Zadanie 3
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"0 1.0 0.033911 2.836513 0.991139"
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"0 1.0 0.033911 2.836513 0.991139"
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"943it [00:00, 11012.47it/s]\n"
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"943it [00:00, 12952.59it/s]\n"
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@ -565,6 +565,8 @@
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" <th>MRR</th>\n",
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" <th>MRR</th>\n",
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" <th>LAUC</th>\n",
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" <th>LAUC</th>\n",
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" <th>HR</th>\n",
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" <th>HR</th>\n",
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" <th>HitRate2</th>\n",
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" <th>HitRate3</th>\n",
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" <th>Reco in test</th>\n",
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" <th>Reco in test</th>\n",
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" <th>Test coverage</th>\n",
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" <th>Test coverage</th>\n",
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" <th>Shannon</th>\n",
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" <th>Shannon</th>\n",
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@ -587,6 +589,8 @@
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" <td>0.198193</td>\n",
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" <td>0.198193</td>\n",
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" <td>0.515501</td>\n",
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" <td>0.515501</td>\n",
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" <td>0.437964</td>\n",
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" <td>0.437964</td>\n",
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" <td>0.239661</td>\n",
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" <td>0.126193</td>\n",
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" <td>1.0</td>\n",
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" <td>1.0</td>\n",
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" <td>0.033911</td>\n",
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" <td>0.033911</td>\n",
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" <td>2.836513</td>\n",
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" <td>2.836513</td>\n",
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@ -603,11 +607,14 @@
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" precision_super recall_super NDCG mAP MRR LAUC \\\n",
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" precision_super recall_super NDCG mAP MRR LAUC \\\n",
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"0 0.079614 0.056463 0.095957 0.043178 0.198193 0.515501 \n",
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"0 0.079614 0.056463 0.095957 0.043178 0.198193 0.515501 \n",
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"\n",
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"\n",
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" HR Reco in test Test coverage Shannon Gini \n",
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" HR HitRate2 HitRate3 Reco in test Test coverage Shannon \\\n",
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"0 0.437964 1.0 0.033911 2.836513 0.991139 "
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"0 0.437964 0.239661 0.126193 1.0 0.033911 2.836513 \n",
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"\n",
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" Gini \n",
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"0 0.991139 "
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]
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]
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},
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},
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"execution_count": 10,
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"execution_count": 11,
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"943it [00:00, 10346.82it/s]\n",
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"943it [00:00, 13130.52it/s]\n",
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"943it [00:00, 11772.32it/s]\n",
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"943it [00:00, 10636.62it/s]\n",
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"cell_type": "code",
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"execution_count": 12,
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@ -722,14 +730,14 @@
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" <tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <th>0</th>\n",
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" <td>Ready_Random</td>\n",
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" <td>Ready_Random</td>\n",
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" <td>1.521845</td>\n",
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" <td>1.516512</td>\n",
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" <td>1.225949</td>\n",
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" <td>1.217214</td>\n",
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" <td>0.047190</td>\n",
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" <td>0.045599</td>\n",
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" <td>0.020753</td>\n",
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" <td>0.021001</td>\n",
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" <td>0.024810</td>\n",
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" <td>0.024136</td>\n",
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" <td>0.032269</td>\n",
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" <td>0.031226</td>\n",
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" <td>0.029506</td>\n",
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" <td>0.028541</td>\n",
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" <td>0.023707</td>\n",
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" <td>0.022057</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>0</th>\n",
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" <th>0</th>\n",
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@ -755,6 +763,18 @@
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" <td>0.000644</td>\n",
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" <td>0.000644</td>\n",
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" <td>0.000189</td>\n",
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" <td>0.000189</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Self_IKNN</td>\n",
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" <td>1.018363</td>\n",
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" <td>0.808793</td>\n",
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" <td>0.000318</td>\n",
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" <td>0.000108</td>\n",
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" <td>0.000140</td>\n",
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" <td>0.000189</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\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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"</div>"
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"</div>"
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@ -763,19 +783,21 @@
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" Model RMSE MAE precision recall F_1 \\\n",
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" Model RMSE MAE precision recall F_1 \\\n",
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"0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n",
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"0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n",
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"0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n",
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"0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n",
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"0 Ready_Random 1.521845 1.225949 0.047190 0.020753 0.024810 \n",
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"0 Ready_Random 1.516512 1.217214 0.045599 0.021001 0.024136 \n",
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"0 Self_TopRated 1.030712 0.820904 0.000954 0.000188 0.000298 \n",
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"0 Self_TopRated 1.030712 0.820904 0.000954 0.000188 0.000298 \n",
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"0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n",
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"0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n",
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"0 Self_IKNN 1.018363 0.808793 0.000318 0.000108 0.000140 \n",
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"\n",
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"\n",
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" F_05 precision_super recall_super \n",
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" F_05 precision_super recall_super \n",
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"0 0.141584 0.130472 0.137473 \n",
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"0 0.141584 0.130472 0.137473 \n",
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"0 0.061286 0.079614 0.056463 \n",
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"0 0.061286 0.079614 0.056463 \n",
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"0 0.032269 0.029506 0.023707 \n",
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"0 0.031226 0.028541 0.022057 \n",
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"0 0.000481 0.000644 0.000223 \n",
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"0 0.000481 0.000644 0.000223 \n",
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"0 0.000463 0.000644 0.000189 "
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"0 0.000463 0.000644 0.000189 \n",
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"0 0.000189 0.000000 0.000000 "
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]
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]
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},
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},
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"execution_count": 12,
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"execution_count": 11,
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"metadata": {},
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"metadata": {},
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"output_type": "execute_result"
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"output_type": "execute_result"
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}
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}
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},
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 13,
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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"outputs": [
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{
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{
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@ -816,6 +838,8 @@
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" <th>MRR</th>\n",
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" <th>MRR</th>\n",
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" <th>LAUC</th>\n",
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" <th>LAUC</th>\n",
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" <th>HR</th>\n",
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" <th>HR</th>\n",
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" <th>HitRate2</th>\n",
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" <th>HitRate3</th>\n",
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" <th>Reco in test</th>\n",
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" <th>Reco in test</th>\n",
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" <th>Test coverage</th>\n",
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" <th>Test coverage</th>\n",
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" <th>Shannon</th>\n",
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" <th>Shannon</th>\n",
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" <td>0.400939</td>\n",
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" <td>0.400939</td>\n",
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" <td>0.555546</td>\n",
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" <td>0.555546</td>\n",
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" <td>0.765642</td>\n",
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" <td>0.765642</td>\n",
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" <td>0.492047</td>\n",
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" <td>0.290562</td>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
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" <td>0.038961</td>\n",
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" <td>0.038961</td>\n",
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" <td>3.159079</td>\n",
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" <td>3.159079</td>\n",
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" <td>0.198193</td>\n",
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" <td>0.198193</td>\n",
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" <td>0.515501</td>\n",
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" <td>0.515501</td>\n",
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" <td>0.437964</td>\n",
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" <td>0.437964</td>\n",
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" <td>0.239661</td>\n",
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" <td>0.126193</td>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000</td>\n",
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" <td>0.033911</td>\n",
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" <td>0.033911</td>\n",
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" <td>2.836513</td>\n",
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" <td>2.836513</td>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <th>0</th>\n",
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" <td>Ready_Random</td>\n",
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" <td>Ready_Random</td>\n",
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" <td>0.050075</td>\n",
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" <td>0.050154</td>\n",
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" <td>0.018728</td>\n",
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" <td>0.019000</td>\n",
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" <td>0.121957</td>\n",
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" <td>0.125089</td>\n",
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" <td>0.506893</td>\n",
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" <td>0.507013</td>\n",
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" <td>0.329799</td>\n",
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" <td>0.327678</td>\n",
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" <td>0.986532</td>\n",
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" <td>0.093319</td>\n",
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" <td>0.184704</td>\n",
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" <td>0.026511</td>\n",
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" <td>5.099706</td>\n",
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" <td>0.988017</td>\n",
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" <td>0.907217</td>\n",
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" <td>0.192641</td>\n",
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" <td>5.141246</td>\n",
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" <td>0.903763</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>0</th>\n",
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" <th>0</th>\n",
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" <td>0.003348</td>\n",
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" <td>0.003348</td>\n",
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" <td>0.496433</td>\n",
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" <td>0.496433</td>\n",
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" <td>0.009544</td>\n",
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" <td>0.009544</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.699046</td>\n",
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" <td>0.699046</td>\n",
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" <td>0.005051</td>\n",
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" <td>0.005051</td>\n",
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" <td>1.945910</td>\n",
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" <td>1.945910</td>\n",
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" <td>0.001677</td>\n",
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" <td>0.001677</td>\n",
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" <td>0.496424</td>\n",
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" <td>0.496424</td>\n",
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" <td>0.009544</td>\n",
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" <td>0.009544</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.600530</td>\n",
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" <td>0.600530</td>\n",
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" <td>0.005051</td>\n",
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" <td>0.005051</td>\n",
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" <td>1.803126</td>\n",
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" <td>1.803126</td>\n",
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" <td>0.996380</td>\n",
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" <td>0.996380</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Self_IKNN</td>\n",
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" <td>0.000214</td>\n",
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" <td>0.000037</td>\n",
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" <td>0.000368</td>\n",
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" <td>0.496391</td>\n",
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" <td>0.003181</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.392153</td>\n",
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" <td>0.115440</td>\n",
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" <td>4.174741</td>\n",
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" <td>0.965327</td>\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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"</div>"
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"</div>"
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" Model NDCG mAP MRR LAUC HR \\\n",
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" Model NDCG mAP MRR LAUC HR \\\n",
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"0 Self_TopPop 0.214651 0.111707 0.400939 0.555546 0.765642 \n",
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"0 Self_TopPop 0.214651 0.111707 0.400939 0.555546 0.765642 \n",
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"0 Ready_Baseline 0.095957 0.043178 0.198193 0.515501 0.437964 \n",
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"0 Ready_Baseline 0.095957 0.043178 0.198193 0.515501 0.437964 \n",
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"0 Ready_Random 0.050075 0.018728 0.121957 0.506893 0.329799 \n",
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"0 Ready_Random 0.050154 0.019000 0.125089 0.507013 0.327678 \n",
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"0 Self_TopRated 0.001043 0.000335 0.003348 0.496433 0.009544 \n",
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"0 Self_TopRated 0.001043 0.000335 0.003348 0.496433 0.009544 \n",
|
||||||
"0 Self_BaselineUI 0.000752 0.000168 0.001677 0.496424 0.009544 \n",
|
"0 Self_BaselineUI 0.000752 0.000168 0.001677 0.496424 0.009544 \n",
|
||||||
|
"0 Self_IKNN 0.000214 0.000037 0.000368 0.496391 0.003181 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" Reco in test Test coverage Shannon Gini \n",
|
" HitRate2 HitRate3 Reco in test Test coverage Shannon Gini \n",
|
||||||
"0 1.000000 0.038961 3.159079 0.987317 \n",
|
"0 0.492047 0.290562 1.000000 0.038961 3.159079 0.987317 \n",
|
||||||
"0 1.000000 0.033911 2.836513 0.991139 \n",
|
"0 0.239661 0.126193 1.000000 0.033911 2.836513 0.991139 \n",
|
||||||
"0 0.986532 0.184704 5.099706 0.907217 \n",
|
"0 0.093319 0.026511 0.988017 0.192641 5.141246 0.903763 \n",
|
||||||
"0 0.699046 0.005051 1.945910 0.995669 \n",
|
"0 0.000000 0.000000 0.699046 0.005051 1.945910 0.995669 \n",
|
||||||
"0 0.600530 0.005051 1.803126 0.996380 "
|
"0 0.000000 0.000000 0.600530 0.005051 1.803126 0.996380 \n",
|
||||||
|
"0 0.000000 0.000000 0.392153 0.115440 4.174741 0.965327 "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 13,
|
"execution_count": 12,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
@ -926,14 +977,15 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 14,
|
"execution_count": 13,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
"name": "stderr",
|
"name": "stderr",
|
||||||
"output_type": "stream",
|
"output_type": "stream",
|
||||||
"text": [
|
"text": [
|
||||||
"3it [00:00, 5771.98it/s]\n"
|
"3it [00:00, ?it/s]\n",
|
||||||
|
"3it [00:00, ?it/s]\n"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
@ -971,6 +1023,8 @@
|
|||||||
" <th>MRR</th>\n",
|
" <th>MRR</th>\n",
|
||||||
" <th>LAUC</th>\n",
|
" <th>LAUC</th>\n",
|
||||||
" <th>HR</th>\n",
|
" <th>HR</th>\n",
|
||||||
|
" <th>HitRate2</th>\n",
|
||||||
|
" <th>HitRate3</th>\n",
|
||||||
" <th>Reco in test</th>\n",
|
" <th>Reco in test</th>\n",
|
||||||
" <th>Test coverage</th>\n",
|
" <th>Test coverage</th>\n",
|
||||||
" <th>Shannon</th>\n",
|
" <th>Shannon</th>\n",
|
||||||
@ -982,7 +1036,7 @@
|
|||||||
" <th>0</th>\n",
|
" <th>0</th>\n",
|
||||||
" <td>Self_BaselineUI</td>\n",
|
" <td>Self_BaselineUI</td>\n",
|
||||||
" <td>1.612452</td>\n",
|
" <td>1.612452</td>\n",
|
||||||
" <td>1.4</td>\n",
|
" <td>1.400</td>\n",
|
||||||
" <td>0.444444</td>\n",
|
" <td>0.444444</td>\n",
|
||||||
" <td>0.888889</td>\n",
|
" <td>0.888889</td>\n",
|
||||||
" <td>0.555556</td>\n",
|
" <td>0.555556</td>\n",
|
||||||
@ -994,10 +1048,35 @@
|
|||||||
" <td>0.611111</td>\n",
|
" <td>0.611111</td>\n",
|
||||||
" <td>0.638889</td>\n",
|
" <td>0.638889</td>\n",
|
||||||
" <td>1.0</td>\n",
|
" <td>1.0</td>\n",
|
||||||
|
" <td>0.333333</td>\n",
|
||||||
|
" <td>0.0</td>\n",
|
||||||
" <td>0.888889</td>\n",
|
" <td>0.888889</td>\n",
|
||||||
" <td>0.8</td>\n",
|
" <td>0.8</td>\n",
|
||||||
" <td>1.386294</td>\n",
|
" <td>1.386294</td>\n",
|
||||||
" <td>0.25</td>\n",
|
" <td>0.250000</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>0</th>\n",
|
||||||
|
" <td>Self_BaselineIU</td>\n",
|
||||||
|
" <td>1.648337</td>\n",
|
||||||
|
" <td>1.575</td>\n",
|
||||||
|
" <td>0.444444</td>\n",
|
||||||
|
" <td>0.888889</td>\n",
|
||||||
|
" <td>0.555556</td>\n",
|
||||||
|
" <td>0.478632</td>\n",
|
||||||
|
" <td>0.333333</td>\n",
|
||||||
|
" <td>0.75</td>\n",
|
||||||
|
" <td>0.720550</td>\n",
|
||||||
|
" <td>0.629630</td>\n",
|
||||||
|
" <td>0.666667</td>\n",
|
||||||
|
" <td>0.722222</td>\n",
|
||||||
|
" <td>1.0</td>\n",
|
||||||
|
" <td>0.333333</td>\n",
|
||||||
|
" <td>0.0</td>\n",
|
||||||
|
" <td>0.777778</td>\n",
|
||||||
|
" <td>0.8</td>\n",
|
||||||
|
" <td>1.351784</td>\n",
|
||||||
|
" <td>0.357143</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
@ -1005,13 +1084,16 @@
|
|||||||
],
|
],
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
" Model RMSE MAE precision recall F_1 F_05 \\\n",
|
" Model RMSE MAE precision recall F_1 F_05 \\\n",
|
||||||
"0 Self_BaselineUI 1.612452 1.4 0.444444 0.888889 0.555556 0.478632 \n",
|
"0 Self_BaselineUI 1.612452 1.400 0.444444 0.888889 0.555556 0.478632 \n",
|
||||||
|
"0 Self_BaselineIU 1.648337 1.575 0.444444 0.888889 0.555556 0.478632 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" precision_super recall_super NDCG mAP MRR LAUC HR \\\n",
|
" precision_super recall_super NDCG mAP MRR LAUC HR \\\n",
|
||||||
"0 0.333333 0.75 0.676907 0.574074 0.611111 0.638889 1.0 \n",
|
"0 0.333333 0.75 0.676907 0.574074 0.611111 0.638889 1.0 \n",
|
||||||
|
"0 0.333333 0.75 0.720550 0.629630 0.666667 0.722222 1.0 \n",
|
||||||
"\n",
|
"\n",
|
||||||
" Reco in test Test coverage Shannon Gini \n",
|
" HitRate2 HitRate3 Reco in test Test coverage Shannon Gini \n",
|
||||||
"0 0.888889 0.8 1.386294 0.25 "
|
"0 0.333333 0.0 0.888889 0.8 1.386294 0.250000 \n",
|
||||||
|
"0 0.333333 0.0 0.777778 0.8 1.351784 0.357143 "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
@ -1029,7 +1111,7 @@
|
|||||||
"text/plain": [
|
"text/plain": [
|
||||||
"matrix([[3, 4, 0, 0, 5, 0, 0, 4],\n",
|
"matrix([[3, 4, 0, 0, 5, 0, 0, 4],\n",
|
||||||
" [0, 1, 2, 3, 0, 0, 0, 0],\n",
|
" [0, 1, 2, 3, 0, 0, 0, 0],\n",
|
||||||
" [0, 0, 0, 5, 0, 3, 4, 0]])"
|
" [0, 0, 0, 5, 0, 3, 4, 0]], dtype=int64)"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
@ -1047,7 +1129,7 @@
|
|||||||
"text/plain": [
|
"text/plain": [
|
||||||
"matrix([[0, 0, 0, 0, 0, 0, 3, 0],\n",
|
"matrix([[0, 0, 0, 0, 0, 0, 3, 0],\n",
|
||||||
" [0, 0, 0, 0, 5, 0, 0, 0],\n",
|
" [0, 0, 0, 0, 5, 0, 0, 0],\n",
|
||||||
" [5, 0, 4, 0, 0, 0, 0, 2]])"
|
" [5, 0, 4, 0, 0, 0, 0, 2]], dtype=int64)"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
@ -1276,7 +1358,7 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 15,
|
"execution_count": 14,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
@ -1315,109 +1397,109 @@
|
|||||||
" </thead>\n",
|
" </thead>\n",
|
||||||
" <tbody>\n",
|
" <tbody>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>57482</th>\n",
|
" <th>36652</th>\n",
|
||||||
" <td>2</td>\n",
|
" <td>735</td>\n",
|
||||||
" <td>5</td>\n",
|
" <td>5</td>\n",
|
||||||
" <td>Emma (1996)</td>\n",
|
" <td>Lone Star (1996)</td>\n",
|
||||||
" <td>Drama, Romance</td>\n",
|
" <td>Drama, Mystery</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>54506</th>\n",
|
" <th>3143</th>\n",
|
||||||
" <td>2</td>\n",
|
" <td>735</td>\n",
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>Sense and Sensibility (1995)</td>\n",
|
|
||||||
" <td>Drama, Romance</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>40581</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>Titanic (1997)</td>\n",
|
|
||||||
" <td>Action, Drama, Romance</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>2949</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
" <td>5</td>\n",
|
||||||
" <td>Star Wars (1977)</td>\n",
|
" <td>Star Wars (1977)</td>\n",
|
||||||
" <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
|
" <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>69653</th>\n",
|
" <th>52919</th>\n",
|
||||||
" <td>2</td>\n",
|
" <td>735</td>\n",
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>Wings of the Dove, The (1997)</td>\n",
|
|
||||||
" <td>Drama, Romance, Thriller</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>7906</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>As Good As It Gets (1997)</td>\n",
|
|
||||||
" <td>Comedy, Drama</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>69400</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>Shall We Dance? (1996)</td>\n",
|
|
||||||
" <td>Comedy</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>14469</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>Fargo (1996)</td>\n",
|
|
||||||
" <td>Crime, Drama, Thriller</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>46151</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>L.A. Confidential (1997)</td>\n",
|
|
||||||
" <td>Crime, Film-Noir, Mystery, Thriller</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>67293</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>Good Will Hunting (1997)</td>\n",
|
|
||||||
" <td>Drama</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>20923</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
|
||||||
" <td>Secrets & Lies (1996)</td>\n",
|
|
||||||
" <td>Drama</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>52921</th>\n",
|
|
||||||
" <td>2</td>\n",
|
|
||||||
" <td>5</td>\n",
|
" <td>5</td>\n",
|
||||||
" <td>Kolya (1996)</td>\n",
|
" <td>Kolya (1996)</td>\n",
|
||||||
" <td>Comedy</td>\n",
|
" <td>Comedy</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>50103</th>\n",
|
" <th>275</th>\n",
|
||||||
" <td>2</td>\n",
|
" <td>735</td>\n",
|
||||||
" <td>4</td>\n",
|
" <td>4</td>\n",
|
||||||
" <td>Mrs. Brown (Her Majesty, Mrs. Brown) (1997)</td>\n",
|
" <td>Toy Story (1995)</td>\n",
|
||||||
" <td>Drama, Romance</td>\n",
|
" <td>Animation, Children's, Comedy</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>51972</th>\n",
|
" <th>41134</th>\n",
|
||||||
" <td>2</td>\n",
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Trainspotting (1996)</td>\n",
|
||||||
|
" <td>Drama</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>28094</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Face/Off (1997)</td>\n",
|
||||||
|
" <td>Action, Sci-Fi, Thriller</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>26548</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Everyone Says I Love You (1996)</td>\n",
|
||||||
|
" <td>Comedy, Musical, Romance</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>26186</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Air Force One (1997)</td>\n",
|
||||||
|
" <td>Action, Thriller</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>25791</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Dead Man Walking (1995)</td>\n",
|
||||||
|
" <td>Drama</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>51948</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
" <td>4</td>\n",
|
" <td>4</td>\n",
|
||||||
" <td>Mighty Aphrodite (1995)</td>\n",
|
" <td>Mighty Aphrodite (1995)</td>\n",
|
||||||
" <td>Comedy</td>\n",
|
" <td>Comedy</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>515</th>\n",
|
" <th>52778</th>\n",
|
||||||
" <td>2</td>\n",
|
" <td>735</td>\n",
|
||||||
" <td>4</td>\n",
|
" <td>4</td>\n",
|
||||||
" <td>Heat (1995)</td>\n",
|
" <td>Fly Away Home (1996)</td>\n",
|
||||||
" <td>Action, Crime, Thriller</td>\n",
|
" <td>Adventure, Children's</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>20966</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Secrets & Lies (1996)</td>\n",
|
||||||
|
" <td>Drama</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>19301</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Scream (1996)</td>\n",
|
||||||
|
" <td>Horror, Thriller</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>54450</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Sense and Sensibility (1995)</td>\n",
|
||||||
|
" <td>Drama, Romance</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>17177</th>\n",
|
||||||
|
" <td>735</td>\n",
|
||||||
|
" <td>4</td>\n",
|
||||||
|
" <td>Leaving Las Vegas (1995)</td>\n",
|
||||||
|
" <td>Drama, Romance</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
@ -1425,38 +1507,38 @@
|
|||||||
],
|
],
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
" user rating title \\\n",
|
" user rating title \\\n",
|
||||||
"57482 2 5 Emma (1996) \n",
|
"36652 735 5 Lone Star (1996) \n",
|
||||||
"54506 2 5 Sense and Sensibility (1995) \n",
|
"3143 735 5 Star Wars (1977) \n",
|
||||||
"40581 2 5 Titanic (1997) \n",
|
"52919 735 5 Kolya (1996) \n",
|
||||||
"2949 2 5 Star Wars (1977) \n",
|
"275 735 4 Toy Story (1995) \n",
|
||||||
"69653 2 5 Wings of the Dove, The (1997) \n",
|
"41134 735 4 Trainspotting (1996) \n",
|
||||||
"7906 2 5 As Good As It Gets (1997) \n",
|
"28094 735 4 Face/Off (1997) \n",
|
||||||
"69400 2 5 Shall We Dance? (1996) \n",
|
"26548 735 4 Everyone Says I Love You (1996) \n",
|
||||||
"14469 2 5 Fargo (1996) \n",
|
"26186 735 4 Air Force One (1997) \n",
|
||||||
"46151 2 5 L.A. Confidential (1997) \n",
|
"25791 735 4 Dead Man Walking (1995) \n",
|
||||||
"67293 2 5 Good Will Hunting (1997) \n",
|
"51948 735 4 Mighty Aphrodite (1995) \n",
|
||||||
"20923 2 5 Secrets & Lies (1996) \n",
|
"52778 735 4 Fly Away Home (1996) \n",
|
||||||
"52921 2 5 Kolya (1996) \n",
|
"20966 735 4 Secrets & Lies (1996) \n",
|
||||||
"50103 2 4 Mrs. Brown (Her Majesty, Mrs. Brown) (1997) \n",
|
"19301 735 4 Scream (1996) \n",
|
||||||
"51972 2 4 Mighty Aphrodite (1995) \n",
|
"54450 735 4 Sense and Sensibility (1995) \n",
|
||||||
"515 2 4 Heat (1995) \n",
|
"17177 735 4 Leaving Las Vegas (1995) \n",
|
||||||
"\n",
|
"\n",
|
||||||
" genres \n",
|
" genres \n",
|
||||||
"57482 Drama, Romance \n",
|
"36652 Drama, Mystery \n",
|
||||||
"54506 Drama, Romance \n",
|
"3143 Action, Adventure, Romance, Sci-Fi, War \n",
|
||||||
"40581 Action, Drama, Romance \n",
|
"52919 Comedy \n",
|
||||||
"2949 Action, Adventure, Romance, Sci-Fi, War \n",
|
"275 Animation, Children's, Comedy \n",
|
||||||
"69653 Drama, Romance, Thriller \n",
|
"41134 Drama \n",
|
||||||
"7906 Comedy, Drama \n",
|
"28094 Action, Sci-Fi, Thriller \n",
|
||||||
"69400 Comedy \n",
|
"26548 Comedy, Musical, Romance \n",
|
||||||
"14469 Crime, Drama, Thriller \n",
|
"26186 Action, Thriller \n",
|
||||||
"46151 Crime, Film-Noir, Mystery, Thriller \n",
|
"25791 Drama \n",
|
||||||
"67293 Drama \n",
|
"51948 Comedy \n",
|
||||||
"20923 Drama \n",
|
"52778 Adventure, Children's \n",
|
||||||
"52921 Comedy \n",
|
"20966 Drama \n",
|
||||||
"50103 Drama, Romance \n",
|
"19301 Horror, Thriller \n",
|
||||||
"51972 Comedy \n",
|
"54450 Drama, Romance \n",
|
||||||
"515 Action, Crime, Thriller "
|
"17177 Drama, Romance "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
@ -1498,71 +1580,71 @@
|
|||||||
" </thead>\n",
|
" </thead>\n",
|
||||||
" <tbody>\n",
|
" <tbody>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1</th>\n",
|
" <th>733</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>1</td>\n",
|
" <td>1</td>\n",
|
||||||
" <td>Great Day in Harlem, A (1994)</td>\n",
|
" <td>Great Day in Harlem, A (1994)</td>\n",
|
||||||
" <td>Documentary</td>\n",
|
" <td>Documentary</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>943</th>\n",
|
" <th>1675</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>2</td>\n",
|
" <td>2</td>\n",
|
||||||
" <td>Tough and Deadly (1995)</td>\n",
|
" <td>Tough and Deadly (1995)</td>\n",
|
||||||
" <td>Action, Drama, Thriller</td>\n",
|
" <td>Action, Drama, Thriller</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1885</th>\n",
|
" <th>2617</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>3</td>\n",
|
" <td>3</td>\n",
|
||||||
" <td>Aiqing wansui (1994)</td>\n",
|
" <td>Aiqing wansui (1994)</td>\n",
|
||||||
" <td>Drama</td>\n",
|
" <td>Drama</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2827</th>\n",
|
" <th>3559</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>4</td>\n",
|
" <td>4</td>\n",
|
||||||
" <td>Delta of Venus (1994)</td>\n",
|
" <td>Delta of Venus (1994)</td>\n",
|
||||||
" <td>Drama</td>\n",
|
" <td>Drama</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3769</th>\n",
|
" <th>4501</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>5</td>\n",
|
" <td>5</td>\n",
|
||||||
" <td>Someone Else's America (1995)</td>\n",
|
" <td>Someone Else's America (1995)</td>\n",
|
||||||
" <td>Drama</td>\n",
|
" <td>Drama</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>4711</th>\n",
|
" <th>5443</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>6</td>\n",
|
" <td>6</td>\n",
|
||||||
" <td>Saint of Fort Washington, The (1993)</td>\n",
|
" <td>Saint of Fort Washington, The (1993)</td>\n",
|
||||||
" <td>Drama</td>\n",
|
" <td>Drama</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>5653</th>\n",
|
" <th>6385</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>7</td>\n",
|
" <td>7</td>\n",
|
||||||
" <td>Celestial Clockwork (1994)</td>\n",
|
" <td>Celestial Clockwork (1994)</td>\n",
|
||||||
" <td>Comedy</td>\n",
|
" <td>Comedy</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>6595</th>\n",
|
" <th>7326</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>8</td>\n",
|
" <td>8</td>\n",
|
||||||
" <td>Some Mother's Son (1996)</td>\n",
|
" <td>Some Mother's Son (1996)</td>\n",
|
||||||
" <td>Drama</td>\n",
|
" <td>Drama</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>8489</th>\n",
|
" <th>9222</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>9</td>\n",
|
" <td>9</td>\n",
|
||||||
" <td>Maya Lin: A Strong Clear Vision (1994)</td>\n",
|
" <td>Maya Lin: A Strong Clear Vision (1994)</td>\n",
|
||||||
" <td>Documentary</td>\n",
|
" <td>Documentary</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>7536</th>\n",
|
" <th>8268</th>\n",
|
||||||
" <td>2.0</td>\n",
|
" <td>735.0</td>\n",
|
||||||
" <td>10</td>\n",
|
" <td>10</td>\n",
|
||||||
" <td>Prefontaine (1997)</td>\n",
|
" <td>Prefontaine (1997)</td>\n",
|
||||||
" <td>Drama</td>\n",
|
" <td>Drama</td>\n",
|
||||||
@ -1573,31 +1655,31 @@
|
|||||||
],
|
],
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
" user rec_nb title \\\n",
|
" user rec_nb title \\\n",
|
||||||
"1 2.0 1 Great Day in Harlem, A (1994) \n",
|
"733 735.0 1 Great Day in Harlem, A (1994) \n",
|
||||||
"943 2.0 2 Tough and Deadly (1995) \n",
|
"1675 735.0 2 Tough and Deadly (1995) \n",
|
||||||
"1885 2.0 3 Aiqing wansui (1994) \n",
|
"2617 735.0 3 Aiqing wansui (1994) \n",
|
||||||
"2827 2.0 4 Delta of Venus (1994) \n",
|
"3559 735.0 4 Delta of Venus (1994) \n",
|
||||||
"3769 2.0 5 Someone Else's America (1995) \n",
|
"4501 735.0 5 Someone Else's America (1995) \n",
|
||||||
"4711 2.0 6 Saint of Fort Washington, The (1993) \n",
|
"5443 735.0 6 Saint of Fort Washington, The (1993) \n",
|
||||||
"5653 2.0 7 Celestial Clockwork (1994) \n",
|
"6385 735.0 7 Celestial Clockwork (1994) \n",
|
||||||
"6595 2.0 8 Some Mother's Son (1996) \n",
|
"7326 735.0 8 Some Mother's Son (1996) \n",
|
||||||
"8489 2.0 9 Maya Lin: A Strong Clear Vision (1994) \n",
|
"9222 735.0 9 Maya Lin: A Strong Clear Vision (1994) \n",
|
||||||
"7536 2.0 10 Prefontaine (1997) \n",
|
"8268 735.0 10 Prefontaine (1997) \n",
|
||||||
"\n",
|
"\n",
|
||||||
" genres \n",
|
" genres \n",
|
||||||
"1 Documentary \n",
|
"733 Documentary \n",
|
||||||
"943 Action, Drama, Thriller \n",
|
"1675 Action, Drama, Thriller \n",
|
||||||
"1885 Drama \n",
|
"2617 Drama \n",
|
||||||
"2827 Drama \n",
|
"3559 Drama \n",
|
||||||
"3769 Drama \n",
|
"4501 Drama \n",
|
||||||
"4711 Drama \n",
|
"5443 Drama \n",
|
||||||
"5653 Comedy \n",
|
"6385 Comedy \n",
|
||||||
"6595 Drama \n",
|
"7326 Drama \n",
|
||||||
"8489 Documentary \n",
|
"9222 Documentary \n",
|
||||||
"7536 Drama "
|
"8268 Drama "
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 15,
|
"execution_count": 14,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user