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Chaining Conditions - Using Bitwise Operators
This commit is contained in:
rasbt
parent
1e6c7444ef
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"metadata": {
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"metadata": {
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"name": "",
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"name": "",
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"signature": "sha256:ae8818183bc1fe6a58845005b18b12c4458686fa307a82a46857775364df6506"
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"signature": "sha256:cf7223086a74b13d1ae2228a4c8545c401765a90cdb3eca418f18138a4afdaab"
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},
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},
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"nbformat": 3,
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"nbformat": 3,
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"nbformat_minor": 0,
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"nbformat_minor": 0,
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@ -95,7 +95,8 @@
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" - [Filling NaN Rows](#Filling-NaN-Rows)\n",
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" - [Filling NaN Rows](#Filling-NaN-Rows)\n",
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"- [Appending Rows to a DataFrame](#Appending-Rows-to-a-DataFrame)\n",
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"- [Appending Rows to a DataFrame](#Appending-Rows-to-a-DataFrame)\n",
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"- [Sorting and Reindexing DataFrames](#Sorting-and-Reindexing-DataFrames)\n",
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"- [Sorting and Reindexing DataFrames](#Sorting-and-Reindexing-DataFrames)\n",
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"- [Updating Columns](#Updating-Columns)"
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"- [Updating Columns](#Updating-Columns)\n",
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"- [Chaining Conditions - Using Bitwise Operators](#Chaining-Conditions---Using-Bitwise-Operators)"
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]
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]
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},
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},
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{
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{
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@ -806,8 +807,8 @@
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"\n",
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"\n",
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"def process_player_col(text):\n",
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"def process_player_col(text):\n",
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" name, rest = text.split('\\n')\n",
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" name, rest = text.split('\\n')\n",
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" position, team = rest.split(' \u2014 ')\n",
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" position, team = [x.strip() for x in rest.split(' \u2014 ')]\n",
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" return pd.Series([name, position, team])\n",
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" return pd.Series([name, team, position])\n",
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"\n",
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"\n",
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"df[['player', 'team', 'position']] = df.player.apply(process_player_col)\n",
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"df[['player', 'team', 'position']] = df.player.apply(process_player_col)\n",
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"\n",
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"\n",
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@ -854,8 +855,8 @@
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" <td> 10</td>\n",
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" <td> 10</td>\n",
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" <td> 10.47</td>\n",
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" <td> 10.47</td>\n",
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" <td> 209.49</td>\n",
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" <td> 209.49</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <th>8</th>\n",
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@ -867,8 +868,8 @@
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" <td> 20</td>\n",
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" <td> 20</td>\n",
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" <td> 7.02</td>\n",
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" <td> 7.02</td>\n",
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" <td> 147.43</td>\n",
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" <td> 147.43</td>\n",
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" <td> West Brom</td>\n",
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" <td> Forward</td>\n",
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" <td> Forward</td>\n",
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" <td> West Brom</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <th>9</th>\n",
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@ -880,8 +881,8 @@
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" <td> 11</td>\n",
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" <td> 11</td>\n",
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" <td> 7.50</td>\n",
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" <td> 7.50</td>\n",
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" <td> 150.01</td>\n",
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" <td> 150.01</td>\n",
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" <td> Liverpool</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Liverpool</td>\n",
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" </tr>\n",
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" </tr>\n",
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" </tbody>\n",
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" </tbody>\n",
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"</table>\n",
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"</table>\n",
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@ -889,7 +890,7 @@
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],
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],
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"metadata": {},
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"metadata": {},
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"output_type": "pyout",
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"output_type": "pyout",
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"prompt_number": 7,
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"prompt_number": 8,
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"text": [
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"text": [
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" player salary games goals assists shots_on_target \\\n",
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" player salary games goals assists shots_on_target \\\n",
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"7 Cesc F\u00e0bregas 14.0 20 2 14 10 \n",
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"7 Cesc F\u00e0bregas 14.0 20 2 14 10 \n",
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@ -897,13 +898,13 @@
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"9 Steven Gerrard 13.8 20 5 1 11 \n",
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"9 Steven Gerrard 13.8 20 5 1 11 \n",
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"\n",
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"\n",
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" points_per_game points position team \n",
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" points_per_game points position team \n",
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"7 10.47 209.49 Chelsea Midfield \n",
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"7 10.47 209.49 Midfield Chelsea \n",
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"8 7.02 147.43 West Brom Forward \n",
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"8 7.02 147.43 Forward West Brom \n",
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"9 7.50 150.01 Liverpool Midfield "
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"9 7.50 150.01 Midfield Liverpool "
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]
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]
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}
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}
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],
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],
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"prompt_number": 7
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"prompt_number": 8
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},
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},
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{
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{
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"cell_type": "markdown",
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"cell_type": "markdown",
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@ -985,8 +986,8 @@
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" <td> 13</td>\n",
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" <td> 13</td>\n",
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" <td> 10.17</td>\n",
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" <td> 10.17</td>\n",
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" <td> 132.23</td>\n",
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" <td> 132.23</td>\n",
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" <td> Manchester United</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Manchester United</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <th>5</th>\n",
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@ -998,8 +999,8 @@
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" <td> 20</td>\n",
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" <td> 20</td>\n",
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" <td> 9.97</td>\n",
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" <td> 9.97</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Arsenal</td>\n",
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" </tr>\n",
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" </tr>\n",
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" </tbody>\n",
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" </tbody>\n",
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"</table>\n",
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"</table>\n",
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@ -1007,19 +1008,19 @@
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],
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],
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"metadata": {},
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"metadata": {},
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"output_type": "pyout",
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"output_type": "pyout",
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"prompt_number": 8,
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"prompt_number": 9,
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"text": [
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"text": [
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" player salary games goals assists shots_on_target \\\n",
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" player salary games goals assists shots_on_target \\\n",
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"4 \u00c1ngel Di Mar\u00eda 15.0 13 3 NaN 13 \n",
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"4 \u00c1ngel Di Mar\u00eda 15.0 13 3 NaN 13 \n",
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"5 Santiago Cazorla 14.8 20 4 NaN 20 \n",
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"5 Santiago Cazorla 14.8 20 4 NaN 20 \n",
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"\n",
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"\n",
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" points_per_game points position team \n",
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" points_per_game points position team \n",
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"4 10.17 132.23 Manchester United Midfield \n",
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"4 10.17 132.23 Midfield Manchester United \n",
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"5 9.97 NaN Arsenal Midfield "
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"5 9.97 NaN Midfield Arsenal "
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]
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]
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}
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}
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],
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],
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"prompt_number": 8
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"prompt_number": 9
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},
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},
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{
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{
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"cell_type": "markdown",
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"cell_type": "markdown",
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@ -1076,8 +1077,8 @@
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" <td> 34</td>\n",
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" <td> 34</td>\n",
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" <td> 13.12</td>\n",
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" <td> 13.12</td>\n",
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" <td> 209.98</td>\n",
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" <td> 209.98</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Forward</td>\n",
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" <td> Forward</td>\n",
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" <td> Manchester City</td>\n",
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" </tr>\n",
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" </tr>\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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" <th>1</th>\n",
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@ -1089,8 +1090,8 @@
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" <td> 17</td>\n",
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" <td> 17</td>\n",
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" <td> 13.05</td>\n",
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" <td> 13.05</td>\n",
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" <td> 274.04</td>\n",
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" <td> 274.04</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" </tr>\n",
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" </tr>\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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" <th>2</th>\n",
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@ -1102,8 +1103,8 @@
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" <td> 29</td>\n",
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" <td> 29</td>\n",
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" <td> 11.19</td>\n",
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" <td> 11.19</td>\n",
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" <td> 223.86</td>\n",
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" <td> 223.86</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Forward</td>\n",
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" <td> Forward</td>\n",
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" <td> Arsenal</td>\n",
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" </tr>\n",
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" </tr>\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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" <th>3</th>\n",
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@ -1115,8 +1116,8 @@
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" <td> 19</td>\n",
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" <td> 19</td>\n",
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" <td> 10.99</td>\n",
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" <td> 10.99</td>\n",
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" <td> 197.91</td>\n",
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" <td> 197.91</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Manchester City</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <th>6</th>\n",
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@ -1128,8 +1129,8 @@
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" <td> 11</td>\n",
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" <td> 11</td>\n",
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" <td> 10.35</td>\n",
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" <td> 10.35</td>\n",
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" <td> 155.26</td>\n",
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" <td> 155.26</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Manchester City</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <th>7</th>\n",
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" <td> 10</td>\n",
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" <td> 10</td>\n",
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" <td> 10.47</td>\n",
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" <td> 10.47</td>\n",
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" <td> 209.49</td>\n",
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" <td> 209.49</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <th>8</th>\n",
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" <td> 20</td>\n",
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" <td> 20</td>\n",
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" <td> 7.02</td>\n",
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" <td> 7.02</td>\n",
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" <td> 147.43</td>\n",
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" <td> 147.43</td>\n",
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" <td> West Brom</td>\n",
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" <td> Forward</td>\n",
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" <td> Forward</td>\n",
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" <td> West Brom</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <th>9</th>\n",
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" <td> 11</td>\n",
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" <td> 11</td>\n",
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" <td> 7.50</td>\n",
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" <td> 7.50</td>\n",
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" <td> 150.01</td>\n",
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" <td> 150.01</td>\n",
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" <td> Liverpool</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Liverpool</td>\n",
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" </tr>\n",
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" </tr>\n",
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" </tbody>\n",
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" </tbody>\n",
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"</table>\n",
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"</table>\n",
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],
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],
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"metadata": {},
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"metadata": {},
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"output_type": "pyout",
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"output_type": "pyout",
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"prompt_number": 9,
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"prompt_number": 10,
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"text": [
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"text": [
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" player salary games goals assists shots_on_target \\\n",
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" player salary games goals assists shots_on_target \\\n",
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"0 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
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"0 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
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"9 Steven Gerrard 13.8 20 5 1 11 \n",
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"9 Steven Gerrard 13.8 20 5 1 11 \n",
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"\n",
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"\n",
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" points_per_game points position team \n",
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" points_per_game points position team \n",
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"0 13.12 209.98 Manchester City Forward \n",
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"0 13.12 209.98 Forward Manchester City \n",
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"1 13.05 274.04 Chelsea Midfield \n",
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"1 13.05 274.04 Midfield Chelsea \n",
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"2 11.19 223.86 Arsenal Forward \n",
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"2 11.19 223.86 Forward Arsenal \n",
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"3 10.99 197.91 Manchester City Midfield \n",
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"3 10.99 197.91 Midfield Manchester City \n",
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"6 10.35 155.26 Manchester City Midfield \n",
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"6 10.35 155.26 Midfield Manchester City \n",
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"7 10.47 209.49 Chelsea Midfield \n",
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"7 10.47 209.49 Midfield Chelsea \n",
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"8 7.02 147.43 West Brom Forward \n",
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"8 7.02 147.43 Forward West Brom \n",
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"9 7.50 150.01 Liverpool Midfield "
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"9 7.50 150.01 Midfield Liverpool "
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]
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]
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}
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}
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],
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],
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"prompt_number": 9
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"prompt_number": 10
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},
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},
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{
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{
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"cell_type": "markdown",
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"cell_type": "markdown",
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" <td> 34</td>\n",
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" <td> 34</td>\n",
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" <td> 13.12</td>\n",
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" <td> 13.12</td>\n",
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" <td> 209.98</td>\n",
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" <td> 209.98</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Forward</td>\n",
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" <td> Forward</td>\n",
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" <td> Manchester City</td>\n",
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" </tr>\n",
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" </tr>\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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" <th>1</th>\n",
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" <td> 17</td>\n",
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" <td> 17</td>\n",
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" <td> 13.05</td>\n",
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" <td> 13.05</td>\n",
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" <td> 274.04</td>\n",
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" <td> 274.04</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</td>\n",
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" <td> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" </tr>\n",
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" </tr>\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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" <th>2</th>\n",
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" <td> 29</td>\n",
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" <td> 29</td>\n",
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" <td> 11.19</td>\n",
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" <td> 11.19</td>\n",
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" <td> 223.86</td>\n",
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" <td> 223.86</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Forward</td>\n",
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" <td> Forward</td>\n",
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" <td> Arsenal</td>\n",
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" </tr>\n",
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" </tr>\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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" <th>3</th>\n",
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" <td> 19</td>\n",
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" <td> 19</td>\n",
|
||||||
" <td> 10.99</td>\n",
|
" <td> 10.99</td>\n",
|
||||||
" <td> 197.91</td>\n",
|
" <td> 197.91</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>4</th>\n",
|
" <th>4</th>\n",
|
||||||
|
|
@ -1312,8 +1313,8 @@
|
||||||
" <td> 13</td>\n",
|
" <td> 13</td>\n",
|
||||||
" <td> 10.17</td>\n",
|
" <td> 10.17</td>\n",
|
||||||
" <td> 132.23</td>\n",
|
" <td> 132.23</td>\n",
|
||||||
" <td> Manchester United</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Manchester United</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>5</th>\n",
|
" <th>5</th>\n",
|
||||||
|
|
@ -1325,8 +1326,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 9.97</td>\n",
|
" <td> 9.97</td>\n",
|
||||||
" <td> 0.00</td>\n",
|
" <td> 0.00</td>\n",
|
||||||
" <td> Arsenal</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>6</th>\n",
|
" <th>6</th>\n",
|
||||||
|
|
@ -1338,8 +1339,8 @@
|
||||||
" <td> 11</td>\n",
|
" <td> 11</td>\n",
|
||||||
" <td> 10.35</td>\n",
|
" <td> 10.35</td>\n",
|
||||||
" <td> 155.26</td>\n",
|
" <td> 155.26</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>7</th>\n",
|
" <th>7</th>\n",
|
||||||
|
|
@ -1351,8 +1352,8 @@
|
||||||
" <td> 10</td>\n",
|
" <td> 10</td>\n",
|
||||||
" <td> 10.47</td>\n",
|
" <td> 10.47</td>\n",
|
||||||
" <td> 209.49</td>\n",
|
" <td> 209.49</td>\n",
|
||||||
" <td> Chelsea</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Chelsea</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>8</th>\n",
|
" <th>8</th>\n",
|
||||||
|
|
@ -1364,8 +1365,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>9</th>\n",
|
" <th>9</th>\n",
|
||||||
|
|
@ -1377,8 +1378,8 @@
|
||||||
" <td> 11</td>\n",
|
" <td> 11</td>\n",
|
||||||
" <td> 7.50</td>\n",
|
" <td> 7.50</td>\n",
|
||||||
" <td> 150.01</td>\n",
|
" <td> 150.01</td>\n",
|
||||||
" <td> Liverpool</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Liverpool</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -1386,7 +1387,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 10,
|
"prompt_number": 11,
|
||||||
"text": [
|
"text": [
|
||||||
" player salary games goals assists shots_on_target \\\n",
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
"0 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
|
"0 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
|
||||||
|
|
@ -1401,20 +1402,20 @@
|
||||||
"9 Steven Gerrard 13.8 20 5 1 11 \n",
|
"9 Steven Gerrard 13.8 20 5 1 11 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"0 13.12 209.98 Manchester City Forward \n",
|
"0 13.12 209.98 Forward Manchester City \n",
|
||||||
"1 13.05 274.04 Chelsea Midfield \n",
|
"1 13.05 274.04 Midfield Chelsea \n",
|
||||||
"2 11.19 223.86 Arsenal Forward \n",
|
"2 11.19 223.86 Forward Arsenal \n",
|
||||||
"3 10.99 197.91 Manchester City Midfield \n",
|
"3 10.99 197.91 Midfield Manchester City \n",
|
||||||
"4 10.17 132.23 Manchester United Midfield \n",
|
"4 10.17 132.23 Midfield Manchester United \n",
|
||||||
"5 9.97 0.00 Arsenal Midfield \n",
|
"5 9.97 0.00 Midfield Arsenal \n",
|
||||||
"6 10.35 155.26 Manchester City Midfield \n",
|
"6 10.35 155.26 Midfield Manchester City \n",
|
||||||
"7 10.47 209.49 Chelsea Midfield \n",
|
"7 10.47 209.49 Midfield Chelsea \n",
|
||||||
"8 7.02 147.43 West Brom Forward \n",
|
"8 7.02 147.43 Forward West Brom \n",
|
||||||
"9 7.50 150.01 Liverpool Midfield "
|
"9 7.50 150.01 Midfield Liverpool "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 10
|
"prompt_number": 11
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
|
|
@ -1487,8 +1488,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>9 </th>\n",
|
" <th>9 </th>\n",
|
||||||
|
|
@ -1500,8 +1501,8 @@
|
||||||
" <td> 11</td>\n",
|
" <td> 11</td>\n",
|
||||||
" <td> 7.50</td>\n",
|
" <td> 7.50</td>\n",
|
||||||
" <td> 150.01</td>\n",
|
" <td> 150.01</td>\n",
|
||||||
" <td> Liverpool</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Liverpool</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>10</th>\n",
|
" <th>10</th>\n",
|
||||||
|
|
@ -1522,7 +1523,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 11,
|
"prompt_number": 12,
|
||||||
"text": [
|
"text": [
|
||||||
" player salary games goals assists shots_on_target \\\n",
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
"8 Saido Berahino 13.8 21 9 0 20 \n",
|
"8 Saido Berahino 13.8 21 9 0 20 \n",
|
||||||
|
|
@ -1530,13 +1531,13 @@
|
||||||
"10 NaN NaN NaN NaN NaN NaN \n",
|
"10 NaN NaN NaN NaN NaN NaN \n",
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"8 7.02 147.43 West Brom Forward \n",
|
"8 7.02 147.43 Forward West Brom \n",
|
||||||
"9 7.50 150.01 Liverpool Midfield \n",
|
"9 7.50 150.01 Midfield Liverpool \n",
|
||||||
"10 NaN NaN NaN NaN "
|
"10 NaN NaN NaN NaN "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 11
|
"prompt_number": 12
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
|
|
@ -1581,8 +1582,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>9 </th>\n",
|
" <th>9 </th>\n",
|
||||||
|
|
@ -1594,8 +1595,8 @@
|
||||||
" <td> 11</td>\n",
|
" <td> 11</td>\n",
|
||||||
" <td> 7.50</td>\n",
|
" <td> 7.50</td>\n",
|
||||||
" <td> 150.01</td>\n",
|
" <td> 150.01</td>\n",
|
||||||
" <td> Liverpool</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Liverpool</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>10</th>\n",
|
" <th>10</th>\n",
|
||||||
|
|
@ -1616,7 +1617,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 12,
|
"prompt_number": 13,
|
||||||
"text": [
|
"text": [
|
||||||
" player salary games goals assists shots_on_target \\\n",
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
"8 Saido Berahino 13.8 21 9 0 20 \n",
|
"8 Saido Berahino 13.8 21 9 0 20 \n",
|
||||||
|
|
@ -1624,13 +1625,13 @@
|
||||||
"10 New Player 12.3 NaN NaN NaN NaN \n",
|
"10 New Player 12.3 NaN NaN NaN NaN \n",
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"8 7.02 147.43 West Brom Forward \n",
|
"8 7.02 147.43 Forward West Brom \n",
|
||||||
"9 7.50 150.01 Liverpool Midfield \n",
|
"9 7.50 150.01 Midfield Liverpool \n",
|
||||||
"10 NaN NaN NaN NaN "
|
"10 NaN NaN NaN NaN "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 12
|
"prompt_number": 13
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
|
|
@ -1697,8 +1698,8 @@
|
||||||
" <td> 34</td>\n",
|
" <td> 34</td>\n",
|
||||||
" <td> 13.12</td>\n",
|
" <td> 13.12</td>\n",
|
||||||
" <td> 209.98</td>\n",
|
" <td> 209.98</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -1710,8 +1711,8 @@
|
||||||
" <td> 29</td>\n",
|
" <td> 29</td>\n",
|
||||||
" <td> 11.19</td>\n",
|
" <td> 11.19</td>\n",
|
||||||
" <td> 223.86</td>\n",
|
" <td> 223.86</td>\n",
|
||||||
" <td> Arsenal</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>8</th>\n",
|
" <th>8</th>\n",
|
||||||
|
|
@ -1723,8 +1724,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1</th>\n",
|
" <th>1</th>\n",
|
||||||
|
|
@ -1736,8 +1737,8 @@
|
||||||
" <td> 17</td>\n",
|
" <td> 17</td>\n",
|
||||||
" <td> 13.05</td>\n",
|
" <td> 13.05</td>\n",
|
||||||
" <td> 274.04</td>\n",
|
" <td> 274.04</td>\n",
|
||||||
" <td> Chelsea</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Chelsea</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3</th>\n",
|
" <th>3</th>\n",
|
||||||
|
|
@ -1749,8 +1750,8 @@
|
||||||
" <td> 19</td>\n",
|
" <td> 19</td>\n",
|
||||||
" <td> 10.99</td>\n",
|
" <td> 10.99</td>\n",
|
||||||
" <td> 197.91</td>\n",
|
" <td> 197.91</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -1758,7 +1759,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 13,
|
"prompt_number": 14,
|
||||||
"text": [
|
"text": [
|
||||||
" player salary games goals assists shots_on_target \\\n",
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
"0 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
|
"0 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
|
||||||
|
|
@ -1768,15 +1769,15 @@
|
||||||
"3 Yaya Tour\u00e9 16.6 18 7 1 19 \n",
|
"3 Yaya Tour\u00e9 16.6 18 7 1 19 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"0 13.12 209.98 Manchester City Forward \n",
|
"0 13.12 209.98 Forward Manchester City \n",
|
||||||
"2 11.19 223.86 Arsenal Forward \n",
|
"2 11.19 223.86 Forward Arsenal \n",
|
||||||
"8 7.02 147.43 West Brom Forward \n",
|
"8 7.02 147.43 Forward West Brom \n",
|
||||||
"1 13.05 274.04 Chelsea Midfield \n",
|
"1 13.05 274.04 Midfield Chelsea \n",
|
||||||
"3 10.99 197.91 Manchester City Midfield "
|
"3 10.99 197.91 Midfield Manchester City "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 13
|
"prompt_number": 14
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
|
|
@ -1820,8 +1821,8 @@
|
||||||
" <td> 34</td>\n",
|
" <td> 34</td>\n",
|
||||||
" <td> 13.12</td>\n",
|
" <td> 13.12</td>\n",
|
||||||
" <td> 209.98</td>\n",
|
" <td> 209.98</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -1833,8 +1834,8 @@
|
||||||
" <td> 29</td>\n",
|
" <td> 29</td>\n",
|
||||||
" <td> 11.19</td>\n",
|
" <td> 11.19</td>\n",
|
||||||
" <td> 223.86</td>\n",
|
" <td> 223.86</td>\n",
|
||||||
" <td> Arsenal</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3</th>\n",
|
" <th>3</th>\n",
|
||||||
|
|
@ -1846,8 +1847,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>4</th>\n",
|
" <th>4</th>\n",
|
||||||
|
|
@ -1859,8 +1860,8 @@
|
||||||
" <td> 17</td>\n",
|
" <td> 17</td>\n",
|
||||||
" <td> 13.05</td>\n",
|
" <td> 13.05</td>\n",
|
||||||
" <td> 274.04</td>\n",
|
" <td> 274.04</td>\n",
|
||||||
" <td> Chelsea</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Chelsea</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>5</th>\n",
|
" <th>5</th>\n",
|
||||||
|
|
@ -1872,8 +1873,8 @@
|
||||||
" <td> 19</td>\n",
|
" <td> 19</td>\n",
|
||||||
" <td> 10.99</td>\n",
|
" <td> 10.99</td>\n",
|
||||||
" <td> 197.91</td>\n",
|
" <td> 197.91</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Midfield</td>\n",
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -1881,7 +1882,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 14,
|
"prompt_number": 15,
|
||||||
"text": [
|
"text": [
|
||||||
" player salary games goals assists shots_on_target \\\n",
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
"1 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
|
"1 Sergio Ag\u00fcero 19.2 16 14 3 34 \n",
|
||||||
|
|
@ -1891,15 +1892,15 @@
|
||||||
"5 Yaya Tour\u00e9 16.6 18 7 1 19 \n",
|
"5 Yaya Tour\u00e9 16.6 18 7 1 19 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"1 13.12 209.98 Manchester City Forward \n",
|
"1 13.12 209.98 Forward Manchester City \n",
|
||||||
"2 11.19 223.86 Arsenal Forward \n",
|
"2 11.19 223.86 Forward Arsenal \n",
|
||||||
"3 7.02 147.43 West Brom Forward \n",
|
"3 7.02 147.43 Forward West Brom \n",
|
||||||
"4 13.05 274.04 Chelsea Midfield \n",
|
"4 13.05 274.04 Midfield Chelsea \n",
|
||||||
"5 10.99 197.91 Manchester City Midfield "
|
"5 10.99 197.91 Midfield Manchester City "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 14
|
"prompt_number": 15
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
|
|
@ -1967,8 +1968,8 @@
|
||||||
" <td> 34</td>\n",
|
" <td> 34</td>\n",
|
||||||
" <td> 13.12</td>\n",
|
" <td> 13.12</td>\n",
|
||||||
" <td> 209.98</td>\n",
|
" <td> 209.98</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -1980,8 +1981,8 @@
|
||||||
" <td> 29</td>\n",
|
" <td> 29</td>\n",
|
||||||
" <td> 11.19</td>\n",
|
" <td> 11.19</td>\n",
|
||||||
" <td> 223.86</td>\n",
|
" <td> 223.86</td>\n",
|
||||||
" <td> Arsenal</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3</th>\n",
|
" <th>3</th>\n",
|
||||||
|
|
@ -1993,8 +1994,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2002,7 +2003,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 15,
|
"prompt_number": 16,
|
||||||
"text": [
|
"text": [
|
||||||
" player salary games goals assists shots_on_target \\\n",
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
"1 Sergio Ag\u00fcero 20 16 14 3 34 \n",
|
"1 Sergio Ag\u00fcero 20 16 14 3 34 \n",
|
||||||
|
|
@ -2010,13 +2011,13 @@
|
||||||
"3 Saido Berahino 13.8 21 9 0 20 \n",
|
"3 Saido Berahino 13.8 21 9 0 20 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"1 13.12 209.98 Manchester City Forward \n",
|
"1 13.12 209.98 Forward Manchester City \n",
|
||||||
"2 11.19 223.86 Arsenal Forward \n",
|
"2 11.19 223.86 Forward Arsenal \n",
|
||||||
"3 7.02 147.43 West Brom Forward "
|
"3 7.02 147.43 Forward West Brom "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 15
|
"prompt_number": 16
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
|
|
@ -2080,8 +2081,8 @@
|
||||||
" <td> 34</td>\n",
|
" <td> 34</td>\n",
|
||||||
" <td> 13.12</td>\n",
|
" <td> 13.12</td>\n",
|
||||||
" <td> 209.98</td>\n",
|
" <td> 209.98</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Alexis S\u00e1nchez</th>\n",
|
" <th>Alexis S\u00e1nchez</th>\n",
|
||||||
|
|
@ -2092,8 +2093,8 @@
|
||||||
" <td> 29</td>\n",
|
" <td> 29</td>\n",
|
||||||
" <td> 11.19</td>\n",
|
" <td> 11.19</td>\n",
|
||||||
" <td> 223.86</td>\n",
|
" <td> 223.86</td>\n",
|
||||||
" <td> Arsenal</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Saido Berahino</th>\n",
|
" <th>Saido Berahino</th>\n",
|
||||||
|
|
@ -2104,8 +2105,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2113,7 +2114,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 16,
|
"prompt_number": 17,
|
||||||
"text": [
|
"text": [
|
||||||
" salary games goals assists shots_on_target \\\n",
|
" salary games goals assists shots_on_target \\\n",
|
||||||
"player \n",
|
"player \n",
|
||||||
|
|
@ -2123,13 +2124,13 @@
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"player \n",
|
"player \n",
|
||||||
"Sergio Ag\u00fcero 13.12 209.98 Manchester City Forward \n",
|
"Sergio Ag\u00fcero 13.12 209.98 Forward Manchester City \n",
|
||||||
"Alexis S\u00e1nchez 11.19 223.86 Arsenal Forward \n",
|
"Alexis S\u00e1nchez 11.19 223.86 Forward Arsenal \n",
|
||||||
"Saido Berahino 7.02 147.43 West Brom Forward "
|
"Saido Berahino 7.02 147.43 Forward West Brom "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 16
|
"prompt_number": 17
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
|
|
@ -2190,8 +2191,8 @@
|
||||||
" <td> 34</td>\n",
|
" <td> 34</td>\n",
|
||||||
" <td> 13.12</td>\n",
|
" <td> 13.12</td>\n",
|
||||||
" <td> 209.98</td>\n",
|
" <td> 209.98</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Alexis S\u00e1nchez</th>\n",
|
" <th>Alexis S\u00e1nchez</th>\n",
|
||||||
|
|
@ -2202,8 +2203,8 @@
|
||||||
" <td> 29</td>\n",
|
" <td> 29</td>\n",
|
||||||
" <td> 11.19</td>\n",
|
" <td> 11.19</td>\n",
|
||||||
" <td> 223.86</td>\n",
|
" <td> 223.86</td>\n",
|
||||||
" <td> Arsenal</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Saido Berahino</th>\n",
|
" <th>Saido Berahino</th>\n",
|
||||||
|
|
@ -2214,8 +2215,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2223,7 +2224,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 17,
|
"prompt_number": 18,
|
||||||
"text": [
|
"text": [
|
||||||
" salary games goals assists shots_on_target \\\n",
|
" salary games goals assists shots_on_target \\\n",
|
||||||
"player \n",
|
"player \n",
|
||||||
|
|
@ -2233,13 +2234,13 @@
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"player \n",
|
"player \n",
|
||||||
"Sergio Ag\u00fcero 13.12 209.98 Manchester City Forward \n",
|
"Sergio Ag\u00fcero 13.12 209.98 Forward Manchester City \n",
|
||||||
"Alexis S\u00e1nchez 11.19 223.86 Arsenal Forward \n",
|
"Alexis S\u00e1nchez 11.19 223.86 Forward Arsenal \n",
|
||||||
"Saido Berahino 7.02 147.43 West Brom Forward "
|
"Saido Berahino 7.02 147.43 Forward West Brom "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 17
|
"prompt_number": 18
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "markdown",
|
"cell_type": "markdown",
|
||||||
|
|
@ -2290,8 +2291,8 @@
|
||||||
" <td> 34</td>\n",
|
" <td> 34</td>\n",
|
||||||
" <td> 13.12</td>\n",
|
" <td> 13.12</td>\n",
|
||||||
" <td> 209.98</td>\n",
|
" <td> 209.98</td>\n",
|
||||||
" <td> Manchester City</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Manchester City</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1</th>\n",
|
" <th>1</th>\n",
|
||||||
|
|
@ -2303,8 +2304,8 @@
|
||||||
" <td> 29</td>\n",
|
" <td> 29</td>\n",
|
||||||
" <td> 11.19</td>\n",
|
" <td> 11.19</td>\n",
|
||||||
" <td> 223.86</td>\n",
|
" <td> 223.86</td>\n",
|
||||||
" <td> Arsenal</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -2316,8 +2317,8 @@
|
||||||
" <td> 20</td>\n",
|
" <td> 20</td>\n",
|
||||||
" <td> 7.02</td>\n",
|
" <td> 7.02</td>\n",
|
||||||
" <td> 147.43</td>\n",
|
" <td> 147.43</td>\n",
|
||||||
" <td> West Brom</td>\n",
|
|
||||||
" <td> Forward</td>\n",
|
" <td> Forward</td>\n",
|
||||||
|
" <td> West Brom</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2325,7 +2326,7 @@
|
||||||
],
|
],
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "pyout",
|
"output_type": "pyout",
|
||||||
"prompt_number": 18,
|
"prompt_number": 19,
|
||||||
"text": [
|
"text": [
|
||||||
" player salary games goals assists shots_on_target \\\n",
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
"0 Sergio Ag\u00fcero 20 16 14 3 34 \n",
|
"0 Sergio Ag\u00fcero 20 16 14 3 34 \n",
|
||||||
|
|
@ -2333,13 +2334,205 @@
|
||||||
"2 Saido Berahino 13.8 21 9 0 20 \n",
|
"2 Saido Berahino 13.8 21 9 0 20 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" points_per_game points position team \n",
|
" points_per_game points position team \n",
|
||||||
"0 13.12 209.98 Manchester City Forward \n",
|
"0 13.12 209.98 Forward Manchester City \n",
|
||||||
"1 11.19 223.86 Arsenal Forward \n",
|
"1 11.19 223.86 Forward Arsenal \n",
|
||||||
"2 7.02 147.43 West Brom Forward "
|
"2 7.02 147.43 Forward West Brom "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 18
|
"prompt_number": 19
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"<br>\n",
|
||||||
|
"<br>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "heading",
|
||||||
|
"level": 1,
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"Chaining Conditions - Using Bitwise Operators"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "markdown",
|
||||||
|
"metadata": {},
|
||||||
|
"source": [
|
||||||
|
"[[back to section overview](#Sections)]"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"collapsed": false,
|
||||||
|
"input": [
|
||||||
|
"# Selecting only those players that either playing for Arsenal or Chelsea\n",
|
||||||
|
"\n",
|
||||||
|
"df[ (df['team'] == 'Arsenal') | (df['team'] == 'Chelsea') ]"
|
||||||
|
],
|
||||||
|
"language": "python",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"html": [
|
||||||
|
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
|
||||||
|
"<table border=\"1\" class=\"dataframe\">\n",
|
||||||
|
" <thead>\n",
|
||||||
|
" <tr style=\"text-align: right;\">\n",
|
||||||
|
" <th></th>\n",
|
||||||
|
" <th>player</th>\n",
|
||||||
|
" <th>salary</th>\n",
|
||||||
|
" <th>games</th>\n",
|
||||||
|
" <th>goals</th>\n",
|
||||||
|
" <th>assists</th>\n",
|
||||||
|
" <th>shots_on_target</th>\n",
|
||||||
|
" <th>points_per_game</th>\n",
|
||||||
|
" <th>points</th>\n",
|
||||||
|
" <th>position</th>\n",
|
||||||
|
" <th>team</th>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" </thead>\n",
|
||||||
|
" <tbody>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>1</th>\n",
|
||||||
|
" <td> Alexis S\u00e1nchez</td>\n",
|
||||||
|
" <td> 15</td>\n",
|
||||||
|
" <td> 0</td>\n",
|
||||||
|
" <td> 12</td>\n",
|
||||||
|
" <td> 7</td>\n",
|
||||||
|
" <td> 29</td>\n",
|
||||||
|
" <td> 11.19</td>\n",
|
||||||
|
" <td> 223.86</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>3</th>\n",
|
||||||
|
" <td> Eden Hazard</td>\n",
|
||||||
|
" <td> 18.9</td>\n",
|
||||||
|
" <td> 21</td>\n",
|
||||||
|
" <td> 8</td>\n",
|
||||||
|
" <td> 4</td>\n",
|
||||||
|
" <td> 17</td>\n",
|
||||||
|
" <td> 13.05</td>\n",
|
||||||
|
" <td> 274.04</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Chelsea</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>7</th>\n",
|
||||||
|
" <td> Santiago Cazorla</td>\n",
|
||||||
|
" <td> 14.8</td>\n",
|
||||||
|
" <td> 20</td>\n",
|
||||||
|
" <td> 4</td>\n",
|
||||||
|
" <td> 0</td>\n",
|
||||||
|
" <td> 20</td>\n",
|
||||||
|
" <td> 9.97</td>\n",
|
||||||
|
" <td> 0.00</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>9</th>\n",
|
||||||
|
" <td> Cesc F\u00e0bregas</td>\n",
|
||||||
|
" <td> 14.0</td>\n",
|
||||||
|
" <td> 20</td>\n",
|
||||||
|
" <td> 2</td>\n",
|
||||||
|
" <td> 14</td>\n",
|
||||||
|
" <td> 10</td>\n",
|
||||||
|
" <td> 10.47</td>\n",
|
||||||
|
" <td> 209.49</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
|
" <td> Chelsea</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" </tbody>\n",
|
||||||
|
"</table>\n",
|
||||||
|
"</div>"
|
||||||
|
],
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "pyout",
|
||||||
|
"prompt_number": 20,
|
||||||
|
"text": [
|
||||||
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
|
"1 Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
||||||
|
"3 Eden Hazard 18.9 21 8 4 17 \n",
|
||||||
|
"7 Santiago Cazorla 14.8 20 4 0 20 \n",
|
||||||
|
"9 Cesc F\u00e0bregas 14.0 20 2 14 10 \n",
|
||||||
|
"\n",
|
||||||
|
" points_per_game points position team \n",
|
||||||
|
"1 11.19 223.86 Forward Arsenal \n",
|
||||||
|
"3 13.05 274.04 Midfield Chelsea \n",
|
||||||
|
"7 9.97 0.00 Midfield Arsenal \n",
|
||||||
|
"9 10.47 209.49 Midfield Chelsea "
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"prompt_number": 20
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"collapsed": false,
|
||||||
|
"input": [
|
||||||
|
"# Selecting forwards from Arsenal only\n",
|
||||||
|
"\n",
|
||||||
|
"df[ (df['team'] == 'Arsenal') & (df['position'] == 'Forward') ]"
|
||||||
|
],
|
||||||
|
"language": "python",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"html": [
|
||||||
|
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
|
||||||
|
"<table border=\"1\" class=\"dataframe\">\n",
|
||||||
|
" <thead>\n",
|
||||||
|
" <tr style=\"text-align: right;\">\n",
|
||||||
|
" <th></th>\n",
|
||||||
|
" <th>player</th>\n",
|
||||||
|
" <th>salary</th>\n",
|
||||||
|
" <th>games</th>\n",
|
||||||
|
" <th>goals</th>\n",
|
||||||
|
" <th>assists</th>\n",
|
||||||
|
" <th>shots_on_target</th>\n",
|
||||||
|
" <th>points_per_game</th>\n",
|
||||||
|
" <th>points</th>\n",
|
||||||
|
" <th>position</th>\n",
|
||||||
|
" <th>team</th>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" </thead>\n",
|
||||||
|
" <tbody>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>1</th>\n",
|
||||||
|
" <td> Alexis S\u00e1nchez</td>\n",
|
||||||
|
" <td> 15</td>\n",
|
||||||
|
" <td> 0</td>\n",
|
||||||
|
" <td> 12</td>\n",
|
||||||
|
" <td> 7</td>\n",
|
||||||
|
" <td> 29</td>\n",
|
||||||
|
" <td> 11.19</td>\n",
|
||||||
|
" <td> 223.86</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
|
" <td> Arsenal</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" </tbody>\n",
|
||||||
|
"</table>\n",
|
||||||
|
"</div>"
|
||||||
|
],
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "pyout",
|
||||||
|
"prompt_number": 22,
|
||||||
|
"text": [
|
||||||
|
" player salary games goals assists shots_on_target \\\n",
|
||||||
|
"1 Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
||||||
|
"\n",
|
||||||
|
" points_per_game points position team \n",
|
||||||
|
"1 11.19 223.86 Forward Arsenal "
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"prompt_number": 22
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"metadata": {}
|
"metadata": {}
|
||||||
|
|
|
||||||
Loading…
Reference in New Issue
Block a user