EDAPROJECT.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e8891524",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats \n",
    "import math\n",
    "import sklearn\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import statsmodels.api as sm\n",
    "from scipy.stats import f_oneway\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "09967956",
   "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>Event</th>\n",
       "      <th>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>Result</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>Termination</th>\n",
       "      <th>AN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>eisaaaa</td>\n",
       "      <td>HAMID449</td>\n",
       "      <td>1-0</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>go4jas</td>\n",
       "      <td>Sergei1973</td>\n",
       "      <td>0-1</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Evangelistaizac</td>\n",
       "      <td>kafune</td>\n",
       "      <td>1-0</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>Jvayne</td>\n",
       "      <td>Wsjvayne</td>\n",
       "      <td>1-0</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>kyoday</td>\n",
       "      <td>BrettDale</td>\n",
       "      <td>0-1</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Event            White       Black Result     UTCDate  \\\n",
       "0          Classical           eisaaaa    HAMID449    1-0  2016.06.30   \n",
       "1              Blitz            go4jas  Sergei1973    0-1  2016.06.30   \n",
       "2   Blitz tournament   Evangelistaizac      kafune    1-0  2016.06.30   \n",
       "3     Correspondence            Jvayne    Wsjvayne    1-0  2016.06.30   \n",
       "4   Blitz tournament            kyoday   BrettDale    0-1  2016.06.30   \n",
       "\n",
       "    UTCTime  WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0  22:00:01      1901      1896             11.0            -11.0  D10   \n",
       "1  22:00:01      1641      1627            -11.0             12.0  C20   \n",
       "2  22:00:02      1647      1688             13.0            -13.0  B01   \n",
       "3  22:00:02      1706      1317             27.0            -25.0  A00   \n",
       "4  22:00:02      1945      1900            -14.0             13.0  B90   \n",
       "\n",
       "                                         Opening TimeControl   Termination  \\\n",
       "0                                   Slav Defense       300+5  Time forfeit   \n",
       "1                      King's Pawn Opening: 2.b3       300+0        Normal   \n",
       "2  Scandinavian Defense: Mieses-Kotroc Variation       180+0  Time forfeit   \n",
       "3                           Van't Kruijs Opening           -        Normal   \n",
       "4    Sicilian Defense: Najdorf, Lipnitsky Attack       180+0  Time forfeit   \n",
       "\n",
       "                                                  AN  \n",
       "0  1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...  \n",
       "1  1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...  \n",
       "2  1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....  \n",
       "3  1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...  \n",
       "4  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...  "
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_csv(\"chess_games.csv\",nrows=100000)\n",
    "data.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "7ca3cc07",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 100000 entries, 0 to 99999\n",
      "Data columns (total 15 columns):\n",
      " #   Column           Non-Null Count   Dtype  \n",
      "---  ------           --------------   -----  \n",
      " 0   Event            100000 non-null  object \n",
      " 1   White            100000 non-null  object \n",
      " 2   Black            100000 non-null  object \n",
      " 3   Result           100000 non-null  object \n",
      " 4   UTCDate          100000 non-null  object \n",
      " 5   UTCTime          100000 non-null  object \n",
      " 6   WhiteElo         100000 non-null  int64  \n",
      " 7   BlackElo         100000 non-null  int64  \n",
      " 8   WhiteRatingDiff  99954 non-null   float64\n",
      " 9   BlackRatingDiff  99954 non-null   float64\n",
      " 10  ECO              100000 non-null  object \n",
      " 11  Opening          100000 non-null  object \n",
      " 12  TimeControl      100000 non-null  object \n",
      " 13  Termination      100000 non-null  object \n",
      " 14  AN               100000 non-null  object \n",
      "dtypes: float64(2), int64(2), object(11)\n",
      "memory usage: 11.4+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "fdff6f45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                   100000\n",
       "unique                    2087\n",
       "top       Van't Kruijs Opening\n",
       "freq                      2064\n",
       "Name: Opening, dtype: object"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"Opening\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "ed9594a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AN\n",
      "1. e4 1-0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  178\n",
      "1. e4 e5 0-1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                82\n",
      "1. d4 1-0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   58\n",
      "1. d4 d5 0-1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                27\n",
      "1. e4 c5 0-1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                17\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          ... \n",
      "1. e4 d5 2. e5 Nc6 3. Bb5 Qd7 4. Nf3 a6 5. Bxc6 Qxc6 6. Nd4 Qg6 7. O-O Qe4 8. Nf3 Bg4 9. Nc3 Bxf3 10. Qxf3 Qxf3 11. gxf3 e6 12. d4 Bb4 13. Ne2 Ne7 14. a3 Ba5 15. Bg5 Nf5 16. c3 h6 17. Bf4 Nh4 18. Ng3 Nxf3+ 19. Kg2 Nh4+ 20. Kh3 Ng6 21. Be3 O-O 22. Rg1 Ne7 23. Nh5 g6 24. Nf6+ Kg7 25. Nh5+ Kh7 26. Nf6+ Kg7 27. Ng4 h5 28. Bh6+ Kh7 29. Bxf8 hxg4+ 30. Rxg4 Rxf8 31. Kg2 Kg7 32. Kh1 Rh8 33. Rag1 Nf5 34. b4 Bb6 35. Rg5 c6 36. R1g3 Bd8 37. R5g4 Bh4 38. Rg2 Be7 39. Rg1 Nh4 40. R1g3 b6 41. f4 Nf5 42. Rg1 Ne3 43. R4g3 Nc4 44. Ra1 Bh4 45. Rh3 Bf2 46. Rxh8 Kxh8 47. Ra2 Be1 48. Rc2 Nxa3 49. Ra2 Nc2 50. Rxc2 a5 51. Kg2 axb4 52. cxb4 Bxb4 53. Rxc6 b5 54. Rb6 Bc3 55. Rxb5 Bxd4 56. Kf3 Bg1 57. h3 Bh2 58. Rb8+ Kg7 59. Rb4 g5 60. f5 Bxe5 61. fxe6 fxe6 62. Rb7+ Kg6 63. Rb8 Bf4 64. Rg8+ Kh7 65. Rd8 Kg7 66. Rd7+ Kf6 67. Rd8 Ke5 68. Rf8 Kd4 69. h4 Kd3 70. h5 d4 71. Rxf4 gxf4 72. h6 Kc3 73. h7 d3 74. h8=Q+ Kc2 75. Qc8+ Kd2 76. Qxe6 Kd1 77. Qb3+ Kd2 78. Qb2+ Ke1 79. Qf2+ Kd1 80. Kxf4 d2 81. Ke3 Kc1 82. Qxd2+ 1-0      1\n",
      "1. d4 f5 2. c4 Nf6 3. Nc3 g6 4. Bg5 Bg7 5. e3 h6 6. Bxf6 Bxf6 7. Bd3 O-O 8. Nf3 Kh7 9. Qc2 d6 10. O-O e5 11. dxe5 dxe5 12. Ne1 e4 13. Be2 c6 14. Rd1 Qe7 15. b3 Be5 16. g3 h5 17. Ng2 Be6 18. h4 Nd7 19. Nf4 Bxf4 20. exf4 Nf6 21. Rd2 Rfd8 22. Rfd1 Rxd2 23. Rxd2 Rd8 24. a3 Rxd2 25. Qxd2 Qd7 26. Qxd7+ Nxd7 27. Nd1 Nc5 28. b4 Nb3 29. Ne3 Nd2 30. c5 Kg7 31. Nc2 Nb3 32. Kf1 Kf7 33. Ke1 Bd5 34. Ne3 Ke6 35. Kd1 Nd4 36. Bf1 Bb3+ 37. Kd2 Bd5 38. Kc3 a6 39. Kxd4 1-0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    1\n",
      "1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 Nc6 5. Nxc6 bxc6 6. Bd3 d5 7. exd5 cxd5 8. O-O Nf6 9. c4 dxc4 10. Qa4+ Bd7 11. Qxc4 Rc8 12. Qh4 Be7 13. Bg5 h6 14. Bxf6 Bxf6 15. Qb4 Rb8 16. Qe4 Bxb2 17. Nd2 Bxa1 18. Rxa1 O-O 19. Re1 Rb2 20. Qh7# 1-0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               1\n",
      "1. f4 Nc6 2. Nf3 d6 3. e4 e5 4. Bb5 Ne7 5. d3 exf4 6. Bxf4 Bd7 7. Bxc6 Bxc6 8. Nc3 d5 9. O-O d4 10. Ne2 Nf5 11. c3 Ne3 12. Bxe3 dxe3 13. Ned4 Bc5 14. Qe1 O-O 15. Qxe3 Qd7 16. b4 Bxd4 17. Nxd4 b5 18. Nxc6 Qxc6 19. a3 Qxc3 20. Rfc1 Qe5 21. d4 Qe7 22. d5 a5 23. bxa5 Rxa5 24. Rcb1 Qd6 25. Qc3 Re8 26. Qxa5 Qc5+ 27. Kh1 h6 28. Rc1 Qd6 29. Rxc7 Rxe4 30. Qxb5 Qxc7 31. Rf1 Rf4 32. a4 Qe5 33. h3 Rxf1+ 34. Qxf1 Qxd5 0-1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 1\n",
      "1. e4 e6 2. d4 d5 3. Nd2 Be7 4. exd5 exd5 5. Ngf3 Nf6 6. Bd3 O-O 7. O-O Bg4 8. h3 Bh5 9. Re1 c6 10. c3 Qc7 11. Nf1 Ne4 12. Bxe4 dxe4 13. Rxe4 Bg6 14. Re1 Nd7 15. Ng3 Nf6 16. Nh4 Rfe8 17. Nxg6 fxg6 18. Qf3 Bd6 19. Bg5 Nd5 20. Ne4 Rf8 21. Qg4 Bh2+ 22. Kh1 Bf4 23. c4 Nb4 24. Bxf4 Rxf4 25. Qe2 Re8 26. f3 Rd8 27. Qd2 Na6 28. Qc3 Rdf8 29. Rad1 Rh4 30. Qd2 Qd7 31. Rf1 Rff4 32. d5 c5 33. d6 b6 34. Qd5+ Rf7 35. Ng5 Nb4 36. Qxf7+ Qxf7 37. Nxf7 Kxf7 38. d7 Nc6 39. d8=R Nxd8 40. Rxd8 Rd4 41. Rxd4 cxd4 42. Rd1 Ke6 43. Rxd4 g5 44. Kg1 h5 45. Kf2 h4 46. Ke3 g6 47. Rd5 a6 48. Rxg5 Kf6 49. Rg4 1-0                                                                                                                                                                                                                                                                                                                                                                                                                                  1\n",
      "Name: count, Length: 99359, dtype: int64\n",
      "ECO\n",
      "A00    6524\n",
      "C00    4654\n",
      "B01    4590\n",
      "A40    4424\n",
      "D00    3600\n",
      "       ... \n",
      "C86       1\n",
      "A93       1\n",
      "E95       1\n",
      "A63       1\n",
      "D59       1\n",
      "Name: count, Length: 445, dtype: int64\n",
      "Result\n",
      "1-0        49713\n",
      "0-1        46535\n",
      "1/2-1/2     3752\n",
      "Name: count, dtype: int64\n",
      "TimeControl\n",
      "300+0      16840\n",
      "180+0      15297\n",
      "60+0       15001\n",
      "600+0       9974\n",
      "30+0        3360\n",
      "           ...  \n",
      "2100+10        1\n",
      "960+10         1\n",
      "1500+4         1\n",
      "2100+8         1\n",
      "2700+2         1\n",
      "Name: count, Length: 366, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data[\"AN\"].value_counts())\n",
    "print(data[\"ECO\"].value_counts())\n",
    "print(data[\"Result\"].value_counts())\n",
    "print(data[\"TimeControl\"].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "31d41b31",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff\n",
      "WhiteElo         1.000000  0.709161        -0.016061         0.036397\n",
      "BlackElo         0.709161  1.000000         0.029986        -0.013017\n",
      "WhiteRatingDiff -0.016061  0.029986         1.000000        -0.362122\n",
      "BlackRatingDiff  0.036397 -0.013017        -0.362122         1.000000\n"
     ]
    },
    {
     "data": {
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       "    }\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>Event</th>\n",
       "      <th>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>Termination</th>\n",
       "      <th>AN</th>\n",
       "      <th>Result_0-1</th>\n",
       "      <th>Result_1-0</th>\n",
       "      <th>Result_1/2-1/2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>eisaaaa</td>\n",
       "      <td>HAMID449</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>go4jas</td>\n",
       "      <td>Sergei1973</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Evangelistaizac</td>\n",
       "      <td>kafune</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>Jvayne</td>\n",
       "      <td>Wsjvayne</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>kyoday</td>\n",
       "      <td>BrettDale</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>lucaseixasouza</td>\n",
       "      <td>diguim</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1773</td>\n",
       "      <td>1809</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C27</td>\n",
       "      <td>Vienna Game</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nc3 d6 3. Nf3 h6 4. Bc4 c6 5. b3 Q...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>RENZZO77</td>\n",
       "      <td>HeadlessChicken</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1895</td>\n",
       "      <td>1886</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>B10</td>\n",
       "      <td>Caro-Kann Defense: Two Knights Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c6 2. Nf3 d5 3. Nc3 dxe4 4. Nxe4 Nf6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>ipero</td>\n",
       "      <td>Bayern123</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2155</td>\n",
       "      <td>2356</td>\n",
       "      <td>20.0</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>D02</td>\n",
       "      <td>Queen's Pawn Game: London System</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 d5 2. Nf3 Nf6 3. Bf4 c6 4. e3 Bg4 5. Be2...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Loginov19510410</td>\n",
       "      <td>Kereshu</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2010</td>\n",
       "      <td>2111</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>A45</td>\n",
       "      <td>Indian Game</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 Nf6 2. Bf4 e6 3. e3 d5 4. Nf3 h6 5. Bd3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Shambobala</td>\n",
       "      <td>cernunnoss</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1764</td>\n",
       "      <td>1773</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Nf6 4. Be2 c6 5. ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Classical</td>\n",
       "      <td>DARDELU</td>\n",
       "      <td>chess4life54</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1649</td>\n",
       "      <td>1638</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C57</td>\n",
       "      <td>Italian Game: Two Knights Defense, Traxler Cou...</td>\n",
       "      <td>900+3</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Bc5 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Classical</td>\n",
       "      <td>fabikim</td>\n",
       "      <td>sereno</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1630</td>\n",
       "      <td>1500</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>C41</td>\n",
       "      <td>Philidor Defense #3</td>\n",
       "      <td>420+5</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 d6 3. Bc4 Nc6 4. d3 Na5 5. Na3...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>IZDenisZI</td>\n",
       "      <td>BoBo93</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1833</td>\n",
       "      <td>1837</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>C36</td>\n",
       "      <td>King's Gambit Accepted, Modern Defense</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. f4 exf4 3. Nf3 d5 4. e5 f6 5. d4 f...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>lasha-fero</td>\n",
       "      <td>ildivinojohnny</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2020</td>\n",
       "      <td>1979</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Polish Opening</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. b4 e6 2. Bb2 d5 3. Nf3 Nf6 4. b5 Be7 5. e3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>arkadyNa</td>\n",
       "      <td>sofianet06</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1581</td>\n",
       "      <td>1616</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. d4 Qa5+ 4. Bd2 Qb6 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>mayconchess</td>\n",
       "      <td>trend19</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1879</td>\n",
       "      <td>1868</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Main Line</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nc3 Qa5 4. Nf3 c6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>lj1983</td>\n",
       "      <td>plmnnnn</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1963</td>\n",
       "      <td>1979</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B10</td>\n",
       "      <td>Caro-Kann Defense: Two Knights Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c6 2. Nf3 d5 3. Nc3 g6 4. d3 Bg7 5. Be2 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Inorem</td>\n",
       "      <td>leymoral</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1751</td>\n",
       "      <td>1712</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C62</td>\n",
       "      <td>Ruy Lopez: Steinitz Defense</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. d4 Bd7 5. dxe...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Torres2300</td>\n",
       "      <td>Trabelsi-Wajdi</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1795</td>\n",
       "      <td>1800</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>B32</td>\n",
       "      <td>Sicilian Defense: Franco-Sicilian Variation</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c5 2. Nf3 e6 3. d4 Nc6 4. d5 Nb4 5. c3 N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Igor76</td>\n",
       "      <td>dancg</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1913</td>\n",
       "      <td>1925</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B12</td>\n",
       "      <td>Caro-Kann Defense: Advance Variation, Bayonet ...</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c6 2. d4 d5 3. e5 Bf5 4. g4 Bd7 5. f4 e6...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>yoyoparker</td>\n",
       "      <td>philastro110</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1707</td>\n",
       "      <td>1739</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d5 2. e5 Bf5 3. d4 e6 4. Nc3 Nc6 5. Nf3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Axel15l</td>\n",
       "      <td>cavaleirobranco</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1512</td>\n",
       "      <td>1570</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>C62</td>\n",
       "      <td>Ruy Lopez: Steinitz Defense</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. Bxc6+ bxc6 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Andique</td>\n",
       "      <td>machiine</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1816</td>\n",
       "      <td>1815</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>B41</td>\n",
       "      <td>Sicilian Defense: Kan Variation, Maroczy Bind,...</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 a6 5. c4...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>DORLISS</td>\n",
       "      <td>Ar1551</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1891</td>\n",
       "      <td>1930</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>C78</td>\n",
       "      <td>Ruy Lopez: Morphy Defense, Arkhangelsk Variation</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bb5 a6 4. Ba4 Nf6 5. O-...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>chessmaster7</td>\n",
       "      <td>ComaLaDama</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1747</td>\n",
       "      <td>1731</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>C46</td>\n",
       "      <td>Three Knights Opening #2</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Nc3 Bb4 4. a3 Ba5 5. b4...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Event            White            Black     UTCDate  \\\n",
       "0               Classical           eisaaaa         HAMID449  2016.06.30   \n",
       "1                   Blitz            go4jas       Sergei1973  2016.06.30   \n",
       "2        Blitz tournament   Evangelistaizac           kafune  2016.06.30   \n",
       "3          Correspondence            Jvayne         Wsjvayne  2016.06.30   \n",
       "4        Blitz tournament            kyoday        BrettDale  2016.06.30   \n",
       "5        Blitz tournament    lucaseixasouza           diguim  2016.06.30   \n",
       "6        Blitz tournament          RENZZO77  HeadlessChicken  2016.06.30   \n",
       "7        Blitz tournament             ipero        Bayern123  2016.06.30   \n",
       "8        Blitz tournament   Loginov19510410          Kereshu  2016.06.30   \n",
       "9        Blitz tournament        Shambobala       cernunnoss  2016.06.30   \n",
       "10              Classical           DARDELU     chess4life54  2016.06.30   \n",
       "11              Classical           fabikim           sereno  2016.06.30   \n",
       "12       Blitz tournament         IZDenisZI           BoBo93  2016.06.30   \n",
       "13       Blitz tournament        lasha-fero   ildivinojohnny  2016.06.30   \n",
       "14       Blitz tournament          arkadyNa       sofianet06  2016.06.30   \n",
       "15       Blitz tournament       mayconchess          trend19  2016.06.30   \n",
       "16       Blitz tournament            lj1983          plmnnnn  2016.06.30   \n",
       "17       Blitz tournament            Inorem         leymoral  2016.06.30   \n",
       "18       Blitz tournament        Torres2300   Trabelsi-Wajdi  2016.06.30   \n",
       "19       Blitz tournament            Igor76            dancg  2016.06.30   \n",
       "20       Blitz tournament        yoyoparker     philastro110  2016.06.30   \n",
       "21       Blitz tournament           Axel15l  cavaleirobranco  2016.06.30   \n",
       "22       Blitz tournament           Andique         machiine  2016.06.30   \n",
       "23   Classical tournament           DORLISS           Ar1551  2016.06.30   \n",
       "24   Classical tournament      chessmaster7       ComaLaDama  2016.06.30   \n",
       "\n",
       "     UTCTime  WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0   22:00:01      1901      1896             11.0            -11.0  D10   \n",
       "1   22:00:01      1641      1627            -11.0             12.0  C20   \n",
       "2   22:00:02      1647      1688             13.0            -13.0  B01   \n",
       "3   22:00:02      1706      1317             27.0            -25.0  A00   \n",
       "4   22:00:02      1945      1900            -14.0             13.0  B90   \n",
       "5   22:00:02      1773      1809            -10.0             10.0  C27   \n",
       "6   22:00:02      1895      1886            -12.0             12.0  B10   \n",
       "7   22:00:02      2155      2356             20.0            -20.0  D02   \n",
       "8   22:00:02      2010      2111             -9.0              9.0  A45   \n",
       "9   22:00:02      1764      1773             12.0            -12.0  B01   \n",
       "10  22:00:01      1649      1638            -13.0             11.0  C57   \n",
       "11  22:00:02      1630      1500              7.0             -7.0  C41   \n",
       "12  22:00:02      1833      1837             11.0            -12.0  C36   \n",
       "13  22:00:02      2020      1979             10.0            -11.0  A00   \n",
       "14  22:00:02      1581      1616            -12.0             11.0  B01   \n",
       "15  22:00:02      1879      1868            -13.0             12.0  B01   \n",
       "16  22:00:02      1963      1979             12.0            -13.0  B10   \n",
       "17  22:00:02      1751      1712             10.0            -10.0  C62   \n",
       "18  22:00:02      1795      1800            -14.0             11.0  B32   \n",
       "19  22:00:02      1913      1925             11.0            -13.0  B12   \n",
       "20  22:00:02      1707      1739             13.0            -12.0  B01   \n",
       "21  22:00:02      1512      1570              6.0             -2.0  C62   \n",
       "22  22:00:02      1816      1815             11.0            -10.0  B41   \n",
       "23  22:00:02      1891      1930            -11.0             13.0  C78   \n",
       "24  22:00:02      1747      1731            -13.0             19.0  C46   \n",
       "\n",
       "                                              Opening TimeControl  \\\n",
       "0                                        Slav Defense       300+5   \n",
       "1                           King's Pawn Opening: 2.b3       300+0   \n",
       "2       Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "3                                Van't Kruijs Opening           -   \n",
       "4         Sicilian Defense: Najdorf, Lipnitsky Attack       180+0   \n",
       "5                                         Vienna Game       180+0   \n",
       "6               Caro-Kann Defense: Two Knights Attack       180+0   \n",
       "7                    Queen's Pawn Game: London System       180+0   \n",
       "8                                         Indian Game       300+0   \n",
       "9       Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "10  Italian Game: Two Knights Defense, Traxler Cou...       900+3   \n",
       "11                                Philidor Defense #3       420+5   \n",
       "12             King's Gambit Accepted, Modern Defense       300+0   \n",
       "13                                     Polish Opening       180+0   \n",
       "14      Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "15                    Scandinavian Defense: Main Line       180+0   \n",
       "16              Caro-Kann Defense: Two Knights Attack       180+0   \n",
       "17                        Ruy Lopez: Steinitz Defense       180+0   \n",
       "18        Sicilian Defense: Franco-Sicilian Variation       300+0   \n",
       "19  Caro-Kann Defense: Advance Variation, Bayonet ...       300+0   \n",
       "20                               Scandinavian Defense       300+0   \n",
       "21                        Ruy Lopez: Steinitz Defense       300+0   \n",
       "22  Sicilian Defense: Kan Variation, Maroczy Bind,...       300+0   \n",
       "23   Ruy Lopez: Morphy Defense, Arkhangelsk Variation       600+0   \n",
       "24                           Three Knights Opening #2       600+0   \n",
       "\n",
       "     Termination                                                 AN  \\\n",
       "0   Time forfeit  1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...   \n",
       "1         Normal  1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...   \n",
       "2   Time forfeit  1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....   \n",
       "3         Normal  1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...   \n",
       "4   Time forfeit  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...   \n",
       "5         Normal  1. e4 e5 2. Nc3 d6 3. Nf3 h6 4. Bc4 c6 5. b3 Q...   \n",
       "6   Time forfeit  1. e4 c6 2. Nf3 d5 3. Nc3 dxe4 4. Nxe4 Nf6 5. ...   \n",
       "7         Normal  1. d4 d5 2. Nf3 Nf6 3. Bf4 c6 4. e3 Bg4 5. Be2...   \n",
       "8         Normal  1. d4 Nf6 2. Bf4 e6 3. e3 d5 4. Nf3 h6 5. Bd3 ...   \n",
       "9   Time forfeit  1. e4 d5 2. exd5 Qxd5 3. Nf3 Nf6 4. Be2 c6 5. ...   \n",
       "10        Normal  1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Bc5 5. N...   \n",
       "11        Normal  1. e4 e5 2. Nf3 d6 3. Bc4 Nc6 4. d3 Na5 5. Na3...   \n",
       "12        Normal  1. e4 e5 2. f4 exf4 3. Nf3 d5 4. e5 f6 5. d4 f...   \n",
       "13  Time forfeit  1. b4 e6 2. Bb2 d5 3. Nf3 Nf6 4. b5 Be7 5. e3 ...   \n",
       "14  Time forfeit  1. e4 d5 2. exd5 Qxd5 3. d4 Qa5+ 4. Bd2 Qb6 5....   \n",
       "15        Normal  1. e4 d5 2. exd5 Qxd5 3. Nc3 Qa5 4. Nf3 c6 5. ...   \n",
       "16        Normal  1. e4 c6 2. Nf3 d5 3. Nc3 g6 4. d3 Bg7 5. Be2 ...   \n",
       "17        Normal  1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. d4 Bd7 5. dxe...   \n",
       "18        Normal  1. e4 c5 2. Nf3 e6 3. d4 Nc6 4. d5 Nb4 5. c3 N...   \n",
       "19        Normal  1. e4 c6 2. d4 d5 3. e5 Bf5 4. g4 Bd7 5. f4 e6...   \n",
       "20        Normal  1. e4 d5 2. e5 Bf5 3. d4 e6 4. Nc3 Nc6 5. Nf3 ...   \n",
       "21        Normal  1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. Bxc6+ bxc6 5....   \n",
       "22        Normal  1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 a6 5. c4...   \n",
       "23  Time forfeit  1. e4 e5 2. Nf3 Nc6 3. Bb5 a6 4. Ba4 Nf6 5. O-...   \n",
       "24        Normal  1. e4 e5 2. Nf3 Nc6 3. Nc3 Bb4 4. a3 Ba5 5. b4...   \n",
       "\n",
       "    Result_0-1  Result_1-0  Result_1/2-1/2  \n",
       "0        False        True           False  \n",
       "1         True       False           False  \n",
       "2        False        True           False  \n",
       "3        False        True           False  \n",
       "4         True       False           False  \n",
       "5         True       False           False  \n",
       "6         True       False           False  \n",
       "7        False        True           False  \n",
       "8         True       False           False  \n",
       "9        False        True           False  \n",
       "10        True       False           False  \n",
       "11       False        True           False  \n",
       "12       False        True           False  \n",
       "13       False        True           False  \n",
       "14        True       False           False  \n",
       "15        True       False           False  \n",
       "16       False        True           False  \n",
       "17       False        True           False  \n",
       "18        True       False           False  \n",
       "19       False        True           False  \n",
       "20       False        True           False  \n",
       "21       False       False            True  \n",
       "22       False        True           False  \n",
       "23        True       False           False  \n",
       "24        True       False           False  "
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numeric_columns = ['WhiteElo', 'BlackElo', 'WhiteRatingDiff', 'BlackRatingDiff']\n",
    "data[numeric_columns] = data[numeric_columns].apply(pd.to_numeric, errors='coerce')\n",
    "correlation_matrix = data[numeric_columns].corr()\n",
    "print(correlation_matrix)\n",
    "list(data.columns)\n",
    "data=pd.get_dummies(data,columns=['Result'])\n",
    "data.head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "8fab1608",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\thoma\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n",
      "C:\\Users\\thoma\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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ADEZQAwBgMIIaAACDEdQAABiMub4B9EgseYmegqAG0COx5CV6CoIaQI/FkpfoCeijBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADMaob8AA/vf8FhYWyrKCXBAAYxDUgAH87/k9eyxfsSkjgl1Sj8LkJwhlBDVgCN89v5Wlp4NdSo/D5CcIZQQ1gLDA5CcIVQwmAwDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDBTWo//SnP+nuu++W2+2Ww+HQli1bAvbPnTtXDocj4DFmzJiANjU1NVq8eLESEhIUExOjGTNm6NSpUwFtysrKlJmZKafTKafTqczMTJWXl3fxpwMAoOOCGtRVVVW66aabtG7dumbbTJ06VUVFRfZj27ZtAfuXLl2qd999V5s3b9aePXtUWVmp6dOny+v12m1mz56t/Px8ZWdnKzs7W/n5+crMzOyyzwUAQGcJ6sxk06ZN07Rp067YJioqSi6Xq8l9Ho9Hr732mt544w1NmjRJkrRx40alpKRox44dmjJlio4cOaLs7Gzt379fo0ePliS9+uqrGjt2rI4ePco0ggAAoxnfR52bm6vExEQNHz5c8+fPV0lJib0vLy9PdXV1mjx5sr3N7XYrPT1de/fulSTt27dPTqfTDmlJGjNmjJxOp92mKTU1NaqoqAh4AADQ3YwO6mnTpunNN9/Uzp079eyzz+rAgQOaOHGiampqJEnFxcXq3bu3+vfvH/C6pKQkFRcX220SExMbvXdiYqLdpimrVq2y+7SdTqdSUlI68ZMBANA6Ri/K8cADD9g/p6en65ZbbtHgwYO1detWzZo1q9nXWZYlh8NhP/f/ubk2Da1YsULLli2zn1dUVBDWAIBuZ/QZdUPJyckaPHiwjh07JklyuVyqra1VWVlZQLuSkhIlJSXZbc6cOdPovc6ePWu3aUpUVJT69esX8AAAoLuFVFCfO3dOJ0+eVHJysiRp1KhRioyMVE5Ojt2mqKhIhw8f1rhx4yRJY8eOlcfj0ccff2y3+eijj+TxeOw2AACYKqiXvisrK1VQUGA/P378uPLz8xUXF6e4uDhlZWXpvvvuU3Jysr788kv96le/UkJCgu69915JktPp1Lx58/TYY48pPj5ecXFxWr58uUaOHGmPAh8xYoSmTp2q+fPn6+WXX5YkLViwQNOnT2fENxDmvF5vwN+g1NRURUREBLEioLGgBvUnn3yijIwM+7mvT3jOnDl68cUXdejQIf3hD39QeXm5kpOTlZGRobfeekuxsbH2a5577jn16tVL999/v6qrq3XHHXdow4YNAf+zvfnmm1qyZIk9OnzGjBlXvHcbQHgoKCjQgue3KibBrarS03pl4V38Ax7GCWpQT5gwQZZlNbt/+/btLb5Hnz59tHbtWq1du7bZNnFxcdq4cWO7agTQs8UkuNXPNTjYZQDNCqk+agAAwg1BDQCAwQhqAAAMZvSEJ0BP4z/KuLCwUFcYogEAkghqoFv5jzI+eyxfsSkjgl0SAMNx6RvoZr5RxtH9G89BDwANEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgzEzGYCwYtXXq7CwUBLTuCI0ENQAwkrV+WJlbTmh+AEepnFFSGjXpe/rr79e586da7S9vLxc119/fYeLAoCuFBPPNK4IHe0K6i+//FJer7fR9pqaGn399dcdLgoAAFzWpkvf7733nv3z9u3b5XQ67eder1cffPCBrrvuuk4rDgCAcNemoJ45c6YkyeFwaM6cOQH7IiMjdd111+nZZ5/ttOIAAAh3bQrq+vp6SdKQIUN04MABJSQkdElRAADgsnaN+j5+/Hhn1wEAAJrQ7tuzPvjgA33wwQcqKSmxz7R9fv/733e4MAAA0M6gfuqpp/Sb3/xGt9xyi5KTk+VwODq7LqBH8Xq9KigoYIINAG3WrqB+6aWXtGHDBmVmZnZ2PUCP4Qtn6fIMWKu2HVF1eQkTbABok3YFdW1trcaNG9fZtQA9SkFBgRY8v1UxCW57BqxoLj4BaKN2TXjy4x//WJs2bersWoAeJyaBGbAAdEy7zqgvXbqkV155RTt27NC3vvUtRUZGBuxfvXp1pxQHAEC4a1dQHzx4UP/4j/8oSTp8+HDAPgaWAQDQedoV1Lt27ersOgAAQBPa1UcNAAC6R7vOqDMyMq54iXvnzp3tLggAAPyfdgW1r3/ap66uTvn5+Tp8+HCjxToAIBRY9fUqLCy0n6empioiIiKIFQGXtSuon3vuuSa3Z2VlqbKyskMFAUAwVJ0vVtaWE4of4FFV6Wm9svAupaWlBbssoHP7qP/5n/+Zeb4BhKyY+Mv3vcckuINdCmDr1KDet2+f+vTp05lvCQBAWGvXpe9Zs2YFPLcsS0VFRfrkk0/061//ulMKAwAA7Qxqp9MZ8Pyqq65SWlqafvOb32jy5MmdUhgAAGhnUK9fv76z6wAAAE1oV1D75OXl6ciRI3I4HLrhhht08803d1ZdAABA7QzqkpISPfjgg8rNzdU111wjy7Lk8XiUkZGhzZs369prr+3sOgEACEvtGvW9ePFiVVRU6PPPP9f58+dVVlamw4cPq6KiQkuWLOnsGgEACFvtOqPOzs7Wjh07NGLECHvbDTfcoOeff57BZAAAdKJ2nVHX19c3WoNakiIjI1VfX9/hogAAwGXtCuqJEyfqpz/9qU6fPm1v+/rrr/Wzn/1Md9xxR6cVBwBAuGtXUK9bt04XLlzQddddp6FDhyo1NVVDhgzRhQsXtHbt2s6uEQCAsNWuPuqUlBR9+umnysnJ0RdffCHLsnTDDTdo0qRJnV0fAABhrU1n1Dt37tQNN9ygiooKSdKdd96pxYsXa8mSJbr11lt144036sMPP+ySQgEACEdtCuo1a9Zo/vz56tevX6N9TqdTDz/8sFavXt1pxQEAEO7aFNR/+ctfNHXq1Gb3T548WXl5eR0uCgAAXNamoD5z5kyTt2X59OrVS2fPnu1wUQAA4LI2BfWAAQN06NChZvcfPHhQycnJHS4KAABc1qag/t73vqd/+7d/06VLlxrtq66u1pNPPqnp06d3WnEAAIS7Nt2e9a//+q965513NHz4cC1atEhpaWlyOBw6cuSInn/+eXm9Xj3xxBNdVSsAAGGnTUGdlJSkvXv36pFHHtGKFStkWZYkyeFwaMqUKXrhhReUlJTUJYUCABCO2jzhyeDBg7Vt2zaVlZWpoKBAlmVp2LBh6t+/f1fUBwBAWGvXzGSS1L9/f916662dWQsAAGig3UENoDGv16uCggJJUmFhof63dwgA2o2gBjpRQUGBFjy/VTEJbp09lq/YlBEtvwgArqBdq2cBaF5Mglv9XIMV3T8x2KUA6AE4owaAZvh3ZUhSamqqIiIiglgRwhFBDQDN8O/KqCo9rVcW3qW0tLRgl4UwQ1ADQANWfb0KCwslSX3jL3dlAMFCUANAA1Xni5W15YTqL3oYEIigI6gBoAkx8W59ExUV7DIARn0DAGAyzqiBdmA0MIDuQlAD7cBoYADdhaAG2sk3sQnCG1dX0NUIaqCD/G/lYX7v8MPVFXQ1ghroIN+tPPEDPMzvHaa4uoKuxKhvoBPExDO/N4CuQVADAGCwoAb1n/70J919991yu91yOBzasmVLwH7LspSVlSW3263o6GhNmDBBn3/+eUCbmpoaLV68WAkJCYqJidGMGTN06tSpgDZlZWXKzMyU0+mU0+lUZmamysvLu/jTAQDQcUEN6qqqKt10001at25dk/ufeeYZrV69WuvWrdOBAwfkcrl055136sKFC3abpUuX6t1339XmzZu1Z88eVVZWavr06fJ6vXab2bNnKz8/X9nZ2crOzlZ+fr4yMzO7/PMBANBRQR1MNm3aNE2bNq3JfZZlac2aNXriiSc0a9YsSdLrr7+upKQkbdq0SQ8//LA8Ho9ee+01vfHGG5o0aZIkaePGjUpJSdGOHTs0ZcoUHTlyRNnZ2dq/f79Gjx4tSXr11Vc1duxYHT16lNGZAACjGdtHffz4cRUXF2vy5Mn2tqioKI0fP1579+6VJOXl5amuri6gjdvtVnp6ut1m3759cjqddkhL0pgxY+R0Ou02TampqVFFRUXAAwCA7mZsUBcXF0uSkpKSArYnJSXZ+4qLi9W7d2/179//im0SExuPxE1MTLTbNGXVqlV2n7bT6VRKSkqHPg8AAO1hbFD7OByOgOeWZTXa1lDDNk21b+l9VqxYIY/HYz9OnjzZxsoBAOg4Yyc8cblcki6fEScnJ9vbS0pK7LNsl8ul2tpalZWVBZxVl5SUaNy4cXabM2fONHr/s2fPNjpb9xcVFaUolrgLe0wPCSDYjD2jHjJkiFwul3JycuxttbW12r17tx3Co0aNUmRkZECboqIiHT582G4zduxYeTweffzxx3abjz76SB6Px24DNMc3PeTP3vpM89f+t95//30dPXqUqUIBdJugnlFXVlYGnK0cP35c+fn5iouL06BBg7R06VKtXLlSw4YN07Bhw7Ry5Ur17dtXs2fPliQ5nU7NmzdPjz32mOLj4xUXF6fly5dr5MiR9ijwESNGaOrUqZo/f75efvllSdKCBQs0ffp0RnyjVXzTQ1aWnlbWlnymCgXQrYIa1J988okyMjLs58uWLZMkzZkzRxs2bNDjjz+u6upqPfrooyorK9Po0aP1/vvvKzY21n7Nc889p169eun+++9XdXW17rjjDm3YsCHg8uSbb76pJUuW2KPDZ8yY0ey928CV+KYKrSw9HexSAISJoAb1hAkTZF3h+qHD4VBWVpaysrKabdOnTx+tXbtWa9eubbZNXFycNm7c2JFSAQAICmP7qAEAgMGjvgHAJP7rjkvcAYDuQ1ADQCv4rzteVXparyy8iwGp6BYENdCA/73T3IYFf77BhEB3IqiBBnz3TsckuLkNC0DQMZgMaILv3uno/o3niQeA7sQZNQC0kf/AMrpH0NUIagBoI/+BZXSPoKtx6RsA2sE3sIzuEXQ1ghoAAIMR1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMGYmA4Au4L8Km8T61Wg/ghoAuoD/KmysX42OIKgBoIv4VmEDOoI+agAADEZQAwBgMC59A0AnYZ1qdAWCGgA6CetUoytw6RsAOhHrVKOzEdQAABiMoAYAwGAENQAABiOoAQAwGEENAIDBCGoAAAxGUAMAYDCCGgAAgzEzGcKW/3rBXq9XkhQREcHUjwCMQlAjbPmvF3z2WL6u6utU/IAhTP0IwCgENcKab73gytLT6nV1vP0zAJiCPmoAAAxGUAMAYDCCGgAAgxHUAAAYjKAGAMBgBDUAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIxFOQCgi1n19SosLLSfp6amKiIiIogVIZQQ1ADQxarOFytrywnFD/CoqvS0Xll4l9LS0oJdFkIEQQ0A3SAm/vKSqkBbEdQIK16vVwUFBZKkwsJCWVaQCwKAFhDUCCsFBQVa8PxWxSS4dfZYvmJTRgS7JAC4IkZ9I+zEJFy+BBndPzHYpQBAiwhqAAAMxqVv9Fi+/miv1ytJioiIoF8aQMghqNFj+fqjL5aV6Kq+TsUPGEK/NICQQ1CjR4tJcMuS1OvqePVzDVZl6elglwQAbUIfNQAABiOoAQAwGEENAIDB6KMGgG7EAh1oK4IaALoRC3SgrQhqAOhmLNCBtqCPGgAAgxHUAAAYjKAGAMBg9FEDQJAwAhytQVADQJAwAhytQVADQBAxAhwtoY8aAACDEdQAABiMoAYAwGBGB3VWVpYcDkfAw+Vy2fsty1JWVpbcbreio6M1YcIEff755wHvUVNTo8WLFyshIUExMTGaMWOGTp061d0fBQCAdjE6qCXpxhtvVFFRkf04dOiQve+ZZ57R6tWrtW7dOh04cEAul0t33nmnLly4YLdZunSp3n33XW3evFl79uxRZWWlpk+fLq/XG4yPAwBAmxg/6rtXr14BZ9E+lmVpzZo1euKJJzRr1ixJ0uuvv66kpCRt2rRJDz/8sDwej1577TW98cYbmjRpkiRp48aNSklJ0Y4dOzRlypRu/SwAALSV8WfUx44dk9vt1pAhQ/Tggw/akwMcP35cxcXFmjx5st02KipK48eP1969eyVJeXl5qqurC2jjdruVnp5ut2lOTU2NKioqAh4AAHQ3o4N69OjR+sMf/qDt27fr1VdfVXFxscaNG6dz586puLhYkpSUlBTwmqSkJHtfcXGxevfurf79+zfbpjmrVq2S0+m0HykpKZ34yQAAaB2jg3ratGm67777NHLkSE2aNElbt26VdPkSt4/D4Qh4jWVZjbY11Jo2K1askMfjsR8nT55s56cAAKD9jA7qhmJiYjRy5EgdO3bM7rdueGZcUlJin2W7XC7V1taqrKys2TbNiYqKUr9+/QIeAAB0t5AK6pqaGh05ckTJyckaMmSIXC6XcnJy7P21tbXavXu3xo0bJ0kaNWqUIiMjA9oUFRXp8OHDdhsAAExm9Kjv5cuX6+6779agQYNUUlKif//3f1dFRYXmzJkjh8OhpUuXauXKlRo2bJiGDRumlStXqm/fvpo9e7Ykyel0at68eXrssccUHx+vuLg4LV++3L6UDgCA6YwO6lOnTukHP/iBSktLde2112rMmDHav3+/Bg++PIH9448/rurqaj366KMqKyvT6NGj9f777ys2NtZ+j+eee069evXS/fffr+rqat1xxx3asGEDS8kBAEKC0UG9efPmK+53OBzKyspSVlZWs2369OmjtWvXau3atZ1cHQB0nubWpvZ6vSooKAjYhvBidFADQLjwX5u6suSUVtx1o66//noVFhZq1bYjcjjEetVhiqBGj+J/9lFYWCjLCnJBQBv41qauLD2trC35ih/g0dlj+YpNGaGo3pFNnnGj5yOo0aMUFBRowfNbFZPgtv/AAaHIP7SlwDPuqtLTnF2HEYIaIcn/zFkKPLuISQj8Awf0FL7wRnghqBGS/M+cObtAuGlu4Bl6JoIaIct35gyEGy6DhxeCGgBCEJfBw0dITSEKAEC4IagBADAYQQ0AgMHoo0bI8x8ByyQnAHoaghohz38ELJOcAOhpuPSNHsE3Aja6f2KwSwGATkVQAwBgMIIaAACDEdQAABiMoAYAwGCM+kbIYK1pAOGIoEbIYK1pAOGIS98IKb4Vs7gNC0C4IKgBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGBMeAKjMRsZgHBHUMNozEYGINxx6RvGYzYyAOGMoAYAwGAENQAABqOPGgBCmFVfr8LCQvt5amqqIiIiAgZi+m9H6CGoASCEVZ0vVtaWE4of4FFV6Wm9svAupaWlBQzE9N+O0ENQA0CIi4m/PODS/+y6sLBQff93O0IbQQ3jcO800D7+Z9fN3c7IJfHQQ1DDONw7DbSf7+y6svR0k/u5JB56CGoYoeFZdN8W/tgAaD0uiYc2ghpG4Cwa6DqtuSQOc3EfNYzBDGRA1/FdEuf/r9BDUAMAYDCCGgAAgxHUAAAYjMFkCBrulwaAlhHUCBpGegNAy7j0jaBipDcAXBlBDQCAwQhqAAAMRh81uhUDyACgbQhqdLmG4bxq2xFdfS0DyIBg858DXGIlLVMR1OhyTY3uZsENIPj85wCvLDmlFXfdqOuvv14SoW0SghpdgtWwgNDgvyxm1pZ8xQ/wsPylYQhqdAnukQZCTwzLXxqJUd/oMtwjDQAdR1ADAGAwghoAAIPRR41O5RtExj3SANA5CGp0Kt8gsotlJQwgA4BOQFCj08UkuMXJNBC6mAjFLAQ1ACCA/0Qo3FMdfAQ1Ooz5u4Gex3dPNWfXwUdQo8OY3ATouTi7Dj6CGp3CN7kJU4QCPU9TZ9ecWXcf7qMGALTK5bPrfC14fqvd3YWuxxk1AKDVYuLd6tMnKthlhBWCGu3CADIA6B4ENa7IP5C9Xq8kKSIiQoWFhVq17YiuvpYBZEC48e+r9v+70NzPEn3aHUFQQ1JgIEv/9z9VwxHdV/V1Kn7AEDucGUAGhB//keAN/y409TOjxTuGoIakwFusGv5P5T+iu9fV8YQzAHskeMO/C039jI4hqGHzBbL/ZS36nwF0FJOmdAxBHWau1OfsC+SGl7XofwbQEZ01aUpzXXQ9HUEdZlrqc/bxv6wFAB3V0pSkrQnhK3XR9WQEdRhoeCtV32b6lgCgq/mfXVeWnNKKu27U9ddfH3AnyZVCuKkuup5+Zh1WQf3CCy/od7/7nYqKinTjjTdqzZo1+u53vxvssrpEw3DmVioApvC/Ype1JT+gm61hCLfURdcn6ogd6j310njYBPVbb72lpUuX6oUXXtB3vvMdvfzyy5o2bZr++te/atCgQcEur0N8B2dL9zlz5gzANE11s13p9q+GXXT+s6T11EvjYRPUq1ev1rx58/TjH/9YkrRmzRpt375dL774olatWhXk6prX3OAvqfG9zhfLSrjPGUCP0NztXw01vEulbxN94aE+EUtYBHVtba3y8vL0y1/+MmD75MmTtXfv3iBVFai1M4D5grhh307feLcsiT5nAGGlubtUWjMpi//fUZMDPCyCurS0VF6vV0lJSQHbk5KSVFxc3ORrampqVFNTYz/3eDySpIqKig7Xc+zYsUbbvvzyS/12c66ir7lWZV/9TRF9rla/RLfKvvqbrnYPVVTsNfLW1sjqdUl1ly6q8uzXWv5SQUCb+osVuuqCRxHyqvLMyaD+TC3m12JqXdRCLW2upW8/1V26KG9tjSqKCv9vv99239/OK/0d9f3drS4/q18/OEHXXXddo7/Vw4YN63AG+MTGxsrhcLTYLiyC2qfhF2JZVrNf0qpVq/TUU0812p6SktIltQEAzPH//b91Xf47PB6P+vXr12K7sAjqhIQERURENDp7LikpaXSW7bNixQotW7bMfl5fX6/z588rPj6+2XCvqKhQSkqKTp482aov3yShXLsU2vWHcu1SaNdP7cETyvV3Vu2xsbGtahcWQd27d2+NGjVKOTk5uvfee+3tOTk5uueee5p8TVRUlKKiAtdcveaaa1r1+/r16xdyB55PKNcuhXb9oVy7FNr1U3vwhHL93VV7WAS1JC1btkyZmZm65ZZbNHbsWL3yyiv66quv9JOf/CTYpQEA0KywCeoHHnhA586d029+8xsVFRUpPT1d27Zt0+DBrOwCADBX2AS1JD366KN69NFHu+z9o6Ki9OSTTza6ZB4KQrl2KbTrD+XapdCun9qDJ5Tr7+7aHZbFIoYAAJjqqmAXAAAAmkdQAwBgMIIaAACDEdQAABiMoG7BddddJ4fD0eixcOFCSdLcuXMb7RszZkzAe9TU1Gjx4sVKSEhQTEyMZsyYoVOnTnV6rX/605909913y+12y+FwaMuWLQH7LctSVlaW3G63oqOjNWHCBH3++edtrrWsrEyZmZlyOp1yOp3KzMxUeXl5l9VeV1enX/ziFxo5cqRiYmLkdrv1wx/+UKdPBy48MmHChEb/LR588MEur72l+qXOO066+7uX1OTx73A49Lvf/c5uE6zvftWqVbr11lsVGxurxMREzZw5U0ePHg1oY/Jx31L9Jh/7rfnuTT3uW1O7Uce9hSsqKSmxioqK7EdOTo4lydq1a5dlWZY1Z84ca+rUqQFtzp07F/AeP/nJT6wBAwZYOTk51qeffmplZGRYN910k/XNN990aq3btm2znnjiCevtt9+2JFnvvvtuwP6nn37aio2Ntd5++23r0KFD1gMPPGAlJydbFRUVbap16tSpVnp6urV3715r7969Vnp6ujV9+vQuq728vNyaNGmS9dZbb1lffPGFtW/fPmv06NHWqFGjAt5j/Pjx1vz58wP+W5SXlwe06YraW6rfsjrvOOnu796yrICai4qKrN///veWw+Gw/v73v9ttgvXdT5kyxVq/fr11+PBhKz8/37rrrrusQYMGWZWVlXYbk4/7luo3+dhvzXdv6nHfmtpNOu4J6jb66U9/ag0dOtSqr6+3LOvygXjPPfc02768vNyKjIy0Nm/ebG/7+uuvrauuusrKzs7usjob/sGtr6+3XC6X9fTTT9vbLl26ZDmdTuull15qda1//etfLUnW/v377Tb79u2zJFlffPFFl9TelI8//tiSZJ04ccLeNn78eOunP/1ps6/pjtotq+n6O+M4MeW7v+eee6yJEycGbDPluy8pKbEkWbt377YsK7SO+6bqb4qpx35TtYfKcd+a7z2Yxz2XvtugtrZWGzdu1L/8y78ELMyRm5urxMREDR8+XPPnz1dJSYm9Ly8vT3V1dZo8ebK9ze12Kz09vVvXwj5+/LiKi4sD6oiKitL48ePtOlpT6759++R0OjV69Gi7zZgxY+R0Orv183g8Hjkcjkbzr7/55ptKSEjQjTfeqOXLl+vChQv2vmDX3tHjJNj1S9KZM2e0detWzZs3r9E+E75733K0cXFxkkLvuG9Yf3NtTDz2m6s9FI77lr73YB/3YTUzWUdt2bJF5eXlmjt3rr1t2rRp+v73v6/Bgwfr+PHj+vWvf62JEycqLy9PUVFRKi4uVu/evdW/f/+A97rSWthdwfe7mlqT+8SJE3ablmotLi5WYmJio/dPTEzsts9z6dIl/fKXv9Ts2bMDJsR/6KGHNGTIELlcLh0+fFgrVqzQX/7yF+Xk5AS99s44Tkz47l9//XXFxsZq1qxZAdtN+O4ty9KyZct02223KT093f69Umgc903V35Cpx35ztYfCcd+a7z3Yxz1B3Qavvfaapk2bJrfbbW974IEH7J/T09N1yy23aPDgwdq6dWuj/6j+rCushd2V2rImd3NtmmrfXZ+nrq5ODz74oOrr6/XCCy8E7Js/f779c3p6uoYNG6ZbbrlFn376qb797W9LCl7tnXWcBPO7l6Tf//73euihh9SnT5+A7SZ894sWLdLBgwe1Z8+eRvtC4bi/Uv2S2cd+c7WHwnHf0vcuBf+459J3K504cUI7duzQj3/84yu2S05O1uDBg3Xs2DFJksvlUm1trcrKygLaXWkt7K7gcrkk6YprcremVpfLpTNnzjR6/7Nnz3b556mrq9P999+v48ePKycnp8Xl5b797W8rMjIy4L9FsGpvqD3HSbDr//DDD3X06NEW/x+Quv+7X7x4sd577z3t2rVLAwcOtLeHynHfXP0+Jh/7LdXuz7TjvjW1G3Hct7o3O8w9+eSTlsvlsurq6q7YrrS01IqKirJef/11y7L+b7DEW2+9Zbc5ffp00AaT/cd//Ie9raampslBNVeq1Tc44qOPPrLb7N+/v8sHNNXW1lozZ860brzxRqukpKRV73Po0KGAASLdUXtz9TfUnuMkWN+9z5w5cxqNNm5Od3339fX11sKFCy2322397W9/a3K/ycd9S/VblrnHfmtqb8iU474ttZtw3BPUreD1eq1BgwZZv/jFLwK2X7hwwXrsscesvXv3WsePH7d27dpljR071howYECjWz8GDhxo7dixw/r000+tiRMndsntWRcuXLA+++wz67PPPrMkWatXr7Y+++wze3To008/bTmdTuudd96xDh06ZP3gBz9o8jaVlmqdOnWq9a1vfcvat2+ftW/fPmvkyJEdvk3lSrXX1dVZM2bMsAYOHGjl5+cH3ApRU1NjWZZlFRQUWE899ZR14MAB6/jx49bWrVutf/iHf7BuvvnmLq+9pfo78zjp7u/ex+PxWH379rVefPHFRq8P5nf/yCOPWE6n08rNzQ04Li5evGi3Mfm4b6l+k4/9lmo3+bhvzXFjWeYc9wR1K2zfvt2SZB09ejRg+8WLF63Jkydb1157rRUZGWkNGjTImjNnjvXVV18FtKuurrYWLVpkxcXFWdHR0db06dMbtekMu3btsiQ1esyZM8eyrMv/ivRdGYiKirJuv/1269ChQ22u9dy5c9ZDDz1kxcbGWrGxsdZDDz1klZWVdVntx48fb3Kf/O5n/+qrr6zbb7/diouLs3r37m0NHTrUWrJkSaN7Nrui9pbq78zjpLu/e5+XX37Zio6ObnSPqGUF97tv7rhYv3693cbk476l+k0+9luq3eTjvjXHjWWZc9yzzCUAAAZjMBkAAAYjqAEAMBhBDQCAwQhqAAAMRlADAGAwghoAAIMR1AAAGIygBhDA4XBoy5Ytze7Pzc2Vw+FQeXl5l9cyd+5czZw5s8t/D2AyghrooV566SXFxsbqm2++sbdVVlYqMjJS3/3udwPafvjhh3I4HPrb3/7W4vuOGzdORUVFcjqdkqQNGzY0Whu5NXyB39SjO5eABUzHMpdAD5WRkaHKykp98sknGjNmjKTLgexyuXTgwAFdvHhRffv2lXQ5NN1ut4YPH97i+/bu3dtelaozHD16tNFqUE2t4QuEK86ogR4qLS1Nbrdbubm59rbc3Fzdc889Gjp0qPbu3RuwPSMjw35eWlqqe++9V3379tWwYcP03nvvBbT1XfrOzc3Vj370I3k8HvtsOCsrS5JUW1urxx9/XAMGDFBMTIxGjx4dUItPYmKiXC5XwOOqq5r+01RTU6MlS5YoMTFRffr00W233aYDBw507IsCDEdQAz3YhAkTtGvXLvv5rl27NGHCBI0fP97eXltbq3379gUE9VNPPaX7779fBw8e1Pe+9z099NBDOn/+fKP3HzdunNasWaN+/fqpqKhIRUVFWr58uSTpRz/6kf785z9r8+bNOnjwoL7//e9r6tSp9lq97fH444/r7bff1uuvv65PP/1UqampmjJlSpO1AT0FQQ30YBMmTNCf//xnffPNN7pw4YI+++wz3X777Ro/frx9drt//35VV1cHBPXcuXP1gx/8QKmpqVq5cqWqqqr08ccfN3r/3r17y+l0yuFw2GfDV199tf7+97/rP//zP/Vf//Vf+u53v6uhQ4dq+fLluu2227R+/fqA9xg4cKCuvvpq+5GWltbkZ6mqqtKLL76o3/3ud5o2bZpuuOEGvfrqq4qOjtZrr73WeV8aYBj6qIEeLCMjQ1VVVTpw4IDKyso0fPhwJSYmavz48crMzFRVVZVyc3M1aNAgXX/99fbrvvWtb9k/x8TEKDY2ViUlJa3+vZ9++qksy2rU511TU6P4+PiAbR9++KFiY2Pt5716Nf1n6e9//7vq6ur0ne98x94WGRmpf/qnf9KRI0daXRsQaghqoAdLTU3VwIEDtWvXLpWVlWn8+PGSJJfLpSFDhujPf/6zdu3apYkTJwa8LjIyMuC5w+FQfX19q39vfX29IiIilJeXp4iIiIB9V199dcDzIUOGtGrUuG9FXofD0Wh7w21AT8Klb6CHy8jIUG5urnJzczVhwgR7+/jx47V9+3bt378/4LJ3W/Xu3Vterzdg28033yyv16uSkhKlpqYGPNo7Yjw1NVW9e/fWnj177G11dXX65JNPNGLEiHbXD5iOM2qgh8vIyNDChQtVV1dnn1FLl4P6kUce0aVLlzoU1Nddd50qKyv1wQcf6KabblLfvn01fPhwPfTQQ/rhD3+oZ599VjfffLNKS0u1c+dOjRw5Ut/73vfs15eUlOjSpUsB7xkfH9/orD4mJkaPPPKIfv7znysuLk6DBg3SM888o4sXL2revHntrh8wHWfUQA+XkZGh6upqpaamKikpyd4+fvx4XbhwQUOHDlVKSkq733/cuHH6yU9+ogceeEDXXnutnnnmGUnS+vXr9cMf/lCPPfaY0tLSNGPGDH300UeNfldaWpqSk5MDHnl5eU3+rqefflr33XefMjMz9e1vf1sFBQXavn27+vfv3+76AdM5LF/HDwAAMA5n1AAAGIygBgDAYAQ1AAAGI6gBADAYQQ0AgMEIagAADEZQAwBgMIIaAACDEdQAABiMoAYAwGAENQAABiOoAQAw2P8P5jRXbtgNt5wAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sp_untransformed = sns.displot(data['WhiteElo'])\n",
    "sp_untransformed = sns.displot(data['BlackElo'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "17bcd980",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skewness: 0.047773\n",
      "Skewness: 0.043892\n"
     ]
    }
   ],
   "source": [
    "print(\"Skewness: %f\" % data['WhiteElo'].skew())\n",
    "print(\"Skewness: %f\" % data['BlackElo'].skew())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "5401eeb4",
   "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>Event</th>\n",
       "      <th>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>Termination</th>\n",
       "      <th>AN</th>\n",
       "      <th>Result_0-1</th>\n",
       "      <th>Result_1-0</th>\n",
       "      <th>Result_1/2-1/2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>eisaaaa</td>\n",
       "      <td>HAMID449</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>go4jas</td>\n",
       "      <td>Sergei1973</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Evangelistaizac</td>\n",
       "      <td>kafune</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>Jvayne</td>\n",
       "      <td>Wsjvayne</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>kyoday</td>\n",
       "      <td>BrettDale</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>Classical</td>\n",
       "      <td>users7777</td>\n",
       "      <td>Drex78</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:17</td>\n",
       "      <td>1828</td>\n",
       "      <td>1989</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Modern Defense</td>\n",
       "      <td>900+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 g6 2. d5 Bg7 3. e4 d6 4. f4 Nf6 5. Bd3 O...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>Polol</td>\n",
       "      <td>honorarycitizen</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:16</td>\n",
       "      <td>2128</td>\n",
       "      <td>2040</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Horwitz Defense</td>\n",
       "      <td>30+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 e6 2. c3 c5 3. e3 cxd4 4. cxd4 d5 5. Nf3...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>milanbelobrk</td>\n",
       "      <td>goblin123</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>2074</td>\n",
       "      <td>2056</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>60+1</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 c5 2. d4 cxd4 3. exd4 d5 4. Nf3 Nf6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>reyprato</td>\n",
       "      <td>GARAGIN13</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>1464</td>\n",
       "      <td>1533</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense #4</td>\n",
       "      <td>120+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d6 2. Nf3 Nf6 3. Bc4 Nxe4 4. d3 Nf6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>Classical</td>\n",
       "      <td>Nuprow</td>\n",
       "      <td>MrezaNargesi</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:18</td>\n",
       "      <td>1996</td>\n",
       "      <td>1976</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C03</td>\n",
       "      <td>French Defense: Tarrasch Variation, Morozevich...</td>\n",
       "      <td>900+10</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e6 2. d4 d5 3. Nd2 Be7 4. exd5 exd5 5. N...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Event            White            Black     UTCDate  \\\n",
       "0              Classical           eisaaaa         HAMID449  2016.06.30   \n",
       "1                  Blitz            go4jas       Sergei1973  2016.06.30   \n",
       "2       Blitz tournament   Evangelistaizac           kafune  2016.06.30   \n",
       "3         Correspondence            Jvayne         Wsjvayne  2016.06.30   \n",
       "4       Blitz tournament            kyoday        BrettDale  2016.06.30   \n",
       "...                   ...              ...              ...         ...   \n",
       "99995          Classical         users7777           Drex78  2016.07.01   \n",
       "99996             Bullet             Polol  honorarycitizen  2016.07.01   \n",
       "99997             Bullet      milanbelobrk        goblin123  2016.07.01   \n",
       "99998             Bullet          reyprato        GARAGIN13  2016.07.01   \n",
       "99999          Classical            Nuprow     MrezaNargesi  2016.07.01   \n",
       "\n",
       "        UTCTime  WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0      22:00:01      1901      1896             11.0            -11.0  D10   \n",
       "1      22:00:01      1641      1627            -11.0             12.0  C20   \n",
       "2      22:00:02      1647      1688             13.0            -13.0  B01   \n",
       "3      22:00:02      1706      1317             27.0            -25.0  A00   \n",
       "4      22:00:02      1945      1900            -14.0             13.0  B90   \n",
       "...         ...       ...       ...              ...              ...  ...   \n",
       "99995  13:04:17      1828      1989             -7.0              7.0  A40   \n",
       "99996  13:04:16      2128      2040            -17.0             11.0  A40   \n",
       "99997  13:04:15      2074      2056            -12.0             11.0  A00   \n",
       "99998  13:04:15      1464      1533             -9.0              9.0  B07   \n",
       "99999  13:04:18      1996      1976             10.0            -10.0  C03   \n",
       "\n",
       "                                                 Opening TimeControl  \\\n",
       "0                                           Slav Defense       300+5   \n",
       "1                              King's Pawn Opening: 2.b3       300+0   \n",
       "2          Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "3                                   Van't Kruijs Opening           -   \n",
       "4            Sicilian Defense: Najdorf, Lipnitsky Attack       180+0   \n",
       "...                                                  ...         ...   \n",
       "99995                                     Modern Defense       900+0   \n",
       "99996                                    Horwitz Defense        30+0   \n",
       "99997                               Van't Kruijs Opening        60+1   \n",
       "99998                                    Pirc Defense #4       120+0   \n",
       "99999  French Defense: Tarrasch Variation, Morozevich...      900+10   \n",
       "\n",
       "        Termination                                                 AN  \\\n",
       "0      Time forfeit  1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...   \n",
       "1            Normal  1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...   \n",
       "2      Time forfeit  1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....   \n",
       "3            Normal  1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...   \n",
       "4      Time forfeit  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...   \n",
       "...             ...                                                ...   \n",
       "99995        Normal  1. d4 g6 2. d5 Bg7 3. e4 d6 4. f4 Nf6 5. Bd3 O...   \n",
       "99996        Normal  1. d4 e6 2. c3 c5 3. e3 cxd4 4. cxd4 d5 5. Nf3...   \n",
       "99997        Normal  1. e3 c5 2. d4 cxd4 3. exd4 d5 4. Nf3 Nf6 5. B...   \n",
       "99998        Normal  1. e4 d6 2. Nf3 Nf6 3. Bc4 Nxe4 4. d3 Nf6 5. B...   \n",
       "99999        Normal  1. e4 e6 2. d4 d5 3. Nd2 Be7 4. exd5 exd5 5. N...   \n",
       "\n",
       "       Result_0-1  Result_1-0  Result_1/2-1/2  \n",
       "0           False        True           False  \n",
       "1            True       False           False  \n",
       "2           False        True           False  \n",
       "3           False        True           False  \n",
       "4            True       False           False  \n",
       "...           ...         ...             ...  \n",
       "99995        True       False           False  \n",
       "99996        True       False           False  \n",
       "99997        True       False           False  \n",
       "99998        True       False           False  \n",
       "99999       False        True           False  \n",
       "\n",
       "[100000 rows x 17 columns]"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop= data.drop_duplicates()\n",
    "drop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "96add6a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BlackRatingDiff    46\n",
       "WhiteRatingDiff    46\n",
       "ECO                 0\n",
       "Result_1-0          0\n",
       "Result_0-1          0\n",
       "AN                  0\n",
       "Termination         0\n",
       "TimeControl         0\n",
       "Opening             0\n",
       "Event               0\n",
       "White               0\n",
       "BlackElo            0\n",
       "WhiteElo            0\n",
       "UTCTime             0\n",
       "UTCDate             0\n",
       "Black               0\n",
       "Result_1/2-1/2      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total = data.isnull().sum().sort_values(ascending=False)\n",
    "total2=total.head(20)\n",
    "total2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "3909e21a",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.dropna(subset=[\"WhiteRatingDiff\"])\n",
    "data=data.dropna(subset=[\"BlackRatingDiff\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "0eee7447",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['NOS'] = data['AN'].apply(lambda x: len(x.split('.'))-1)\n",
    "data['MeanElo']=(data['WhiteElo']+data['BlackElo'])/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "200423dd",
   "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>Event</th>\n",
       "      <th>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>Termination</th>\n",
       "      <th>AN</th>\n",
       "      <th>Result_0-1</th>\n",
       "      <th>Result_1-0</th>\n",
       "      <th>Result_1/2-1/2</th>\n",
       "      <th>NOS</th>\n",
       "      <th>MeanElo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>eisaaaa</td>\n",
       "      <td>HAMID449</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>38</td>\n",
       "      <td>1898.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>go4jas</td>\n",
       "      <td>Sergei1973</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>24</td>\n",
       "      <td>1634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Evangelistaizac</td>\n",
       "      <td>kafune</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1667.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>Jvayne</td>\n",
       "      <td>Wsjvayne</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1511.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>kyoday</td>\n",
       "      <td>BrettDale</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>1922.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>lucaseixasouza</td>\n",
       "      <td>diguim</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1773</td>\n",
       "      <td>1809</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C27</td>\n",
       "      <td>Vienna Game</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nc3 d6 3. Nf3 h6 4. Bc4 c6 5. b3 Q...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>43</td>\n",
       "      <td>1791.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>RENZZO77</td>\n",
       "      <td>HeadlessChicken</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1895</td>\n",
       "      <td>1886</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>B10</td>\n",
       "      <td>Caro-Kann Defense: Two Knights Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c6 2. Nf3 d5 3. Nc3 dxe4 4. Nxe4 Nf6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>64</td>\n",
       "      <td>1890.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>ipero</td>\n",
       "      <td>Bayern123</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2155</td>\n",
       "      <td>2356</td>\n",
       "      <td>20.0</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>D02</td>\n",
       "      <td>Queen's Pawn Game: London System</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 d5 2. Nf3 Nf6 3. Bf4 c6 4. e3 Bg4 5. Be2...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>71</td>\n",
       "      <td>2255.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Loginov19510410</td>\n",
       "      <td>Kereshu</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2010</td>\n",
       "      <td>2111</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>A45</td>\n",
       "      <td>Indian Game</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 Nf6 2. Bf4 e6 3. e3 d5 4. Nf3 h6 5. Bd3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>56</td>\n",
       "      <td>2060.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Shambobala</td>\n",
       "      <td>cernunnoss</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1764</td>\n",
       "      <td>1773</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Nf6 4. Be2 c6 5. ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>43</td>\n",
       "      <td>1768.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Classical</td>\n",
       "      <td>DARDELU</td>\n",
       "      <td>chess4life54</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1649</td>\n",
       "      <td>1638</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C57</td>\n",
       "      <td>Italian Game: Two Knights Defense, Traxler Cou...</td>\n",
       "      <td>900+3</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Bc5 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>22</td>\n",
       "      <td>1643.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Classical</td>\n",
       "      <td>fabikim</td>\n",
       "      <td>sereno</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1630</td>\n",
       "      <td>1500</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>C41</td>\n",
       "      <td>Philidor Defense #3</td>\n",
       "      <td>420+5</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 d6 3. Bc4 Nc6 4. d3 Na5 5. Na3...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>35</td>\n",
       "      <td>1565.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>IZDenisZI</td>\n",
       "      <td>BoBo93</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1833</td>\n",
       "      <td>1837</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>C36</td>\n",
       "      <td>King's Gambit Accepted, Modern Defense</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. f4 exf4 3. Nf3 d5 4. e5 f6 5. d4 f...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>1835.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>lasha-fero</td>\n",
       "      <td>ildivinojohnny</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2020</td>\n",
       "      <td>1979</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Polish Opening</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. b4 e6 2. Bb2 d5 3. Nf3 Nf6 4. b5 Be7 5. e3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>62</td>\n",
       "      <td>1999.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>arkadyNa</td>\n",
       "      <td>sofianet06</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1581</td>\n",
       "      <td>1616</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. d4 Qa5+ 4. Bd2 Qb6 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1598.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>mayconchess</td>\n",
       "      <td>trend19</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1879</td>\n",
       "      <td>1868</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Main Line</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nc3 Qa5 4. Nf3 c6 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>17</td>\n",
       "      <td>1873.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>lj1983</td>\n",
       "      <td>plmnnnn</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1963</td>\n",
       "      <td>1979</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B10</td>\n",
       "      <td>Caro-Kann Defense: Two Knights Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c6 2. Nf3 d5 3. Nc3 g6 4. d3 Bg7 5. Be2 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>21</td>\n",
       "      <td>1971.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Inorem</td>\n",
       "      <td>leymoral</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1751</td>\n",
       "      <td>1712</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C62</td>\n",
       "      <td>Ruy Lopez: Steinitz Defense</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. d4 Bd7 5. dxe...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>28</td>\n",
       "      <td>1731.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Torres2300</td>\n",
       "      <td>Trabelsi-Wajdi</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1795</td>\n",
       "      <td>1800</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>B32</td>\n",
       "      <td>Sicilian Defense: Franco-Sicilian Variation</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c5 2. Nf3 e6 3. d4 Nc6 4. d5 Nb4 5. c3 N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>39</td>\n",
       "      <td>1797.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Igor76</td>\n",
       "      <td>dancg</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1913</td>\n",
       "      <td>1925</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B12</td>\n",
       "      <td>Caro-Kann Defense: Advance Variation, Bayonet ...</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c6 2. d4 d5 3. e5 Bf5 4. g4 Bd7 5. f4 e6...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>32</td>\n",
       "      <td>1919.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>yoyoparker</td>\n",
       "      <td>philastro110</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1707</td>\n",
       "      <td>1739</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d5 2. e5 Bf5 3. d4 e6 4. Nc3 Nc6 5. Nf3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>62</td>\n",
       "      <td>1723.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Axel15l</td>\n",
       "      <td>cavaleirobranco</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1512</td>\n",
       "      <td>1570</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>C62</td>\n",
       "      <td>Ruy Lopez: Steinitz Defense</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. Bxc6+ bxc6 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>47</td>\n",
       "      <td>1541.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Andique</td>\n",
       "      <td>machiine</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1816</td>\n",
       "      <td>1815</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>B41</td>\n",
       "      <td>Sicilian Defense: Kan Variation, Maroczy Bind,...</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 a6 5. c4...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>25</td>\n",
       "      <td>1815.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>DORLISS</td>\n",
       "      <td>Ar1551</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1891</td>\n",
       "      <td>1930</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>C78</td>\n",
       "      <td>Ruy Lopez: Morphy Defense, Arkhangelsk Variation</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bb5 a6 4. Ba4 Nf6 5. O-...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>46</td>\n",
       "      <td>1910.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>chessmaster7</td>\n",
       "      <td>ComaLaDama</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1747</td>\n",
       "      <td>1731</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>C46</td>\n",
       "      <td>Three Knights Opening #2</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Nc3 Bb4 4. a3 Ba5 5. b4...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>33</td>\n",
       "      <td>1739.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>fay13011</td>\n",
       "      <td>Whitekid2000</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1682</td>\n",
       "      <td>1739</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense #4</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d6 2. Nf3 Nf6 3. Nc3 Bg4 4. d4 e6 5. h3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>42</td>\n",
       "      <td>1710.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>sztachalom</td>\n",
       "      <td>MrKit</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2149</td>\n",
       "      <td>2047</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d6 2. d4 Nf6 3. Bd3 g6 4. h4 c5 5. h5 Nx...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>48</td>\n",
       "      <td>2098.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>memellow</td>\n",
       "      <td>bogazmuhammet</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1604</td>\n",
       "      <td>1604</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>C00</td>\n",
       "      <td>French Defense: Knight Variation</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 e6 2. Nf3 d5 3. d3 dxe4 4. dxe4 Qxd1+ 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>48</td>\n",
       "      <td>1604.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>Pablo_M</td>\n",
       "      <td>Scala</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1619</td>\n",
       "      <td>1540</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d5 2. Nc3 d4 3. Nd5 c5 4. Bc4 e6 5. Nf4 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>29</td>\n",
       "      <td>1579.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>avances123</td>\n",
       "      <td>sakilaharshad</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1624</td>\n",
       "      <td>1614</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>C42</td>\n",
       "      <td>Russian Game: Classical Attack</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nf6 3. Nxe5 d6 4. Nf3 Nxe4 5. ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>27</td>\n",
       "      <td>1619.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>Joaozinho</td>\n",
       "      <td>poopyhead</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1881</td>\n",
       "      <td>1861</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>B32</td>\n",
       "      <td>Sicilian Defense: Open #3</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 c5 2. e4 cxd4 3. Nf3 Nc6 4. Nxd4 Nxd4 5....</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>37</td>\n",
       "      <td>1871.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>TheDPmaster</td>\n",
       "      <td>Supercerebraco</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1753</td>\n",
       "      <td>1744</td>\n",
       "      <td>-59.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>B02</td>\n",
       "      <td>Alekhine Defense: Scandinavian Variation</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 Nf6 2. Nc3 d5 3. e5 d4 4. exf6 dxc3 5. f...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20</td>\n",
       "      <td>1748.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Ramonoide</td>\n",
       "      <td>NeRi</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1839</td>\n",
       "      <td>1852</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C00</td>\n",
       "      <td>French Defense: Chigorin Variation</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e6 2. Qe2 Be7 3. Nf3 d5 4. exd5 exd5 5. ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>20</td>\n",
       "      <td>1845.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>noob747</td>\n",
       "      <td>AlexandreIII</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1408</td>\n",
       "      <td>1405</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>C00</td>\n",
       "      <td>French Defense: Normal Variation</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e6 2. d4 b6 3. Nc3 Bb4 4. Bd2 Bb7 5. Bd3...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>13</td>\n",
       "      <td>1406.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>wesley1729</td>\n",
       "      <td>tolia</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1876</td>\n",
       "      <td>1897</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C64</td>\n",
       "      <td>Ruy Lopez: Classical Variation</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Bb5 Bc5 4. O-O d6 5. d4...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>60</td>\n",
       "      <td>1886.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>sznorby87</td>\n",
       "      <td>gpoly</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1412</td>\n",
       "      <td>1488</td>\n",
       "      <td>18.0</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>B00</td>\n",
       "      <td>King's Pawn</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Abandoned</td>\n",
       "      <td>1. e4 1-0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>SlipknotSoaD</td>\n",
       "      <td>fight27</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1886</td>\n",
       "      <td>1928</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense: Roscher Gambit</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d6 2. Nf3 Nf6 3. d4 g6 4. e5 dxe5 5. dxe...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>58</td>\n",
       "      <td>1907.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>wqweto</td>\n",
       "      <td>Archer_reborn</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1376</td>\n",
       "      <td>1419</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Horwitz Defense</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 e6 2. Nf3 Ne7 3. Bf4 Ng6 4. e3 Nxf4 5. e...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>30</td>\n",
       "      <td>1397.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>enigmahack</td>\n",
       "      <td>ChecksMix</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1767</td>\n",
       "      <td>1748</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>B40</td>\n",
       "      <td>Sicilian Defense: French Variation</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 e6 3. Bc4 Qc7 4. Nc3 Nc6 5. d4...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>46</td>\n",
       "      <td>1757.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>TonoyanRob7</td>\n",
       "      <td>bronze_dragon</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2215</td>\n",
       "      <td>2072</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>C17</td>\n",
       "      <td>French Defense: Winawer Variation, Advance Var...</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e6 2. d4 d5 3. Nc3 Bb4 4. e5 c5 5. a3 cx...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>58</td>\n",
       "      <td>2143.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>whitty1973</td>\n",
       "      <td>DonQyf</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1580</td>\n",
       "      <td>1571</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>D02</td>\n",
       "      <td>Queen's Pawn Game: Zukertort Variation</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 d5 2. Nf3 e5 3. dxe5 c6 4. h3 Nd7 5. e3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>53</td>\n",
       "      <td>1575.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>Edprenton</td>\n",
       "      <td>Firdaus_edo</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1787</td>\n",
       "      <td>1842</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A30</td>\n",
       "      <td>English Opening: Symmetrical Variation</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. c4 c5 2. b3 Nc6 3. Bb2 d5 4. e3 d4 5. exd4 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>33</td>\n",
       "      <td>1814.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Scop</td>\n",
       "      <td>eruditbattle_ru</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1939</td>\n",
       "      <td>1965</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>B40</td>\n",
       "      <td>Sicilian Defense: French Variation, Normal</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 Nf6 5. B...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>56</td>\n",
       "      <td>1952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Tot27</td>\n",
       "      <td>EnioAugusto</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1479</td>\n",
       "      <td>1512</td>\n",
       "      <td>17.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>C55</td>\n",
       "      <td>Italian Game: Two Knights Defense, Modern Bish...</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Bc4 Nc6 3. d3 Nf6 4. Nf3 h6 5. h3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>25</td>\n",
       "      <td>1495.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>BOBFICHER1981</td>\n",
       "      <td>samad_110</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>2053</td>\n",
       "      <td>2056</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>D00</td>\n",
       "      <td>Queen's Pawn Game: Chigorin Variation</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 d5 2. Nc3 c6 3. Nf3 Nf6 4. Bg5 e6 5. e3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>95</td>\n",
       "      <td>2054.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>lelouch_V</td>\n",
       "      <td>Vunjak</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1868</td>\n",
       "      <td>1861</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>C46</td>\n",
       "      <td>Three Knights Opening</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. Nf3 Nc6 3. Nc3 d6 4. Bc4 h6 5. h3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>26</td>\n",
       "      <td>1864.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>omarassaad1</td>\n",
       "      <td>kendawy</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1454</td>\n",
       "      <td>1533</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>B00</td>\n",
       "      <td>King's Pawn</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Abandoned</td>\n",
       "      <td>1. e4 1-0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1493.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Bullet tournament</td>\n",
       "      <td>hurvajsmanka</td>\n",
       "      <td>Spyandy</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1780</td>\n",
       "      <td>1789</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Polish Opening: Dutch Defense</td>\n",
       "      <td>60+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. b4 f5 2. Bb2 Nf6 3. e3 d6 4. b5 e5 5. a4 Bd...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>37</td>\n",
       "      <td>1784.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Classical tournament</td>\n",
       "      <td>friodorovic</td>\n",
       "      <td>vanz123</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1734</td>\n",
       "      <td>1770</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>A20</td>\n",
       "      <td>English Opening: King's English Variation</td>\n",
       "      <td>600+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. c4 e5 2. g3 f5 3. Bg2 Nf6 4. Nc3 Be7 5. e3 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>20</td>\n",
       "      <td>1752.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Marcello2015</td>\n",
       "      <td>Pervach</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1789</td>\n",
       "      <td>1790</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C00</td>\n",
       "      <td>French Defense: Knight Variation</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e6 2. Nf3 d5 3. exd5 exd5 4. d4 Nf6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1789.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Event            White            Black     UTCDate  \\\n",
       "0               Classical           eisaaaa         HAMID449  2016.06.30   \n",
       "1                   Blitz            go4jas       Sergei1973  2016.06.30   \n",
       "2        Blitz tournament   Evangelistaizac           kafune  2016.06.30   \n",
       "3          Correspondence            Jvayne         Wsjvayne  2016.06.30   \n",
       "4        Blitz tournament            kyoday        BrettDale  2016.06.30   \n",
       "5        Blitz tournament    lucaseixasouza           diguim  2016.06.30   \n",
       "6        Blitz tournament          RENZZO77  HeadlessChicken  2016.06.30   \n",
       "7        Blitz tournament             ipero        Bayern123  2016.06.30   \n",
       "8        Blitz tournament   Loginov19510410          Kereshu  2016.06.30   \n",
       "9        Blitz tournament        Shambobala       cernunnoss  2016.06.30   \n",
       "10              Classical           DARDELU     chess4life54  2016.06.30   \n",
       "11              Classical           fabikim           sereno  2016.06.30   \n",
       "12       Blitz tournament         IZDenisZI           BoBo93  2016.06.30   \n",
       "13       Blitz tournament        lasha-fero   ildivinojohnny  2016.06.30   \n",
       "14       Blitz tournament          arkadyNa       sofianet06  2016.06.30   \n",
       "15       Blitz tournament       mayconchess          trend19  2016.06.30   \n",
       "16       Blitz tournament            lj1983          plmnnnn  2016.06.30   \n",
       "17       Blitz tournament            Inorem         leymoral  2016.06.30   \n",
       "18       Blitz tournament        Torres2300   Trabelsi-Wajdi  2016.06.30   \n",
       "19       Blitz tournament            Igor76            dancg  2016.06.30   \n",
       "20       Blitz tournament        yoyoparker     philastro110  2016.06.30   \n",
       "21       Blitz tournament           Axel15l  cavaleirobranco  2016.06.30   \n",
       "22       Blitz tournament           Andique         machiine  2016.06.30   \n",
       "23   Classical tournament           DORLISS           Ar1551  2016.06.30   \n",
       "24   Classical tournament      chessmaster7       ComaLaDama  2016.06.30   \n",
       "25      Bullet tournament          fay13011     Whitekid2000  2016.06.30   \n",
       "26      Bullet tournament        sztachalom            MrKit  2016.06.30   \n",
       "27       Blitz tournament          memellow    bogazmuhammet  2016.06.30   \n",
       "28      Bullet tournament           Pablo_M            Scala  2016.06.30   \n",
       "29   Classical tournament        avances123    sakilaharshad  2016.06.30   \n",
       "30      Bullet tournament         Joaozinho        poopyhead  2016.06.30   \n",
       "31       Blitz tournament       TheDPmaster   Supercerebraco  2016.06.30   \n",
       "32       Blitz tournament         Ramonoide             NeRi  2016.06.30   \n",
       "33   Classical tournament           noob747     AlexandreIII  2016.06.30   \n",
       "34       Blitz tournament        wesley1729            tolia  2016.06.30   \n",
       "35       Blitz tournament         sznorby87            gpoly  2016.06.30   \n",
       "36      Bullet tournament      SlipknotSoaD          fight27  2016.06.30   \n",
       "37      Bullet tournament            wqweto    Archer_reborn  2016.06.30   \n",
       "38      Bullet tournament        enigmahack        ChecksMix  2016.06.30   \n",
       "39   Classical tournament       TonoyanRob7    bronze_dragon  2016.06.30   \n",
       "40   Classical tournament        whitty1973           DonQyf  2016.06.30   \n",
       "41   Classical tournament         Edprenton      Firdaus_edo  2016.06.30   \n",
       "42       Blitz tournament              Scop  eruditbattle_ru  2016.06.30   \n",
       "43       Blitz tournament             Tot27      EnioAugusto  2016.06.30   \n",
       "44   Classical tournament     BOBFICHER1981        samad_110  2016.06.30   \n",
       "45   Classical tournament         lelouch_V           Vunjak  2016.06.30   \n",
       "46   Classical tournament       omarassaad1          kendawy  2016.06.30   \n",
       "47      Bullet tournament      hurvajsmanka          Spyandy  2016.06.30   \n",
       "48   Classical tournament       friodorovic          vanz123  2016.06.30   \n",
       "49       Blitz tournament      Marcello2015          Pervach  2016.06.30   \n",
       "\n",
       "     UTCTime  WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0   22:00:01      1901      1896             11.0            -11.0  D10   \n",
       "1   22:00:01      1641      1627            -11.0             12.0  C20   \n",
       "2   22:00:02      1647      1688             13.0            -13.0  B01   \n",
       "3   22:00:02      1706      1317             27.0            -25.0  A00   \n",
       "4   22:00:02      1945      1900            -14.0             13.0  B90   \n",
       "5   22:00:02      1773      1809            -10.0             10.0  C27   \n",
       "6   22:00:02      1895      1886            -12.0             12.0  B10   \n",
       "7   22:00:02      2155      2356             20.0            -20.0  D02   \n",
       "8   22:00:02      2010      2111             -9.0              9.0  A45   \n",
       "9   22:00:02      1764      1773             12.0            -12.0  B01   \n",
       "10  22:00:01      1649      1638            -13.0             11.0  C57   \n",
       "11  22:00:02      1630      1500              7.0             -7.0  C41   \n",
       "12  22:00:02      1833      1837             11.0            -12.0  C36   \n",
       "13  22:00:02      2020      1979             10.0            -11.0  A00   \n",
       "14  22:00:02      1581      1616            -12.0             11.0  B01   \n",
       "15  22:00:02      1879      1868            -13.0             12.0  B01   \n",
       "16  22:00:02      1963      1979             12.0            -13.0  B10   \n",
       "17  22:00:02      1751      1712             10.0            -10.0  C62   \n",
       "18  22:00:02      1795      1800            -14.0             11.0  B32   \n",
       "19  22:00:02      1913      1925             11.0            -13.0  B12   \n",
       "20  22:00:02      1707      1739             13.0            -12.0  B01   \n",
       "21  22:00:02      1512      1570              6.0             -2.0  C62   \n",
       "22  22:00:02      1816      1815             11.0            -10.0  B41   \n",
       "23  22:00:02      1891      1930            -11.0             13.0  C78   \n",
       "24  22:00:02      1747      1731            -13.0             19.0  C46   \n",
       "25  22:00:02      1682      1739             14.0            -19.0  B07   \n",
       "26  22:00:02      2149      2047            -15.0             16.0  B07   \n",
       "27  22:00:02      1604      1604             11.0            -13.0  C00   \n",
       "28  22:00:02      1619      1540              9.0             -9.0  B01   \n",
       "29  22:00:02      1624      1614             11.0            -16.0  C42   \n",
       "30  22:00:02      1881      1861            -14.0             29.0  B32   \n",
       "31  22:00:02      1753      1744            -59.0             10.0  B02   \n",
       "32  22:00:02      1839      1852            -11.0             12.0  C00   \n",
       "33  22:00:02      1408      1405             14.0            -12.0  C00   \n",
       "34  22:00:02      1876      1897            -11.0             10.0  C64   \n",
       "35  22:00:02      1412      1488             18.0            -17.0  B00   \n",
       "36  22:00:02      1886      1928            -10.0             10.0  B07   \n",
       "37  22:00:02      1376      1419            -13.0             10.0  A40   \n",
       "38  22:00:02      1767      1748             10.0            -12.0  B40   \n",
       "39  22:00:02      2215      2072              7.0             -7.0  C17   \n",
       "40  22:00:02      1580      1571             12.0            -14.0  D02   \n",
       "41  22:00:02      1787      1842            -26.0             11.0  A30   \n",
       "42  22:00:02      1939      1965             11.0            -12.0  B40   \n",
       "43  22:00:02      1479      1512             17.0            -11.0  C55   \n",
       "44  22:00:02      2053      2056            -12.0             16.0  D00   \n",
       "45  22:00:02      1868      1861             11.0            -11.0  C46   \n",
       "46  22:00:02      1454      1533             25.0            -15.0  B00   \n",
       "47  22:00:02      1780      1789            -10.0             12.0  A00   \n",
       "48  22:00:02      1734      1770             13.0            -13.0  A20   \n",
       "49  22:00:02      1789      1790            -11.0             11.0  C00   \n",
       "\n",
       "                                              Opening TimeControl  \\\n",
       "0                                        Slav Defense       300+5   \n",
       "1                           King's Pawn Opening: 2.b3       300+0   \n",
       "2       Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "3                                Van't Kruijs Opening           -   \n",
       "4         Sicilian Defense: Najdorf, Lipnitsky Attack       180+0   \n",
       "5                                         Vienna Game       180+0   \n",
       "6               Caro-Kann Defense: Two Knights Attack       180+0   \n",
       "7                    Queen's Pawn Game: London System       180+0   \n",
       "8                                         Indian Game       300+0   \n",
       "9       Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "10  Italian Game: Two Knights Defense, Traxler Cou...       900+3   \n",
       "11                                Philidor Defense #3       420+5   \n",
       "12             King's Gambit Accepted, Modern Defense       300+0   \n",
       "13                                     Polish Opening       180+0   \n",
       "14      Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "15                    Scandinavian Defense: Main Line       180+0   \n",
       "16              Caro-Kann Defense: Two Knights Attack       180+0   \n",
       "17                        Ruy Lopez: Steinitz Defense       180+0   \n",
       "18        Sicilian Defense: Franco-Sicilian Variation       300+0   \n",
       "19  Caro-Kann Defense: Advance Variation, Bayonet ...       300+0   \n",
       "20                               Scandinavian Defense       300+0   \n",
       "21                        Ruy Lopez: Steinitz Defense       300+0   \n",
       "22  Sicilian Defense: Kan Variation, Maroczy Bind,...       300+0   \n",
       "23   Ruy Lopez: Morphy Defense, Arkhangelsk Variation       600+0   \n",
       "24                           Three Knights Opening #2       600+0   \n",
       "25                                    Pirc Defense #4        60+0   \n",
       "26                                       Pirc Defense        60+0   \n",
       "27                   French Defense: Knight Variation       300+0   \n",
       "28                               Scandinavian Defense        60+0   \n",
       "29                     Russian Game: Classical Attack       600+0   \n",
       "30                          Sicilian Defense: Open #3        60+0   \n",
       "31           Alekhine Defense: Scandinavian Variation       300+0   \n",
       "32                 French Defense: Chigorin Variation       300+0   \n",
       "33                   French Defense: Normal Variation       600+0   \n",
       "34                     Ruy Lopez: Classical Variation       300+0   \n",
       "35                                        King's Pawn       300+0   \n",
       "36                       Pirc Defense: Roscher Gambit        60+0   \n",
       "37                                    Horwitz Defense        60+0   \n",
       "38                 Sicilian Defense: French Variation        60+0   \n",
       "39  French Defense: Winawer Variation, Advance Var...       600+0   \n",
       "40             Queen's Pawn Game: Zukertort Variation       600+0   \n",
       "41             English Opening: Symmetrical Variation       600+0   \n",
       "42         Sicilian Defense: French Variation, Normal       300+0   \n",
       "43  Italian Game: Two Knights Defense, Modern Bish...       300+0   \n",
       "44              Queen's Pawn Game: Chigorin Variation       600+0   \n",
       "45                              Three Knights Opening       600+0   \n",
       "46                                        King's Pawn       600+0   \n",
       "47                      Polish Opening: Dutch Defense        60+0   \n",
       "48          English Opening: King's English Variation       600+0   \n",
       "49                   French Defense: Knight Variation       300+0   \n",
       "\n",
       "     Termination                                                 AN  \\\n",
       "0   Time forfeit  1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...   \n",
       "1         Normal  1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...   \n",
       "2   Time forfeit  1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....   \n",
       "3         Normal  1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...   \n",
       "4   Time forfeit  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...   \n",
       "5         Normal  1. e4 e5 2. Nc3 d6 3. Nf3 h6 4. Bc4 c6 5. b3 Q...   \n",
       "6   Time forfeit  1. e4 c6 2. Nf3 d5 3. Nc3 dxe4 4. Nxe4 Nf6 5. ...   \n",
       "7         Normal  1. d4 d5 2. Nf3 Nf6 3. Bf4 c6 4. e3 Bg4 5. Be2...   \n",
       "8         Normal  1. d4 Nf6 2. Bf4 e6 3. e3 d5 4. Nf3 h6 5. Bd3 ...   \n",
       "9   Time forfeit  1. e4 d5 2. exd5 Qxd5 3. Nf3 Nf6 4. Be2 c6 5. ...   \n",
       "10        Normal  1. e4 e5 2. Nf3 Nc6 3. Bc4 Nf6 4. Ng5 Bc5 5. N...   \n",
       "11        Normal  1. e4 e5 2. Nf3 d6 3. Bc4 Nc6 4. d3 Na5 5. Na3...   \n",
       "12        Normal  1. e4 e5 2. f4 exf4 3. Nf3 d5 4. e5 f6 5. d4 f...   \n",
       "13  Time forfeit  1. b4 e6 2. Bb2 d5 3. Nf3 Nf6 4. b5 Be7 5. e3 ...   \n",
       "14  Time forfeit  1. e4 d5 2. exd5 Qxd5 3. d4 Qa5+ 4. Bd2 Qb6 5....   \n",
       "15        Normal  1. e4 d5 2. exd5 Qxd5 3. Nc3 Qa5 4. Nf3 c6 5. ...   \n",
       "16        Normal  1. e4 c6 2. Nf3 d5 3. Nc3 g6 4. d3 Bg7 5. Be2 ...   \n",
       "17        Normal  1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. d4 Bd7 5. dxe...   \n",
       "18        Normal  1. e4 c5 2. Nf3 e6 3. d4 Nc6 4. d5 Nb4 5. c3 N...   \n",
       "19        Normal  1. e4 c6 2. d4 d5 3. e5 Bf5 4. g4 Bd7 5. f4 e6...   \n",
       "20        Normal  1. e4 d5 2. e5 Bf5 3. d4 e6 4. Nc3 Nc6 5. Nf3 ...   \n",
       "21        Normal  1. e4 e5 2. Nf3 Nc6 3. Bb5 d6 4. Bxc6+ bxc6 5....   \n",
       "22        Normal  1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 a6 5. c4...   \n",
       "23  Time forfeit  1. e4 e5 2. Nf3 Nc6 3. Bb5 a6 4. Ba4 Nf6 5. O-...   \n",
       "24        Normal  1. e4 e5 2. Nf3 Nc6 3. Nc3 Bb4 4. a3 Ba5 5. b4...   \n",
       "25  Time forfeit  1. e4 d6 2. Nf3 Nf6 3. Nc3 Bg4 4. d4 e6 5. h3 ...   \n",
       "26        Normal  1. e4 d6 2. d4 Nf6 3. Bd3 g6 4. h4 c5 5. h5 Nx...   \n",
       "27  Time forfeit  1. e4 e6 2. Nf3 d5 3. d3 dxe4 4. dxe4 Qxd1+ 5....   \n",
       "28        Normal  1. e4 d5 2. Nc3 d4 3. Nd5 c5 4. Bc4 e6 5. Nf4 ...   \n",
       "29        Normal  1. e4 e5 2. Nf3 Nf6 3. Nxe5 d6 4. Nf3 Nxe4 5. ...   \n",
       "30  Time forfeit  1. d4 c5 2. e4 cxd4 3. Nf3 Nc6 4. Nxd4 Nxd4 5....   \n",
       "31        Normal  1. e4 Nf6 2. Nc3 d5 3. e5 d4 4. exf6 dxc3 5. f...   \n",
       "32        Normal  1. e4 e6 2. Qe2 Be7 3. Nf3 d5 4. exd5 exd5 5. ...   \n",
       "33        Normal  1. e4 e6 2. d4 b6 3. Nc3 Bb4 4. Bd2 Bb7 5. Bd3...   \n",
       "34        Normal  1. e4 e5 2. Nf3 Nc6 3. Bb5 Bc5 4. O-O d6 5. d4...   \n",
       "35     Abandoned                                          1. e4 1-0   \n",
       "36  Time forfeit  1. e4 d6 2. Nf3 Nf6 3. d4 g6 4. e5 dxe5 5. dxe...   \n",
       "37  Time forfeit  1. d4 e6 2. Nf3 Ne7 3. Bf4 Ng6 4. e3 Nxf4 5. e...   \n",
       "38  Time forfeit  1. e4 c5 2. Nf3 e6 3. Bc4 Qc7 4. Nc3 Nc6 5. d4...   \n",
       "39        Normal  1. e4 e6 2. d4 d5 3. Nc3 Bb4 4. e5 c5 5. a3 cx...   \n",
       "40        Normal  1. d4 d5 2. Nf3 e5 3. dxe5 c6 4. h3 Nd7 5. e3 ...   \n",
       "41        Normal  1. c4 c5 2. b3 Nc6 3. Bb2 d5 4. e3 d4 5. exd4 ...   \n",
       "42  Time forfeit  1. e4 c5 2. Nf3 e6 3. d4 cxd4 4. Nxd4 Nf6 5. B...   \n",
       "43        Normal  1. e4 e5 2. Bc4 Nc6 3. d3 Nf6 4. Nf3 h6 5. h3 ...   \n",
       "44        Normal  1. d4 d5 2. Nc3 c6 3. Nf3 Nf6 4. Bg5 e6 5. e3 ...   \n",
       "45        Normal  1. e4 e5 2. Nf3 Nc6 3. Nc3 d6 4. Bc4 h6 5. h3 ...   \n",
       "46     Abandoned                                          1. e4 1-0   \n",
       "47        Normal  1. b4 f5 2. Bb2 Nf6 3. e3 d6 4. b5 e5 5. a4 Bd...   \n",
       "48        Normal  1. c4 e5 2. g3 f5 3. Bg2 Nf6 4. Nc3 Be7 5. e3 ...   \n",
       "49        Normal  1. e4 e6 2. Nf3 d5 3. exd5 exd5 4. d4 Nf6 5. B...   \n",
       "\n",
       "    Result_0-1  Result_1-0  Result_1/2-1/2  NOS  MeanElo  \n",
       "0        False        True           False   38   1898.5  \n",
       "1         True       False           False   24   1634.0  \n",
       "2        False        True           False   31   1667.5  \n",
       "3        False        True           False   31   1511.5  \n",
       "4         True       False           False   52   1922.5  \n",
       "5         True       False           False   43   1791.0  \n",
       "6         True       False           False   64   1890.5  \n",
       "7        False        True           False   71   2255.5  \n",
       "8         True       False           False   56   2060.5  \n",
       "9        False        True           False   43   1768.5  \n",
       "10        True       False           False   22   1643.5  \n",
       "11       False        True           False   35   1565.0  \n",
       "12       False        True           False   52   1835.0  \n",
       "13       False        True           False   62   1999.5  \n",
       "14        True       False           False   31   1598.5  \n",
       "15        True       False           False   17   1873.5  \n",
       "16       False        True           False   21   1971.0  \n",
       "17       False        True           False   28   1731.5  \n",
       "18        True       False           False   39   1797.5  \n",
       "19       False        True           False   32   1919.0  \n",
       "20       False        True           False   62   1723.0  \n",
       "21       False       False            True   47   1541.0  \n",
       "22       False        True           False   25   1815.5  \n",
       "23        True       False           False   46   1910.5  \n",
       "24        True       False           False   33   1739.0  \n",
       "25       False        True           False   42   1710.5  \n",
       "26        True       False           False   48   2098.0  \n",
       "27       False        True           False   48   1604.0  \n",
       "28       False        True           False   29   1579.5  \n",
       "29       False        True           False   27   1619.0  \n",
       "30        True       False           False   37   1871.0  \n",
       "31        True       False           False   20   1748.5  \n",
       "32        True       False           False   20   1845.5  \n",
       "33       False        True           False   13   1406.5  \n",
       "34        True       False           False   60   1886.5  \n",
       "35       False        True           False    1   1450.0  \n",
       "36        True       False           False   58   1907.0  \n",
       "37        True       False           False   30   1397.5  \n",
       "38       False        True           False   46   1757.5  \n",
       "39       False        True           False   58   2143.5  \n",
       "40       False        True           False   53   1575.5  \n",
       "41        True       False           False   33   1814.5  \n",
       "42       False        True           False   56   1952.0  \n",
       "43       False        True           False   25   1495.5  \n",
       "44        True       False           False   95   2054.5  \n",
       "45       False        True           False   26   1864.5  \n",
       "46       False        True           False    1   1493.5  \n",
       "47        True       False           False   37   1784.5  \n",
       "48       False        True           False   20   1752.0  \n",
       "49        True       False           False   31   1789.5  "
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "ed2183ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(data[(data['NOS']<4)&(data['Termination']=='Abandoned')].index,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "7224ef00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>Event</th>\n",
       "      <th>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>Termination</th>\n",
       "      <th>AN</th>\n",
       "      <th>Result_0-1</th>\n",
       "      <th>Result_1-0</th>\n",
       "      <th>Result_1/2-1/2</th>\n",
       "      <th>NOS</th>\n",
       "      <th>MeanElo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>eisaaaa</td>\n",
       "      <td>HAMID449</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>38</td>\n",
       "      <td>1898.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>go4jas</td>\n",
       "      <td>Sergei1973</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>24</td>\n",
       "      <td>1634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Evangelistaizac</td>\n",
       "      <td>kafune</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1667.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>Jvayne</td>\n",
       "      <td>Wsjvayne</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1511.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>kyoday</td>\n",
       "      <td>BrettDale</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>1922.5</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>Classical</td>\n",
       "      <td>users7777</td>\n",
       "      <td>Drex78</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:17</td>\n",
       "      <td>1828</td>\n",
       "      <td>1989</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Modern Defense</td>\n",
       "      <td>900+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 g6 2. d5 Bg7 3. e4 d6 4. f4 Nf6 5. Bd3 O...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>73</td>\n",
       "      <td>1908.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>Polol</td>\n",
       "      <td>honorarycitizen</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:16</td>\n",
       "      <td>2128</td>\n",
       "      <td>2040</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Horwitz Defense</td>\n",
       "      <td>30+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 e6 2. c3 c5 3. e3 cxd4 4. cxd4 d5 5. Nf3...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>39</td>\n",
       "      <td>2084.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>milanbelobrk</td>\n",
       "      <td>goblin123</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>2074</td>\n",
       "      <td>2056</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>60+1</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 c5 2. d4 cxd4 3. exd4 d5 4. Nf3 Nf6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>42</td>\n",
       "      <td>2065.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>reyprato</td>\n",
       "      <td>GARAGIN13</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>1464</td>\n",
       "      <td>1533</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense #4</td>\n",
       "      <td>120+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d6 2. Nf3 Nf6 3. Bc4 Nxe4 4. d3 Nf6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>27</td>\n",
       "      <td>1498.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>Classical</td>\n",
       "      <td>Nuprow</td>\n",
       "      <td>MrezaNargesi</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:18</td>\n",
       "      <td>1996</td>\n",
       "      <td>1976</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C03</td>\n",
       "      <td>French Defense: Tarrasch Variation, Morozevich...</td>\n",
       "      <td>900+10</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e6 2. d4 d5 3. Nd2 Be7 4. exd5 exd5 5. N...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>49</td>\n",
       "      <td>1986.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99716 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Event            White            Black     UTCDate  \\\n",
       "0              Classical           eisaaaa         HAMID449  2016.06.30   \n",
       "1                  Blitz            go4jas       Sergei1973  2016.06.30   \n",
       "2       Blitz tournament   Evangelistaizac           kafune  2016.06.30   \n",
       "3         Correspondence            Jvayne         Wsjvayne  2016.06.30   \n",
       "4       Blitz tournament            kyoday        BrettDale  2016.06.30   \n",
       "...                   ...              ...              ...         ...   \n",
       "99995          Classical         users7777           Drex78  2016.07.01   \n",
       "99996             Bullet             Polol  honorarycitizen  2016.07.01   \n",
       "99997             Bullet      milanbelobrk        goblin123  2016.07.01   \n",
       "99998             Bullet          reyprato        GARAGIN13  2016.07.01   \n",
       "99999          Classical            Nuprow     MrezaNargesi  2016.07.01   \n",
       "\n",
       "        UTCTime  WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0      22:00:01      1901      1896             11.0            -11.0  D10   \n",
       "1      22:00:01      1641      1627            -11.0             12.0  C20   \n",
       "2      22:00:02      1647      1688             13.0            -13.0  B01   \n",
       "3      22:00:02      1706      1317             27.0            -25.0  A00   \n",
       "4      22:00:02      1945      1900            -14.0             13.0  B90   \n",
       "...         ...       ...       ...              ...              ...  ...   \n",
       "99995  13:04:17      1828      1989             -7.0              7.0  A40   \n",
       "99996  13:04:16      2128      2040            -17.0             11.0  A40   \n",
       "99997  13:04:15      2074      2056            -12.0             11.0  A00   \n",
       "99998  13:04:15      1464      1533             -9.0              9.0  B07   \n",
       "99999  13:04:18      1996      1976             10.0            -10.0  C03   \n",
       "\n",
       "                                                 Opening TimeControl  \\\n",
       "0                                           Slav Defense       300+5   \n",
       "1                              King's Pawn Opening: 2.b3       300+0   \n",
       "2          Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "3                                   Van't Kruijs Opening           -   \n",
       "4            Sicilian Defense: Najdorf, Lipnitsky Attack       180+0   \n",
       "...                                                  ...         ...   \n",
       "99995                                     Modern Defense       900+0   \n",
       "99996                                    Horwitz Defense        30+0   \n",
       "99997                               Van't Kruijs Opening        60+1   \n",
       "99998                                    Pirc Defense #4       120+0   \n",
       "99999  French Defense: Tarrasch Variation, Morozevich...      900+10   \n",
       "\n",
       "        Termination                                                 AN  \\\n",
       "0      Time forfeit  1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...   \n",
       "1            Normal  1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...   \n",
       "2      Time forfeit  1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....   \n",
       "3            Normal  1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...   \n",
       "4      Time forfeit  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...   \n",
       "...             ...                                                ...   \n",
       "99995        Normal  1. d4 g6 2. d5 Bg7 3. e4 d6 4. f4 Nf6 5. Bd3 O...   \n",
       "99996        Normal  1. d4 e6 2. c3 c5 3. e3 cxd4 4. cxd4 d5 5. Nf3...   \n",
       "99997        Normal  1. e3 c5 2. d4 cxd4 3. exd4 d5 4. Nf3 Nf6 5. B...   \n",
       "99998        Normal  1. e4 d6 2. Nf3 Nf6 3. Bc4 Nxe4 4. d3 Nf6 5. B...   \n",
       "99999        Normal  1. e4 e6 2. d4 d5 3. Nd2 Be7 4. exd5 exd5 5. N...   \n",
       "\n",
       "       Result_0-1  Result_1-0  Result_1/2-1/2  NOS  MeanElo  \n",
       "0           False        True           False   38   1898.5  \n",
       "1            True       False           False   24   1634.0  \n",
       "2           False        True           False   31   1667.5  \n",
       "3           False        True           False   31   1511.5  \n",
       "4            True       False           False   52   1922.5  \n",
       "...           ...         ...             ...  ...      ...  \n",
       "99995        True       False           False   73   1908.5  \n",
       "99996        True       False           False   39   2084.0  \n",
       "99997        True       False           False   42   2065.0  \n",
       "99998        True       False           False   27   1498.5  \n",
       "99999       False        True           False   49   1986.0  \n",
       "\n",
       "[99716 rows x 19 columns]"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "75ff1131",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data2=data['MeanElo']\n",
    "fig = sm.qqplot(data2,line=\"s\")\n",
    "#Normality test with QQ-plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "373b8d26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Opening\n",
       "Van't Kruijs Opening                                             2055\n",
       "Scandinavian Defense: Mieses-Kotroc Variation                    1854\n",
       "Modern Defense                                                   1613\n",
       "Horwitz Defense                                                  1485\n",
       "Sicilian Defense                                                 1402\n",
       "                                                                 ... \n",
       "Blackmar-Diemer Gambit Declined, Elbert Countergambit               1\n",
       "Russian Game: Moody Gambit                                          1\n",
       "Benko Gambit Declined, Quiet Line                                   1\n",
       "Ruy Lopez: Brentano Gambit                                          1\n",
       "Bishop's Opening: Calabrese Countergambit, Jaenisch Variation       1\n",
       "Name: count, Length: 2085, dtype: int64"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Opening'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "b316625d",
   "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>Result_1-0</th>\n",
       "      <th>Result_0-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opening</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense</th>\n",
       "      <td>54.022989</td>\n",
       "      <td>42.528736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense #2</th>\n",
       "      <td>53.521127</td>\n",
       "      <td>45.070423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense #3</th>\n",
       "      <td>26.666667</td>\n",
       "      <td>73.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense: Balogh Variation</th>\n",
       "      <td>52.941176</td>\n",
       "      <td>47.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense: Brooklyn Variation</th>\n",
       "      <td>16.666667</td>\n",
       "      <td>83.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Tennison Gambit</th>\n",
       "      <td>48.726115</td>\n",
       "      <td>49.681529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: The Walrus</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Vos Gambit</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Wade Defense</th>\n",
       "      <td>37.037037</td>\n",
       "      <td>55.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Ware Defense</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2085 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Result_1-0  Result_0-1\n",
       "Opening                                                     \n",
       "Alekhine Defense                       54.022989   42.528736\n",
       "Alekhine Defense #2                    53.521127   45.070423\n",
       "Alekhine Defense #3                    26.666667   73.333333\n",
       "Alekhine Defense: Balogh Variation     52.941176   47.058824\n",
       "Alekhine Defense: Brooklyn Variation   16.666667   83.333333\n",
       "...                                          ...         ...\n",
       "Zukertort Opening: Tennison Gambit     48.726115   49.681529\n",
       "Zukertort Opening: The Walrus         100.000000    0.000000\n",
       "Zukertort Opening: Vos Gambit          55.000000   40.000000\n",
       "Zukertort Opening: Wade Defense        37.037037   55.555556\n",
       "Zukertort Opening: Ware Defense       100.000000    0.000000\n",
       "\n",
       "[2085 rows x 2 columns]"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openings_stats = data.groupby('Opening')[['Result_1-0', 'Result_0-1']].mean() * 100\n",
    "openings_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "13547d44",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "openings_stats = data.groupby('Opening').agg({\n",
    "    'Result_1-0': 'mean',\n",
    "    'Result_0-1': 'mean',\n",
    "    'Opening': 'count'  # Compter le nombre de parties\n",
    "}).rename(columns={'Opening': 'GamesPlayed'})\n",
    "\n",
    "# Convertir les pourcentages en pourcentage\n",
    "openings_stats[['Result_1-0', 'Result_0-1']] *= 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "2bfe3229",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Result_1-0</th>\n",
       "      <th>Result_0-1</th>\n",
       "      <th>GamesPlayed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opening</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense</th>\n",
       "      <td>54.022989</td>\n",
       "      <td>42.528736</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense #2</th>\n",
       "      <td>53.521127</td>\n",
       "      <td>45.070423</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense #3</th>\n",
       "      <td>26.666667</td>\n",
       "      <td>73.333333</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense: Balogh Variation</th>\n",
       "      <td>52.941176</td>\n",
       "      <td>47.058824</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alekhine Defense: Brooklyn Variation</th>\n",
       "      <td>16.666667</td>\n",
       "      <td>83.333333</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Tennison Gambit</th>\n",
       "      <td>48.726115</td>\n",
       "      <td>49.681529</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: The Walrus</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Vos Gambit</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Wade Defense</th>\n",
       "      <td>37.037037</td>\n",
       "      <td>55.555556</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zukertort Opening: Ware Defense</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2085 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Result_1-0  Result_0-1  GamesPlayed\n",
       "Opening                                                                  \n",
       "Alekhine Defense                       54.022989   42.528736          174\n",
       "Alekhine Defense #2                    53.521127   45.070423           71\n",
       "Alekhine Defense #3                    26.666667   73.333333           15\n",
       "Alekhine Defense: Balogh Variation     52.941176   47.058824           17\n",
       "Alekhine Defense: Brooklyn Variation   16.666667   83.333333           12\n",
       "...                                          ...         ...          ...\n",
       "Zukertort Opening: Tennison Gambit     48.726115   49.681529          314\n",
       "Zukertort Opening: The Walrus         100.000000    0.000000            1\n",
       "Zukertort Opening: Vos Gambit          55.000000   40.000000           20\n",
       "Zukertort Opening: Wade Defense        37.037037   55.555556           27\n",
       "Zukertort Opening: Ware Defense       100.000000    0.000000            2\n",
       "\n",
       "[2085 rows x 3 columns]"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openings_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "209ac90b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['RealEloDiff']=abs((data['WhiteElo']-data['BlackElo']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "affc9d36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Event</th>\n",
       "      <th>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>Termination</th>\n",
       "      <th>AN</th>\n",
       "      <th>Result_0-1</th>\n",
       "      <th>Result_1-0</th>\n",
       "      <th>Result_1/2-1/2</th>\n",
       "      <th>NOS</th>\n",
       "      <th>MeanElo</th>\n",
       "      <th>RealEloDiff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>eisaaaa</td>\n",
       "      <td>HAMID449</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>38</td>\n",
       "      <td>1898.5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>go4jas</td>\n",
       "      <td>Sergei1973</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>24</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Evangelistaizac</td>\n",
       "      <td>kafune</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1667.5</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>Jvayne</td>\n",
       "      <td>Wsjvayne</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1511.5</td>\n",
       "      <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>kyoday</td>\n",
       "      <td>BrettDale</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>Time forfeit</td>\n",
       "      <td>1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>1922.5</td>\n",
       "      <td>45</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>Classical</td>\n",
       "      <td>users7777</td>\n",
       "      <td>Drex78</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:17</td>\n",
       "      <td>1828</td>\n",
       "      <td>1989</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Modern Defense</td>\n",
       "      <td>900+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 g6 2. d5 Bg7 3. e4 d6 4. f4 Nf6 5. Bd3 O...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>73</td>\n",
       "      <td>1908.5</td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>Polol</td>\n",
       "      <td>honorarycitizen</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:16</td>\n",
       "      <td>2128</td>\n",
       "      <td>2040</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Horwitz Defense</td>\n",
       "      <td>30+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. d4 e6 2. c3 c5 3. e3 cxd4 4. cxd4 d5 5. Nf3...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>39</td>\n",
       "      <td>2084.0</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>milanbelobrk</td>\n",
       "      <td>goblin123</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>2074</td>\n",
       "      <td>2056</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>60+1</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e3 c5 2. d4 cxd4 3. exd4 d5 4. Nf3 Nf6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>42</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>reyprato</td>\n",
       "      <td>GARAGIN13</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>1464</td>\n",
       "      <td>1533</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense #4</td>\n",
       "      <td>120+0</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 d6 2. Nf3 Nf6 3. Bc4 Nxe4 4. d3 Nf6 5. B...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>27</td>\n",
       "      <td>1498.5</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>Classical</td>\n",
       "      <td>Nuprow</td>\n",
       "      <td>MrezaNargesi</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:18</td>\n",
       "      <td>1996</td>\n",
       "      <td>1976</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C03</td>\n",
       "      <td>French Defense: Tarrasch Variation, Morozevich...</td>\n",
       "      <td>900+10</td>\n",
       "      <td>Normal</td>\n",
       "      <td>1. e4 e6 2. d4 d5 3. Nd2 Be7 4. exd5 exd5 5. N...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>49</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99716 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Event            White            Black     UTCDate  \\\n",
       "0              Classical           eisaaaa         HAMID449  2016.06.30   \n",
       "1                  Blitz            go4jas       Sergei1973  2016.06.30   \n",
       "2       Blitz tournament   Evangelistaizac           kafune  2016.06.30   \n",
       "3         Correspondence            Jvayne         Wsjvayne  2016.06.30   \n",
       "4       Blitz tournament            kyoday        BrettDale  2016.06.30   \n",
       "...                   ...              ...              ...         ...   \n",
       "99995          Classical         users7777           Drex78  2016.07.01   \n",
       "99996             Bullet             Polol  honorarycitizen  2016.07.01   \n",
       "99997             Bullet      milanbelobrk        goblin123  2016.07.01   \n",
       "99998             Bullet          reyprato        GARAGIN13  2016.07.01   \n",
       "99999          Classical            Nuprow     MrezaNargesi  2016.07.01   \n",
       "\n",
       "        UTCTime  WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0      22:00:01      1901      1896             11.0            -11.0  D10   \n",
       "1      22:00:01      1641      1627            -11.0             12.0  C20   \n",
       "2      22:00:02      1647      1688             13.0            -13.0  B01   \n",
       "3      22:00:02      1706      1317             27.0            -25.0  A00   \n",
       "4      22:00:02      1945      1900            -14.0             13.0  B90   \n",
       "...         ...       ...       ...              ...              ...  ...   \n",
       "99995  13:04:17      1828      1989             -7.0              7.0  A40   \n",
       "99996  13:04:16      2128      2040            -17.0             11.0  A40   \n",
       "99997  13:04:15      2074      2056            -12.0             11.0  A00   \n",
       "99998  13:04:15      1464      1533             -9.0              9.0  B07   \n",
       "99999  13:04:18      1996      1976             10.0            -10.0  C03   \n",
       "\n",
       "                                                 Opening TimeControl  \\\n",
       "0                                           Slav Defense       300+5   \n",
       "1                              King's Pawn Opening: 2.b3       300+0   \n",
       "2          Scandinavian Defense: Mieses-Kotroc Variation       180+0   \n",
       "3                                   Van't Kruijs Opening           -   \n",
       "4            Sicilian Defense: Najdorf, Lipnitsky Attack       180+0   \n",
       "...                                                  ...         ...   \n",
       "99995                                     Modern Defense       900+0   \n",
       "99996                                    Horwitz Defense        30+0   \n",
       "99997                               Van't Kruijs Opening        60+1   \n",
       "99998                                    Pirc Defense #4       120+0   \n",
       "99999  French Defense: Tarrasch Variation, Morozevich...      900+10   \n",
       "\n",
       "        Termination                                                 AN  \\\n",
       "0      Time forfeit  1. d4 d5 2. c4 c6 3. e3 a6 4. Nf3 e5 5. cxd5 e...   \n",
       "1            Normal  1. e4 e5 2. b3 Nf6 3. Bb2 Nc6 4. Nf3 d6 5. d3 ...   \n",
       "2      Time forfeit  1. e4 d5 2. exd5 Qxd5 3. Nf3 Bg4 4. Be2 Nf6 5....   \n",
       "3            Normal  1. e3 Nf6 2. Bc4 d6 3. e4 e6 4. Nf3 Nxe4 5. Nd...   \n",
       "4      Time forfeit  1. e4 c5 2. Nf3 d6 3. d4 cxd4 4. Nxd4 Nf6 5. N...   \n",
       "...             ...                                                ...   \n",
       "99995        Normal  1. d4 g6 2. d5 Bg7 3. e4 d6 4. f4 Nf6 5. Bd3 O...   \n",
       "99996        Normal  1. d4 e6 2. c3 c5 3. e3 cxd4 4. cxd4 d5 5. Nf3...   \n",
       "99997        Normal  1. e3 c5 2. d4 cxd4 3. exd4 d5 4. Nf3 Nf6 5. B...   \n",
       "99998        Normal  1. e4 d6 2. Nf3 Nf6 3. Bc4 Nxe4 4. d3 Nf6 5. B...   \n",
       "99999        Normal  1. e4 e6 2. d4 d5 3. Nd2 Be7 4. exd5 exd5 5. N...   \n",
       "\n",
       "       Result_0-1  Result_1-0  Result_1/2-1/2  NOS  MeanElo  RealEloDiff  \n",
       "0           False        True           False   38   1898.5            5  \n",
       "1            True       False           False   24   1634.0           14  \n",
       "2           False        True           False   31   1667.5           41  \n",
       "3           False        True           False   31   1511.5          389  \n",
       "4            True       False           False   52   1922.5           45  \n",
       "...           ...         ...             ...  ...      ...          ...  \n",
       "99995        True       False           False   73   1908.5          161  \n",
       "99996        True       False           False   39   2084.0           88  \n",
       "99997        True       False           False   42   2065.0           18  \n",
       "99998        True       False           False   27   1498.5           69  \n",
       "99999       False        True           False   49   1986.0           20  \n",
       "\n",
       "[99716 rows x 20 columns]"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "1a8fcd05",
   "metadata": {},
   "outputs": [],
   "source": [
    "#FIRST HYPOTHESIS \n",
    "#we set H0: GAMES ARE LONGER WHEN THE ELO DIFFERENCE IS ABOVE A CERTAIN TRESHOLD.\n",
    "#we set H1: there is no difference in game length when the difference in elo is above a certain treshold\n",
    "\n",
    "\n",
    "data['EloDiff0-10'] = (abs(data['WhiteElo'] - data['BlackElo']) > 0)&(abs(data['WhiteElo'] - data['BlackElo']) < 10)\n",
    "data['EloDiff10-20'] = (abs(data['WhiteElo'] - data['BlackElo']) > 10)&(abs(data['WhiteElo'] - data['BlackElo']) < 20)\n",
    "data['EloDiff20-50'] = (abs(data['WhiteElo'] - data['BlackElo']) > 20)&(abs(data['WhiteElo'] - data['BlackElo']) < 50)\n",
    "data['EloDiff50-100'] = (abs(data['WhiteElo'] - data['BlackElo']) > 50)&(abs(data['WhiteElo'] - data['BlackElo']) < 100)\n",
    "data['EloDiffAbove100'] = (abs(data['WhiteElo'] - data['BlackElo']) > 100)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "70303d80",
   "metadata": {},
   "outputs": [],
   "source": [
    "f=data.groupby(['EloDiff0-10'])['NOS'].mean()\n",
    "f1=data.groupby(['EloDiff10-20'])['NOS'].mean()\n",
    "f2=data.groupby(['EloDiff20-50'])['NOS'].mean()\n",
    "f3=data.groupby(['EloDiff50-100'])['NOS'].mean()\n",
    "f4=data.groupby(['EloDiffAbove100'])['NOS'].mean()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "36016242",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EloDiff0-10\n",
      "False    52.967418\n",
      "True     52.949410\n",
      "Name: NOS, dtype: float64\n",
      "EloDiff10-20\n",
      "False    52.916967\n",
      "True     53.899026\n",
      "Name: NOS, dtype: float64\n",
      "EloDiff20-50\n",
      "False    52.90376\n",
      "True     53.31607\n",
      "Name: NOS, dtype: float64\n",
      "EloDiff50-100\n",
      "False    53.123013\n",
      "True     52.362258\n",
      "Name: NOS, dtype: float64\n",
      "EloDiffAbove100\n",
      "False    52.992563\n",
      "True     52.942336\n",
      "Name: NOS, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(f)\n",
    "print(f1)\n",
    "print(f2)\n",
    "print(f3)\n",
    "print(f4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "fd9c13c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANOVA results: F-statistic = 0.7010872933162233, p-value = 0.6236698593540704\n",
      "There is no statistically significant difference in average number of moves across groups.\n"
     ]
    }
   ],
   "source": [
    "f_stat, p_value = f_oneway(f,f1,f2,f3,f4)\n",
    "\n",
    "# Display the results\n",
    "print(f'ANOVA results: F-statistic = {f_stat}, p-value = {p_value}')\n",
    "\n",
    "# Check if the p-value is less than the significance level (e.g., 0.05)\n",
    "if p_value < 0.05:\n",
    "    print('The difference in average number of moves is statistically significant across at least one group.')\n",
    "else:\n",
    "    print('There is no statistically significant difference in average number of moves across groups.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "44862c91",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Therefore, based on the result we obtained (p-value = 0.62), we would not reject the null hypothesis, \n",
    "#and we might conclude that there is no statistically significant difference in the average number of moves when \n",
    "#the Elo difference is above the specified thresholds.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "abc74d82",
   "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>Event</th>\n",
       "      <th>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>...</th>\n",
       "      <th>Result_1-0</th>\n",
       "      <th>Result_1/2-1/2</th>\n",
       "      <th>NOS</th>\n",
       "      <th>MeanElo</th>\n",
       "      <th>RealEloDiff</th>\n",
       "      <th>EloDiff0-10</th>\n",
       "      <th>EloDiff10-20</th>\n",
       "      <th>EloDiff20-50</th>\n",
       "      <th>EloDiff50-100</th>\n",
       "      <th>EloDiffAbove100</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>eisaaaa</td>\n",
       "      <td>HAMID449</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>38</td>\n",
       "      <td>1898.5</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>go4jas</td>\n",
       "      <td>Sergei1973</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>24</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>14</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>Evangelistaizac</td>\n",
       "      <td>kafune</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1667.5</td>\n",
       "      <td>41</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>Jvayne</td>\n",
       "      <td>Wsjvayne</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1511.5</td>\n",
       "      <td>389</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>kyoday</td>\n",
       "      <td>BrettDale</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>1922.5</td>\n",
       "      <td>45</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</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>99995</th>\n",
       "      <td>Classical</td>\n",
       "      <td>users7777</td>\n",
       "      <td>Drex78</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:17</td>\n",
       "      <td>1828</td>\n",
       "      <td>1989</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>73</td>\n",
       "      <td>1908.5</td>\n",
       "      <td>161</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>Polol</td>\n",
       "      <td>honorarycitizen</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:16</td>\n",
       "      <td>2128</td>\n",
       "      <td>2040</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>39</td>\n",
       "      <td>2084.0</td>\n",
       "      <td>88</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>milanbelobrk</td>\n",
       "      <td>goblin123</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>2074</td>\n",
       "      <td>2056</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>42</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>18</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>reyprato</td>\n",
       "      <td>GARAGIN13</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>1464</td>\n",
       "      <td>1533</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>27</td>\n",
       "      <td>1498.5</td>\n",
       "      <td>69</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>Classical</td>\n",
       "      <td>Nuprow</td>\n",
       "      <td>MrezaNargesi</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:18</td>\n",
       "      <td>1996</td>\n",
       "      <td>1976</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C03</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>49</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99716 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Event            White            Black     UTCDate  \\\n",
       "0              Classical           eisaaaa         HAMID449  2016.06.30   \n",
       "1                  Blitz            go4jas       Sergei1973  2016.06.30   \n",
       "2       Blitz tournament   Evangelistaizac           kafune  2016.06.30   \n",
       "3         Correspondence            Jvayne         Wsjvayne  2016.06.30   \n",
       "4       Blitz tournament            kyoday        BrettDale  2016.06.30   \n",
       "...                   ...              ...              ...         ...   \n",
       "99995          Classical         users7777           Drex78  2016.07.01   \n",
       "99996             Bullet             Polol  honorarycitizen  2016.07.01   \n",
       "99997             Bullet      milanbelobrk        goblin123  2016.07.01   \n",
       "99998             Bullet          reyprato        GARAGIN13  2016.07.01   \n",
       "99999          Classical            Nuprow     MrezaNargesi  2016.07.01   \n",
       "\n",
       "        UTCTime  WhiteElo  BlackElo  WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0      22:00:01      1901      1896             11.0            -11.0  D10   \n",
       "1      22:00:01      1641      1627            -11.0             12.0  C20   \n",
       "2      22:00:02      1647      1688             13.0            -13.0  B01   \n",
       "3      22:00:02      1706      1317             27.0            -25.0  A00   \n",
       "4      22:00:02      1945      1900            -14.0             13.0  B90   \n",
       "...         ...       ...       ...              ...              ...  ...   \n",
       "99995  13:04:17      1828      1989             -7.0              7.0  A40   \n",
       "99996  13:04:16      2128      2040            -17.0             11.0  A40   \n",
       "99997  13:04:15      2074      2056            -12.0             11.0  A00   \n",
       "99998  13:04:15      1464      1533             -9.0              9.0  B07   \n",
       "99999  13:04:18      1996      1976             10.0            -10.0  C03   \n",
       "\n",
       "       ... Result_1-0 Result_1/2-1/2 NOS MeanElo  RealEloDiff  EloDiff0-10  \\\n",
       "0      ...       True          False  38  1898.5            5         True   \n",
       "1      ...      False          False  24  1634.0           14        False   \n",
       "2      ...       True          False  31  1667.5           41        False   \n",
       "3      ...       True          False  31  1511.5          389        False   \n",
       "4      ...      False          False  52  1922.5           45        False   \n",
       "...    ...        ...            ...  ..     ...          ...          ...   \n",
       "99995  ...      False          False  73  1908.5          161        False   \n",
       "99996  ...      False          False  39  2084.0           88        False   \n",
       "99997  ...      False          False  42  2065.0           18        False   \n",
       "99998  ...      False          False  27  1498.5           69        False   \n",
       "99999  ...       True          False  49  1986.0           20        False   \n",
       "\n",
       "       EloDiff10-20  EloDiff20-50  EloDiff50-100  EloDiffAbove100  \n",
       "0             False         False          False            False  \n",
       "1              True         False          False            False  \n",
       "2             False          True          False            False  \n",
       "3             False         False          False             True  \n",
       "4             False          True          False            False  \n",
       "...             ...           ...            ...              ...  \n",
       "99995         False         False          False             True  \n",
       "99996         False         False           True            False  \n",
       "99997          True         False          False            False  \n",
       "99998         False         False           True            False  \n",
       "99999         False         False          False            False  \n",
       "\n",
       "[99716 rows x 25 columns]"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "a5806f8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Result_1-0\n",
       "False    50269\n",
       "True     49447\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Result_1-0'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "5d661e78",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(columns=['White'])\n",
    "data=data.drop(columns=['Black'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "b7c3ce68",
   "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>Event</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>...</th>\n",
       "      <th>Result_1-0</th>\n",
       "      <th>Result_1/2-1/2</th>\n",
       "      <th>NOS</th>\n",
       "      <th>MeanElo</th>\n",
       "      <th>RealEloDiff</th>\n",
       "      <th>EloDiff0-10</th>\n",
       "      <th>EloDiff10-20</th>\n",
       "      <th>EloDiff20-50</th>\n",
       "      <th>EloDiff50-100</th>\n",
       "      <th>EloDiffAbove100</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>38</td>\n",
       "      <td>1898.5</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>24</td>\n",
       "      <td>1634.0</td>\n",
       "      <td>14</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1667.5</td>\n",
       "      <td>41</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>31</td>\n",
       "      <td>1511.5</td>\n",
       "      <td>389</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>52</td>\n",
       "      <td>1922.5</td>\n",
       "      <td>45</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</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>99995</th>\n",
       "      <td>Classical</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:17</td>\n",
       "      <td>1828</td>\n",
       "      <td>1989</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Modern Defense</td>\n",
       "      <td>900+0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>73</td>\n",
       "      <td>1908.5</td>\n",
       "      <td>161</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:16</td>\n",
       "      <td>2128</td>\n",
       "      <td>2040</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Horwitz Defense</td>\n",
       "      <td>30+0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>39</td>\n",
       "      <td>2084.0</td>\n",
       "      <td>88</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>2074</td>\n",
       "      <td>2056</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>60+1</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>42</td>\n",
       "      <td>2065.0</td>\n",
       "      <td>18</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>1464</td>\n",
       "      <td>1533</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense #4</td>\n",
       "      <td>120+0</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>27</td>\n",
       "      <td>1498.5</td>\n",
       "      <td>69</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>Classical</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:18</td>\n",
       "      <td>1996</td>\n",
       "      <td>1976</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C03</td>\n",
       "      <td>French Defense: Tarrasch Variation, Morozevich...</td>\n",
       "      <td>900+10</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>49</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99716 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Event     UTCDate   UTCTime  WhiteElo  BlackElo  \\\n",
       "0              Classical   2016.06.30  22:00:01      1901      1896   \n",
       "1                  Blitz   2016.06.30  22:00:01      1641      1627   \n",
       "2       Blitz tournament   2016.06.30  22:00:02      1647      1688   \n",
       "3         Correspondence   2016.06.30  22:00:02      1706      1317   \n",
       "4       Blitz tournament   2016.06.30  22:00:02      1945      1900   \n",
       "...                   ...         ...       ...       ...       ...   \n",
       "99995          Classical   2016.07.01  13:04:17      1828      1989   \n",
       "99996             Bullet   2016.07.01  13:04:16      2128      2040   \n",
       "99997             Bullet   2016.07.01  13:04:15      2074      2056   \n",
       "99998             Bullet   2016.07.01  13:04:15      1464      1533   \n",
       "99999          Classical   2016.07.01  13:04:18      1996      1976   \n",
       "\n",
       "       WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0                 11.0            -11.0  D10   \n",
       "1                -11.0             12.0  C20   \n",
       "2                 13.0            -13.0  B01   \n",
       "3                 27.0            -25.0  A00   \n",
       "4                -14.0             13.0  B90   \n",
       "...                ...              ...  ...   \n",
       "99995             -7.0              7.0  A40   \n",
       "99996            -17.0             11.0  A40   \n",
       "99997            -12.0             11.0  A00   \n",
       "99998             -9.0              9.0  B07   \n",
       "99999             10.0            -10.0  C03   \n",
       "\n",
       "                                                 Opening TimeControl  ...  \\\n",
       "0                                           Slav Defense       300+5  ...   \n",
       "1                              King's Pawn Opening: 2.b3       300+0  ...   \n",
       "2          Scandinavian Defense: Mieses-Kotroc Variation       180+0  ...   \n",
       "3                                   Van't Kruijs Opening           -  ...   \n",
       "4            Sicilian Defense: Najdorf, Lipnitsky Attack       180+0  ...   \n",
       "...                                                  ...         ...  ...   \n",
       "99995                                     Modern Defense       900+0  ...   \n",
       "99996                                    Horwitz Defense        30+0  ...   \n",
       "99997                               Van't Kruijs Opening        60+1  ...   \n",
       "99998                                    Pirc Defense #4       120+0  ...   \n",
       "99999  French Defense: Tarrasch Variation, Morozevich...      900+10  ...   \n",
       "\n",
       "      Result_1-0 Result_1/2-1/2  NOS  MeanElo  RealEloDiff  EloDiff0-10  \\\n",
       "0           True          False   38   1898.5            5         True   \n",
       "1          False          False   24   1634.0           14        False   \n",
       "2           True          False   31   1667.5           41        False   \n",
       "3           True          False   31   1511.5          389        False   \n",
       "4          False          False   52   1922.5           45        False   \n",
       "...          ...            ...  ...      ...          ...          ...   \n",
       "99995      False          False   73   1908.5          161        False   \n",
       "99996      False          False   39   2084.0           88        False   \n",
       "99997      False          False   42   2065.0           18        False   \n",
       "99998      False          False   27   1498.5           69        False   \n",
       "99999       True          False   49   1986.0           20        False   \n",
       "\n",
       "       EloDiff10-20  EloDiff20-50  EloDiff50-100  EloDiffAbove100  \n",
       "0             False         False          False            False  \n",
       "1              True         False          False            False  \n",
       "2             False          True          False            False  \n",
       "3             False         False          False             True  \n",
       "4             False          True          False            False  \n",
       "...             ...           ...            ...              ...  \n",
       "99995         False         False          False             True  \n",
       "99996         False         False           True            False  \n",
       "99997          True         False          False            False  \n",
       "99998         False         False           True            False  \n",
       "99999         False         False          False            False  \n",
       "\n",
       "[99716 rows x 23 columns]"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "02bd5794",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['EloUnder1000-1500']=((data['MeanElo']>1000)&(data['MeanElo']<1500))\n",
    "data['EloUnder1500-2000']=((data['MeanElo']>1500)&(data['MeanElo']<2000))\n",
    "data['EloOver2000']=(data['MeanElo']>2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "cc650955",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EloUnder1000\n",
      "False    99663\n",
      "True        53\n",
      "Name: count, dtype: int64\n",
      "EloUnder1000-1500\n",
      "False    82947\n",
      "True     16769\n",
      "Name: count, dtype: int64\n",
      "EloUnder1500-2000\n",
      "True     68691\n",
      "False    31025\n",
      "Name: count, dtype: int64\n",
      "EloOver2000\n",
      "False    85655\n",
      "True     14061\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data['EloUnder1000'].value_counts())\n",
    "print(data['EloUnder1000-1500'].value_counts())\n",
    "print(data['EloUnder1500-2000'].value_counts())\n",
    "print(data['EloOver2000'].value_counts())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "850ff584",
   "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>Event</th>\n",
       "      <th>UTCDate</th>\n",
       "      <th>UTCTime</th>\n",
       "      <th>WhiteElo</th>\n",
       "      <th>BlackElo</th>\n",
       "      <th>WhiteRatingDiff</th>\n",
       "      <th>BlackRatingDiff</th>\n",
       "      <th>ECO</th>\n",
       "      <th>Opening</th>\n",
       "      <th>TimeControl</th>\n",
       "      <th>...</th>\n",
       "      <th>RealEloDiff</th>\n",
       "      <th>EloDiff0-10</th>\n",
       "      <th>EloDiff10-20</th>\n",
       "      <th>EloDiff20-50</th>\n",
       "      <th>EloDiff50-100</th>\n",
       "      <th>EloDiffAbove100</th>\n",
       "      <th>EloUnder1000</th>\n",
       "      <th>EloUnder1000-1500</th>\n",
       "      <th>EloUnder1500-2000</th>\n",
       "      <th>EloOver2000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classical</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1901</td>\n",
       "      <td>1896</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>D10</td>\n",
       "      <td>Slav Defense</td>\n",
       "      <td>300+5</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blitz</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:01</td>\n",
       "      <td>1641</td>\n",
       "      <td>1627</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C20</td>\n",
       "      <td>King's Pawn Opening: 2.b3</td>\n",
       "      <td>300+0</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1647</td>\n",
       "      <td>1688</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>B01</td>\n",
       "      <td>Scandinavian Defense: Mieses-Kotroc Variation</td>\n",
       "      <td>180+0</td>\n",
       "      <td>...</td>\n",
       "      <td>41</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Correspondence</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1706</td>\n",
       "      <td>1317</td>\n",
       "      <td>27.0</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>389</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Blitz tournament</td>\n",
       "      <td>2016.06.30</td>\n",
       "      <td>22:00:02</td>\n",
       "      <td>1945</td>\n",
       "      <td>1900</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>B90</td>\n",
       "      <td>Sicilian Defense: Najdorf, Lipnitsky Attack</td>\n",
       "      <td>180+0</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</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>99995</th>\n",
       "      <td>Classical</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:17</td>\n",
       "      <td>1828</td>\n",
       "      <td>1989</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Modern Defense</td>\n",
       "      <td>900+0</td>\n",
       "      <td>...</td>\n",
       "      <td>161</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:16</td>\n",
       "      <td>2128</td>\n",
       "      <td>2040</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A40</td>\n",
       "      <td>Horwitz Defense</td>\n",
       "      <td>30+0</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>2074</td>\n",
       "      <td>2056</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>A00</td>\n",
       "      <td>Van't Kruijs Opening</td>\n",
       "      <td>60+1</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>Bullet</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:15</td>\n",
       "      <td>1464</td>\n",
       "      <td>1533</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>B07</td>\n",
       "      <td>Pirc Defense #4</td>\n",
       "      <td>120+0</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>Classical</td>\n",
       "      <td>2016.07.01</td>\n",
       "      <td>13:04:18</td>\n",
       "      <td>1996</td>\n",
       "      <td>1976</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>C03</td>\n",
       "      <td>French Defense: Tarrasch Variation, Morozevich...</td>\n",
       "      <td>900+10</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>99716 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Event     UTCDate   UTCTime  WhiteElo  BlackElo  \\\n",
       "0              Classical   2016.06.30  22:00:01      1901      1896   \n",
       "1                  Blitz   2016.06.30  22:00:01      1641      1627   \n",
       "2       Blitz tournament   2016.06.30  22:00:02      1647      1688   \n",
       "3         Correspondence   2016.06.30  22:00:02      1706      1317   \n",
       "4       Blitz tournament   2016.06.30  22:00:02      1945      1900   \n",
       "...                   ...         ...       ...       ...       ...   \n",
       "99995          Classical   2016.07.01  13:04:17      1828      1989   \n",
       "99996             Bullet   2016.07.01  13:04:16      2128      2040   \n",
       "99997             Bullet   2016.07.01  13:04:15      2074      2056   \n",
       "99998             Bullet   2016.07.01  13:04:15      1464      1533   \n",
       "99999          Classical   2016.07.01  13:04:18      1996      1976   \n",
       "\n",
       "       WhiteRatingDiff  BlackRatingDiff  ECO  \\\n",
       "0                 11.0            -11.0  D10   \n",
       "1                -11.0             12.0  C20   \n",
       "2                 13.0            -13.0  B01   \n",
       "3                 27.0            -25.0  A00   \n",
       "4                -14.0             13.0  B90   \n",
       "...                ...              ...  ...   \n",
       "99995             -7.0              7.0  A40   \n",
       "99996            -17.0             11.0  A40   \n",
       "99997            -12.0             11.0  A00   \n",
       "99998             -9.0              9.0  B07   \n",
       "99999             10.0            -10.0  C03   \n",
       "\n",
       "                                                 Opening TimeControl  ...  \\\n",
       "0                                           Slav Defense       300+5  ...   \n",
       "1                              King's Pawn Opening: 2.b3       300+0  ...   \n",
       "2          Scandinavian Defense: Mieses-Kotroc Variation       180+0  ...   \n",
       "3                                   Van't Kruijs Opening           -  ...   \n",
       "4            Sicilian Defense: Najdorf, Lipnitsky Attack       180+0  ...   \n",
       "...                                                  ...         ...  ...   \n",
       "99995                                     Modern Defense       900+0  ...   \n",
       "99996                                    Horwitz Defense        30+0  ...   \n",
       "99997                               Van't Kruijs Opening        60+1  ...   \n",
       "99998                                    Pirc Defense #4       120+0  ...   \n",
       "99999  French Defense: Tarrasch Variation, Morozevich...      900+10  ...   \n",
       "\n",
       "      RealEloDiff EloDiff0-10  EloDiff10-20  EloDiff20-50  EloDiff50-100  \\\n",
       "0               5        True         False         False          False   \n",
       "1              14       False          True         False          False   \n",
       "2              41       False         False          True          False   \n",
       "3             389       False         False         False          False   \n",
       "4              45       False         False          True          False   \n",
       "...           ...         ...           ...           ...            ...   \n",
       "99995         161       False         False         False          False   \n",
       "99996          88       False         False         False           True   \n",
       "99997          18       False          True         False          False   \n",
       "99998          69       False         False         False           True   \n",
       "99999          20       False         False         False          False   \n",
       "\n",
       "       EloDiffAbove100  EloUnder1000  EloUnder1000-1500  EloUnder1500-2000  \\\n",
       "0                False         False              False               True   \n",
       "1                False         False              False               True   \n",
       "2                False         False              False               True   \n",
       "3                 True         False              False               True   \n",
       "4                False         False              False               True   \n",
       "...                ...           ...                ...                ...   \n",
       "99995             True         False              False               True   \n",
       "99996            False         False              False              False   \n",
       "99997            False         False              False              False   \n",
       "99998            False         False               True              False   \n",
       "99999            False         False              False               True   \n",
       "\n",
       "       EloOver2000  \n",
       "0            False  \n",
       "1            False  \n",
       "2            False  \n",
       "3            False  \n",
       "4            False  \n",
       "...            ...  \n",
       "99995        False  \n",
       "99996         True  \n",
       "99997         True  \n",
       "99998        False  \n",
       "99999        False  \n",
       "\n",
       "[99716 rows x 27 columns]"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bff1a28f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aac42d4d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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