diff --git a/data_preprocessing.ipynb b/data_preprocessing.ipynb
index 74cb877..46fd486 100644
--- a/data_preprocessing.ipynb
+++ b/data_preprocessing.ipynb
@@ -4,22 +4,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2023-03-04 15:06:26.012459: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F AVX512_VNNI FMA\n",
-      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
-      "2023-03-04 15:06:26.118297: I tensorflow/core/util/port.cc:104] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n",
-      "2023-03-04 15:06:26.120951: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: :/usr/local/webots/lib/controller:/usr/local/webots/lib/webots\n",
-      "2023-03-04 15:06:26.120963: I tensorflow/compiler/xla/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n",
-      "2023-03-04 15:06:26.646141: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: :/usr/local/webots/lib/controller:/usr/local/webots/lib/webots\n",
-      "2023-03-04 15:06:26.646204: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: :/usr/local/webots/lib/controller:/usr/local/webots/lib/webots\n",
-      "2023-03-04 15:06:26.646208: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import numpy as np\n",
@@ -747,7 +732,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -757,7 +742,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -785,7 +770,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -806,7 +791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -816,9 +801,299 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
-   "outputs": [],
+   "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>created_at</th>\n",
+       "      <th>last_move_at</th>\n",
+       "      <th>turns</th>\n",
+       "      <th>victory_status</th>\n",
+       "      <th>winner</th>\n",
+       "      <th>white_rating</th>\n",
+       "      <th>black_rating</th>\n",
+       "      <th>opening_eco</th>\n",
+       "      <th>opening_ply</th>\n",
+       "      <th>whites_opening</th>\n",
+       "      <th>blacks_opening</th>\n",
+       "      <th>time_limit</th>\n",
+       "      <th>increment</th>\n",
+       "      <th>white_took</th>\n",
+       "      <th>black_took</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.504130e+12</td>\n",
+       "      <td>1.504130e+12</td>\n",
+       "      <td>61</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1496</td>\n",
+       "      <td>1500</td>\n",
+       "      <td>135</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87</td>\n",
+       "      <td>320</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
+       "      <td>14</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.504110e+12</td>\n",
+       "      <td>1.504110e+12</td>\n",
+       "      <td>61</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1439</td>\n",
+       "      <td>1454</td>\n",
+       "      <td>191</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134</td>\n",
+       "      <td>648</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.504030e+12</td>\n",
+       "      <td>1.504030e+12</td>\n",
+       "      <td>95</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1523</td>\n",
+       "      <td>1469</td>\n",
+       "      <td>152</td>\n",
+       "      <td>5</td>\n",
+       "      <td>113</td>\n",
+       "      <td>650</td>\n",
+       "      <td>30</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.503440e+12</td>\n",
+       "      <td>1.503440e+12</td>\n",
+       "      <td>119</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1381</td>\n",
+       "      <td>1209</td>\n",
+       "      <td>53</td>\n",
+       "      <td>4</td>\n",
+       "      <td>146</td>\n",
+       "      <td>347</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.502780e+12</td>\n",
+       "      <td>1.502780e+12</td>\n",
+       "      <td>69</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1078</td>\n",
+       "      <td>1219</td>\n",
+       "      <td>190</td>\n",
+       "      <td>4</td>\n",
+       "      <td>134</td>\n",
+       "      <td>126</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>9</td>\n",
+       "      <td>7</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4872</th>\n",
+       "      <td>1.499815e+12</td>\n",
+       "      <td>1.499815e+12</td>\n",
+       "      <td>43</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1328</td>\n",
+       "      <td>1252</td>\n",
+       "      <td>120</td>\n",
+       "      <td>5</td>\n",
+       "      <td>49</td>\n",
+       "      <td>607</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4873</th>\n",
+       "      <td>1.499812e+12</td>\n",
+       "      <td>1.499813e+12</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1237</td>\n",
+       "      <td>1231</td>\n",
+       "      <td>120</td>\n",
+       "      <td>3</td>\n",
+       "      <td>49</td>\n",
+       "      <td>307</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4874</th>\n",
+       "      <td>1.499698e+12</td>\n",
+       "      <td>1.499699e+12</td>\n",
+       "      <td>82</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1233</td>\n",
+       "      <td>1196</td>\n",
+       "      <td>31</td>\n",
+       "      <td>2</td>\n",
+       "      <td>133</td>\n",
+       "      <td>650</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4875</th>\n",
+       "      <td>1.499698e+12</td>\n",
+       "      <td>1.499698e+12</td>\n",
+       "      <td>35</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1219</td>\n",
+       "      <td>1286</td>\n",
+       "      <td>189</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134</td>\n",
+       "      <td>339</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4876</th>\n",
+       "      <td>1.499643e+12</td>\n",
+       "      <td>1.499644e+12</td>\n",
+       "      <td>78</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1235</td>\n",
+       "      <td>1339</td>\n",
+       "      <td>189</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134</td>\n",
+       "      <td>339</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4877 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        created_at  last_move_at  turns  victory_status  winner  white_rating  \\\n",
+       "0     1.504130e+12  1.504130e+12     61               0       1          1496   \n",
+       "1     1.504110e+12  1.504110e+12     61               0       1          1439   \n",
+       "2     1.504030e+12  1.504030e+12     95               0       1          1523   \n",
+       "3     1.503440e+12  1.503440e+12    119               0       1          1381   \n",
+       "4     1.502780e+12  1.502780e+12     69               0       1          1078   \n",
+       "...            ...           ...    ...             ...     ...           ...   \n",
+       "4872  1.499815e+12  1.499815e+12     43               0       1          1328   \n",
+       "4873  1.499812e+12  1.499813e+12     58               0       0          1237   \n",
+       "4874  1.499698e+12  1.499699e+12     82               0       0          1233   \n",
+       "4875  1.499698e+12  1.499698e+12     35               0       1          1219   \n",
+       "4876  1.499643e+12  1.499644e+12     78               0       0          1235   \n",
+       "\n",
+       "      black_rating  opening_eco  opening_ply  whites_opening  blacks_opening  \\\n",
+       "0             1500          135            3              87             320   \n",
+       "1             1454          191            3             134             648   \n",
+       "2             1469          152            5             113             650   \n",
+       "3             1209           53            4             146             347   \n",
+       "4             1219          190            4             134             126   \n",
+       "...            ...          ...          ...             ...             ...   \n",
+       "4872          1252          120            5              49             607   \n",
+       "4873          1231          120            3              49             307   \n",
+       "4874          1196           31            2             133             650   \n",
+       "4875          1286          189            3             134             339   \n",
+       "4876          1339          189            3             134             339   \n",
+       "\n",
+       "      time_limit  increment  white_took  black_took  \n",
+       "0              5         10          14           3  \n",
+       "1             20          0          10           4  \n",
+       "2             30          3          14          10  \n",
+       "3             10          0          14          13  \n",
+       "4             10         10           9           7  \n",
+       "...          ...        ...         ...         ...  \n",
+       "4872          10          0           5           8  \n",
+       "4873          10         10           6           7  \n",
+       "4874          10          0           9          12  \n",
+       "4875          10          0           2           2  \n",
+       "4876          10          0          10          10  \n",
+       "\n",
+       "[4877 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "chess_data.drop(['moves'], axis=1, inplace=True)\n",
     "chess_data"
@@ -826,9 +1101,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 4877 entries, 0 to 4876\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column          Non-Null Count  Dtype\n",
+      "---  ------          --------------  -----\n",
+      " 0   turns           4877 non-null   int64\n",
+      " 1   victory_status  4877 non-null   int64\n",
+      " 2   winner          4877 non-null   int64\n",
+      " 3   white_rating    4877 non-null   int64\n",
+      " 4   black_rating    4877 non-null   int64\n",
+      " 5   opening_eco     4877 non-null   int64\n",
+      " 6   opening_ply     4877 non-null   int64\n",
+      " 7   whites_opening  4877 non-null   int64\n",
+      " 8   blacks_opening  4877 non-null   int64\n",
+      " 9   time_limit      4877 non-null   int64\n",
+      " 10  increment       4877 non-null   int64\n",
+      " 11  white_took      4877 non-null   int64\n",
+      " 12  black_took      4877 non-null   int64\n",
+      "dtypes: int64(13)\n",
+      "memory usage: 495.4 KB\n"
+     ]
+    }
+   ],
    "source": [
     "chess_data.drop(['last_move_at','created_at'], axis=1, inplace=True) \n",
     "chess_data.info()"
@@ -836,7 +1138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -846,9 +1148,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot: >"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x1300 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(15,13))\n",
     "sns.heatmap(chess_data.corr().round(2),annot = True)"
@@ -856,18 +1180,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7fd9f1ba4b50>"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.scatter(chess_data.index, chess_data.turns)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot: xlabel='turns', ylabel='Density'>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x1300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(15,13))\n",
     "sns.distplot(chess_data.turns)"
@@ -875,9 +1243,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 4875 entries, 0 to 4876\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column          Non-Null Count  Dtype\n",
+      "---  ------          --------------  -----\n",
+      " 0   turns           4875 non-null   int64\n",
+      " 1   victory_status  4875 non-null   int64\n",
+      " 2   winner          4875 non-null   int64\n",
+      " 3   white_rating    4875 non-null   int64\n",
+      " 4   black_rating    4875 non-null   int64\n",
+      " 5   opening_eco     4875 non-null   int64\n",
+      " 6   opening_ply     4875 non-null   int64\n",
+      " 7   whites_opening  4875 non-null   int64\n",
+      " 8   blacks_opening  4875 non-null   int64\n",
+      " 9   time_limit      4875 non-null   int64\n",
+      " 10  increment       4875 non-null   int64\n",
+      " 11  white_took      4875 non-null   int64\n",
+      " 12  black_took      4875 non-null   int64\n",
+      "dtypes: int64(13)\n",
+      "memory usage: 533.2 KB\n"
+     ]
+    }
+   ],
    "source": [
     "chess_data = chess_data[chess_data.turns < 200]\n",
     "chess_data.info()"
@@ -885,7 +1280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -895,9 +1290,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot: xlabel='turns', ylabel='Density'>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x1300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(15,13))\n",
     "sns.distplot(chess_data.turns)"
@@ -905,16 +1322,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7fd9ed24f5e0>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.scatter(chess_data.index,chess_data.turns)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -924,18 +1363,67 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 2280 entries, 5 to 4874\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column          Non-Null Count  Dtype\n",
+      "---  ------          --------------  -----\n",
+      " 0   turns           2280 non-null   int64\n",
+      " 1   victory_status  2280 non-null   int64\n",
+      " 2   winner          2280 non-null   int64\n",
+      " 3   white_rating    2280 non-null   int64\n",
+      " 4   black_rating    2280 non-null   int64\n",
+      " 5   opening_eco     2280 non-null   int64\n",
+      " 6   opening_ply     2280 non-null   int64\n",
+      " 7   whites_opening  2280 non-null   int64\n",
+      " 8   blacks_opening  2280 non-null   int64\n",
+      " 9   time_limit      2280 non-null   int64\n",
+      " 10  increment       2280 non-null   int64\n",
+      " 11  white_took      2280 non-null   int64\n",
+      " 12  black_took      2280 non-null   int64\n",
+      "dtypes: int64(13)\n",
+      "memory usage: 249.4 KB\n"
+     ]
+    }
+   ],
    "source": [
     "chess_data.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fd9ed069090>"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.countplot(x = chess_data[\"winner\"], palette='Set2')\n",
     "plt.legend(labels=[\"White\",\"Black\"], title = \"Who won?\")"
@@ -943,7 +1431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -955,9 +1443,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4019    0\n",
+       "4848    0\n",
+       "2495    0\n",
+       "694     0\n",
+       "45      0\n",
+       "Name: winner, dtype: int64"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "y_train.head()"
    ]