mirror of
https://github.com/rasbt/python_reference.git
synced 2024-11-23 20:11:13 +00:00
updated row-wise ops
This commit is contained in:
rasbt
parent
598bde5c8a
commit
1e6c7444ef
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@ -1,7 +1,7 @@
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{
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{
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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": "sha256:3075a6608bb9a788ad29d1daaeb2421c2db561abd63a3ce811c1fe8e6e482d9f"
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"signature": "sha256:ae8818183bc1fe6a58845005b18b12c4458686fa307a82a46857775364df6506"
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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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@ -807,12 +807,17 @@
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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 = rest.split(' \u2014 ')\n",
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" return name, position, team\n",
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" return pd.Series([name, position, team])\n",
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"\n",
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"\n",
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"for idx,row in df.iterrows():\n",
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"df[['player', 'team', 'position']] = df.player.apply(process_player_col)\n",
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" name, position, team = process_player_col(row['player'])\n",
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"\n",
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"\n",
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" df.ix[idx, 'player'], df.ix[idx, 'position'], df.ix[idx, 'team'] = name, position, team\n",
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"# modified after tip from reddit.com/user/hharison\n",
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"#\n",
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"# Alternative (inferior) approach:\n",
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"#\n",
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"#for idx,row in df.iterrows():\n",
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"# name, position, team = process_player_col(row['player'])\n",
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"# df.ix[idx, 'player'], df.ix[idx, 'position'], df.ix[idx, 'team'] = name, position, team\n",
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" \n",
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" \n",
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"df.tail(3)"
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"df.tail(3)"
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],
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],
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@ -849,8 +854,8 @@
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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> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</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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@ -862,8 +867,8 @@
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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> Forward</td>\n",
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" <td> West Brom</td>\n",
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" <td> West Brom</td>\n",
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" <td> Forward</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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@ -875,8 +880,8 @@
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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> Midfield</td>\n",
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" <td> Liverpool</td>\n",
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" <td> Liverpool</td>\n",
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" <td> Midfield</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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@ -892,9 +897,9 @@
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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 Midfield Chelsea \n",
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"7 10.47 209.49 Chelsea Midfield \n",
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"8 7.02 147.43 Forward West Brom \n",
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"8 7.02 147.43 West Brom Forward \n",
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"9 7.50 150.01 Midfield Liverpool "
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"9 7.50 150.01 Liverpool Midfield "
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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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@ -980,8 +985,8 @@
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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> Midfield</td>\n",
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" <td> Manchester United</td>\n",
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" <td> Manchester United</td>\n",
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" <td> Midfield</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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@ -993,8 +998,8 @@
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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> Midfield</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Midfield</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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@ -1008,9 +1013,9 @@
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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 Midfield Manchester United \n",
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"4 10.17 132.23 Manchester United Midfield \n",
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"5 9.97 NaN Midfield Arsenal "
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"5 9.97 NaN Arsenal Midfield "
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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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@ -1071,8 +1076,8 @@
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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> Forward</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Forward</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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@ -1084,8 +1089,8 @@
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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> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</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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@ -1097,8 +1102,8 @@
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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> Forward</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Forward</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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@ -1110,8 +1115,8 @@
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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> Midfield</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Midfield</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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@ -1123,8 +1128,8 @@
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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> Midfield</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Midfield</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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@ -1136,8 +1141,8 @@
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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> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</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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@ -1149,8 +1154,8 @@
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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> Forward</td>\n",
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" <td> West Brom</td>\n",
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" <td> West Brom</td>\n",
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" <td> Forward</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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@ -1162,8 +1167,8 @@
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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> Midfield</td>\n",
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" <td> Liverpool</td>\n",
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" <td> Liverpool</td>\n",
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" <td> Midfield</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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@ -1183,15 +1188,15 @@
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"8 Saido Berahino 13.8 21 9 0 20 \n",
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"8 Saido Berahino 13.8 21 9 0 20 \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 Forward Manchester City \n",
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"0 13.12 209.98 Manchester City Forward \n",
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"1 13.05 274.04 Midfield Chelsea \n",
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"1 13.05 274.04 Chelsea Midfield \n",
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"2 11.19 223.86 Forward Arsenal \n",
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"2 11.19 223.86 Arsenal Forward \n",
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"3 10.99 197.91 Midfield Manchester City \n",
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"3 10.99 197.91 Manchester City Midfield \n",
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"6 10.35 155.26 Midfield Manchester City \n",
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"6 10.35 155.26 Manchester City Midfield \n",
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"7 10.47 209.49 Midfield Chelsea \n",
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"7 10.47 209.49 Chelsea Midfield \n",
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"8 7.02 147.43 Forward West Brom \n",
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"8 7.02 147.43 West Brom Forward \n",
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"9 7.50 150.01 Midfield Liverpool "
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"9 7.50 150.01 Liverpool Midfield "
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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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@ -1255,8 +1260,8 @@
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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> Forward</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Forward</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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@ -1268,8 +1273,8 @@
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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> Midfield</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Chelsea</td>\n",
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" <td> Midfield</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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@ -1281,8 +1286,8 @@
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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> Forward</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Forward</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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@ -1294,8 +1299,8 @@
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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> Midfield</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Manchester City</td>\n",
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" <td> Midfield</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>4</th>\n",
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" <th>4</th>\n",
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@ -1307,8 +1312,8 @@
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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> Midfield</td>\n",
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" <td> Manchester United</td>\n",
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" <td> Manchester United</td>\n",
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" <td> Midfield</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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@ -1320,8 +1325,8 @@
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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> 0.00</td>\n",
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" <td> 0.00</td>\n",
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" <td> Midfield</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Arsenal</td>\n",
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" <td> Midfield</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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@ -1333,8 +1338,8 @@
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" <td> 11</td>\n",
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" <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> Midfield</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>7</th>\n",
|
" <th>7</th>\n",
|
||||||
|
|
@ -1346,8 +1351,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Chelsea</td>\n",
|
" <td> Chelsea</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>8</th>\n",
|
" <th>8</th>\n",
|
||||||
|
|
@ -1359,8 +1364,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>9</th>\n",
|
" <th>9</th>\n",
|
||||||
|
|
@ -1372,8 +1377,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Liverpool</td>\n",
|
" <td> Liverpool</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -1395,17 +1400,17 @@
|
||||||
"8 Saido Berahino 13.8 21 9 0 20 \n",
|
"8 Saido Berahino 13.8 21 9 0 20 \n",
|
||||||
"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 Forward Manchester City \n",
|
"0 13.12 209.98 Manchester City Forward \n",
|
||||||
"1 13.05 274.04 Midfield Chelsea \n",
|
"1 13.05 274.04 Chelsea Midfield \n",
|
||||||
"2 11.19 223.86 Forward Arsenal \n",
|
"2 11.19 223.86 Arsenal Forward \n",
|
||||||
"3 10.99 197.91 Midfield Manchester City \n",
|
"3 10.99 197.91 Manchester City Midfield \n",
|
||||||
"4 10.17 132.23 Midfield Manchester United \n",
|
"4 10.17 132.23 Manchester United Midfield \n",
|
||||||
"5 9.97 0.00 Midfield Arsenal \n",
|
"5 9.97 0.00 Arsenal Midfield \n",
|
||||||
"6 10.35 155.26 Midfield Manchester City \n",
|
"6 10.35 155.26 Manchester City Midfield \n",
|
||||||
"7 10.47 209.49 Midfield Chelsea \n",
|
"7 10.47 209.49 Chelsea Midfield \n",
|
||||||
"8 7.02 147.43 Forward West Brom \n",
|
"8 7.02 147.43 West Brom Forward \n",
|
||||||
"9 7.50 150.01 Midfield Liverpool "
|
"9 7.50 150.01 Liverpool Midfield "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|
@ -1482,8 +1487,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>9 </th>\n",
|
" <th>9 </th>\n",
|
||||||
|
|
@ -1495,8 +1500,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Liverpool</td>\n",
|
" <td> Liverpool</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>10</th>\n",
|
" <th>10</th>\n",
|
||||||
|
|
@ -1525,8 +1530,8 @@
|
||||||
"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 Forward West Brom \n",
|
"8 7.02 147.43 West Brom Forward \n",
|
||||||
"9 7.50 150.01 Midfield Liverpool \n",
|
"9 7.50 150.01 Liverpool Midfield \n",
|
||||||
"10 NaN NaN NaN NaN "
|
"10 NaN NaN NaN NaN "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
|
|
@ -1576,8 +1581,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>9 </th>\n",
|
" <th>9 </th>\n",
|
||||||
|
|
@ -1589,8 +1594,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Liverpool</td>\n",
|
" <td> Liverpool</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>10</th>\n",
|
" <th>10</th>\n",
|
||||||
|
|
@ -1619,8 +1624,8 @@
|
||||||
"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 Forward West Brom \n",
|
"8 7.02 147.43 West Brom Forward \n",
|
||||||
"9 7.50 150.01 Midfield Liverpool \n",
|
"9 7.50 150.01 Liverpool Midfield \n",
|
||||||
"10 NaN NaN NaN NaN "
|
"10 NaN NaN NaN NaN "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
|
|
@ -1692,8 +1697,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -1705,8 +1710,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Arsenal</td>\n",
|
" <td> Arsenal</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>8</th>\n",
|
" <th>8</th>\n",
|
||||||
|
|
@ -1718,8 +1723,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1</th>\n",
|
" <th>1</th>\n",
|
||||||
|
|
@ -1731,8 +1736,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Chelsea</td>\n",
|
" <td> Chelsea</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3</th>\n",
|
" <th>3</th>\n",
|
||||||
|
|
@ -1744,8 +1749,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -1762,12 +1767,12 @@
|
||||||
"1 Eden Hazard 18.9 21 8 4 17 \n",
|
"1 Eden Hazard 18.9 21 8 4 17 \n",
|
||||||
"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 Forward Manchester City \n",
|
"0 13.12 209.98 Manchester City Forward \n",
|
||||||
"2 11.19 223.86 Forward Arsenal \n",
|
"2 11.19 223.86 Arsenal Forward \n",
|
||||||
"8 7.02 147.43 Forward West Brom \n",
|
"8 7.02 147.43 West Brom Forward \n",
|
||||||
"1 13.05 274.04 Midfield Chelsea \n",
|
"1 13.05 274.04 Chelsea Midfield \n",
|
||||||
"3 10.99 197.91 Midfield Manchester City "
|
"3 10.99 197.91 Manchester City Midfield "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|
@ -1815,8 +1820,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -1828,8 +1833,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Arsenal</td>\n",
|
" <td> Arsenal</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3</th>\n",
|
" <th>3</th>\n",
|
||||||
|
|
@ -1841,8 +1846,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>4</th>\n",
|
" <th>4</th>\n",
|
||||||
|
|
@ -1854,8 +1859,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Chelsea</td>\n",
|
" <td> Chelsea</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>5</th>\n",
|
" <th>5</th>\n",
|
||||||
|
|
@ -1867,8 +1872,8 @@
|
||||||
" <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> Midfield</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Midfield</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -1885,12 +1890,12 @@
|
||||||
"4 Eden Hazard 18.9 21 8 4 17 \n",
|
"4 Eden Hazard 18.9 21 8 4 17 \n",
|
||||||
"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 Forward Manchester City \n",
|
"1 13.12 209.98 Manchester City Forward \n",
|
||||||
"2 11.19 223.86 Forward Arsenal \n",
|
"2 11.19 223.86 Arsenal Forward \n",
|
||||||
"3 7.02 147.43 Forward West Brom \n",
|
"3 7.02 147.43 West Brom Forward \n",
|
||||||
"4 13.05 274.04 Midfield Chelsea \n",
|
"4 13.05 274.04 Chelsea Midfield \n",
|
||||||
"5 10.99 197.91 Midfield Manchester City "
|
"5 10.99 197.91 Manchester City Midfield "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|
@ -1962,8 +1967,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -1975,8 +1980,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Arsenal</td>\n",
|
" <td> Arsenal</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3</th>\n",
|
" <th>3</th>\n",
|
||||||
|
|
@ -1988,8 +1993,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2004,10 +2009,10 @@
|
||||||
"2 Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
"2 Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
||||||
"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 Forward Manchester City \n",
|
"1 13.12 209.98 Manchester City Forward \n",
|
||||||
"2 11.19 223.86 Forward Arsenal \n",
|
"2 11.19 223.86 Arsenal Forward \n",
|
||||||
"3 7.02 147.43 Forward West Brom "
|
"3 7.02 147.43 West Brom Forward "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|
@ -2075,8 +2080,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Alexis S\u00e1nchez</th>\n",
|
" <th>Alexis S\u00e1nchez</th>\n",
|
||||||
|
|
@ -2087,8 +2092,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Arsenal</td>\n",
|
" <td> Arsenal</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Saido Berahino</th>\n",
|
" <th>Saido Berahino</th>\n",
|
||||||
|
|
@ -2099,8 +2104,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2116,11 +2121,11 @@
|
||||||
"Alexis S\u00e1nchez 17.6 0 12 7 29 \n",
|
"Alexis S\u00e1nchez 17.6 0 12 7 29 \n",
|
||||||
"Saido Berahino 13.8 21 9 0 20 \n",
|
"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",
|
||||||
"player \n",
|
"player \n",
|
||||||
"Sergio Ag\u00fcero 13.12 209.98 Forward Manchester City \n",
|
"Sergio Ag\u00fcero 13.12 209.98 Manchester City Forward \n",
|
||||||
"Alexis S\u00e1nchez 11.19 223.86 Forward Arsenal \n",
|
"Alexis S\u00e1nchez 11.19 223.86 Arsenal Forward \n",
|
||||||
"Saido Berahino 7.02 147.43 Forward West Brom "
|
"Saido Berahino 7.02 147.43 West Brom Forward "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|
@ -2185,8 +2190,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Alexis S\u00e1nchez</th>\n",
|
" <th>Alexis S\u00e1nchez</th>\n",
|
||||||
|
|
@ -2197,8 +2202,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Arsenal</td>\n",
|
" <td> Arsenal</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>Saido Berahino</th>\n",
|
" <th>Saido Berahino</th>\n",
|
||||||
|
|
@ -2209,8 +2214,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2226,11 +2231,11 @@
|
||||||
"Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
"Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
||||||
"Saido Berahino 13.8 21 9 0 20 \n",
|
"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",
|
||||||
"player \n",
|
"player \n",
|
||||||
"Sergio Ag\u00fcero 13.12 209.98 Forward Manchester City \n",
|
"Sergio Ag\u00fcero 13.12 209.98 Manchester City Forward \n",
|
||||||
"Alexis S\u00e1nchez 11.19 223.86 Forward Arsenal \n",
|
"Alexis S\u00e1nchez 11.19 223.86 Arsenal Forward \n",
|
||||||
"Saido Berahino 7.02 147.43 Forward West Brom "
|
"Saido Berahino 7.02 147.43 West Brom Forward "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|
@ -2285,8 +2290,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Manchester City</td>\n",
|
" <td> Manchester City</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1</th>\n",
|
" <th>1</th>\n",
|
||||||
|
|
@ -2298,8 +2303,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> Arsenal</td>\n",
|
" <td> Arsenal</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2</th>\n",
|
" <th>2</th>\n",
|
||||||
|
|
@ -2311,8 +2316,8 @@
|
||||||
" <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> Forward</td>\n",
|
|
||||||
" <td> West Brom</td>\n",
|
" <td> West Brom</td>\n",
|
||||||
|
" <td> Forward</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
|
|
@ -2327,23 +2332,14 @@
|
||||||
"1 Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
"1 Alexis S\u00e1nchez 15 0 12 7 29 \n",
|
||||||
"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 Forward Manchester City \n",
|
"0 13.12 209.98 Manchester City Forward \n",
|
||||||
"1 11.19 223.86 Forward Arsenal \n",
|
"1 11.19 223.86 Arsenal Forward \n",
|
||||||
"2 7.02 147.43 Forward West Brom "
|
"2 7.02 147.43 West Brom Forward "
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"prompt_number": 18
|
"prompt_number": 18
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"collapsed": false,
|
|
||||||
"input": [],
|
|
||||||
"language": "python",
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"prompt_number": 18
|
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"metadata": {}
|
"metadata": {}
|
||||||
|
|
|
||||||
Loading…
Reference in New Issue
Block a user