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‎4. IPL DATA (2008-2025)/ipl.ipynb‎

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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\a\\AppData\\Local\\Temp\\ipykernel_8004\\1393846161.py:1: DtypeWarning: Columns (28,29,30,31,43,46,47,48,51) have mixed types. Specify dtype option on import or set low_memory=False.\n",
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"C:\\Users\\a\\AppData\\Local\\Temp\\ipykernel_11780\\1393846161.py:1: DtypeWarning: Columns (28,29,30,31,43,46,47,48,51) have mixed types. Specify dtype option on import or set low_memory=False.\n",
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" df=pd.read_csv(\"IPL.csv\")\n"
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]
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}
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},
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Unnamed: 0</th>\n",
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" <th>match_id</th>\n",
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" <th>date</th>\n",
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" <th>match_type</th>\n",
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" <th>event_name</th>\n",
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" <th>innings</th>\n",
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" <th>batting_team</th>\n",
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" <th>bowling_team</th>\n",
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" <th>over</th>\n",
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" <th>ball</th>\n",
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" <th>...</th>\n",
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" <th>team_runs</th>\n",
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" <th>team_balls</th>\n",
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" <th>team_wicket</th>\n",
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" <th>new_batter</th>\n",
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" <th>batter_runs</th>\n",
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" <th>batter_balls</th>\n",
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" <th>bowler_wicket</th>\n",
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" <th>batting_partners</th>\n",
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" <th>next_batter</th>\n",
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" <th>striker_out</th>\n",
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],
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"text/plain": [
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"Empty DataFrame\n",
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"Columns: [Unnamed: 0, match_id, date, match_type, event_name, innings, batting_team, bowling_team, over, ball, ball_no, batter, bat_pos, runs_batter, balls_faced, bowler, valid_ball, runs_extras, runs_total, runs_bowler, runs_not_boundary, extra_type, non_striker, non_striker_pos, wicket_kind, player_out, fielders, runs_target, review_batter, team_reviewed, review_decision, umpire, umpires_call, player_of_match, match_won_by, win_outcome, toss_winner, toss_decision, venue, city, day, month, year, season, gender, team_type, superover_winner, result_type, method, balls_per_over, overs, event_match_no, stage, match_number, team_runs, team_balls, team_wicket, new_batter, batter_runs, batter_balls, bowler_wicket, batting_partners, next_batter, striker_out]\n",
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"Index: []\n",
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"\n",
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"[0 rows x 64 columns]"
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]
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},
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],
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"source": [
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"df[df.duplicated()]"
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]
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},
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" <th>Unnamed: 0</th>\n",
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" <th>match_id</th>\n",
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" <th>date</th>\n",
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" <th>match_type</th>\n",
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" <th>event_name</th>\n",
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" <th>over</th>\n",
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" <th>...</th>\n",
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" <th>team_runs</th>\n",
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" <th>team_balls</th>\n",
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" <th>team_wicket</th>\n",
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" <th>new_batter</th>\n",
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" <th>batter_runs</th>\n",
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" <th>batter_balls</th>\n",
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" <th>bowler_wicket</th>\n",
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" <th>batting_partners</th>\n",
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" <th>next_batter</th>\n",
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" <th>striker_out</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>131970</td>\n",
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" <td>335982</td>\n",
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" <td>2008-04-18</td>\n",
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" <td>T20</td>\n",
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" <td>Indian Premier League</td>\n",
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" <td>1</td>\n",
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" <td>Kolkata Knight Riders</td>\n",
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" <td>Royal Challengers Bangalore</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>...</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>('BB McCullum', 'SC Ganguly')</td>\n",
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" <td>NaN</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>131971</td>\n",
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" <td>T20</td>\n",
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" <td>Indian Premier League</td>\n",
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" <td>Kolkata Knight Riders</td>\n",
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" <td>('BB McCullum', 'SC Ganguly')</td>\n",
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" <td>NaN</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>131972</td>\n",
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" <td>335982</td>\n",
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" <td>2008-04-18</td>\n",
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" <td>T20</td>\n",
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" <td>Indian Premier League</td>\n",
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" <td>1</td>\n",
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" <td>Kolkata Knight Riders</td>\n",
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" <td>Royal Challengers Bangalore</td>\n",
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" <td>0</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>131973</td>\n",
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" <td>335982</td>\n",
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" <td>2008-04-18</td>\n",
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" <td>T20</td>\n",
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" <td>Indian Premier League</td>\n",
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" <td>1</td>\n",
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" <td>Kolkata Knight Riders</td>\n",
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" <td>Royal Challengers Bangalore</td>\n",
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" <td>0</td>\n",
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" <td>3</td>\n",
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" <td>...</td>\n",
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" <td>2</td>\n",
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" <td>3</td>\n",
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" <td>0</td>\n",
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" <td>NaN</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>('BB McCullum', 'SC Ganguly')</td>\n",
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" <td>NaN</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>131974</td>\n",
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" <td>335982</td>\n",
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" <td>2008-04-18</td>\n",
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" <td>T20</td>\n",
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" <td>Indian Premier League</td>\n",
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" <td>1</td>\n",
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" <td>Kolkata Knight Riders</td>\n",
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" <td>Royal Challengers Bangalore</td>\n",
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" <td>0</td>\n",
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" <td>4</td>\n",
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" <td>...</td>\n",
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" <td>2</td>\n",
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" <td>4</td>\n",
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" <td>0</td>\n",
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" <td>3</td>\n",
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" <td>0</td>\n",
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" <td>('BB McCullum', 'SC Ganguly')</td>\n",
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" <td>NaN</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>5 rows × 64 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" Unnamed: 0 match_id date match_type event_name \\\n",
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"0 131970 335982 2008-04-18 T20 Indian Premier League \n",
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"1 131971 335982 2008-04-18 T20 Indian Premier League \n",
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"2 131972 335982 2008-04-18 T20 Indian Premier League \n",
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"3 131973 335982 2008-04-18 T20 Indian Premier League \n",
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"4 131974 335982 2008-04-18 T20 Indian Premier League \n",
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"\n",
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" innings batting_team bowling_team over ball \\\n",
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"0 1 Kolkata Knight Riders Royal Challengers Bangalore 0 1 \n",
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"1 1 Kolkata Knight Riders Royal Challengers Bangalore 0 2 \n",
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"2 1 Kolkata Knight Riders Royal Challengers Bangalore 0 3 \n",
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"3 1 Kolkata Knight Riders Royal Challengers Bangalore 0 3 \n",
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"4 1 Kolkata Knight Riders Royal Challengers Bangalore 0 4 \n",
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"\n",
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" ... team_runs team_balls team_wicket new_batter batter_runs \\\n",
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"0 ... 1 1 0 NaN 0 \n",
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"1 ... 1 2 0 NaN 0 \n",
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"2 ... 2 2 0 NaN 0 \n",
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"3 ... 2 3 0 NaN 0 \n",
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"4 ... 2 4 0 NaN 0 \n",
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"\n",
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" batter_balls bowler_wicket batting_partners next_batter \\\n",
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"0 1 0 ('BB McCullum', 'SC Ganguly') NaN \n",
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"1 1 0 ('BB McCullum', 'SC Ganguly') NaN \n",
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"2 1 0 ('BB McCullum', 'SC Ganguly') NaN \n",
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"3 2 0 ('BB McCullum', 'SC Ganguly') NaN \n",
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"4 3 0 ('BB McCullum', 'SC Ganguly') NaN \n",
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"\n",
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" striker_out \n",
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"0 False \n",
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"1 False \n",
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"2 False \n",
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"3 False \n",
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"4 False \n",
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"\n",
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"[5 rows x 64 columns]"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "08d86785",
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"metadata": {},
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"outputs": [],
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"source": []
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}

‎README.md‎

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@@ -26,7 +26,7 @@ Welcome to the **Data Analysis Projects** repository! This collection of hands-o
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| Project No. | Project Title | Status | Description |
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|-------------|------------------------------------------------|--------|-----------------------------------------------------------------------------|
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| 1️⃣ | **Sugarcane Production Analysis** | ✅ Done | EDA on sugarcane production dataset across different years and regions. |
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| 2️⃣ | **Covid-19 Data Analysis** | ✅ Done | Analyze the global spread, trends, and impact of the Covid-19 pandemic. |
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| 2️⃣ | **Covid-19 Data Analysis** | ✅ Done | Analyze the India spread, trends, and impact of the Covid-19 pandemic. |
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> 🔜 More projects are coming soon! Stay tuned.
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