diff --git "a/dataextractandclean.ipynb" "b/dataextractandclean.ipynb"
new file mode 100644--- /dev/null
+++ "b/dataextractandclean.ipynb"
@@ -0,0 +1,4150 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c67dc850-faf9-4837-af74-6d77be4ca303",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from yaml import safe_load\n",
+    "import os\n",
+    "from tqdm import tqdm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "3dfa8810-7976-467c-8c6a-39f902bdc902",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filenames=[]\n",
+    "for file in os.listdir('scoredata'):\n",
+    "    filenames.append(os.path.join('scoredata',file))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a3df7ccf-a9ca-4d54-bec9-554571c04269",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['scoredata/64928.yaml',\n",
+       " 'scoredata/1177016.yaml',\n",
+       " 'scoredata/582190.yaml',\n",
+       " 'scoredata/1115779.yaml',\n",
+       " 'scoredata/267712.yaml']"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filenames[0:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "e98b55f0-e8c2-42df-8a39-a632062e776d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 76%|█████████████████████████████▊         | 1554/2034 [04:30<01:08,  7.02it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Error processing file scoredata/README.txt: \n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████████| 2034/2034 [05:56<00:00,  5.70it/s]\n"
+     ]
+    },
+    {
+     "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>innings</th>\n",
+       "      <th>meta.data_version</th>\n",
+       "      <th>meta.created</th>\n",
+       "      <th>meta.revision</th>\n",
+       "      <th>info.city</th>\n",
+       "      <th>info.dates</th>\n",
+       "      <th>info.gender</th>\n",
+       "      <th>info.match_type</th>\n",
+       "      <th>info.match_type_number</th>\n",
+       "      <th>info.outcome.result</th>\n",
+       "      <th>...</th>\n",
+       "      <th>info.supersubs.Zimbabwe</th>\n",
+       "      <th>info.supersubs.ICC World XI</th>\n",
+       "      <th>info.supersubs.Sri Lanka</th>\n",
+       "      <th>info.supersubs.Pakistan</th>\n",
+       "      <th>info.supersubs.England</th>\n",
+       "      <th>info.supersubs.Bangladesh</th>\n",
+       "      <th>info.supersubs.West Indies</th>\n",
+       "      <th>info.outcome.eliminator</th>\n",
+       "      <th>info.supersubs.Africa XI</th>\n",
+       "      <th>info.supersubs.Asia XI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2020-12-04</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>[2005-02-11]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>2225.0</td>\n",
+       "      <td>no result</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Pakistan', 'deliver...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2019-10-31</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Potchefstroom</td>\n",
+       "      <td>[2019-05-09]</td>\n",
+       "      <td>female</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2012-11-16</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Hambantota</td>\n",
+       "      <td>[2012-11-10]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2020-05-14</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Christchurch</td>\n",
+       "      <td>[2018-03-10]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>3992.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Sri Lanka', 'delive...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2015-10-04</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Rajkot</td>\n",
+       "      <td>[2007-02-11]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2011-04-29</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>[2011-04-28]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2015-02-28</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[2015-02-27]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2013-02-23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Grenada</td>\n",
+       "      <td>[2013-02-22]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2016-06-16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>St Kitts</td>\n",
+       "      <td>[2016-06-15]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Afghanistan', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2020-06-02</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>[2018-09-20]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>4041.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2033 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              innings  meta.data_version  \\\n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...                0.9   \n",
+       "0   [{'1st innings': {'team': 'Pakistan', 'deliver...                0.9   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'Sri Lanka', 'delive...                0.9   \n",
+       "..                                                ...                ...   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...                0.9   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...                0.9   \n",
+       "0   [{'1st innings': {'team': 'Afghanistan', 'deli...                0.9   \n",
+       "\n",
+       "   meta.created  meta.revision      info.city    info.dates info.gender  \\\n",
+       "0    2020-12-04              1         Durban  [2005-02-11]        male   \n",
+       "0    2019-10-31              1  Potchefstroom  [2019-05-09]      female   \n",
+       "0    2012-11-16              2     Hambantota  [2012-11-10]        male   \n",
+       "0    2020-05-14              1   Christchurch  [2018-03-10]        male   \n",
+       "0    2015-10-04              1         Rajkot  [2007-02-11]        male   \n",
+       "..          ...            ...            ...           ...         ...   \n",
+       "0    2011-04-29              2       Barbados  [2011-04-28]        male   \n",
+       "0    2015-02-28              1            NaN  [2015-02-27]        male   \n",
+       "0    2013-02-23              2        Grenada  [2013-02-22]        male   \n",
+       "0    2016-06-16              1       St Kitts  [2016-06-15]        male   \n",
+       "0    2020-06-02              1      Abu Dhabi  [2018-09-20]        male   \n",
+       "\n",
+       "   info.match_type  info.match_type_number info.outcome.result  ...  \\\n",
+       "0              ODI                  2225.0           no result  ...   \n",
+       "0              ODI                  1153.0                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                  3992.0                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "..             ...                     ...                 ...  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                  4041.0                 NaN  ...   \n",
+       "\n",
+       "    info.supersubs.Zimbabwe info.supersubs.ICC World XI  \\\n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "..                      ...                         ...   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "\n",
+       "   info.supersubs.Sri Lanka info.supersubs.Pakistan info.supersubs.England  \\\n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "..                      ...                     ...                    ...   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "\n",
+       "   info.supersubs.Bangladesh  info.supersubs.West Indies  \\\n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "..                       ...                         ...   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "\n",
+       "   info.outcome.eliminator  info.supersubs.Africa XI info.supersubs.Asia XI  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "..                     ...                       ...                    ...  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "\n",
+       "[2033 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df = pd.DataFrame()\n",
+    "counter = 1\n",
+    "\n",
+    "for file in tqdm(filenames):\n",
+    "    try:\n",
+    "        with open(file, 'r') as f:\n",
+    "            df = pd.json_normalize(safe_load(f))\n",
+    "            df['match_id'] = counter\n",
+    "            final_df = pd.concat([final_df, df])\n",
+    "            counter += 1\n",
+    "    except NotImplementedError as e:\n",
+    "        print(f\"Error processing file {file}: {e}\")\n",
+    "        continue\n",
+    "\n",
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "091cded4-e35b-48a4-9507-c8fecf08372d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['scoredata/64928.yaml',\n",
+       " 'scoredata/1177016.yaml',\n",
+       " 'scoredata/582190.yaml',\n",
+       " 'scoredata/1115779.yaml',\n",
+       " 'scoredata/267712.yaml']"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filenames[0:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "419a1702-b5af-4a54-a2dd-7ed6c09d7007",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "backup=final_df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "c598ac73-3015-4162-9a6f-5e925a0e6542",
+   "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>innings</th>\n",
+       "      <th>meta.data_version</th>\n",
+       "      <th>meta.created</th>\n",
+       "      <th>meta.revision</th>\n",
+       "      <th>info.city</th>\n",
+       "      <th>info.dates</th>\n",
+       "      <th>info.gender</th>\n",
+       "      <th>info.match_type</th>\n",
+       "      <th>info.match_type_number</th>\n",
+       "      <th>info.outcome.result</th>\n",
+       "      <th>...</th>\n",
+       "      <th>info.supersubs.Zimbabwe</th>\n",
+       "      <th>info.supersubs.ICC World XI</th>\n",
+       "      <th>info.supersubs.Sri Lanka</th>\n",
+       "      <th>info.supersubs.Pakistan</th>\n",
+       "      <th>info.supersubs.England</th>\n",
+       "      <th>info.supersubs.Bangladesh</th>\n",
+       "      <th>info.supersubs.West Indies</th>\n",
+       "      <th>info.outcome.eliminator</th>\n",
+       "      <th>info.supersubs.Africa XI</th>\n",
+       "      <th>info.supersubs.Asia XI</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2020-12-04</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>[2005-02-11]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>2225.0</td>\n",
+       "      <td>no result</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Pakistan', 'deliver...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2019-10-31</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Potchefstroom</td>\n",
+       "      <td>[2019-05-09]</td>\n",
+       "      <td>female</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2012-11-16</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Hambantota</td>\n",
+       "      <td>[2012-11-10]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2020-05-14</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Christchurch</td>\n",
+       "      <td>[2018-03-10]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>3992.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Sri Lanka', 'delive...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2015-10-04</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Rajkot</td>\n",
+       "      <td>[2007-02-11]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2011-04-29</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>[2011-04-28]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2015-02-28</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[2015-02-27]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2013-02-23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Grenada</td>\n",
+       "      <td>[2013-02-22]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2016-06-16</td>\n",
+       "      <td>1</td>\n",
+       "      <td>St Kitts</td>\n",
+       "      <td>[2016-06-15]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Afghanistan', 'deli...</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>2020-06-02</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>[2018-09-20]</td>\n",
+       "      <td>male</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>4041.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2033 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              innings  meta.data_version  \\\n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...                0.9   \n",
+       "0   [{'1st innings': {'team': 'Pakistan', 'deliver...                0.9   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'Sri Lanka', 'delive...                0.9   \n",
+       "..                                                ...                ...   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...                0.9   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...                0.9   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...                0.9   \n",
+       "0   [{'1st innings': {'team': 'Afghanistan', 'deli...                0.9   \n",
+       "\n",
+       "   meta.created  meta.revision      info.city    info.dates info.gender  \\\n",
+       "0    2020-12-04              1         Durban  [2005-02-11]        male   \n",
+       "0    2019-10-31              1  Potchefstroom  [2019-05-09]      female   \n",
+       "0    2012-11-16              2     Hambantota  [2012-11-10]        male   \n",
+       "0    2020-05-14              1   Christchurch  [2018-03-10]        male   \n",
+       "0    2015-10-04              1         Rajkot  [2007-02-11]        male   \n",
+       "..          ...            ...            ...           ...         ...   \n",
+       "0    2011-04-29              2       Barbados  [2011-04-28]        male   \n",
+       "0    2015-02-28              1            NaN  [2015-02-27]        male   \n",
+       "0    2013-02-23              2        Grenada  [2013-02-22]        male   \n",
+       "0    2016-06-16              1       St Kitts  [2016-06-15]        male   \n",
+       "0    2020-06-02              1      Abu Dhabi  [2018-09-20]        male   \n",
+       "\n",
+       "   info.match_type  info.match_type_number info.outcome.result  ...  \\\n",
+       "0              ODI                  2225.0           no result  ...   \n",
+       "0              ODI                  1153.0                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                  3992.0                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "..             ...                     ...                 ...  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                     NaN                 NaN  ...   \n",
+       "0              ODI                  4041.0                 NaN  ...   \n",
+       "\n",
+       "    info.supersubs.Zimbabwe info.supersubs.ICC World XI  \\\n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "..                      ...                         ...   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "0                       NaN                         NaN   \n",
+       "\n",
+       "   info.supersubs.Sri Lanka info.supersubs.Pakistan info.supersubs.England  \\\n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "..                      ...                     ...                    ...   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "0                       NaN                     NaN                    NaN   \n",
+       "\n",
+       "   info.supersubs.Bangladesh  info.supersubs.West Indies  \\\n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "..                       ...                         ...   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "0                        NaN                         NaN   \n",
+       "\n",
+       "   info.outcome.eliminator  info.supersubs.Africa XI info.supersubs.Asia XI  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "..                     ...                       ...                    ...  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "0                      NaN                       NaN                    NaN  \n",
+       "\n",
+       "[2033 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "1e4eab88-6ba6-4f6f-8ba4-20279b3c6187",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['innings', 'meta.data_version', 'meta.created', 'meta.revision',\n",
+       "       'info.city', 'info.dates', 'info.gender', 'info.match_type',\n",
+       "       'info.match_type_number', 'info.outcome.result', 'info.overs',\n",
+       "       'info.teams', 'info.toss.decision', 'info.toss.winner', 'info.umpires',\n",
+       "       'info.venue', 'match_id', 'info.outcome.winner',\n",
+       "       'info.outcome.by.wickets', 'info.player_of_match',\n",
+       "       'info.outcome.method', 'info.outcome.by.runs', 'info.neutral_venue',\n",
+       "       'info.supersubs.South Africa', 'info.supersubs.New Zealand',\n",
+       "       'info.supersubs.Australia', 'info.supersubs.India',\n",
+       "       'info.supersubs.Zimbabwe', 'info.supersubs.ICC World XI',\n",
+       "       'info.supersubs.Sri Lanka', 'info.supersubs.Pakistan',\n",
+       "       'info.supersubs.England', 'info.supersubs.Bangladesh',\n",
+       "       'info.supersubs.West Indies', 'info.outcome.eliminator',\n",
+       "       'info.supersubs.Africa XI', 'info.supersubs.Asia XI'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df.columns\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c6f1c7d0-7b22-49db-a423-65d11cd3b72a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df.drop(columns=[\n",
+    "    'meta.data_version',\n",
+    "    'meta.created',\n",
+    "    'meta.revision',\n",
+    "    'info.outcome.eliminator',\n",
+    "    'info.match_type_number',\n",
+    "    'info.outcome.result',\n",
+    "    \n",
+    "    \n",
+    "],inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "3d374f78-38e0-4803-90d1-a32d49c0145e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_df.drop(columns=[\n",
+    "    'info.umpires',\n",
+    "    'info.supersubs.South Africa', 'info.supersubs.New Zealand',\n",
+    "    'info.supersubs.Australia', 'info.supersubs.India',\n",
+    "    'info.supersubs.Zimbabwe', 'info.supersubs.ICC World XI',\n",
+    "    'info.supersubs.Sri Lanka', 'info.supersubs.Pakistan',\n",
+    "    'info.supersubs.England', 'info.supersubs.Bangladesh',\n",
+    "    'info.supersubs.West Indies','info.supersubs.Africa XI', 'info.supersubs.Asia XI'\n",
+    "    \n",
+    "],inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "d3bb529f-f031-4e69-a9f0-0780ddefd847",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0             NaN\n",
+       "0    South Africa\n",
+       "0       Sri Lanka\n",
+       "0         England\n",
+       "0       Sri Lanka\n",
+       "         ...     \n",
+       "0        Pakistan\n",
+       "0    South Africa\n",
+       "0     West Indies\n",
+       "0    South Africa\n",
+       "0     Afghanistan\n",
+       "Name: info.outcome.winner, Length: 2033, dtype: object"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df['info.outcome.winner']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "4940d207-c756-4cc6-8b23-b4db16f3f5ad",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "info.gender\n",
+       "male      1799\n",
+       "female     234\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df['info.gender'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "ccb52ce8-23f0-4660-96f7-93b956b53a2e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/bl/1s8rszdj6_7cxljgp0nvyk7w0000gn/T/ipykernel_1389/2343689724.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  final_df.drop(columns=['info.gender'],inplace=True)\n"
+     ]
+    },
+    {
+     "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>innings</th>\n",
+       "      <th>info.city</th>\n",
+       "      <th>info.dates</th>\n",
+       "      <th>info.match_type</th>\n",
+       "      <th>info.overs</th>\n",
+       "      <th>info.teams</th>\n",
+       "      <th>info.toss.decision</th>\n",
+       "      <th>info.toss.winner</th>\n",
+       "      <th>info.venue</th>\n",
+       "      <th>match_id</th>\n",
+       "      <th>info.outcome.winner</th>\n",
+       "      <th>info.outcome.by.wickets</th>\n",
+       "      <th>info.player_of_match</th>\n",
+       "      <th>info.outcome.method</th>\n",
+       "      <th>info.outcome.by.runs</th>\n",
+       "      <th>info.neutral_venue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>[2005-02-11]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>Hambantota</td>\n",
+       "      <td>[2012-11-10]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[Sri Lanka, New Zealand]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>Mahinda Rajapaksa International Cricket Stadiu...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>[BMAJ Mendis]</td>\n",
+       "      <td>D/L</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>Christchurch</td>\n",
+       "      <td>[2018-03-10]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[New Zealand, England]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>England</td>\n",
+       "      <td>Hagley Oval</td>\n",
+       "      <td>4</td>\n",
+       "      <td>England</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>[JM Bairstow]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Sri Lanka', 'delive...</td>\n",
+       "      <td>Rajkot</td>\n",
+       "      <td>[2007-02-11]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[India, Sri Lanka]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Madhavrao Scindia Cricket Ground</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[KC Sangakkara]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'England', 'deliveri...</td>\n",
+       "      <td>London</td>\n",
+       "      <td>[2011-06-28]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[England, Sri Lanka]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>Kennington Oval</td>\n",
+       "      <td>6</td>\n",
+       "      <td>England</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[JM Anderson]</td>\n",
+       "      <td>D/L</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>NaN</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>[2011-04-28]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[West Indies, Pakistan]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Pakistan</td>\n",
+       "      <td>Kensington Oval, Bridgetown</td>\n",
+       "      <td>2029</td>\n",
+       "      <td>Pakistan</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>[Misbah-ul-Haq]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[2015-02-27]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[South Africa, West Indies]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>Sydney Cricket Ground</td>\n",
+       "      <td>2030</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[AB de Villiers]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>257.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>Grenada</td>\n",
+       "      <td>[2013-02-22]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[West Indies, Zimbabwe]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>National Cricket Stadium, St George's</td>\n",
+       "      <td>2031</td>\n",
+       "      <td>West Indies</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[J Charles]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>156.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>St Kitts</td>\n",
+       "      <td>[2016-06-15]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[West Indies, South Africa]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>West Indies</td>\n",
+       "      <td>Warner Park, Basseterre</td>\n",
+       "      <td>2032</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[Imran Tahir]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>139.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Afghanistan', 'deli...</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>[2018-09-20]</td>\n",
+       "      <td>ODI</td>\n",
+       "      <td>50</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "      <td>2033</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[Rashid Khan]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>136.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1799 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              innings     info.city  \\\n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...        Durban   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...    Hambantota   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...  Christchurch   \n",
+       "0   [{'1st innings': {'team': 'Sri Lanka', 'delive...        Rajkot   \n",
+       "0   [{'1st innings': {'team': 'England', 'deliveri...        London   \n",
+       "..                                                ...           ...   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...      Barbados   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...           NaN   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...       Grenada   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...      St Kitts   \n",
+       "0   [{'1st innings': {'team': 'Afghanistan', 'deli...     Abu Dhabi   \n",
+       "\n",
+       "      info.dates info.match_type  info.overs                   info.teams  \\\n",
+       "0   [2005-02-11]             ODI          50      [South Africa, England]   \n",
+       "0   [2012-11-10]             ODI          50     [Sri Lanka, New Zealand]   \n",
+       "0   [2018-03-10]             ODI          50       [New Zealand, England]   \n",
+       "0   [2007-02-11]             ODI          50           [India, Sri Lanka]   \n",
+       "0   [2011-06-28]             ODI          50         [England, Sri Lanka]   \n",
+       "..           ...             ...         ...                          ...   \n",
+       "0   [2011-04-28]             ODI          50      [West Indies, Pakistan]   \n",
+       "0   [2015-02-27]             ODI          50  [South Africa, West Indies]   \n",
+       "0   [2013-02-22]             ODI          50      [West Indies, Zimbabwe]   \n",
+       "0   [2016-06-15]             ODI          50  [West Indies, South Africa]   \n",
+       "0   [2018-09-20]             ODI          50    [Afghanistan, Bangladesh]   \n",
+       "\n",
+       "   info.toss.decision info.toss.winner  \\\n",
+       "0                 bat     South Africa   \n",
+       "0               field        Sri Lanka   \n",
+       "0               field          England   \n",
+       "0               field            India   \n",
+       "0               field        Sri Lanka   \n",
+       "..                ...              ...   \n",
+       "0               field         Pakistan   \n",
+       "0                 bat     South Africa   \n",
+       "0               field         Zimbabwe   \n",
+       "0               field      West Indies   \n",
+       "0                 bat      Afghanistan   \n",
+       "\n",
+       "                                           info.venue  match_id  \\\n",
+       "0                                           Kingsmead         1   \n",
+       "0   Mahinda Rajapaksa International Cricket Stadiu...         3   \n",
+       "0                                         Hagley Oval         4   \n",
+       "0                    Madhavrao Scindia Cricket Ground         5   \n",
+       "0                                     Kennington Oval         6   \n",
+       "..                                                ...       ...   \n",
+       "0                         Kensington Oval, Bridgetown      2029   \n",
+       "0                               Sydney Cricket Ground      2030   \n",
+       "0               National Cricket Stadium, St George's      2031   \n",
+       "0                             Warner Park, Basseterre      2032   \n",
+       "0                                Sheikh Zayed Stadium      2033   \n",
+       "\n",
+       "   info.outcome.winner  info.outcome.by.wickets info.player_of_match  \\\n",
+       "0                  NaN                      NaN                  NaN   \n",
+       "0            Sri Lanka                      7.0        [BMAJ Mendis]   \n",
+       "0              England                      7.0        [JM Bairstow]   \n",
+       "0            Sri Lanka                      NaN      [KC Sangakkara]   \n",
+       "0              England                      NaN        [JM Anderson]   \n",
+       "..                 ...                      ...                  ...   \n",
+       "0             Pakistan                      3.0      [Misbah-ul-Haq]   \n",
+       "0         South Africa                      NaN     [AB de Villiers]   \n",
+       "0          West Indies                      NaN          [J Charles]   \n",
+       "0         South Africa                      NaN        [Imran Tahir]   \n",
+       "0          Afghanistan                      NaN        [Rashid Khan]   \n",
+       "\n",
+       "   info.outcome.method  info.outcome.by.runs  info.neutral_venue  \n",
+       "0                  NaN                   NaN                 NaN  \n",
+       "0                  D/L                   NaN                 NaN  \n",
+       "0                  NaN                   NaN                 NaN  \n",
+       "0                  NaN                   5.0                 NaN  \n",
+       "0                  D/L                 110.0                 NaN  \n",
+       "..                 ...                   ...                 ...  \n",
+       "0                  NaN                   NaN                 NaN  \n",
+       "0                  NaN                 257.0                 1.0  \n",
+       "0                  NaN                 156.0                 NaN  \n",
+       "0                  NaN                 139.0                 NaN  \n",
+       "0                  NaN                 136.0                 NaN  \n",
+       "\n",
+       "[1799 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df=final_df[final_df['info.gender']=='male']\n",
+    "final_df.drop(columns=['info.gender'],inplace=True)\n",
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "daa317ec-698b-4096-bf93-8ab9a3f44791",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "info.match_type\n",
+       "ODI    1799\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df['info.match_type'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "e88cdbac-eff2-41da-8ec9-842dc8048812",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "info.overs\n",
+       "50    1799\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df['info.overs'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "2f90af49-eb45-4fd3-8565-fec6cf7f9f6f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/bl/1s8rszdj6_7cxljgp0nvyk7w0000gn/T/ipykernel_1389/88217534.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  final_df.drop(columns=['info.overs','info.match_type'],inplace=True)\n"
+     ]
+    }
+   ],
+   "source": [
+    "final_df.drop(columns=['info.overs','info.match_type'],inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "9f550da3-778b-452f-a33a-7640c8af1cff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "    .dataframe thead th {\n",
+       "        text-align: right;\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>innings</th>\n",
+       "      <th>info.city</th>\n",
+       "      <th>info.dates</th>\n",
+       "      <th>info.teams</th>\n",
+       "      <th>info.toss.decision</th>\n",
+       "      <th>info.toss.winner</th>\n",
+       "      <th>info.venue</th>\n",
+       "      <th>match_id</th>\n",
+       "      <th>info.outcome.winner</th>\n",
+       "      <th>info.outcome.by.wickets</th>\n",
+       "      <th>info.player_of_match</th>\n",
+       "      <th>info.outcome.method</th>\n",
+       "      <th>info.outcome.by.runs</th>\n",
+       "      <th>info.neutral_venue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>[2005-02-11]</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>Hambantota</td>\n",
+       "      <td>[2012-11-10]</td>\n",
+       "      <td>[Sri Lanka, New Zealand]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>Mahinda Rajapaksa International Cricket Stadiu...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>[BMAJ Mendis]</td>\n",
+       "      <td>D/L</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>Christchurch</td>\n",
+       "      <td>[2018-03-10]</td>\n",
+       "      <td>[New Zealand, England]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>England</td>\n",
+       "      <td>Hagley Oval</td>\n",
+       "      <td>4</td>\n",
+       "      <td>England</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>[JM Bairstow]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Sri Lanka', 'delive...</td>\n",
+       "      <td>Rajkot</td>\n",
+       "      <td>[2007-02-11]</td>\n",
+       "      <td>[India, Sri Lanka]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Madhavrao Scindia Cricket Ground</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[KC Sangakkara]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'England', 'deliveri...</td>\n",
+       "      <td>London</td>\n",
+       "      <td>[2011-06-28]</td>\n",
+       "      <td>[England, Sri Lanka]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>Kennington Oval</td>\n",
+       "      <td>6</td>\n",
+       "      <td>England</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[JM Anderson]</td>\n",
+       "      <td>D/L</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>NaN</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>[2011-04-28]</td>\n",
+       "      <td>[West Indies, Pakistan]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Pakistan</td>\n",
+       "      <td>Kensington Oval, Bridgetown</td>\n",
+       "      <td>2029</td>\n",
+       "      <td>Pakistan</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>[Misbah-ul-Haq]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[2015-02-27]</td>\n",
+       "      <td>[South Africa, West Indies]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>Sydney Cricket Ground</td>\n",
+       "      <td>2030</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[AB de Villiers]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>257.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>Grenada</td>\n",
+       "      <td>[2013-02-22]</td>\n",
+       "      <td>[West Indies, Zimbabwe]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>National Cricket Stadium, St George's</td>\n",
+       "      <td>2031</td>\n",
+       "      <td>West Indies</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[J Charles]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>156.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>St Kitts</td>\n",
+       "      <td>[2016-06-15]</td>\n",
+       "      <td>[West Indies, South Africa]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>West Indies</td>\n",
+       "      <td>Warner Park, Basseterre</td>\n",
+       "      <td>2032</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[Imran Tahir]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>139.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Afghanistan', 'deli...</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>[2018-09-20]</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "      <td>2033</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[Rashid Khan]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>136.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1799 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              innings     info.city  \\\n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...        Durban   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...    Hambantota   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...  Christchurch   \n",
+       "0   [{'1st innings': {'team': 'Sri Lanka', 'delive...        Rajkot   \n",
+       "0   [{'1st innings': {'team': 'England', 'deliveri...        London   \n",
+       "..                                                ...           ...   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...      Barbados   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...           NaN   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...       Grenada   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...      St Kitts   \n",
+       "0   [{'1st innings': {'team': 'Afghanistan', 'deli...     Abu Dhabi   \n",
+       "\n",
+       "      info.dates                   info.teams info.toss.decision  \\\n",
+       "0   [2005-02-11]      [South Africa, England]                bat   \n",
+       "0   [2012-11-10]     [Sri Lanka, New Zealand]              field   \n",
+       "0   [2018-03-10]       [New Zealand, England]              field   \n",
+       "0   [2007-02-11]           [India, Sri Lanka]              field   \n",
+       "0   [2011-06-28]         [England, Sri Lanka]              field   \n",
+       "..           ...                          ...                ...   \n",
+       "0   [2011-04-28]      [West Indies, Pakistan]              field   \n",
+       "0   [2015-02-27]  [South Africa, West Indies]                bat   \n",
+       "0   [2013-02-22]      [West Indies, Zimbabwe]              field   \n",
+       "0   [2016-06-15]  [West Indies, South Africa]              field   \n",
+       "0   [2018-09-20]    [Afghanistan, Bangladesh]                bat   \n",
+       "\n",
+       "   info.toss.winner                                         info.venue  \\\n",
+       "0      South Africa                                          Kingsmead   \n",
+       "0         Sri Lanka  Mahinda Rajapaksa International Cricket Stadiu...   \n",
+       "0           England                                        Hagley Oval   \n",
+       "0             India                   Madhavrao Scindia Cricket Ground   \n",
+       "0         Sri Lanka                                    Kennington Oval   \n",
+       "..              ...                                                ...   \n",
+       "0          Pakistan                        Kensington Oval, Bridgetown   \n",
+       "0      South Africa                              Sydney Cricket Ground   \n",
+       "0          Zimbabwe              National Cricket Stadium, St George's   \n",
+       "0       West Indies                            Warner Park, Basseterre   \n",
+       "0       Afghanistan                               Sheikh Zayed Stadium   \n",
+       "\n",
+       "    match_id info.outcome.winner  info.outcome.by.wickets  \\\n",
+       "0          1                 NaN                      NaN   \n",
+       "0          3           Sri Lanka                      7.0   \n",
+       "0          4             England                      7.0   \n",
+       "0          5           Sri Lanka                      NaN   \n",
+       "0          6             England                      NaN   \n",
+       "..       ...                 ...                      ...   \n",
+       "0       2029            Pakistan                      3.0   \n",
+       "0       2030        South Africa                      NaN   \n",
+       "0       2031         West Indies                      NaN   \n",
+       "0       2032        South Africa                      NaN   \n",
+       "0       2033         Afghanistan                      NaN   \n",
+       "\n",
+       "   info.player_of_match info.outcome.method  info.outcome.by.runs  \\\n",
+       "0                   NaN                 NaN                   NaN   \n",
+       "0         [BMAJ Mendis]                 D/L                   NaN   \n",
+       "0         [JM Bairstow]                 NaN                   NaN   \n",
+       "0       [KC Sangakkara]                 NaN                   5.0   \n",
+       "0         [JM Anderson]                 D/L                 110.0   \n",
+       "..                  ...                 ...                   ...   \n",
+       "0       [Misbah-ul-Haq]                 NaN                   NaN   \n",
+       "0      [AB de Villiers]                 NaN                 257.0   \n",
+       "0           [J Charles]                 NaN                 156.0   \n",
+       "0         [Imran Tahir]                 NaN                 139.0   \n",
+       "0         [Rashid Khan]                 NaN                 136.0   \n",
+       "\n",
+       "    info.neutral_venue  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "..                 ...  \n",
+       "0                  NaN  \n",
+       "0                  1.0  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "\n",
+       "[1799 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "42bb0b33-2353-4c9c-8d43-968bacc59f1a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle\n",
+    "pickle.dump(final_df,open('dataset_level1.pkl','wb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "cfee18b0-6a00-486b-ae83-ec6985e3e2a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle\n",
+    "with open('dataset_level1.pkl', 'rb') as file:\n",
+    "    matches = pickle.load(file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "1257d750-6bea-4fbd-9795-a4bf9a3c186b",
+   "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>innings</th>\n",
+       "      <th>info.city</th>\n",
+       "      <th>info.dates</th>\n",
+       "      <th>info.teams</th>\n",
+       "      <th>info.toss.decision</th>\n",
+       "      <th>info.toss.winner</th>\n",
+       "      <th>info.venue</th>\n",
+       "      <th>match_id</th>\n",
+       "      <th>info.outcome.winner</th>\n",
+       "      <th>info.outcome.by.wickets</th>\n",
+       "      <th>info.player_of_match</th>\n",
+       "      <th>info.outcome.method</th>\n",
+       "      <th>info.outcome.by.runs</th>\n",
+       "      <th>info.neutral_venue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>[2005-02-11]</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>Hambantota</td>\n",
+       "      <td>[2012-11-10]</td>\n",
+       "      <td>[Sri Lanka, New Zealand]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>Mahinda Rajapaksa International Cricket Stadiu...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>[BMAJ Mendis]</td>\n",
+       "      <td>D/L</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'New Zealand', 'deli...</td>\n",
+       "      <td>Christchurch</td>\n",
+       "      <td>[2018-03-10]</td>\n",
+       "      <td>[New Zealand, England]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>England</td>\n",
+       "      <td>Hagley Oval</td>\n",
+       "      <td>4</td>\n",
+       "      <td>England</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>[JM Bairstow]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Sri Lanka', 'delive...</td>\n",
+       "      <td>Rajkot</td>\n",
+       "      <td>[2007-02-11]</td>\n",
+       "      <td>[India, Sri Lanka]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Madhavrao Scindia Cricket Ground</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[KC Sangakkara]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'England', 'deliveri...</td>\n",
+       "      <td>London</td>\n",
+       "      <td>[2011-06-28]</td>\n",
+       "      <td>[England, Sri Lanka]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Sri Lanka</td>\n",
+       "      <td>Kennington Oval</td>\n",
+       "      <td>6</td>\n",
+       "      <td>England</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[JM Anderson]</td>\n",
+       "      <td>D/L</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>NaN</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>Barbados</td>\n",
+       "      <td>[2011-04-28]</td>\n",
+       "      <td>[West Indies, Pakistan]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Pakistan</td>\n",
+       "      <td>Kensington Oval, Bridgetown</td>\n",
+       "      <td>2029</td>\n",
+       "      <td>Pakistan</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>[Misbah-ul-Haq]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[2015-02-27]</td>\n",
+       "      <td>[South Africa, West Indies]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>Sydney Cricket Ground</td>\n",
+       "      <td>2030</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[AB de Villiers]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>257.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'West Indies', 'deli...</td>\n",
+       "      <td>Grenada</td>\n",
+       "      <td>[2013-02-22]</td>\n",
+       "      <td>[West Indies, Zimbabwe]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>National Cricket Stadium, St George's</td>\n",
+       "      <td>2031</td>\n",
+       "      <td>West Indies</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[J Charles]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>156.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'South Africa', 'del...</td>\n",
+       "      <td>St Kitts</td>\n",
+       "      <td>[2016-06-15]</td>\n",
+       "      <td>[West Indies, South Africa]</td>\n",
+       "      <td>field</td>\n",
+       "      <td>West Indies</td>\n",
+       "      <td>Warner Park, Basseterre</td>\n",
+       "      <td>2032</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[Imran Tahir]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>139.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>[{'1st innings': {'team': 'Afghanistan', 'deli...</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>[2018-09-20]</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>bat</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "      <td>2033</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[Rashid Khan]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>136.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1799 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              innings     info.city  \\\n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...        Durban   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...    Hambantota   \n",
+       "0   [{'1st innings': {'team': 'New Zealand', 'deli...  Christchurch   \n",
+       "0   [{'1st innings': {'team': 'Sri Lanka', 'delive...        Rajkot   \n",
+       "0   [{'1st innings': {'team': 'England', 'deliveri...        London   \n",
+       "..                                                ...           ...   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...      Barbados   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...           NaN   \n",
+       "0   [{'1st innings': {'team': 'West Indies', 'deli...       Grenada   \n",
+       "0   [{'1st innings': {'team': 'South Africa', 'del...      St Kitts   \n",
+       "0   [{'1st innings': {'team': 'Afghanistan', 'deli...     Abu Dhabi   \n",
+       "\n",
+       "      info.dates                   info.teams info.toss.decision  \\\n",
+       "0   [2005-02-11]      [South Africa, England]                bat   \n",
+       "0   [2012-11-10]     [Sri Lanka, New Zealand]              field   \n",
+       "0   [2018-03-10]       [New Zealand, England]              field   \n",
+       "0   [2007-02-11]           [India, Sri Lanka]              field   \n",
+       "0   [2011-06-28]         [England, Sri Lanka]              field   \n",
+       "..           ...                          ...                ...   \n",
+       "0   [2011-04-28]      [West Indies, Pakistan]              field   \n",
+       "0   [2015-02-27]  [South Africa, West Indies]                bat   \n",
+       "0   [2013-02-22]      [West Indies, Zimbabwe]              field   \n",
+       "0   [2016-06-15]  [West Indies, South Africa]              field   \n",
+       "0   [2018-09-20]    [Afghanistan, Bangladesh]                bat   \n",
+       "\n",
+       "   info.toss.winner                                         info.venue  \\\n",
+       "0      South Africa                                          Kingsmead   \n",
+       "0         Sri Lanka  Mahinda Rajapaksa International Cricket Stadiu...   \n",
+       "0           England                                        Hagley Oval   \n",
+       "0             India                   Madhavrao Scindia Cricket Ground   \n",
+       "0         Sri Lanka                                    Kennington Oval   \n",
+       "..              ...                                                ...   \n",
+       "0          Pakistan                        Kensington Oval, Bridgetown   \n",
+       "0      South Africa                              Sydney Cricket Ground   \n",
+       "0          Zimbabwe              National Cricket Stadium, St George's   \n",
+       "0       West Indies                            Warner Park, Basseterre   \n",
+       "0       Afghanistan                               Sheikh Zayed Stadium   \n",
+       "\n",
+       "    match_id info.outcome.winner  info.outcome.by.wickets  \\\n",
+       "0          1                 NaN                      NaN   \n",
+       "0          3           Sri Lanka                      7.0   \n",
+       "0          4             England                      7.0   \n",
+       "0          5           Sri Lanka                      NaN   \n",
+       "0          6             England                      NaN   \n",
+       "..       ...                 ...                      ...   \n",
+       "0       2029            Pakistan                      3.0   \n",
+       "0       2030        South Africa                      NaN   \n",
+       "0       2031         West Indies                      NaN   \n",
+       "0       2032        South Africa                      NaN   \n",
+       "0       2033         Afghanistan                      NaN   \n",
+       "\n",
+       "   info.player_of_match info.outcome.method  info.outcome.by.runs  \\\n",
+       "0                   NaN                 NaN                   NaN   \n",
+       "0         [BMAJ Mendis]                 D/L                   NaN   \n",
+       "0         [JM Bairstow]                 NaN                   NaN   \n",
+       "0       [KC Sangakkara]                 NaN                   5.0   \n",
+       "0         [JM Anderson]                 D/L                 110.0   \n",
+       "..                  ...                 ...                   ...   \n",
+       "0       [Misbah-ul-Haq]                 NaN                   NaN   \n",
+       "0      [AB de Villiers]                 NaN                 257.0   \n",
+       "0           [J Charles]                 NaN                 156.0   \n",
+       "0         [Imran Tahir]                 NaN                 139.0   \n",
+       "0         [Rashid Khan]                 NaN                 136.0   \n",
+       "\n",
+       "    info.neutral_venue  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "..                 ...  \n",
+       "0                  NaN  \n",
+       "0                  1.0  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "0                  NaN  \n",
+       "\n",
+       "[1799 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "matches"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "0ecae681-36b0-4153-b9f4-5b67ce7ecc92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{0.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {0.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {0.3: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {0.4: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {0.5: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {0.6: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {1.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {1.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {1.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {1.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {1.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {1.6: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith'}},\n",
+       " {2.1: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {2.2: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {2.3: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {2.4: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {2.5: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {2.6: {'non_striker': 'GC Smith',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {3.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'GC Smith',\n",
+       "   'wicket': {'player_out': 'GC Smith',\n",
+       "    'fielders': ['ME Trescothick'],\n",
+       "    'kind': 'caught'}}},\n",
+       " {3.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'JH Kallis',\n",
+       "   'wicket': {'player_out': 'JH Kallis',\n",
+       "    'fielders': ['AJ Strauss'],\n",
+       "    'kind': 'caught'}}},\n",
+       " {3.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {3.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {3.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {3.6: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {4.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {4.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {4.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {4.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {4.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {4.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {5.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {5.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {5.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {5.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {5.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {5.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {6.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {6.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {6.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {6.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {6.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {6.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {7.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {7.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {7.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {7.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {7.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {7.6: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {8.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {8.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {8.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {8.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {8.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {8.6: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {9.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {9.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {9.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {9.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {9.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {9.6: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {10.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {10.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {10.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {10.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {10.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {10.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {11.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {11.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {11.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {11.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {11.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {11.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {12.1: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {12.2: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {12.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {12.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {12.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {12.6: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {13.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {13.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {13.3: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {13.4: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {13.5: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 1, 'total': 5, 'batsman': 4},\n",
+       "   'extras': {'noballs': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {13.6: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {13.7: {'non_striker': 'AM Bacher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {14.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {14.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {14.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 1, 'total': 1, 'batsman': 0},\n",
+       "   'extras': {'wides': 1},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {14.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher'}},\n",
+       " {14.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AM Bacher',\n",
+       "   'wicket': {'player_out': 'AM Bacher', 'kind': 'lbw'}}},\n",
+       " {14.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {14.7: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {15.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {15.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 3, 'batsman': 3},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {15.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {15.4: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {15.5: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {15.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {16.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {16.2: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 6, 'batsman': 6},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {16.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {16.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {16.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {16.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {17.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {17.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {17.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {17.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {17.5: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {17.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {18.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {18.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {18.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {18.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {18.5: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {18.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 4, 'total': 4, 'batsman': 0},\n",
+       "   'extras': {'byes': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {19.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {19.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {19.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {19.4: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {19.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {19.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {20.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {20.2: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {20.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {20.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {20.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {20.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {21.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {21.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {21.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {21.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {21.5: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {21.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {22.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {22.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {22.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {22.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {22.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {22.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {23.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {23.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {23.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {23.4: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {23.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {23.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {24.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {24.2: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {24.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {24.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {24.5: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {24.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {25.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {25.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {25.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {25.4: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {25.5: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {25.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {26.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {26.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {26.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {26.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {26.5: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {26.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {27.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {27.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {27.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {27.4: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {27.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {27.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {28.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {28.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {28.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {28.4: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {28.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {28.6: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {29.1: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {29.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AG Prince'}},\n",
+       " {29.3: {'non_striker': 'AG Prince',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {29.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AG Prince',\n",
+       "   'wicket': {'player_out': 'AG Prince',\n",
+       "    'fielders': ['PD Collingwood'],\n",
+       "    'kind': 'caught'}}},\n",
+       " {29.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {29.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {30.1: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {30.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {30.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {30.4: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {30.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {30.6: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {31.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {31.2: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {31.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {31.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {31.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {31.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {32.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {32.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {32.3: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {32.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {32.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {32.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'MP Vaughan',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {33.1: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 3, 'batsman': 3},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {33.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {33.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {33.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {33.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {33.6: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {34.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {34.2: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {34.3: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {34.4: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {34.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {34.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {35.1: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {35.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 2, 'total': 2, 'batsman': 0},\n",
+       "   'extras': {'legbyes': 2},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {35.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {35.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {35.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {35.6: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AF Giles',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {36.1: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {36.2: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {36.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 1, 'total': 1, 'batsman': 0},\n",
+       "   'extras': {'legbyes': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {36.4: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {36.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {36.6: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {37.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {37.2: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {37.3: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {37.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 1, 'total': 2, 'batsman': 1},\n",
+       "   'extras': {'noballs': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {37.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {37.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {37.7: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {38.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {38.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {38.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {38.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {38.5: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {38.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {39.1: {'non_striker': 'MV Boucher',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {39.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'MV Boucher'}},\n",
+       " {39.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'MV Boucher',\n",
+       "   'wicket': {'player_out': 'MV Boucher',\n",
+       "    'fielders': ['Kabir Ali'],\n",
+       "    'kind': 'caught'}}},\n",
+       " {39.4: {'non_striker': 'JM Kemp',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {39.5: {'non_striker': 'JM Kemp',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {39.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'JM Kemp'}},\n",
+       " {40.1: {'non_striker': 'JM Kemp',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {40.2: {'non_striker': 'JM Kemp',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {40.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'JM Kemp'}},\n",
+       " {40.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'JM Kemp'}},\n",
+       " {40.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'JM Kemp',\n",
+       "   'wicket': {'player_out': 'JM Kemp',\n",
+       "    'fielders': ['AJ Strauss'],\n",
+       "    'kind': 'caught'}}},\n",
+       " {40.6: {'non_striker': 'SM Pollock',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {41.1: {'non_striker': 'SM Pollock',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {41.2: {'non_striker': 'SM Pollock',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {41.3: {'non_striker': 'SM Pollock',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {41.4: {'non_striker': 'SM Pollock',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {41.5: {'non_striker': 'SM Pollock',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {41.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'SM Pollock'}},\n",
+       " {42.1: {'non_striker': 'SM Pollock',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {42.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'SM Pollock'}},\n",
+       " {42.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'SM Pollock'}},\n",
+       " {42.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'SM Pollock',\n",
+       "   'wicket': {'player_out': 'SM Pollock', 'kind': 'lbw'}}},\n",
+       " {42.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {42.6: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'PD Collingwood',\n",
+       "   'runs': {'extras': 0, 'total': 2, 'batsman': 2},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {43.1: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {43.2: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {43.3: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 1, 'total': 1, 'batsman': 0},\n",
+       "   'extras': {'legbyes': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {43.4: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {43.5: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {43.6: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 1, 'total': 1, 'batsman': 0},\n",
+       "   'extras': {'wides': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {43.7: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'AG Wharf',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {44.1: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 1, 'total': 2, 'batsman': 1},\n",
+       "   'extras': {'noballs': 1},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {44.2: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {44.3: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {44.4: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {44.5: {'non_striker': 'HH Gibbs',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {44.6: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 4, 'batsman': 4},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {44.7: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 1, 'total': 1, 'batsman': 0},\n",
+       "   'extras': {'wides': 1},\n",
+       "   'batsman': 'HH Gibbs'}},\n",
+       " {44.8: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'HH Gibbs',\n",
+       "   'wicket': {'player_out': 'HH Gibbs',\n",
+       "    'fielders': ['PD Collingwood'],\n",
+       "    'kind': 'caught'}}},\n",
+       " {45.1: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'M Ntini'}},\n",
+       " {45.2: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'M Ntini',\n",
+       "   'wicket': {'player_out': 'M Ntini',\n",
+       "    'fielders': ['AJ Strauss'],\n",
+       "    'kind': 'caught'}}},\n",
+       " {45.3: {'non_striker': 'A Nel',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'AJ Hall'}},\n",
+       " {45.4: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'A Nel'}},\n",
+       " {45.5: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'A Nel'}},\n",
+       " {45.6: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'D Gough',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'A Nel'}},\n",
+       " {46.1: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'A Nel'}},\n",
+       " {46.2: {'non_striker': 'AJ Hall',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 1, 'batsman': 1},\n",
+       "   'batsman': 'A Nel'}},\n",
+       " {46.3: {'non_striker': 'A Nel',\n",
+       "   'bowler': 'Kabir Ali',\n",
+       "   'runs': {'extras': 0, 'total': 0, 'batsman': 0},\n",
+       "   'batsman': 'AJ Hall',\n",
+       "   'wicket': {'player_out': 'AJ Hall', 'kind': 'bowled'}}}]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "matches.iloc[0]['innings'][0]['1st innings']['deliveries']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "1074fcf8-bde1-4b7a-b918-030ed323f4b7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "count=1\n",
+    "delivery_df=pd.DataFrame()\n",
+    "for index, row in matches.iterrows():\n",
+    "    \n",
+    "    count+=1\n",
+    "    ball_of_match=[]\n",
+    "    batsman=[]\n",
+    "    bowler=[]\n",
+    "    runs=[]\n",
+    "    player_of_dismissed=[]\n",
+    "    teams=[]\n",
+    "    batting_team=[]\n",
+    "    match_id=[]\n",
+    "    city=[]\n",
+    "    venue=[]\n",
+    "    \n",
+    "    for ball in row['innings'][0]['1st innings']['deliveries']:\n",
+    "        for key in ball.keys():\n",
+    "            match_id.append(count)\n",
+    "            batting_team.append(row['innings'][0]['1st innings']['team'])\n",
+    "            teams.append(row['info.teams'])\n",
+    "            ball_of_match.append(key)\n",
+    "            batsman.append(ball[key]['batsman'])\n",
+    "            bowler.append(ball[key]['bowler'])\n",
+    "            runs.append(ball[key]['runs']['total'])\n",
+    "            city.append(row['info.city'])\n",
+    "            venue.append(row['info.venue'])\n",
+    "            try:\n",
+    "                player_of_dismissed.append(ball[key]['wicket']['player_out'])\n",
+    "            except:\n",
+    "                player_of_dismissed.append('0')\n",
+    "    loop_df=pd.DataFrame({\n",
+    "            'match_id':match_id,\n",
+    "            'teams':teams,\n",
+    "            'batting_team':batting_team,\n",
+    "            'ball':ball_of_match,\n",
+    "            'batsman':batsman,\n",
+    "            'bowler':bowler,\n",
+    "            'runs':runs,\n",
+    "            'player_dismissed':player_of_dismissed,\n",
+    "            'city':city,\n",
+    "            'venue':venue\n",
+    "      })\n",
+    "    delivery_df = pd.concat([delivery_df, loop_df], ignore_index=True)\n",
+    "  \n",
+    "        \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "efd4477c-cbfb-4880-9743-d3972dc4fcb5",
+   "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>match_id</th>\n",
+       "      <th>teams</th>\n",
+       "      <th>batting_team</th>\n",
+       "      <th>ball</th>\n",
+       "      <th>batsman</th>\n",
+       "      <th>bowler</th>\n",
+       "      <th>runs</th>\n",
+       "      <th>player_dismissed</th>\n",
+       "      <th>city</th>\n",
+       "      <th>venue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>GC Smith</td>\n",
+       "      <td>D Gough</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>GC Smith</td>\n",
+       "      <td>D Gough</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>AM Bacher</td>\n",
+       "      <td>D Gough</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>AM Bacher</td>\n",
+       "      <td>D Gough</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>[South Africa, England]</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>AM Bacher</td>\n",
+       "      <td>D Gough</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519641</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>49.2</td>\n",
+       "      <td>Rashid Khan</td>\n",
+       "      <td>Mashrafe Mortaza</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519642</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>49.3</td>\n",
+       "      <td>Rashid Khan</td>\n",
+       "      <td>Mashrafe Mortaza</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519643</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>Rashid Khan</td>\n",
+       "      <td>Mashrafe Mortaza</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519644</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>49.5</td>\n",
+       "      <td>Rashid Khan</td>\n",
+       "      <td>Mashrafe Mortaza</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519645</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>[Afghanistan, Bangladesh]</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>Rashid Khan</td>\n",
+       "      <td>Mashrafe Mortaza</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>519646 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        match_id                      teams  batting_team  ball      batsman  \\\n",
+       "0              2    [South Africa, England]  South Africa   0.1     GC Smith   \n",
+       "1              2    [South Africa, England]  South Africa   0.2     GC Smith   \n",
+       "2              2    [South Africa, England]  South Africa   0.3    AM Bacher   \n",
+       "3              2    [South Africa, England]  South Africa   0.4    AM Bacher   \n",
+       "4              2    [South Africa, England]  South Africa   0.5    AM Bacher   \n",
+       "...          ...                        ...           ...   ...          ...   \n",
+       "519641      1800  [Afghanistan, Bangladesh]   Afghanistan  49.2  Rashid Khan   \n",
+       "519642      1800  [Afghanistan, Bangladesh]   Afghanistan  49.3  Rashid Khan   \n",
+       "519643      1800  [Afghanistan, Bangladesh]   Afghanistan  49.4  Rashid Khan   \n",
+       "519644      1800  [Afghanistan, Bangladesh]   Afghanistan  49.5  Rashid Khan   \n",
+       "519645      1800  [Afghanistan, Bangladesh]   Afghanistan  49.6  Rashid Khan   \n",
+       "\n",
+       "                  bowler  runs player_dismissed       city  \\\n",
+       "0                D Gough     0                0     Durban   \n",
+       "1                D Gough     1                0     Durban   \n",
+       "2                D Gough     0                0     Durban   \n",
+       "3                D Gough     0                0     Durban   \n",
+       "4                D Gough     0                0     Durban   \n",
+       "...                  ...   ...              ...        ...   \n",
+       "519641  Mashrafe Mortaza     4                0  Abu Dhabi   \n",
+       "519642  Mashrafe Mortaza     4                0  Abu Dhabi   \n",
+       "519643  Mashrafe Mortaza     2                0  Abu Dhabi   \n",
+       "519644  Mashrafe Mortaza     4                0  Abu Dhabi   \n",
+       "519645  Mashrafe Mortaza     4                0  Abu Dhabi   \n",
+       "\n",
+       "                       venue  \n",
+       "0                  Kingsmead  \n",
+       "1                  Kingsmead  \n",
+       "2                  Kingsmead  \n",
+       "3                  Kingsmead  \n",
+       "4                  Kingsmead  \n",
+       "...                      ...  \n",
+       "519641  Sheikh Zayed Stadium  \n",
+       "519642  Sheikh Zayed Stadium  \n",
+       "519643  Sheikh Zayed Stadium  \n",
+       "519644  Sheikh Zayed Stadium  \n",
+       "519645  Sheikh Zayed Stadium  \n",
+       "\n",
+       "[519646 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "delivery_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "4c645566-a717-4101-b002-166c2245b87a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bowl(row):\n",
+    "    for team in row['teams']:\n",
+    "        if team != row['batting_team']:\n",
+    "            return team"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "337aa595-6b0e-468d-a5de-1e95fa159651",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delivery_df['bowling_team']=delivery_df.apply(bowl,axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "1e2f2d3c-b1c5-40f8-b692-76026e765e91",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delivery_df.drop(columns=['teams'],inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "a021251c-377f-4998-a774-8fb70f6dc7ec",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['South Africa', 'New Zealand', 'Sri Lanka', 'England', 'Asia XI',\n",
+       "       'West Indies', 'Australia', 'Canada', 'Kenya', 'Zimbabwe',\n",
+       "       'Netherlands', 'Pakistan', 'Bangladesh', 'Ireland', 'Nepal',\n",
+       "       'India', 'United Arab Emirates', 'Afghanistan', 'Scotland',\n",
+       "       'United States of America', 'Papua New Guinea', 'Bermuda', 'Oman',\n",
+       "       'Namibia', 'Hong Kong', 'Africa XI'], dtype=object)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "delivery_df['batting_team'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "4b9524db-65ae-44e3-a76c-e528bafb5323",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "teams=[\n",
+    "    'Australia',\n",
+    "    'India',\n",
+    "    'Bangladesh',\n",
+    "    'New Zealand',\n",
+    "    'South Africa',\n",
+    "    'England',\n",
+    "    'Afghanistan',\n",
+    "    'Pakistan',\n",
+    "    'Sri Lanka',\n",
+    "    'Netherlands'\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "ccbffe38-9012-44d9-8cc7-e8a6d2ba678e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "bowling_team\n",
+       "India                       64601\n",
+       "England                     50012\n",
+       "Pakistan                    47858\n",
+       "West Indies                 45433\n",
+       "Sri Lanka                   45080\n",
+       "South Africa                42901\n",
+       "Australia                   42011\n",
+       "New Zealand                 39410\n",
+       "Bangladesh                  36406\n",
+       "Zimbabwe                    32970\n",
+       "Ireland                     18478\n",
+       "Afghanistan                 12548\n",
+       "Scotland                     7391\n",
+       "United Arab Emirates         7326\n",
+       "Canada                       4876\n",
+       "Kenya                        4592\n",
+       "Netherlands                  3741\n",
+       "Hong Kong                    2826\n",
+       "Papua New Guinea             2723\n",
+       "Oman                         2695\n",
+       "United States of America     1172\n",
+       "Nepal                         992\n",
+       "Bermuda                       948\n",
+       "Africa XI                     934\n",
+       "Namibia                       628\n",
+       "ICC World XI                  614\n",
+       "Asia XI                       480\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "delivery_df['bowling_team'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "fe90a5d4-8f72-4be1-951d-85154276da7d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "delivery_df=delivery_df[delivery_df['batting_team'].isin(teams)]\n",
+    "delivery_df=delivery_df[delivery_df['bowling_team'].isin(teams)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "4b3a5f9d-06c5-43eb-bc47-92951b3ba3d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "output=delivery_df[['match_id','batting_team','bowling_team','ball','runs','player_dismissed','city','venue']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "11c1daa0-118d-4659-a18e-103c90862d90",
+   "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>match_id</th>\n",
+       "      <th>batting_team</th>\n",
+       "      <th>bowling_team</th>\n",
+       "      <th>ball</th>\n",
+       "      <th>runs</th>\n",
+       "      <th>player_dismissed</th>\n",
+       "      <th>city</th>\n",
+       "      <th>venue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>England</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>England</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>England</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>England</td>\n",
+       "      <td>0.4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>South Africa</td>\n",
+       "      <td>England</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Durban</td>\n",
+       "      <td>Kingsmead</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519641</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>49.2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519642</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>49.3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519643</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519644</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>49.5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>519645</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>49.6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Abu Dhabi</td>\n",
+       "      <td>Sheikh Zayed Stadium</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>312984 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        match_id  batting_team bowling_team  ball  runs player_dismissed  \\\n",
+       "0              2  South Africa      England   0.1     0                0   \n",
+       "1              2  South Africa      England   0.2     1                0   \n",
+       "2              2  South Africa      England   0.3     0                0   \n",
+       "3              2  South Africa      England   0.4     0                0   \n",
+       "4              2  South Africa      England   0.5     0                0   \n",
+       "...          ...           ...          ...   ...   ...              ...   \n",
+       "519641      1800   Afghanistan   Bangladesh  49.2     4                0   \n",
+       "519642      1800   Afghanistan   Bangladesh  49.3     4                0   \n",
+       "519643      1800   Afghanistan   Bangladesh  49.4     2                0   \n",
+       "519644      1800   Afghanistan   Bangladesh  49.5     4                0   \n",
+       "519645      1800   Afghanistan   Bangladesh  49.6     4                0   \n",
+       "\n",
+       "             city                 venue  \n",
+       "0          Durban             Kingsmead  \n",
+       "1          Durban             Kingsmead  \n",
+       "2          Durban             Kingsmead  \n",
+       "3          Durban             Kingsmead  \n",
+       "4          Durban             Kingsmead  \n",
+       "...           ...                   ...  \n",
+       "519641  Abu Dhabi  Sheikh Zayed Stadium  \n",
+       "519642  Abu Dhabi  Sheikh Zayed Stadium  \n",
+       "519643  Abu Dhabi  Sheikh Zayed Stadium  \n",
+       "519644  Abu Dhabi  Sheikh Zayed Stadium  \n",
+       "519645  Abu Dhabi  Sheikh Zayed Stadium  \n",
+       "\n",
+       "[312984 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "output"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "566ef84e-b931-4836-9f53-971fe732ebc3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pickle.dump(output,open('dataset_level2.pkl','wb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ddf3d996-ec0a-4e61-82a9-7474168c0628",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "82da4484-9369-497f-9d86-4a1a456438cb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "870d9bbe-035b-4200-b900-814a3560829c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e5f9ef14-d8a7-4fd4-bb44-9e4606196cfd",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "41714379-0597-4c3b-bfb5-347b6a8fab1f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f5b7c4e0-ac5d-4a05-b5a3-709414bcc0f6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fd9cc2e8-ee85-473a-957f-02e386c13d9a",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d482200-6d5b-4093-ad08-0b42dc26370d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}