ...       \n",
       "3               37.1    ...       \n",
       "4               40.9    ...       \n",
       "5               33.1    ...       \n",
       "6               39.3    ...       \n",
       "7               32.8    ...       \n",
       "8               42.2    ...       \n",
       "9               37.7    ...       \n",
       "10              24.8    ...       \n",
       "11              41.4    ...       \n",
       "12              40.8    ...       \n",
       "13              17.8    ...       \n",
       "14              41.5    ...       \n",
       "15              38.2    ...       \n",
       "16              46.3    ...       \n",
       "17              44.8    ...       \n",
       "18              33.3    ...       \n",
       "19              34.0    ...       \n",
       "20              39.3    ...       \n",
       "21              31.8    ...       \n",
       "22              33.1    ...       \n",
       "23              32.2    ...       \n",
       "24              42.1    ...       \n",
       "25              45.6    ...       \n",
       "26              36.8    ...       \n",
       "27              38.7    ...       \n",
       "28              38.3    ...       \n",
       "29              33.0    ...       \n",
       "...              ...    ...       \n",
       "1854            34.3    ...       \n",
       "1855            22.6    ...       \n",
       "1856            36.4    ...       \n",
       "1857            40.3    ...       \n",
       "1858            27.5    ...       \n",
       "1859            33.5    ...       \n",
       "1860            36.4    ...       \n",
       "1861            46.3    ...       \n",
       "1862            33.7    ...       \n",
       "1863            42.6    ...       \n",
       "1864            20.3    ...       \n",
       "1865            34.8    ...       \n",
       "1866            20.9    ...       \n",
       "1867            33.9    ...       \n",
       "1868            32.5    ...       \n",
       "1869            39.0    ...       \n",
       "1870            38.9    ...       \n",
       "1871            38.8    ...       \n",
       "1872            37.9    ...       \n",
       "1873            46.4    ...       \n",
       "1874            40.3    ...       \n",
       "1875            33.2    ...       \n",
       "1876            45.0    ...       \n",
       "1877            35.5    ...       \n",
       "1878            37.8    ...       \n",
       "1879            34.7    ...       \n",
       "1880            46.9    ...       \n",
       "1881            37.1    ...       \n",
       "1882            43.9    ...       \n",
       "1883            44.2    ...       \n",
       "\n",
       "                                             moves_list move1w move1b move2w  \\\n",
       "0               [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Bc4]   1.e4    Nf6   2.e5   \n",
       "1                                [1.e4, Nf6, 2.e5, Ng8]   1.e4    Nf6   2.e5   \n",
       "2     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....   1.e4    Nf6   2.e5   \n",
       "3     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5.f4]   1.e4    Nf6   2.e5   \n",
       "4     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....   1.e4    Nf6   2.e5   \n",
       "5     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....   1.e4    Nf6   2.e5   \n",
       "6     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.c4, Nb6, 5....   1.e4    Nf6   2.e5   \n",
       "7                                           [1.e4, Nf6]   1.e4    Nf6          \n",
       "8     [1.e4, Nf6, 2.e5, Nd5, 3.c4, Nb6, 4.c5, Nd5, 5...   1.e4    Nf6   2.e5   \n",
       "9                                     [1.e4, Nf6, 2.d3]   1.e4    Nf6   2.d3   \n",
       "10              [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3]   1.e4    Nf6   2.e5   \n",
       "11          [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, g6]   1.e4    Nf6   2.e5   \n",
       "12    [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Bg4, 5...   1.e4    Nf6   2.e5   \n",
       "13    [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, g6, 5....   1.e4    Nf6   2.e5   \n",
       "14        [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, dxe5]   1.e4    Nf6   2.e5   \n",
       "15    [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, dxe5, ...   1.e4    Nf6   2.e5   \n",
       "16         [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Nc6]   1.e4    Nf6   2.e5   \n",
       "17         [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Bg4]   1.e4    Nf6   2.e5   \n",
       "18    [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Bg4, 5...   1.e4    Nf6   2.e5   \n",
       "19         [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6, 4.Nf3, Nb6]   1.e4    Nf6   2.e5   \n",
       "20                               [1.e4, Nf6, 2.e5, Nd5]   1.e4    Nf6   2.e5   \n",
       "21                     [1.e4, Nf6, 2.e5, Nd5, 3.d4, d6]   1.e4    Nf6   2.e5   \n",
       "22                        [1.e4, Nf6, 2.e5, Nd5, 3.Nc3]   1.e4    Nf6   2.e5   \n",
       "23                               [1.e4, Nf6, 2.Nc3, d5]   1.e4    Nf6  2.Nc3   \n",
       "24             [1.e4, Nf6, 2.Nc3, d5, 3.e5, Nfd7, 4.e6]   1.e4    Nf6  2.Nc3   \n",
       "25                         [1.e4, Nf6, 2.e5, Nd5, 3.c4]   1.e4    Nf6   2.e5   \n",
       "26              [1.e4, Nf6, 2.e5, Nd5, 3.c4, Nb6, 4.c5]   1.e4    Nf6   2.e5   \n",
       "27                                               [1.a3]   1.a3                 \n",
       "28    [1.d4, Nf6, 2.c4, c5, 3.d5, b5, 4.cxb5, a6, 5....   1.d4    Nf6   2.c4   \n",
       "29    [1.d4, Nf6, 2.c4, c5, 3.d5, b5, 4.cxb5, a6, 5.f3]   1.d4    Nf6   2.c4   \n",
       "...                                                 ...    ...    ...    ...   \n",
       "1854  [1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...   1.e4     e5  2.Nc3   \n",
       "1855  [1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...   1.e4     e5  2.Nc3   \n",
       "1856                   [1.e4, e5, 2.Nc3, Nf6, 3.f4, d5]   1.e4     e5  2.Nc3   \n",
       "1857  [1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...   1.e4     e5  2.Nc3   \n",
       "1858  [1.e4, e5, 2.Nc3, Nf6, 3.f4, d5, 4.fxe5, Nxe4,...   1.e4     e5  2.Nc3   \n",
       "1859          [1.e4, e5, 2.Nc3, Nc6, 3.f4, exf4, 4.Nf3]   1.e4     e5  2.Nc3   \n",
       "1860                             [1.d4, d6, 2.Nf3, Bg4]   1.d4     d6  2.Nf3   \n",
       "1861                                       [1.Nf3, Nc6]  1.Nf3    Nc6          \n",
       "1862  [1.Nf3, Nf6, 2.b3, g6, 3.Bb2, Bg7, 4.g3, O-O, ...  1.Nf3    Nf6   2.b3   \n",
       "1863                                        [1.Nf3, f5]  1.Nf3     f5          \n",
       "1864  [1.Nf3, c5, 2.g3, d5, 3.Bg2, Nc6, 4.d4, e6, 5....  1.Nf3     c5   2.g3   \n",
       "1865                                        [1.Nf3, g6]  1.Nf3     g6          \n",
       "1866                       [1.Nf3, f5, 2.d3, Nf6, 3.e4]  1.Nf3     f5   2.d3   \n",
       "1867                                  [1.Nf3, f5, 2.e4]  1.Nf3     f5   2.e4   \n",
       "1868                                 [1.Nf3, Nf6, 2.b3]  1.Nf3    Nf6   2.b3   \n",
       "1869                                  [1.Nf3, d5, 2.d3]  1.Nf3     d5   2.d3   \n",
       "1870                                        [1.Nf3, d6]  1.Nf3     d6          \n",
       "1871                                        [1.Nf3, b5]  1.Nf3     b5          \n",
       "1872                                        [1.Nf3, d5]  1.Nf3     d5          \n",
       "1873                                        [1.Nf3, e6]  1.Nf3     e6          \n",
       "1874                                        [1.Nf3, b6]  1.Nf3     b6          \n",
       "1875                                 [1.Nf3, Nf6, 2.e3]  1.Nf3    Nf6   2.e3   \n",
       "1876                                 [1.Nf3, d5, 2.Nc3]  1.Nf3     d5  2.Nc3   \n",
       "1877                              [1.d4, d5, 2.Nf3, c5]   1.d4     d5  2.Nf3   \n",
       "1878                                  [1.Nf3, d5, 2.b4]  1.Nf3     d5   2.b4   \n",
       "1879                                        [1.Nf3, c5]  1.Nf3     c5          \n",
       "1880                                        [1.Nf3, c6]  1.Nf3     c6          \n",
       "1881                                       [1.Nf3, Nf6]  1.Nf3    Nf6          \n",
       "1882                                  [1.Nf3, d5, 2.e4]  1.Nf3     d5   2.e4   \n",
       "1883      [1.Nf3, d6, 2.d4, Bg4, 3.c4, Nd7, 4.Qb3, Rb8]  1.Nf3     d6   2.d4   \n",
       "\n",
       "     move2b move3w move3b  move4w move4b White_win%  \n",
       "0       Nd5   3.d4     d6   4.Bc4              40.8  \n",
       "1       Ng8                                    47.8  \n",
       "2       Nd5   3.d4     d6    4.c4    Nb6       40.8  \n",
       "3       Nd5   3.d4     d6    4.c4    Nb6       39.7  \n",
       "4       Nd5   3.d4     d6    4.c4    Nb6       40.9  \n",
       "5       Nd5   3.d4     d6    4.c4    Nb6         41  \n",
       "6       Nd5   3.d4     d6    4.c4    Nb6       39.3  \n",
       "7                                              32.8  \n",
       "8       Nd5   3.c4    Nb6    4.c5    Nd5       34.1  \n",
       "9                                              36.6  \n",
       "10      Nd5   3.d4     d6   4.Nf3              43.5  \n",
       "11      Nd5   3.d4     d6   4.Nf3     g6       41.4  \n",
       "12      Nd5   3.d4     d6   4.Nf3    Bg4       36.7  \n",
       "13      Nd5   3.d4     d6   4.Nf3     g6       45.7  \n",
       "14      Nd5   3.d4     d6   4.Nf3   dxe5       41.5  \n",
       "15      Nd5   3.d4     d6   4.Nf3   dxe5       38.2  \n",
       "16      Nd5   3.d4     d6   4.Nf3    Nc6       46.3  \n",
       "17      Nd5   3.d4     d6   4.Nf3    Bg4       44.8  \n",
       "18      Nd5   3.d4     d6   4.Nf3    Bg4       44.3  \n",
       "19      Nd5   3.d4     d6   4.Nf3    Nb6         34  \n",
       "20      Nd5                                    39.3  \n",
       "21      Nd5   3.d4     d6                      31.8  \n",
       "22      Nd5  3.Nc3                               37  \n",
       "23       d5                                    32.2  \n",
       "24       d5   3.e5   Nfd7    4.e6                40  \n",
       "25      Nd5   3.c4                               36  \n",
       "26      Nd5   3.c4    Nb6    4.c5              32.9  \n",
       "27                                             35.7  \n",
       "28       c5   3.d5     b5  4.cxb5     a6       39.2  \n",
       "29       c5   3.d5     b5  4.cxb5     a6         42  \n",
       "...     ...    ...    ...     ...    ...        ...  \n",
       "1854    Nf6   3.f4     d5  4.fxe5   Nxe4       34.3  \n",
       "1855    Nf6   3.f4     d5  4.fxe5   Nxe4         48  \n",
       "1856    Nf6   3.f4     d5                      36.4  \n",
       "1857    Nf6   3.f4     d5  4.fxe5   Nxe4       33.6  \n",
       "1858    Nf6   3.f4     d5  4.fxe5   Nxe4       43.8  \n",
       "1859    Nc6   3.f4   exf4   4.Nf3                44  \n",
       "1860    Bg4                                    36.4  \n",
       "1861                                           46.3  \n",
       "1862     g6  3.Bb2    Bg7    4.g3    O-O       38.5  \n",
       "1863                                           42.6  \n",
       "1864     d5  3.Bg2    Nc6    4.d4     e6       45.4  \n",
       "1865                                           34.8  \n",
       "1866    Nf6   3.e4                             58.5  \n",
       "1867                                           41.9  \n",
       "1868                                           34.8  \n",
       "1869                                             37  \n",
       "1870                                           38.9  \n",
       "1871                                           38.8  \n",
       "1872                                           37.9  \n",
       "1873                                           46.4  \n",
       "1874                                           40.3  \n",
       "1875                                           35.2  \n",
       "1876                                           32.5  \n",
       "1877     c5                                    35.5  \n",
       "1878                                           32.8  \n",
       "1879                                           34.7  \n",
       "1880                                           46.9  \n",
       "1881                                           37.1  \n",
       "1882                                           36.7  \n",
       "1883    Bg4   3.c4    Nd7   4.Qb3    Rb8       44.2  \n",
       "\n",
       "[1884 rows x 21 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "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",
      "\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:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\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"
     ]
    }
   ],
   "source": [
    "df['Black_win%'] = np.zeros\n",
    "for x in range(len(df['Black_win%'])):\n",
    "    if df['Colour'][x] == 'black':\n",
    "        df['Black_win%'][x] = df['Player Win %'][x]\n",
    "    else:\n",
    "        df['Black_win%'][x] = df['Opponent Win %'][x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['White_odds'] = (df['White_win%']/df['Black_win%'])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['move1w'] = df['move1w'].str.replace('1.', '')\n",
    "df['move2w'] = df['move2w'].str.replace('2.', '')\n",
    "df['move3w'] = df['move3w'].str.replace('3.', '')\n",
    "df['move4w'] = df['move4w'].str.replace('4.', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>Opening</th>\n",
       "      <th>Colour</th>\n",
       "      <th>Num Games</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Last Played</th>\n",
       "      <th>Perf Rating</th>\n",
       "      <th>Avg Player</th>\n",
       "      <th>Player Win %</th>\n",
       "      <th>Draw %</th>\n",
       "      <th>Opponent Win %</th>\n",
       "      <th>...</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",
       "      <th>White_win%</th>\n",
       "      <th>Black_win%</th>\n",
       "      <th>White_odds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alekhine Defense, Balogh Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>692</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>2247</td>\n",
       "      <td>2225</td>\n",
       "      <td>40.8</td>\n",
       "      <td>24.3</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Bc4</td>\n",
       "      <td></td>\n",
       "      <td>40.8</td>\n",
       "      <td>35</td>\n",
       "      <td>1.16571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alekhine Defense, Brooklyn Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>228</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2145</td>\n",
       "      <td>2193</td>\n",
       "      <td>29.8</td>\n",
       "      <td>22.4</td>\n",
       "      <td>47.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Ng8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>47.8</td>\n",
       "      <td>29.8</td>\n",
       "      <td>1.60403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alekhine Defense, Exchange Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>6485</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2194</td>\n",
       "      <td>40.8</td>\n",
       "      <td>27.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>40.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>1.29524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>881</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>2187</td>\n",
       "      <td>2130</td>\n",
       "      <td>39.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>37.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>39.7</td>\n",
       "      <td>37.1</td>\n",
       "      <td>1.07008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Fianchett...</td>\n",
       "      <td>black</td>\n",
       "      <td>259</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-20</td>\n",
       "      <td>2122</td>\n",
       "      <td>2178</td>\n",
       "      <td>37.8</td>\n",
       "      <td>21.2</td>\n",
       "      <td>40.9</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>40.9</td>\n",
       "      <td>37.8</td>\n",
       "      <td>1.08201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Main Line</td>\n",
       "      <td>white</td>\n",
       "      <td>1207</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2243</td>\n",
       "      <td>2190</td>\n",
       "      <td>41.0</td>\n",
       "      <td>25.9</td>\n",
       "      <td>33.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>41</td>\n",
       "      <td>33.1</td>\n",
       "      <td>1.23867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Trifunovi...</td>\n",
       "      <td>black</td>\n",
       "      <td>323</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>2231</td>\n",
       "      <td>2277</td>\n",
       "      <td>35.9</td>\n",
       "      <td>24.8</td>\n",
       "      <td>39.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>39.3</td>\n",
       "      <td>35.9</td>\n",
       "      <td>1.09471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alekhine Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>524</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-29</td>\n",
       "      <td>2032</td>\n",
       "      <td>2077</td>\n",
       "      <td>42.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.8</td>\n",
       "      <td>42.2</td>\n",
       "      <td>0.777251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alekhine Defense, Hunt Variation, Lasker Simul...</td>\n",
       "      <td>white</td>\n",
       "      <td>334</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2205</td>\n",
       "      <td>2178</td>\n",
       "      <td>34.1</td>\n",
       "      <td>23.6</td>\n",
       "      <td>42.2</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>c5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>34.1</td>\n",
       "      <td>42.2</td>\n",
       "      <td>0.808057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alekhine Defense, Maroczy Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>931</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2174</td>\n",
       "      <td>2174</td>\n",
       "      <td>36.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>37.7</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>d3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.6</td>\n",
       "      <td>37.7</td>\n",
       "      <td>0.970822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alekhine Defense, Modern Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>501</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2397</td>\n",
       "      <td>2336</td>\n",
       "      <td>43.5</td>\n",
       "      <td>31.7</td>\n",
       "      <td>24.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td></td>\n",
       "      <td>43.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>1.75403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alburt Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>2626</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2250</td>\n",
       "      <td>2294</td>\n",
       "      <td>28.3</td>\n",
       "      <td>30.3</td>\n",
       "      <td>41.4</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>g6</td>\n",
       "      <td>41.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>1.4629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alekhine G...</td>\n",
       "      <td>white</td>\n",
       "      <td>120</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-11</td>\n",
       "      <td>2097</td>\n",
       "      <td>2081</td>\n",
       "      <td>36.7</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>36.7</td>\n",
       "      <td>40.8</td>\n",
       "      <td>0.89951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Keres Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>269</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-03-04</td>\n",
       "      <td>2442</td>\n",
       "      <td>2383</td>\n",
       "      <td>45.7</td>\n",
       "      <td>36.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>g6</td>\n",
       "      <td>45.7</td>\n",
       "      <td>17.8</td>\n",
       "      <td>2.56742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>1187</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-21</td>\n",
       "      <td>2243</td>\n",
       "      <td>2283</td>\n",
       "      <td>22.8</td>\n",
       "      <td>35.7</td>\n",
       "      <td>41.5</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>41.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>1.82018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>1481</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2273</td>\n",
       "      <td>2306</td>\n",
       "      <td>25.9</td>\n",
       "      <td>35.9</td>\n",
       "      <td>38.2</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>38.2</td>\n",
       "      <td>25.9</td>\n",
       "      <td>1.4749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen-Haa...</td>\n",
       "      <td>black</td>\n",
       "      <td>685</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2171</td>\n",
       "      <td>2193</td>\n",
       "      <td>32.3</td>\n",
       "      <td>21.5</td>\n",
       "      <td>46.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>46.3</td>\n",
       "      <td>32.3</td>\n",
       "      <td>1.43344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Main Line</td>\n",
       "      <td>black</td>\n",
       "      <td>5096</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2209</td>\n",
       "      <td>2269</td>\n",
       "      <td>25.1</td>\n",
       "      <td>30.2</td>\n",
       "      <td>44.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>44.8</td>\n",
       "      <td>25.1</td>\n",
       "      <td>1.78486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Panov Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>183</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>2305</td>\n",
       "      <td>2269</td>\n",
       "      <td>44.3</td>\n",
       "      <td>22.4</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>44.3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>1.33033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Schmid Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>688</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>2300</td>\n",
       "      <td>2333</td>\n",
       "      <td>31.7</td>\n",
       "      <td>34.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>34</td>\n",
       "      <td>31.7</td>\n",
       "      <td>1.07256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>981</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2142</td>\n",
       "      <td>2173</td>\n",
       "      <td>34.0</td>\n",
       "      <td>26.7</td>\n",
       "      <td>39.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>39.3</td>\n",
       "      <td>34</td>\n",
       "      <td>1.15588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1178</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2128</td>\n",
       "      <td>2159</td>\n",
       "      <td>41.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>31.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31.8</td>\n",
       "      <td>41.3</td>\n",
       "      <td>0.769976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alekhine Defense, Saemisch Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>1452</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2212</td>\n",
       "      <td>37.0</td>\n",
       "      <td>29.9</td>\n",
       "      <td>33.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37</td>\n",
       "      <td>33.1</td>\n",
       "      <td>1.11782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alekhine Defense, Scandinavian Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>4898</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2133</td>\n",
       "      <td>2153</td>\n",
       "      <td>39.4</td>\n",
       "      <td>28.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.2</td>\n",
       "      <td>39.4</td>\n",
       "      <td>0.817259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alekhine Defense, Spielmann Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>140</td>\n",
       "      <td>B02</td>\n",
       "      <td>2017-11-19</td>\n",
       "      <td>2260</td>\n",
       "      <td>2208</td>\n",
       "      <td>40.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>42.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>d5</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nfd7</td>\n",
       "      <td>e6</td>\n",
       "      <td></td>\n",
       "      <td>40</td>\n",
       "      <td>42.1</td>\n",
       "      <td>0.950119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>397</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>1981</td>\n",
       "      <td>1958</td>\n",
       "      <td>36.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>c4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36</td>\n",
       "      <td>45.6</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack, Lasker Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>964</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2209</td>\n",
       "      <td>2202</td>\n",
       "      <td>32.9</td>\n",
       "      <td>30.3</td>\n",
       "      <td>36.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>c5</td>\n",
       "      <td></td>\n",
       "      <td>32.9</td>\n",
       "      <td>36.8</td>\n",
       "      <td>0.894022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Anderssen Opening, General</td>\n",
       "      <td>white</td>\n",
       "      <td>1308</td>\n",
       "      <td>A00</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2124</td>\n",
       "      <td>2126</td>\n",
       "      <td>35.7</td>\n",
       "      <td>25.6</td>\n",
       "      <td>38.7</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.7</td>\n",
       "      <td>38.7</td>\n",
       "      <td>0.922481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Benko Gambit, Accepted, Central Storming Varia...</td>\n",
       "      <td>white</td>\n",
       "      <td>209</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-02-01</td>\n",
       "      <td>2265</td>\n",
       "      <td>2245</td>\n",
       "      <td>39.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>38.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>c4</td>\n",
       "      <td>c5</td>\n",
       "      <td>d5</td>\n",
       "      <td>b5</td>\n",
       "      <td>cxb5</td>\n",
       "      <td>a6</td>\n",
       "      <td>39.2</td>\n",
       "      <td>38.3</td>\n",
       "      <td>1.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Benko Gambit, Accepted, Dlugy Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>1526</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2290</td>\n",
       "      <td>2271</td>\n",
       "      <td>42.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>c4</td>\n",
       "      <td>c5</td>\n",
       "      <td>d5</td>\n",
       "      <td>b5</td>\n",
       "      <td>cxb5</td>\n",
       "      <td>a6</td>\n",
       "      <td>42</td>\n",
       "      <td>33</td>\n",
       "      <td>1.27273</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Breyer Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>546</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2235</td>\n",
       "      <td>2259</td>\n",
       "      <td>34.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>...</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>34.3</td>\n",
       "      <td>34.6</td>\n",
       "      <td>0.991329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Kaufmann Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>102</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-26</td>\n",
       "      <td>2321</td>\n",
       "      <td>2225</td>\n",
       "      <td>48.0</td>\n",
       "      <td>29.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>...</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>48</td>\n",
       "      <td>22.6</td>\n",
       "      <td>2.12389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Main Line</td>\n",
       "      <td>black</td>\n",
       "      <td>865</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2179</td>\n",
       "      <td>2193</td>\n",
       "      <td>39.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>36.4</td>\n",
       "      <td>...</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.4</td>\n",
       "      <td>39.4</td>\n",
       "      <td>0.923858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Modern Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>523</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2189</td>\n",
       "      <td>2159</td>\n",
       "      <td>33.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>...</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>33.6</td>\n",
       "      <td>40.3</td>\n",
       "      <td>0.833747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Paulsen Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>251</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2278</td>\n",
       "      <td>2200</td>\n",
       "      <td>43.8</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.5</td>\n",
       "      <td>...</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>43.8</td>\n",
       "      <td>27.5</td>\n",
       "      <td>1.59273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Steinitz Gambit, K...</td>\n",
       "      <td>white</td>\n",
       "      <td>191</td>\n",
       "      <td>C25</td>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>2137</td>\n",
       "      <td>2113</td>\n",
       "      <td>44.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>33.5</td>\n",
       "      <td>...</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>f4</td>\n",
       "      <td>exf4</td>\n",
       "      <td>Nf3</td>\n",
       "      <td></td>\n",
       "      <td>44</td>\n",
       "      <td>33.5</td>\n",
       "      <td>1.31343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>Wade Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>5081</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2295</td>\n",
       "      <td>2337</td>\n",
       "      <td>28.6</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>...</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.4</td>\n",
       "      <td>28.6</td>\n",
       "      <td>1.27273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1861</th>\n",
       "      <td>Zukertort Opening, Black Mustang Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>1035</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>1986</td>\n",
       "      <td>1992</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>46.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nc6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.3</td>\n",
       "      <td>31</td>\n",
       "      <td>1.49355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1862</th>\n",
       "      <td>Zukertort Opening, Double Fianchetto Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>249</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2209</td>\n",
       "      <td>2199</td>\n",
       "      <td>38.5</td>\n",
       "      <td>27.7</td>\n",
       "      <td>33.7</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>b3</td>\n",
       "      <td>g6</td>\n",
       "      <td>Bb2</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>g3</td>\n",
       "      <td>O-O</td>\n",
       "      <td>38.5</td>\n",
       "      <td>33.7</td>\n",
       "      <td>1.14243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1863</th>\n",
       "      <td>Zukertort Opening, Dutch Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>6773</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2212</td>\n",
       "      <td>2246</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29.7</td>\n",
       "      <td>42.6</td>\n",
       "      <td>...</td>\n",
       "      <td>f5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>42.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>1.53791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1864</th>\n",
       "      <td>Zukertort Opening, Grünfeld Reversed</td>\n",
       "      <td>white</td>\n",
       "      <td>852</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2345</td>\n",
       "      <td>2299</td>\n",
       "      <td>45.4</td>\n",
       "      <td>34.3</td>\n",
       "      <td>20.3</td>\n",
       "      <td>...</td>\n",
       "      <td>c5</td>\n",
       "      <td>g3</td>\n",
       "      <td>d5</td>\n",
       "      <td>Bg2</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>d4</td>\n",
       "      <td>e6</td>\n",
       "      <td>45.4</td>\n",
       "      <td>20.3</td>\n",
       "      <td>2.23645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>Zukertort Opening, Kingside Fianchetto</td>\n",
       "      <td>black</td>\n",
       "      <td>8899</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2265</td>\n",
       "      <td>2292</td>\n",
       "      <td>34.3</td>\n",
       "      <td>30.9</td>\n",
       "      <td>34.8</td>\n",
       "      <td>...</td>\n",
       "      <td>g6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.8</td>\n",
       "      <td>34.3</td>\n",
       "      <td>1.01458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit Deferred</td>\n",
       "      <td>white</td>\n",
       "      <td>306</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2295</td>\n",
       "      <td>2261</td>\n",
       "      <td>58.5</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.9</td>\n",
       "      <td>...</td>\n",
       "      <td>f5</td>\n",
       "      <td>d3</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>58.5</td>\n",
       "      <td>20.9</td>\n",
       "      <td>2.79904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>637</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-05-11</td>\n",
       "      <td>2258</td>\n",
       "      <td>2232</td>\n",
       "      <td>41.9</td>\n",
       "      <td>24.2</td>\n",
       "      <td>33.9</td>\n",
       "      <td>...</td>\n",
       "      <td>f5</td>\n",
       "      <td>e4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>41.9</td>\n",
       "      <td>33.9</td>\n",
       "      <td>1.23599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1868</th>\n",
       "      <td>Zukertort Opening, Nimzo-Larsen Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>5579</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2220</td>\n",
       "      <td>2209</td>\n",
       "      <td>34.8</td>\n",
       "      <td>32.7</td>\n",
       "      <td>32.5</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>b3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.8</td>\n",
       "      <td>32.5</td>\n",
       "      <td>1.07077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>Zukertort Opening, Old Indian Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>747</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2140</td>\n",
       "      <td>2133</td>\n",
       "      <td>37.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td>d3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>0.948718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Zukertort Opening, Pirc Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>3309</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2199</td>\n",
       "      <td>2223</td>\n",
       "      <td>33.7</td>\n",
       "      <td>27.4</td>\n",
       "      <td>38.9</td>\n",
       "      <td>...</td>\n",
       "      <td>d6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>38.9</td>\n",
       "      <td>33.7</td>\n",
       "      <td>1.1543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Zukertort Opening, Polish Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>572</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>2229</td>\n",
       "      <td>2266</td>\n",
       "      <td>32.5</td>\n",
       "      <td>28.7</td>\n",
       "      <td>38.8</td>\n",
       "      <td>...</td>\n",
       "      <td>b5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>38.8</td>\n",
       "      <td>32.5</td>\n",
       "      <td>1.19385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Zukertort Opening, Queen Pawn Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>1832</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2262</td>\n",
       "      <td>2276</td>\n",
       "      <td>28.6</td>\n",
       "      <td>33.5</td>\n",
       "      <td>37.9</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37.9</td>\n",
       "      <td>28.6</td>\n",
       "      <td>1.32517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Zukertort Opening, Queen's Gambit Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>3596</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2163</td>\n",
       "      <td>2195</td>\n",
       "      <td>26.4</td>\n",
       "      <td>27.2</td>\n",
       "      <td>46.4</td>\n",
       "      <td>...</td>\n",
       "      <td>e6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.4</td>\n",
       "      <td>26.4</td>\n",
       "      <td>1.75758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>Zukertort Opening, Queenside Fianchetto Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1434</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2193</td>\n",
       "      <td>2237</td>\n",
       "      <td>29.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>40.3</td>\n",
       "      <td>...</td>\n",
       "      <td>b6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>40.3</td>\n",
       "      <td>29.3</td>\n",
       "      <td>1.37543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>Zukertort Opening, Quiet system</td>\n",
       "      <td>white</td>\n",
       "      <td>895</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2254</td>\n",
       "      <td>2253</td>\n",
       "      <td>35.2</td>\n",
       "      <td>31.6</td>\n",
       "      <td>33.2</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.2</td>\n",
       "      <td>33.2</td>\n",
       "      <td>1.06024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>Zukertort Opening, Reversed Mexican Defense</td>\n",
       "      <td>white</td>\n",
       "      <td>120</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2104</td>\n",
       "      <td>2168</td>\n",
       "      <td>32.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.5</td>\n",
       "      <td>45</td>\n",
       "      <td>0.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>Zukertort Opening, Reversed Queen's Gambit</td>\n",
       "      <td>black</td>\n",
       "      <td>2316</td>\n",
       "      <td>D02</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2200</td>\n",
       "      <td>2217</td>\n",
       "      <td>34.9</td>\n",
       "      <td>29.5</td>\n",
       "      <td>35.5</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>c5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.5</td>\n",
       "      <td>34.9</td>\n",
       "      <td>1.01719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1878</th>\n",
       "      <td>Zukertort Opening, Santasiere's Folly</td>\n",
       "      <td>white</td>\n",
       "      <td>262</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>2125</td>\n",
       "      <td>2155</td>\n",
       "      <td>32.8</td>\n",
       "      <td>29.4</td>\n",
       "      <td>37.8</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td>b4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.8</td>\n",
       "      <td>37.8</td>\n",
       "      <td>0.867725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1879</th>\n",
       "      <td>Zukertort Opening, Sicilian Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>20045</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2274</td>\n",
       "      <td>2293</td>\n",
       "      <td>31.4</td>\n",
       "      <td>33.9</td>\n",
       "      <td>34.7</td>\n",
       "      <td>...</td>\n",
       "      <td>c5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.7</td>\n",
       "      <td>31.4</td>\n",
       "      <td>1.1051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1880</th>\n",
       "      <td>Zukertort Opening, Slav Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>463</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>2031</td>\n",
       "      <td>2025</td>\n",
       "      <td>27.0</td>\n",
       "      <td>26.1</td>\n",
       "      <td>46.9</td>\n",
       "      <td>...</td>\n",
       "      <td>c6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.9</td>\n",
       "      <td>27</td>\n",
       "      <td>1.73704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>Zukertort Opening, Symmetrical Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>15625</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2235</td>\n",
       "      <td>2257</td>\n",
       "      <td>28.4</td>\n",
       "      <td>34.4</td>\n",
       "      <td>37.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37.1</td>\n",
       "      <td>28.4</td>\n",
       "      <td>1.30634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>Zukertort Opening, Tennison Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>139</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-05-19</td>\n",
       "      <td>1936</td>\n",
       "      <td>1976</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.4</td>\n",
       "      <td>43.9</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td>e4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.7</td>\n",
       "      <td>43.9</td>\n",
       "      <td>0.835991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>Zukertort Opening, Wade Defense, Chigorin Plan</td>\n",
       "      <td>black</td>\n",
       "      <td>217</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>2307</td>\n",
       "      <td>2380</td>\n",
       "      <td>21.7</td>\n",
       "      <td>34.1</td>\n",
       "      <td>44.2</td>\n",
       "      <td>...</td>\n",
       "      <td>d6</td>\n",
       "      <td>d4</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nd7</td>\n",
       "      <td>Qb3</td>\n",
       "      <td>Rb8</td>\n",
       "      <td>44.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>2.03687</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1884 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Opening Colour  Num Games  \\\n",
       "0                    Alekhine Defense, Balogh Variation  white        692   \n",
       "1                  Alekhine Defense, Brooklyn Variation  black        228   \n",
       "2                  Alekhine Defense, Exchange Variation  white       6485   \n",
       "3                   Alekhine Defense, Four Pawns Attack  white        881   \n",
       "4     Alekhine Defense, Four Pawns Attack, Fianchett...  black        259   \n",
       "5        Alekhine Defense, Four Pawns Attack, Main Line  white       1207   \n",
       "6     Alekhine Defense, Four Pawns Attack, Trifunovi...  black        323   \n",
       "7                             Alekhine Defense, General  black        524   \n",
       "8     Alekhine Defense, Hunt Variation, Lasker Simul...  white        334   \n",
       "9                   Alekhine Defense, Maroczy Variation  white        931   \n",
       "10                   Alekhine Defense, Modern Variation  white        501   \n",
       "11    Alekhine Defense, Modern Variation, Alburt Var...  black       2626   \n",
       "12    Alekhine Defense, Modern Variation, Alekhine G...  white        120   \n",
       "13    Alekhine Defense, Modern Variation, Keres Vari...  white        269   \n",
       "14    Alekhine Defense, Modern Variation, Larsen Var...  black       1187   \n",
       "15    Alekhine Defense, Modern Variation, Larsen Var...  black       1481   \n",
       "16    Alekhine Defense, Modern Variation, Larsen-Haa...  black        685   \n",
       "17        Alekhine Defense, Modern Variation, Main Line  black       5096   \n",
       "18    Alekhine Defense, Modern Variation, Panov Vari...  white        183   \n",
       "19    Alekhine Defense, Modern Variation, Schmid Var...  black        688   \n",
       "20                   Alekhine Defense, Normal Variation  black        981   \n",
       "21                   Alekhine Defense, Normal Variation  black       1178   \n",
       "22                    Alekhine Defense, Saemisch Attack  white       1452   \n",
       "23             Alekhine Defense, Scandinavian Variation  black       4898   \n",
       "24                   Alekhine Defense, Spielmann Gambit  white        140   \n",
       "25                    Alekhine Defense, Two Pawn Attack  white        397   \n",
       "26    Alekhine Defense, Two Pawn Attack, Lasker Vari...  white        964   \n",
       "27                           Anderssen Opening, General  white       1308   \n",
       "28    Benko Gambit, Accepted, Central Storming Varia...  white        209   \n",
       "29              Benko Gambit, Accepted, Dlugy Variation  white       1526   \n",
       "...                                                 ...    ...        ...   \n",
       "1854       Vienna Game, Vienna Gambit, Breyer Variation  black        546   \n",
       "1855     Vienna Game, Vienna Gambit, Kaufmann Variation  white        102   \n",
       "1856              Vienna Game, Vienna Gambit, Main Line  black        865   \n",
       "1857       Vienna Game, Vienna Gambit, Modern Variation  white        523   \n",
       "1858         Vienna Game, Vienna Gambit, Paulsen Attack  white        251   \n",
       "1859  Vienna Game, Vienna Gambit, Steinitz Gambit, K...  white        191   \n",
       "1860                              Wade Defense, General  black       5081   \n",
       "1861           Zukertort Opening, Black Mustang Defense  black       1035   \n",
       "1862        Zukertort Opening, Double Fianchetto Attack  white        249   \n",
       "1863                 Zukertort Opening, Dutch Variation  black       6773   \n",
       "1864               Zukertort Opening, Grünfeld Reversed  white        852   \n",
       "1865             Zukertort Opening, Kingside Fianchetto  black       8899   \n",
       "1866        Zukertort Opening, Lisitsyn Gambit Deferred  white        306   \n",
       "1867                 Zukertort Opening, Lisitsyn Gambit  white        637   \n",
       "1868          Zukertort Opening, Nimzo-Larsen Variation  white       5579   \n",
       "1869               Zukertort Opening, Old Indian Attack  white        747   \n",
       "1870                 Zukertort Opening, Pirc Invitation  black       3309   \n",
       "1871                  Zukertort Opening, Polish Defense  black        572   \n",
       "1872              Zukertort Opening, Queen Pawn Defense  black       1832   \n",
       "1873       Zukertort Opening, Queen's Gambit Invitation  black       3596   \n",
       "1874  Zukertort Opening, Queenside Fianchetto Variation  black       1434   \n",
       "1875                    Zukertort Opening, Quiet system  white        895   \n",
       "1876        Zukertort Opening, Reversed Mexican Defense  white        120   \n",
       "1877         Zukertort Opening, Reversed Queen's Gambit  black       2316   \n",
       "1878              Zukertort Opening, Santasiere's Folly  white        262   \n",
       "1879             Zukertort Opening, Sicilian Invitation  black      20045   \n",
       "1880                 Zukertort Opening, Slav Invitation  black        463   \n",
       "1881           Zukertort Opening, Symmetrical Variation  black      15625   \n",
       "1882                 Zukertort Opening, Tennison Gambit  white        139   \n",
       "1883     Zukertort Opening, Wade Defense, Chigorin Plan  black        217   \n",
       "\n",
       "      ECO Last Played  Perf Rating  Avg Player  Player Win %  Draw %  \\\n",
       "0     B03  2018-06-22         2247        2225          40.8    24.3   \n",
       "1     B02  2018-06-27         2145        2193          29.8    22.4   \n",
       "2     B03  2018-07-06         2244        2194          40.8    27.7   \n",
       "3     B03  2018-06-20         2187        2130          39.7    23.2   \n",
       "4     B03  2018-05-20         2122        2178          37.8    21.2   \n",
       "5     B03  2018-07-01         2243        2190          41.0    25.9   \n",
       "6     B03  2018-05-10         2231        2277          35.9    24.8   \n",
       "7     B02  2018-06-29         2032        2077          42.2    25.0   \n",
       "8     B02  2018-06-27         2205        2178          34.1    23.6   \n",
       "9     B02  2018-07-09         2174        2174          36.6    25.7   \n",
       "10    B04  2018-06-25         2397        2336          43.5    31.7   \n",
       "11    B04  2018-06-30         2250        2294          28.3    30.3   \n",
       "12    B04  2018-06-11         2097        2081          36.7    22.5   \n",
       "13    B04  2018-03-04         2442        2383          45.7    36.4   \n",
       "14    B04  2018-06-21         2243        2283          22.8    35.7   \n",
       "15    B04  2018-06-18         2273        2306          25.9    35.9   \n",
       "16    B04  2018-06-25         2171        2193          32.3    21.5   \n",
       "17    B05  2018-07-02         2209        2269          25.1    30.2   \n",
       "18    B05  2018-05-31         2305        2269          44.3    22.4   \n",
       "19    B04  2018-07-04         2300        2333          31.7    34.3   \n",
       "20    B02  2018-06-30         2142        2173          34.0    26.7   \n",
       "21    B03  2018-06-27         2128        2159          41.3    26.8   \n",
       "22    B02  2018-07-06         2244        2212          37.0    29.9   \n",
       "23    B02  2018-06-24         2133        2153          39.4    28.4   \n",
       "24    B02  2017-11-19         2260        2208          40.0    17.9   \n",
       "25    B02  2018-06-23         1981        1958          36.0    18.4   \n",
       "26    B02  2018-06-30         2209        2202          32.9    30.3   \n",
       "27    A00  2018-06-25         2124        2126          35.7    25.6   \n",
       "28    A57  2018-02-01         2265        2245          39.2    22.5   \n",
       "29    A57  2018-06-24         2290        2271          42.0    25.0   \n",
       "...   ...         ...          ...         ...           ...     ...   \n",
       "1854  C29  2018-07-06         2235        2259          34.6    31.1   \n",
       "1855  C29  2018-06-26         2321        2225          48.0    29.4   \n",
       "1856  C29  2018-07-09         2179        2193          39.4    24.2   \n",
       "1857  C29  2018-07-01         2189        2159          33.6    26.0   \n",
       "1858  C29  2018-06-24         2278        2200          43.8    28.7   \n",
       "1859  C25  2018-04-01         2137        2113          44.0    22.5   \n",
       "1860  A41  2018-07-07         2295        2337          28.6    35.0   \n",
       "1861  A04  2018-07-08         1986        1992          31.0    22.7   \n",
       "1862  A49  2018-06-18         2209        2199          38.5    27.7   \n",
       "1863  A04  2018-07-09         2212        2246          27.7    29.7   \n",
       "1864  A49  2018-06-24         2345        2299          45.4    34.3   \n",
       "1865  A04  2018-07-08         2265        2292          34.3    30.9   \n",
       "1866  A04  2018-06-27         2295        2261          58.5    20.6   \n",
       "1867  A04  2018-05-11         2258        2232          41.9    24.2   \n",
       "1868  A04  2018-07-02         2220        2209          34.8    32.7   \n",
       "1869  A06  2018-07-06         2140        2133          37.0    24.1   \n",
       "1870  A04  2018-06-30         2199        2223          33.7    27.4   \n",
       "1871  A04  2018-06-16         2229        2266          32.5    28.7   \n",
       "1872  A06  2018-07-09         2262        2276          28.6    33.5   \n",
       "1873  A04  2018-07-08         2163        2195          26.4    27.2   \n",
       "1874  A04  2018-07-08         2193        2237          29.3    30.4   \n",
       "1875  A04  2018-07-09         2254        2253          35.2    31.6   \n",
       "1876  A06  2018-06-27         2104        2168          32.5    22.5   \n",
       "1877  D02  2018-06-25         2200        2217          34.9    29.5   \n",
       "1878  A06  2018-06-17         2125        2155          32.8    29.4   \n",
       "1879  A04  2018-07-09         2274        2293          31.4    33.9   \n",
       "1880  A04  2018-07-05         2031        2025          27.0    26.1   \n",
       "1881  A04  2018-07-09         2235        2257          28.4    34.4   \n",
       "1882  A06  2018-05-19         1936        1976          36.7    19.4   \n",
       "1883  A41  2018-02-10         2307        2380          21.7    34.1   \n",
       "\n",
       "      Opponent Win %    ...     move1b move2w move2b move3w move3b move4w  \\\n",
       "0               35.0    ...        Nf6     e5    Nd5     d4     d6    Bc4   \n",
       "1               47.8    ...        Nf6     e5    Ng8                        \n",
       "2               31.5    ...        Nf6     e5    Nd5     d4     d6     c4   \n",
       "3               37.1    ...        Nf6     e5    Nd5     d4     d6     c4   \n",
       "4               40.9    ...        Nf6     e5    Nd5     d4     d6     c4   \n",
       "5               33.1    ...        Nf6     e5    Nd5     d4     d6     c4   \n",
       "6               39.3    ...        Nf6     e5    Nd5     d4     d6     c4   \n",
       "7               32.8    ...        Nf6                                      \n",
       "8               42.2    ...        Nf6     e5    Nd5     c4    Nb6     c5   \n",
       "9               37.7    ...        Nf6     d3                               \n",
       "10              24.8    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "11              41.4    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "12              40.8    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "13              17.8    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "14              41.5    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "15              38.2    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "16              46.3    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "17              44.8    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "18              33.3    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "19              34.0    ...        Nf6     e5    Nd5     d4     d6    Nf3   \n",
       "20              39.3    ...        Nf6     e5    Nd5                        \n",
       "21              31.8    ...        Nf6     e5    Nd5     d4     d6          \n",
       "22              33.1    ...        Nf6     e5    Nd5    Nc3                 \n",
       "23              32.2    ...        Nf6    Nc3     d5                        \n",
       "24              42.1    ...        Nf6    Nc3     d5     e5   Nfd7     e6   \n",
       "25              45.6    ...        Nf6     e5    Nd5     c4                 \n",
       "26              36.8    ...        Nf6     e5    Nd5     c4    Nb6     c5   \n",
       "27              38.7    ...                                                 \n",
       "28              38.3    ...        Nf6     c4     c5     d5     b5   cxb5   \n",
       "29              33.0    ...        Nf6     c4     c5     d5     b5   cxb5   \n",
       "...              ...    ...        ...    ...    ...    ...    ...    ...   \n",
       "1854            34.3    ...         e5    Nc3    Nf6     f4     d5   fxe5   \n",
       "1855            22.6    ...         e5    Nc3    Nf6     f4     d5   fxe5   \n",
       "1856            36.4    ...         e5    Nc3    Nf6     f4     d5          \n",
       "1857            40.3    ...         e5    Nc3    Nf6     f4     d5   fxe5   \n",
       "1858            27.5    ...         e5    Nc3    Nf6     f4     d5   fxe5   \n",
       "1859            33.5    ...         e5    Nc3    Nc6     f4   exf4    Nf3   \n",
       "1860            36.4    ...         d6    Nf3    Bg4                        \n",
       "1861            46.3    ...        Nc6                                      \n",
       "1862            33.7    ...        Nf6     b3     g6    Bb2    Bg7     g3   \n",
       "1863            42.6    ...         f5                                      \n",
       "1864            20.3    ...         c5     g3     d5    Bg2    Nc6     d4   \n",
       "1865            34.8    ...         g6                                      \n",
       "1866            20.9    ...         f5     d3    Nf6     e4                 \n",
       "1867            33.9    ...         f5     e4                               \n",
       "1868            32.5    ...        Nf6     b3                               \n",
       "1869            39.0    ...         d5     d3                               \n",
       "1870            38.9    ...         d6                                      \n",
       "1871            38.8    ...         b5                                      \n",
       "1872            37.9    ...         d5                                      \n",
       "1873            46.4    ...         e6                                      \n",
       "1874            40.3    ...         b6                                      \n",
       "1875            33.2    ...        Nf6     e3                               \n",
       "1876            45.0    ...         d5    Nc3                               \n",
       "1877            35.5    ...         d5    Nf3     c5                        \n",
       "1878            37.8    ...         d5     b4                               \n",
       "1879            34.7    ...         c5                                      \n",
       "1880            46.9    ...         c6                                      \n",
       "1881            37.1    ...        Nf6                                      \n",
       "1882            43.9    ...         d5     e4                               \n",
       "1883            44.2    ...         d6     d4    Bg4     c4    Nd7    Qb3   \n",
       "\n",
       "     move4b White_win% Black_win% White_odds  \n",
       "0                 40.8         35    1.16571  \n",
       "1                 47.8       29.8    1.60403  \n",
       "2       Nb6       40.8       31.5    1.29524  \n",
       "3       Nb6       39.7       37.1    1.07008  \n",
       "4       Nb6       40.9       37.8    1.08201  \n",
       "5       Nb6         41       33.1    1.23867  \n",
       "6       Nb6       39.3       35.9    1.09471  \n",
       "7                 32.8       42.2   0.777251  \n",
       "8       Nd5       34.1       42.2   0.808057  \n",
       "9                 36.6       37.7   0.970822  \n",
       "10                43.5       24.8    1.75403  \n",
       "11       g6       41.4       28.3     1.4629  \n",
       "12      Bg4       36.7       40.8    0.89951  \n",
       "13       g6       45.7       17.8    2.56742  \n",
       "14     dxe5       41.5       22.8    1.82018  \n",
       "15     dxe5       38.2       25.9     1.4749  \n",
       "16      Nc6       46.3       32.3    1.43344  \n",
       "17      Bg4       44.8       25.1    1.78486  \n",
       "18      Bg4       44.3       33.3    1.33033  \n",
       "19      Nb6         34       31.7    1.07256  \n",
       "20                39.3         34    1.15588  \n",
       "21                31.8       41.3   0.769976  \n",
       "22                  37       33.1    1.11782  \n",
       "23                32.2       39.4   0.817259  \n",
       "24                  40       42.1   0.950119  \n",
       "25                  36       45.6   0.789474  \n",
       "26                32.9       36.8   0.894022  \n",
       "27                35.7       38.7   0.922481  \n",
       "28       a6       39.2       38.3     1.0235  \n",
       "29       a6         42         33    1.27273  \n",
       "...     ...        ...        ...        ...  \n",
       "1854   Nxe4       34.3       34.6   0.991329  \n",
       "1855   Nxe4         48       22.6    2.12389  \n",
       "1856              36.4       39.4   0.923858  \n",
       "1857   Nxe4       33.6       40.3   0.833747  \n",
       "1858   Nxe4       43.8       27.5    1.59273  \n",
       "1859                44       33.5    1.31343  \n",
       "1860              36.4       28.6    1.27273  \n",
       "1861              46.3         31    1.49355  \n",
       "1862    O-O       38.5       33.7    1.14243  \n",
       "1863              42.6       27.7    1.53791  \n",
       "1864     e6       45.4       20.3    2.23645  \n",
       "1865              34.8       34.3    1.01458  \n",
       "1866              58.5       20.9    2.79904  \n",
       "1867              41.9       33.9    1.23599  \n",
       "1868              34.8       32.5    1.07077  \n",
       "1869                37         39   0.948718  \n",
       "1870              38.9       33.7     1.1543  \n",
       "1871              38.8       32.5    1.19385  \n",
       "1872              37.9       28.6    1.32517  \n",
       "1873              46.4       26.4    1.75758  \n",
       "1874              40.3       29.3    1.37543  \n",
       "1875              35.2       33.2    1.06024  \n",
       "1876              32.5         45   0.722222  \n",
       "1877              35.5       34.9    1.01719  \n",
       "1878              32.8       37.8   0.867725  \n",
       "1879              34.7       31.4     1.1051  \n",
       "1880              46.9         27    1.73704  \n",
       "1881              37.1       28.4    1.30634  \n",
       "1882              36.7       43.9   0.835991  \n",
       "1883    Rb8       44.2       21.7    2.03687  \n",
       "\n",
       "[1884 rows x 23 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['White_Wins'] = df['Num Games'] * df['White_win%']/100\n",
    "df['Black_Wins'] = df['Num Games'] * df['Black_win%']/100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>Opening</th>\n",
       "      <th>Colour</th>\n",
       "      <th>Num Games</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Last Played</th>\n",
       "      <th>Perf Rating</th>\n",
       "      <th>Avg Player</th>\n",
       "      <th>Player Win %</th>\n",
       "      <th>Draw %</th>\n",
       "      <th>Opponent Win %</th>\n",
       "      <th>...</th>\n",
       "      <th>move2b</th>\n",
       "      <th>move3w</th>\n",
       "      <th>move3b</th>\n",
       "      <th>move4w</th>\n",
       "      <th>move4b</th>\n",
       "      <th>White_win%</th>\n",
       "      <th>Black_win%</th>\n",
       "      <th>White_odds</th>\n",
       "      <th>White_Wins</th>\n",
       "      <th>Black_Wins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alekhine Defense, Balogh Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>692</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-22</td>\n",
       "      <td>2247</td>\n",
       "      <td>2225</td>\n",
       "      <td>40.8</td>\n",
       "      <td>24.3</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Bc4</td>\n",
       "      <td></td>\n",
       "      <td>40.8</td>\n",
       "      <td>35</td>\n",
       "      <td>1.16571</td>\n",
       "      <td>282.336</td>\n",
       "      <td>242.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alekhine Defense, Brooklyn Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>228</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2145</td>\n",
       "      <td>2193</td>\n",
       "      <td>29.8</td>\n",
       "      <td>22.4</td>\n",
       "      <td>47.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Ng8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>47.8</td>\n",
       "      <td>29.8</td>\n",
       "      <td>1.60403</td>\n",
       "      <td>108.984</td>\n",
       "      <td>67.944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alekhine Defense, Exchange Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>6485</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2194</td>\n",
       "      <td>40.8</td>\n",
       "      <td>27.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>40.8</td>\n",
       "      <td>31.5</td>\n",
       "      <td>1.29524</td>\n",
       "      <td>2645.88</td>\n",
       "      <td>2042.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>881</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-20</td>\n",
       "      <td>2187</td>\n",
       "      <td>2130</td>\n",
       "      <td>39.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>37.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>39.7</td>\n",
       "      <td>37.1</td>\n",
       "      <td>1.07008</td>\n",
       "      <td>349.757</td>\n",
       "      <td>326.851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Fianchett...</td>\n",
       "      <td>black</td>\n",
       "      <td>259</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-20</td>\n",
       "      <td>2122</td>\n",
       "      <td>2178</td>\n",
       "      <td>37.8</td>\n",
       "      <td>21.2</td>\n",
       "      <td>40.9</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>40.9</td>\n",
       "      <td>37.8</td>\n",
       "      <td>1.08201</td>\n",
       "      <td>105.931</td>\n",
       "      <td>97.902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Main Line</td>\n",
       "      <td>white</td>\n",
       "      <td>1207</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2243</td>\n",
       "      <td>2190</td>\n",
       "      <td>41.0</td>\n",
       "      <td>25.9</td>\n",
       "      <td>33.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>41</td>\n",
       "      <td>33.1</td>\n",
       "      <td>1.23867</td>\n",
       "      <td>494.87</td>\n",
       "      <td>399.517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alekhine Defense, Four Pawns Attack, Trifunovi...</td>\n",
       "      <td>black</td>\n",
       "      <td>323</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>2231</td>\n",
       "      <td>2277</td>\n",
       "      <td>35.9</td>\n",
       "      <td>24.8</td>\n",
       "      <td>39.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>39.3</td>\n",
       "      <td>35.9</td>\n",
       "      <td>1.09471</td>\n",
       "      <td>126.939</td>\n",
       "      <td>115.957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alekhine Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>524</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-29</td>\n",
       "      <td>2032</td>\n",
       "      <td>2077</td>\n",
       "      <td>42.2</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.8</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.8</td>\n",
       "      <td>42.2</td>\n",
       "      <td>0.777251</td>\n",
       "      <td>171.872</td>\n",
       "      <td>221.128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alekhine Defense, Hunt Variation, Lasker Simul...</td>\n",
       "      <td>white</td>\n",
       "      <td>334</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2205</td>\n",
       "      <td>2178</td>\n",
       "      <td>34.1</td>\n",
       "      <td>23.6</td>\n",
       "      <td>42.2</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>c5</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>34.1</td>\n",
       "      <td>42.2</td>\n",
       "      <td>0.808057</td>\n",
       "      <td>113.894</td>\n",
       "      <td>140.948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Alekhine Defense, Maroczy Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>931</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2174</td>\n",
       "      <td>2174</td>\n",
       "      <td>36.6</td>\n",
       "      <td>25.7</td>\n",
       "      <td>37.7</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.6</td>\n",
       "      <td>37.7</td>\n",
       "      <td>0.970822</td>\n",
       "      <td>340.746</td>\n",
       "      <td>350.987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Alekhine Defense, Modern Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>501</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2397</td>\n",
       "      <td>2336</td>\n",
       "      <td>43.5</td>\n",
       "      <td>31.7</td>\n",
       "      <td>24.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td></td>\n",
       "      <td>43.5</td>\n",
       "      <td>24.8</td>\n",
       "      <td>1.75403</td>\n",
       "      <td>217.935</td>\n",
       "      <td>124.248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alburt Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>2626</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2250</td>\n",
       "      <td>2294</td>\n",
       "      <td>28.3</td>\n",
       "      <td>30.3</td>\n",
       "      <td>41.4</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>g6</td>\n",
       "      <td>41.4</td>\n",
       "      <td>28.3</td>\n",
       "      <td>1.4629</td>\n",
       "      <td>1087.16</td>\n",
       "      <td>743.158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Alekhine G...</td>\n",
       "      <td>white</td>\n",
       "      <td>120</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-11</td>\n",
       "      <td>2097</td>\n",
       "      <td>2081</td>\n",
       "      <td>36.7</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>36.7</td>\n",
       "      <td>40.8</td>\n",
       "      <td>0.89951</td>\n",
       "      <td>44.04</td>\n",
       "      <td>48.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Keres Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>269</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-03-04</td>\n",
       "      <td>2442</td>\n",
       "      <td>2383</td>\n",
       "      <td>45.7</td>\n",
       "      <td>36.4</td>\n",
       "      <td>17.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>g6</td>\n",
       "      <td>45.7</td>\n",
       "      <td>17.8</td>\n",
       "      <td>2.56742</td>\n",
       "      <td>122.933</td>\n",
       "      <td>47.882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>1187</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-21</td>\n",
       "      <td>2243</td>\n",
       "      <td>2283</td>\n",
       "      <td>22.8</td>\n",
       "      <td>35.7</td>\n",
       "      <td>41.5</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>41.5</td>\n",
       "      <td>22.8</td>\n",
       "      <td>1.82018</td>\n",
       "      <td>492.605</td>\n",
       "      <td>270.636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>1481</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2273</td>\n",
       "      <td>2306</td>\n",
       "      <td>25.9</td>\n",
       "      <td>35.9</td>\n",
       "      <td>38.2</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>dxe5</td>\n",
       "      <td>38.2</td>\n",
       "      <td>25.9</td>\n",
       "      <td>1.4749</td>\n",
       "      <td>565.742</td>\n",
       "      <td>383.579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Larsen-Haa...</td>\n",
       "      <td>black</td>\n",
       "      <td>685</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2171</td>\n",
       "      <td>2193</td>\n",
       "      <td>32.3</td>\n",
       "      <td>21.5</td>\n",
       "      <td>46.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>46.3</td>\n",
       "      <td>32.3</td>\n",
       "      <td>1.43344</td>\n",
       "      <td>317.155</td>\n",
       "      <td>221.255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Main Line</td>\n",
       "      <td>black</td>\n",
       "      <td>5096</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2209</td>\n",
       "      <td>2269</td>\n",
       "      <td>25.1</td>\n",
       "      <td>30.2</td>\n",
       "      <td>44.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>44.8</td>\n",
       "      <td>25.1</td>\n",
       "      <td>1.78486</td>\n",
       "      <td>2283.01</td>\n",
       "      <td>1279.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Panov Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>183</td>\n",
       "      <td>B05</td>\n",
       "      <td>2018-05-31</td>\n",
       "      <td>2305</td>\n",
       "      <td>2269</td>\n",
       "      <td>44.3</td>\n",
       "      <td>22.4</td>\n",
       "      <td>33.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>44.3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>1.33033</td>\n",
       "      <td>81.069</td>\n",
       "      <td>60.939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alekhine Defense, Modern Variation, Schmid Var...</td>\n",
       "      <td>black</td>\n",
       "      <td>688</td>\n",
       "      <td>B04</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>2300</td>\n",
       "      <td>2333</td>\n",
       "      <td>31.7</td>\n",
       "      <td>34.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td>Nf3</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>34</td>\n",
       "      <td>31.7</td>\n",
       "      <td>1.07256</td>\n",
       "      <td>233.92</td>\n",
       "      <td>218.096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>981</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2142</td>\n",
       "      <td>2173</td>\n",
       "      <td>34.0</td>\n",
       "      <td>26.7</td>\n",
       "      <td>39.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>39.3</td>\n",
       "      <td>34</td>\n",
       "      <td>1.15588</td>\n",
       "      <td>385.533</td>\n",
       "      <td>333.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alekhine Defense, Normal Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1178</td>\n",
       "      <td>B03</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2128</td>\n",
       "      <td>2159</td>\n",
       "      <td>41.3</td>\n",
       "      <td>26.8</td>\n",
       "      <td>31.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>d4</td>\n",
       "      <td>d6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31.8</td>\n",
       "      <td>41.3</td>\n",
       "      <td>0.769976</td>\n",
       "      <td>374.604</td>\n",
       "      <td>486.514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alekhine Defense, Saemisch Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>1452</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2244</td>\n",
       "      <td>2212</td>\n",
       "      <td>37.0</td>\n",
       "      <td>29.9</td>\n",
       "      <td>33.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>Nc3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37</td>\n",
       "      <td>33.1</td>\n",
       "      <td>1.11782</td>\n",
       "      <td>537.24</td>\n",
       "      <td>480.612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alekhine Defense, Scandinavian Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>4898</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2133</td>\n",
       "      <td>2153</td>\n",
       "      <td>39.4</td>\n",
       "      <td>28.4</td>\n",
       "      <td>32.2</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.2</td>\n",
       "      <td>39.4</td>\n",
       "      <td>0.817259</td>\n",
       "      <td>1577.16</td>\n",
       "      <td>1929.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alekhine Defense, Spielmann Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>140</td>\n",
       "      <td>B02</td>\n",
       "      <td>2017-11-19</td>\n",
       "      <td>2260</td>\n",
       "      <td>2208</td>\n",
       "      <td>40.0</td>\n",
       "      <td>17.9</td>\n",
       "      <td>42.1</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td>e5</td>\n",
       "      <td>Nfd7</td>\n",
       "      <td>e6</td>\n",
       "      <td></td>\n",
       "      <td>40</td>\n",
       "      <td>42.1</td>\n",
       "      <td>0.950119</td>\n",
       "      <td>56</td>\n",
       "      <td>58.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>397</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-23</td>\n",
       "      <td>1981</td>\n",
       "      <td>1958</td>\n",
       "      <td>36.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>45.6</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>c4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36</td>\n",
       "      <td>45.6</td>\n",
       "      <td>0.789474</td>\n",
       "      <td>142.92</td>\n",
       "      <td>181.032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alekhine Defense, Two Pawn Attack, Lasker Vari...</td>\n",
       "      <td>white</td>\n",
       "      <td>964</td>\n",
       "      <td>B02</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2209</td>\n",
       "      <td>2202</td>\n",
       "      <td>32.9</td>\n",
       "      <td>30.3</td>\n",
       "      <td>36.8</td>\n",
       "      <td>...</td>\n",
       "      <td>Nd5</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nb6</td>\n",
       "      <td>c5</td>\n",
       "      <td></td>\n",
       "      <td>32.9</td>\n",
       "      <td>36.8</td>\n",
       "      <td>0.894022</td>\n",
       "      <td>317.156</td>\n",
       "      <td>354.752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Anderssen Opening, General</td>\n",
       "      <td>white</td>\n",
       "      <td>1308</td>\n",
       "      <td>A00</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2124</td>\n",
       "      <td>2126</td>\n",
       "      <td>35.7</td>\n",
       "      <td>25.6</td>\n",
       "      <td>38.7</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.7</td>\n",
       "      <td>38.7</td>\n",
       "      <td>0.922481</td>\n",
       "      <td>466.956</td>\n",
       "      <td>506.196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Benko Gambit, Accepted, Central Storming Varia...</td>\n",
       "      <td>white</td>\n",
       "      <td>209</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-02-01</td>\n",
       "      <td>2265</td>\n",
       "      <td>2245</td>\n",
       "      <td>39.2</td>\n",
       "      <td>22.5</td>\n",
       "      <td>38.3</td>\n",
       "      <td>...</td>\n",
       "      <td>c5</td>\n",
       "      <td>d5</td>\n",
       "      <td>b5</td>\n",
       "      <td>cxb5</td>\n",
       "      <td>a6</td>\n",
       "      <td>39.2</td>\n",
       "      <td>38.3</td>\n",
       "      <td>1.0235</td>\n",
       "      <td>81.928</td>\n",
       "      <td>80.047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Benko Gambit, Accepted, Dlugy Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>1526</td>\n",
       "      <td>A57</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2290</td>\n",
       "      <td>2271</td>\n",
       "      <td>42.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>c5</td>\n",
       "      <td>d5</td>\n",
       "      <td>b5</td>\n",
       "      <td>cxb5</td>\n",
       "      <td>a6</td>\n",
       "      <td>42</td>\n",
       "      <td>33</td>\n",
       "      <td>1.27273</td>\n",
       "      <td>640.92</td>\n",
       "      <td>503.58</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Breyer Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>546</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2235</td>\n",
       "      <td>2259</td>\n",
       "      <td>34.6</td>\n",
       "      <td>31.1</td>\n",
       "      <td>34.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>34.3</td>\n",
       "      <td>34.6</td>\n",
       "      <td>0.991329</td>\n",
       "      <td>187.278</td>\n",
       "      <td>188.916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Kaufmann Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>102</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-26</td>\n",
       "      <td>2321</td>\n",
       "      <td>2225</td>\n",
       "      <td>48.0</td>\n",
       "      <td>29.4</td>\n",
       "      <td>22.6</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>48</td>\n",
       "      <td>22.6</td>\n",
       "      <td>2.12389</td>\n",
       "      <td>48.96</td>\n",
       "      <td>23.052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Main Line</td>\n",
       "      <td>black</td>\n",
       "      <td>865</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2179</td>\n",
       "      <td>2193</td>\n",
       "      <td>39.4</td>\n",
       "      <td>24.2</td>\n",
       "      <td>36.4</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.4</td>\n",
       "      <td>39.4</td>\n",
       "      <td>0.923858</td>\n",
       "      <td>314.86</td>\n",
       "      <td>340.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Modern Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>523</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-07-01</td>\n",
       "      <td>2189</td>\n",
       "      <td>2159</td>\n",
       "      <td>33.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>40.3</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>33.6</td>\n",
       "      <td>40.3</td>\n",
       "      <td>0.833747</td>\n",
       "      <td>175.728</td>\n",
       "      <td>210.769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Paulsen Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>251</td>\n",
       "      <td>C29</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2278</td>\n",
       "      <td>2200</td>\n",
       "      <td>43.8</td>\n",
       "      <td>28.7</td>\n",
       "      <td>27.5</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>f4</td>\n",
       "      <td>d5</td>\n",
       "      <td>fxe5</td>\n",
       "      <td>Nxe4</td>\n",
       "      <td>43.8</td>\n",
       "      <td>27.5</td>\n",
       "      <td>1.59273</td>\n",
       "      <td>109.938</td>\n",
       "      <td>69.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>Vienna Game, Vienna Gambit, Steinitz Gambit, K...</td>\n",
       "      <td>white</td>\n",
       "      <td>191</td>\n",
       "      <td>C25</td>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>2137</td>\n",
       "      <td>2113</td>\n",
       "      <td>44.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>33.5</td>\n",
       "      <td>...</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>f4</td>\n",
       "      <td>exf4</td>\n",
       "      <td>Nf3</td>\n",
       "      <td></td>\n",
       "      <td>44</td>\n",
       "      <td>33.5</td>\n",
       "      <td>1.31343</td>\n",
       "      <td>84.04</td>\n",
       "      <td>63.985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860</th>\n",
       "      <td>Wade Defense, General</td>\n",
       "      <td>black</td>\n",
       "      <td>5081</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-07-07</td>\n",
       "      <td>2295</td>\n",
       "      <td>2337</td>\n",
       "      <td>28.6</td>\n",
       "      <td>35.0</td>\n",
       "      <td>36.4</td>\n",
       "      <td>...</td>\n",
       "      <td>Bg4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.4</td>\n",
       "      <td>28.6</td>\n",
       "      <td>1.27273</td>\n",
       "      <td>1849.48</td>\n",
       "      <td>1453.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1861</th>\n",
       "      <td>Zukertort Opening, Black Mustang Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>1035</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>1986</td>\n",
       "      <td>1992</td>\n",
       "      <td>31.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>46.3</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.3</td>\n",
       "      <td>31</td>\n",
       "      <td>1.49355</td>\n",
       "      <td>479.205</td>\n",
       "      <td>320.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1862</th>\n",
       "      <td>Zukertort Opening, Double Fianchetto Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>249</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-18</td>\n",
       "      <td>2209</td>\n",
       "      <td>2199</td>\n",
       "      <td>38.5</td>\n",
       "      <td>27.7</td>\n",
       "      <td>33.7</td>\n",
       "      <td>...</td>\n",
       "      <td>g6</td>\n",
       "      <td>Bb2</td>\n",
       "      <td>Bg7</td>\n",
       "      <td>g3</td>\n",
       "      <td>O-O</td>\n",
       "      <td>38.5</td>\n",
       "      <td>33.7</td>\n",
       "      <td>1.14243</td>\n",
       "      <td>95.865</td>\n",
       "      <td>83.913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1863</th>\n",
       "      <td>Zukertort Opening, Dutch Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>6773</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2212</td>\n",
       "      <td>2246</td>\n",
       "      <td>27.7</td>\n",
       "      <td>29.7</td>\n",
       "      <td>42.6</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>42.6</td>\n",
       "      <td>27.7</td>\n",
       "      <td>1.53791</td>\n",
       "      <td>2885.3</td>\n",
       "      <td>1876.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1864</th>\n",
       "      <td>Zukertort Opening, Grünfeld Reversed</td>\n",
       "      <td>white</td>\n",
       "      <td>852</td>\n",
       "      <td>A49</td>\n",
       "      <td>2018-06-24</td>\n",
       "      <td>2345</td>\n",
       "      <td>2299</td>\n",
       "      <td>45.4</td>\n",
       "      <td>34.3</td>\n",
       "      <td>20.3</td>\n",
       "      <td>...</td>\n",
       "      <td>d5</td>\n",
       "      <td>Bg2</td>\n",
       "      <td>Nc6</td>\n",
       "      <td>d4</td>\n",
       "      <td>e6</td>\n",
       "      <td>45.4</td>\n",
       "      <td>20.3</td>\n",
       "      <td>2.23645</td>\n",
       "      <td>386.808</td>\n",
       "      <td>172.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>Zukertort Opening, Kingside Fianchetto</td>\n",
       "      <td>black</td>\n",
       "      <td>8899</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2265</td>\n",
       "      <td>2292</td>\n",
       "      <td>34.3</td>\n",
       "      <td>30.9</td>\n",
       "      <td>34.8</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.8</td>\n",
       "      <td>34.3</td>\n",
       "      <td>1.01458</td>\n",
       "      <td>3096.85</td>\n",
       "      <td>3052.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit Deferred</td>\n",
       "      <td>white</td>\n",
       "      <td>306</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2295</td>\n",
       "      <td>2261</td>\n",
       "      <td>58.5</td>\n",
       "      <td>20.6</td>\n",
       "      <td>20.9</td>\n",
       "      <td>...</td>\n",
       "      <td>Nf6</td>\n",
       "      <td>e4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>58.5</td>\n",
       "      <td>20.9</td>\n",
       "      <td>2.79904</td>\n",
       "      <td>179.01</td>\n",
       "      <td>63.954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>Zukertort Opening, Lisitsyn Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>637</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-05-11</td>\n",
       "      <td>2258</td>\n",
       "      <td>2232</td>\n",
       "      <td>41.9</td>\n",
       "      <td>24.2</td>\n",
       "      <td>33.9</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>41.9</td>\n",
       "      <td>33.9</td>\n",
       "      <td>1.23599</td>\n",
       "      <td>266.903</td>\n",
       "      <td>215.943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1868</th>\n",
       "      <td>Zukertort Opening, Nimzo-Larsen Variation</td>\n",
       "      <td>white</td>\n",
       "      <td>5579</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-02</td>\n",
       "      <td>2220</td>\n",
       "      <td>2209</td>\n",
       "      <td>34.8</td>\n",
       "      <td>32.7</td>\n",
       "      <td>32.5</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.8</td>\n",
       "      <td>32.5</td>\n",
       "      <td>1.07077</td>\n",
       "      <td>1941.49</td>\n",
       "      <td>1813.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>Zukertort Opening, Old Indian Attack</td>\n",
       "      <td>white</td>\n",
       "      <td>747</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>2140</td>\n",
       "      <td>2133</td>\n",
       "      <td>37.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>0.948718</td>\n",
       "      <td>276.39</td>\n",
       "      <td>291.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Zukertort Opening, Pirc Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>3309</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-30</td>\n",
       "      <td>2199</td>\n",
       "      <td>2223</td>\n",
       "      <td>33.7</td>\n",
       "      <td>27.4</td>\n",
       "      <td>38.9</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>38.9</td>\n",
       "      <td>33.7</td>\n",
       "      <td>1.1543</td>\n",
       "      <td>1287.2</td>\n",
       "      <td>1115.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Zukertort Opening, Polish Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>572</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-06-16</td>\n",
       "      <td>2229</td>\n",
       "      <td>2266</td>\n",
       "      <td>32.5</td>\n",
       "      <td>28.7</td>\n",
       "      <td>38.8</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>38.8</td>\n",
       "      <td>32.5</td>\n",
       "      <td>1.19385</td>\n",
       "      <td>221.936</td>\n",
       "      <td>185.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Zukertort Opening, Queen Pawn Defense</td>\n",
       "      <td>black</td>\n",
       "      <td>1832</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2262</td>\n",
       "      <td>2276</td>\n",
       "      <td>28.6</td>\n",
       "      <td>33.5</td>\n",
       "      <td>37.9</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37.9</td>\n",
       "      <td>28.6</td>\n",
       "      <td>1.32517</td>\n",
       "      <td>694.328</td>\n",
       "      <td>523.952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Zukertort Opening, Queen's Gambit Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>3596</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2163</td>\n",
       "      <td>2195</td>\n",
       "      <td>26.4</td>\n",
       "      <td>27.2</td>\n",
       "      <td>46.4</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.4</td>\n",
       "      <td>26.4</td>\n",
       "      <td>1.75758</td>\n",
       "      <td>1668.54</td>\n",
       "      <td>949.344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>Zukertort Opening, Queenside Fianchetto Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>1434</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-08</td>\n",
       "      <td>2193</td>\n",
       "      <td>2237</td>\n",
       "      <td>29.3</td>\n",
       "      <td>30.4</td>\n",
       "      <td>40.3</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>40.3</td>\n",
       "      <td>29.3</td>\n",
       "      <td>1.37543</td>\n",
       "      <td>577.902</td>\n",
       "      <td>420.162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>Zukertort Opening, Quiet system</td>\n",
       "      <td>white</td>\n",
       "      <td>895</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2254</td>\n",
       "      <td>2253</td>\n",
       "      <td>35.2</td>\n",
       "      <td>31.6</td>\n",
       "      <td>33.2</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.2</td>\n",
       "      <td>33.2</td>\n",
       "      <td>1.06024</td>\n",
       "      <td>315.04</td>\n",
       "      <td>297.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>Zukertort Opening, Reversed Mexican Defense</td>\n",
       "      <td>white</td>\n",
       "      <td>120</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-27</td>\n",
       "      <td>2104</td>\n",
       "      <td>2168</td>\n",
       "      <td>32.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.5</td>\n",
       "      <td>45</td>\n",
       "      <td>0.722222</td>\n",
       "      <td>39</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>Zukertort Opening, Reversed Queen's Gambit</td>\n",
       "      <td>black</td>\n",
       "      <td>2316</td>\n",
       "      <td>D02</td>\n",
       "      <td>2018-06-25</td>\n",
       "      <td>2200</td>\n",
       "      <td>2217</td>\n",
       "      <td>34.9</td>\n",
       "      <td>29.5</td>\n",
       "      <td>35.5</td>\n",
       "      <td>...</td>\n",
       "      <td>c5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35.5</td>\n",
       "      <td>34.9</td>\n",
       "      <td>1.01719</td>\n",
       "      <td>822.18</td>\n",
       "      <td>808.284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1878</th>\n",
       "      <td>Zukertort Opening, Santasiere's Folly</td>\n",
       "      <td>white</td>\n",
       "      <td>262</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-06-17</td>\n",
       "      <td>2125</td>\n",
       "      <td>2155</td>\n",
       "      <td>32.8</td>\n",
       "      <td>29.4</td>\n",
       "      <td>37.8</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>32.8</td>\n",
       "      <td>37.8</td>\n",
       "      <td>0.867725</td>\n",
       "      <td>85.936</td>\n",
       "      <td>99.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1879</th>\n",
       "      <td>Zukertort Opening, Sicilian Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>20045</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2274</td>\n",
       "      <td>2293</td>\n",
       "      <td>31.4</td>\n",
       "      <td>33.9</td>\n",
       "      <td>34.7</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.7</td>\n",
       "      <td>31.4</td>\n",
       "      <td>1.1051</td>\n",
       "      <td>6955.61</td>\n",
       "      <td>6294.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1880</th>\n",
       "      <td>Zukertort Opening, Slav Invitation</td>\n",
       "      <td>black</td>\n",
       "      <td>463</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-05</td>\n",
       "      <td>2031</td>\n",
       "      <td>2025</td>\n",
       "      <td>27.0</td>\n",
       "      <td>26.1</td>\n",
       "      <td>46.9</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46.9</td>\n",
       "      <td>27</td>\n",
       "      <td>1.73704</td>\n",
       "      <td>217.147</td>\n",
       "      <td>125.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>Zukertort Opening, Symmetrical Variation</td>\n",
       "      <td>black</td>\n",
       "      <td>15625</td>\n",
       "      <td>A04</td>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>2235</td>\n",
       "      <td>2257</td>\n",
       "      <td>28.4</td>\n",
       "      <td>34.4</td>\n",
       "      <td>37.1</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37.1</td>\n",
       "      <td>28.4</td>\n",
       "      <td>1.30634</td>\n",
       "      <td>5796.88</td>\n",
       "      <td>4437.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>Zukertort Opening, Tennison Gambit</td>\n",
       "      <td>white</td>\n",
       "      <td>139</td>\n",
       "      <td>A06</td>\n",
       "      <td>2018-05-19</td>\n",
       "      <td>1936</td>\n",
       "      <td>1976</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.4</td>\n",
       "      <td>43.9</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>36.7</td>\n",
       "      <td>43.9</td>\n",
       "      <td>0.835991</td>\n",
       "      <td>51.013</td>\n",
       "      <td>61.021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>Zukertort Opening, Wade Defense, Chigorin Plan</td>\n",
       "      <td>black</td>\n",
       "      <td>217</td>\n",
       "      <td>A41</td>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>2307</td>\n",
       "      <td>2380</td>\n",
       "      <td>21.7</td>\n",
       "      <td>34.1</td>\n",
       "      <td>44.2</td>\n",
       "      <td>...</td>\n",
       "      <td>Bg4</td>\n",
       "      <td>c4</td>\n",
       "      <td>Nd7</td>\n",
       "      <td>Qb3</td>\n",
       "      <td>Rb8</td>\n",
       "      <td>44.2</td>\n",
       "      <td>21.7</td>\n",
       "      <td>2.03687</td>\n",
       "      <td>95.914</td>\n",
       "      <td>47.089</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1884 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Opening Colour  Num Games  \\\n",
       "0                    Alekhine Defense, Balogh Variation  white        692   \n",
       "1                  Alekhine Defense, Brooklyn Variation  black        228   \n",
       "2                  Alekhine Defense, Exchange Variation  white       6485   \n",
       "3                   Alekhine Defense, Four Pawns Attack  white        881   \n",
       "4     Alekhine Defense, Four Pawns Attack, Fianchett...  black        259   \n",
       "5        Alekhine Defense, Four Pawns Attack, Main Line  white       1207   \n",
       "6     Alekhine Defense, Four Pawns Attack, Trifunovi...  black        323   \n",
       "7                             Alekhine Defense, General  black        524   \n",
       "8     Alekhine Defense, Hunt Variation, Lasker Simul...  white        334   \n",
       "9                   Alekhine Defense, Maroczy Variation  white        931   \n",
       "10                   Alekhine Defense, Modern Variation  white        501   \n",
       "11    Alekhine Defense, Modern Variation, Alburt Var...  black       2626   \n",
       "12    Alekhine Defense, Modern Variation, Alekhine G...  white        120   \n",
       "13    Alekhine Defense, Modern Variation, Keres Vari...  white        269   \n",
       "14    Alekhine Defense, Modern Variation, Larsen Var...  black       1187   \n",
       "15    Alekhine Defense, Modern Variation, Larsen Var...  black       1481   \n",
       "16    Alekhine Defense, Modern Variation, Larsen-Haa...  black        685   \n",
       "17        Alekhine Defense, Modern Variation, Main Line  black       5096   \n",
       "18    Alekhine Defense, Modern Variation, Panov Vari...  white        183   \n",
       "19    Alekhine Defense, Modern Variation, Schmid Var...  black        688   \n",
       "20                   Alekhine Defense, Normal Variation  black        981   \n",
       "21                   Alekhine Defense, Normal Variation  black       1178   \n",
       "22                    Alekhine Defense, Saemisch Attack  white       1452   \n",
       "23             Alekhine Defense, Scandinavian Variation  black       4898   \n",
       "24                   Alekhine Defense, Spielmann Gambit  white        140   \n",
       "25                    Alekhine Defense, Two Pawn Attack  white        397   \n",
       "26    Alekhine Defense, Two Pawn Attack, Lasker Vari...  white        964   \n",
       "27                           Anderssen Opening, General  white       1308   \n",
       "28    Benko Gambit, Accepted, Central Storming Varia...  white        209   \n",
       "29              Benko Gambit, Accepted, Dlugy Variation  white       1526   \n",
       "...                                                 ...    ...        ...   \n",
       "1854       Vienna Game, Vienna Gambit, Breyer Variation  black        546   \n",
       "1855     Vienna Game, Vienna Gambit, Kaufmann Variation  white        102   \n",
       "1856              Vienna Game, Vienna Gambit, Main Line  black        865   \n",
       "1857       Vienna Game, Vienna Gambit, Modern Variation  white        523   \n",
       "1858         Vienna Game, Vienna Gambit, Paulsen Attack  white        251   \n",
       "1859  Vienna Game, Vienna Gambit, Steinitz Gambit, K...  white        191   \n",
       "1860                              Wade Defense, General  black       5081   \n",
       "1861           Zukertort Opening, Black Mustang Defense  black       1035   \n",
       "1862        Zukertort Opening, Double Fianchetto Attack  white        249   \n",
       "1863                 Zukertort Opening, Dutch Variation  black       6773   \n",
       "1864               Zukertort Opening, Grünfeld Reversed  white        852   \n",
       "1865             Zukertort Opening, Kingside Fianchetto  black       8899   \n",
       "1866        Zukertort Opening, Lisitsyn Gambit Deferred  white        306   \n",
       "1867                 Zukertort Opening, Lisitsyn Gambit  white        637   \n",
       "1868          Zukertort Opening, Nimzo-Larsen Variation  white       5579   \n",
       "1869               Zukertort Opening, Old Indian Attack  white        747   \n",
       "1870                 Zukertort Opening, Pirc Invitation  black       3309   \n",
       "1871                  Zukertort Opening, Polish Defense  black        572   \n",
       "1872              Zukertort Opening, Queen Pawn Defense  black       1832   \n",
       "1873       Zukertort Opening, Queen's Gambit Invitation  black       3596   \n",
       "1874  Zukertort Opening, Queenside Fianchetto Variation  black       1434   \n",
       "1875                    Zukertort Opening, Quiet system  white        895   \n",
       "1876        Zukertort Opening, Reversed Mexican Defense  white        120   \n",
       "1877         Zukertort Opening, Reversed Queen's Gambit  black       2316   \n",
       "1878              Zukertort Opening, Santasiere's Folly  white        262   \n",
       "1879             Zukertort Opening, Sicilian Invitation  black      20045   \n",
       "1880                 Zukertort Opening, Slav Invitation  black        463   \n",
       "1881           Zukertort Opening, Symmetrical Variation  black      15625   \n",
       "1882                 Zukertort Opening, Tennison Gambit  white        139   \n",
       "1883     Zukertort Opening, Wade Defense, Chigorin Plan  black        217   \n",
       "\n",
       "      ECO Last Played  Perf Rating  Avg Player  Player Win %  Draw %  \\\n",
       "0     B03  2018-06-22         2247        2225          40.8    24.3   \n",
       "1     B02  2018-06-27         2145        2193          29.8    22.4   \n",
       "2     B03  2018-07-06         2244        2194          40.8    27.7   \n",
       "3     B03  2018-06-20         2187        2130          39.7    23.2   \n",
       "4     B03  2018-05-20         2122        2178          37.8    21.2   \n",
       "5     B03  2018-07-01         2243        2190          41.0    25.9   \n",
       "6     B03  2018-05-10         2231        2277          35.9    24.8   \n",
       "7     B02  2018-06-29         2032        2077          42.2    25.0   \n",
       "8     B02  2018-06-27         2205        2178          34.1    23.6   \n",
       "9     B02  2018-07-09         2174        2174          36.6    25.7   \n",
       "10    B04  2018-06-25         2397        2336          43.5    31.7   \n",
       "11    B04  2018-06-30         2250        2294          28.3    30.3   \n",
       "12    B04  2018-06-11         2097        2081          36.7    22.5   \n",
       "13    B04  2018-03-04         2442        2383          45.7    36.4   \n",
       "14    B04  2018-06-21         2243        2283          22.8    35.7   \n",
       "15    B04  2018-06-18         2273        2306          25.9    35.9   \n",
       "16    B04  2018-06-25         2171        2193          32.3    21.5   \n",
       "17    B05  2018-07-02         2209        2269          25.1    30.2   \n",
       "18    B05  2018-05-31         2305        2269          44.3    22.4   \n",
       "19    B04  2018-07-04         2300        2333          31.7    34.3   \n",
       "20    B02  2018-06-30         2142        2173          34.0    26.7   \n",
       "21    B03  2018-06-27         2128        2159          41.3    26.8   \n",
       "22    B02  2018-07-06         2244        2212          37.0    29.9   \n",
       "23    B02  2018-06-24         2133        2153          39.4    28.4   \n",
       "24    B02  2017-11-19         2260        2208          40.0    17.9   \n",
       "25    B02  2018-06-23         1981        1958          36.0    18.4   \n",
       "26    B02  2018-06-30         2209        2202          32.9    30.3   \n",
       "27    A00  2018-06-25         2124        2126          35.7    25.6   \n",
       "28    A57  2018-02-01         2265        2245          39.2    22.5   \n",
       "29    A57  2018-06-24         2290        2271          42.0    25.0   \n",
       "...   ...         ...          ...         ...           ...     ...   \n",
       "1854  C29  2018-07-06         2235        2259          34.6    31.1   \n",
       "1855  C29  2018-06-26         2321        2225          48.0    29.4   \n",
       "1856  C29  2018-07-09         2179        2193          39.4    24.2   \n",
       "1857  C29  2018-07-01         2189        2159          33.6    26.0   \n",
       "1858  C29  2018-06-24         2278        2200          43.8    28.7   \n",
       "1859  C25  2018-04-01         2137        2113          44.0    22.5   \n",
       "1860  A41  2018-07-07         2295        2337          28.6    35.0   \n",
       "1861  A04  2018-07-08         1986        1992          31.0    22.7   \n",
       "1862  A49  2018-06-18         2209        2199          38.5    27.7   \n",
       "1863  A04  2018-07-09         2212        2246          27.7    29.7   \n",
       "1864  A49  2018-06-24         2345        2299          45.4    34.3   \n",
       "1865  A04  2018-07-08         2265        2292          34.3    30.9   \n",
       "1866  A04  2018-06-27         2295        2261          58.5    20.6   \n",
       "1867  A04  2018-05-11         2258        2232          41.9    24.2   \n",
       "1868  A04  2018-07-02         2220        2209          34.8    32.7   \n",
       "1869  A06  2018-07-06         2140        2133          37.0    24.1   \n",
       "1870  A04  2018-06-30         2199        2223          33.7    27.4   \n",
       "1871  A04  2018-06-16         2229        2266          32.5    28.7   \n",
       "1872  A06  2018-07-09         2262        2276          28.6    33.5   \n",
       "1873  A04  2018-07-08         2163        2195          26.4    27.2   \n",
       "1874  A04  2018-07-08         2193        2237          29.3    30.4   \n",
       "1875  A04  2018-07-09         2254        2253          35.2    31.6   \n",
       "1876  A06  2018-06-27         2104        2168          32.5    22.5   \n",
       "1877  D02  2018-06-25         2200        2217          34.9    29.5   \n",
       "1878  A06  2018-06-17         2125        2155          32.8    29.4   \n",
       "1879  A04  2018-07-09         2274        2293          31.4    33.9   \n",
       "1880  A04  2018-07-05         2031        2025          27.0    26.1   \n",
       "1881  A04  2018-07-09         2235        2257          28.4    34.4   \n",
       "1882  A06  2018-05-19         1936        1976          36.7    19.4   \n",
       "1883  A41  2018-02-10         2307        2380          21.7    34.1   \n",
       "\n",
       "      Opponent Win %    ...     move2b move3w move3b move4w move4b White_win%  \\\n",
       "0               35.0    ...        Nd5     d4     d6    Bc4              40.8   \n",
       "1               47.8    ...        Ng8                                   47.8   \n",
       "2               31.5    ...        Nd5     d4     d6     c4    Nb6       40.8   \n",
       "3               37.1    ...        Nd5     d4     d6     c4    Nb6       39.7   \n",
       "4               40.9    ...        Nd5     d4     d6     c4    Nb6       40.9   \n",
       "5               33.1    ...        Nd5     d4     d6     c4    Nb6         41   \n",
       "6               39.3    ...        Nd5     d4     d6     c4    Nb6       39.3   \n",
       "7               32.8    ...                                              32.8   \n",
       "8               42.2    ...        Nd5     c4    Nb6     c5    Nd5       34.1   \n",
       "9               37.7    ...                                              36.6   \n",
       "10              24.8    ...        Nd5     d4     d6    Nf3              43.5   \n",
       "11              41.4    ...        Nd5     d4     d6    Nf3     g6       41.4   \n",
       "12              40.8    ...        Nd5     d4     d6    Nf3    Bg4       36.7   \n",
       "13              17.8    ...        Nd5     d4     d6    Nf3     g6       45.7   \n",
       "14              41.5    ...        Nd5     d4     d6    Nf3   dxe5       41.5   \n",
       "15              38.2    ...        Nd5     d4     d6    Nf3   dxe5       38.2   \n",
       "16              46.3    ...        Nd5     d4     d6    Nf3    Nc6       46.3   \n",
       "17              44.8    ...        Nd5     d4     d6    Nf3    Bg4       44.8   \n",
       "18              33.3    ...        Nd5     d4     d6    Nf3    Bg4       44.3   \n",
       "19              34.0    ...        Nd5     d4     d6    Nf3    Nb6         34   \n",
       "20              39.3    ...        Nd5                                   39.3   \n",
       "21              31.8    ...        Nd5     d4     d6                     31.8   \n",
       "22              33.1    ...        Nd5    Nc3                              37   \n",
       "23              32.2    ...         d5                                   32.2   \n",
       "24              42.1    ...         d5     e5   Nfd7     e6                40   \n",
       "25              45.6    ...        Nd5     c4                              36   \n",
       "26              36.8    ...        Nd5     c4    Nb6     c5              32.9   \n",
       "27              38.7    ...                                              35.7   \n",
       "28              38.3    ...         c5     d5     b5   cxb5     a6       39.2   \n",
       "29              33.0    ...         c5     d5     b5   cxb5     a6         42   \n",
       "...              ...    ...        ...    ...    ...    ...    ...        ...   \n",
       "1854            34.3    ...        Nf6     f4     d5   fxe5   Nxe4       34.3   \n",
       "1855            22.6    ...        Nf6     f4     d5   fxe5   Nxe4         48   \n",
       "1856            36.4    ...        Nf6     f4     d5                     36.4   \n",
       "1857            40.3    ...        Nf6     f4     d5   fxe5   Nxe4       33.6   \n",
       "1858            27.5    ...        Nf6     f4     d5   fxe5   Nxe4       43.8   \n",
       "1859            33.5    ...        Nc6     f4   exf4    Nf3                44   \n",
       "1860            36.4    ...        Bg4                                   36.4   \n",
       "1861            46.3    ...                                              46.3   \n",
       "1862            33.7    ...         g6    Bb2    Bg7     g3    O-O       38.5   \n",
       "1863            42.6    ...                                              42.6   \n",
       "1864            20.3    ...         d5    Bg2    Nc6     d4     e6       45.4   \n",
       "1865            34.8    ...                                              34.8   \n",
       "1866            20.9    ...        Nf6     e4                            58.5   \n",
       "1867            33.9    ...                                              41.9   \n",
       "1868            32.5    ...                                              34.8   \n",
       "1869            39.0    ...                                                37   \n",
       "1870            38.9    ...                                              38.9   \n",
       "1871            38.8    ...                                              38.8   \n",
       "1872            37.9    ...                                              37.9   \n",
       "1873            46.4    ...                                              46.4   \n",
       "1874            40.3    ...                                              40.3   \n",
       "1875            33.2    ...                                              35.2   \n",
       "1876            45.0    ...                                              32.5   \n",
       "1877            35.5    ...         c5                                   35.5   \n",
       "1878            37.8    ...                                              32.8   \n",
       "1879            34.7    ...                                              34.7   \n",
       "1880            46.9    ...                                              46.9   \n",
       "1881            37.1    ...                                              37.1   \n",
       "1882            43.9    ...                                              36.7   \n",
       "1883            44.2    ...        Bg4     c4    Nd7    Qb3    Rb8       44.2   \n",
       "\n",
       "     Black_win% White_odds White_Wins Black_Wins  \n",
       "0            35    1.16571    282.336      242.2  \n",
       "1          29.8    1.60403    108.984     67.944  \n",
       "2          31.5    1.29524    2645.88    2042.78  \n",
       "3          37.1    1.07008    349.757    326.851  \n",
       "4          37.8    1.08201    105.931     97.902  \n",
       "5          33.1    1.23867     494.87    399.517  \n",
       "6          35.9    1.09471    126.939    115.957  \n",
       "7          42.2   0.777251    171.872    221.128  \n",
       "8          42.2   0.808057    113.894    140.948  \n",
       "9          37.7   0.970822    340.746    350.987  \n",
       "10         24.8    1.75403    217.935    124.248  \n",
       "11         28.3     1.4629    1087.16    743.158  \n",
       "12         40.8    0.89951      44.04      48.96  \n",
       "13         17.8    2.56742    122.933     47.882  \n",
       "14         22.8    1.82018    492.605    270.636  \n",
       "15         25.9     1.4749    565.742    383.579  \n",
       "16         32.3    1.43344    317.155    221.255  \n",
       "17         25.1    1.78486    2283.01     1279.1  \n",
       "18         33.3    1.33033     81.069     60.939  \n",
       "19         31.7    1.07256     233.92    218.096  \n",
       "20           34    1.15588    385.533     333.54  \n",
       "21         41.3   0.769976    374.604    486.514  \n",
       "22         33.1    1.11782     537.24    480.612  \n",
       "23         39.4   0.817259    1577.16    1929.81  \n",
       "24         42.1   0.950119         56      58.94  \n",
       "25         45.6   0.789474     142.92    181.032  \n",
       "26         36.8   0.894022    317.156    354.752  \n",
       "27         38.7   0.922481    466.956    506.196  \n",
       "28         38.3     1.0235     81.928     80.047  \n",
       "29           33    1.27273     640.92     503.58  \n",
       "...         ...        ...        ...        ...  \n",
       "1854       34.6   0.991329    187.278    188.916  \n",
       "1855       22.6    2.12389      48.96     23.052  \n",
       "1856       39.4   0.923858     314.86     340.81  \n",
       "1857       40.3   0.833747    175.728    210.769  \n",
       "1858       27.5    1.59273    109.938     69.025  \n",
       "1859       33.5    1.31343      84.04     63.985  \n",
       "1860       28.6    1.27273    1849.48    1453.17  \n",
       "1861         31    1.49355    479.205     320.85  \n",
       "1862       33.7    1.14243     95.865     83.913  \n",
       "1863       27.7    1.53791     2885.3    1876.12  \n",
       "1864       20.3    2.23645    386.808    172.956  \n",
       "1865       34.3    1.01458    3096.85    3052.36  \n",
       "1866       20.9    2.79904     179.01     63.954  \n",
       "1867       33.9    1.23599    266.903    215.943  \n",
       "1868       32.5    1.07077    1941.49    1813.17  \n",
       "1869         39   0.948718     276.39     291.33  \n",
       "1870       33.7     1.1543     1287.2    1115.13  \n",
       "1871       32.5    1.19385    221.936      185.9  \n",
       "1872       28.6    1.32517    694.328    523.952  \n",
       "1873       26.4    1.75758    1668.54    949.344  \n",
       "1874       29.3    1.37543    577.902    420.162  \n",
       "1875       33.2    1.06024     315.04     297.14  \n",
       "1876         45   0.722222         39         54  \n",
       "1877       34.9    1.01719     822.18    808.284  \n",
       "1878       37.8   0.867725     85.936     99.036  \n",
       "1879       31.4     1.1051    6955.61    6294.13  \n",
       "1880         27    1.73704    217.147     125.01  \n",
       "1881       28.4    1.30634    5796.88     4437.5  \n",
       "1882       43.9   0.835991     51.013     61.021  \n",
       "1883       21.7    2.03687     95.914     47.089  \n",
       "\n",
       "[1884 rows x 25 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('chessdb0-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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