├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── conversion_prediction_binary_classification_sql ├── data_aggregation.sql ├── false_example_random_selection.sql ├── false_example_selection.sql ├── feature_selection.sql ├── label_generation.sql ├── model_confusion_matrix_creation.sql ├── model_creation.sql ├── model_evaluation.sql ├── model_prediction.sql ├── total_timeOnScreen_month1_calculation.sql ├── total_timeOnScreen_month1_extension.sql ├── total_timeOnScreen_month2_calculation.sql ├── total_timeOnScreen_month2_extension.sql ├── total_timeOnScreen_month3_calculation.sql ├── total_timeOnScreen_month3_extension.sql ├── true_example_selection.sql ├── users_first_activity_selection.sql └── users_selection.sql ├── customer_segmentation_sql ├── dashboard_creation.sql ├── data_aggregation.sql ├── feature_selection.sql ├── model_comparison.sql ├── model_evaluation.sql ├── model_prediction.sql └── model_train.sql ├── dataset ├── crm_account.csv ├── crm_user.csv ├── ga360.csv └── users_signup_dates.csv ├── lifetime_value_classification_sql ├── Iteration1 │ ├── ages_bucketization.sql │ ├── feature_selection.sql │ ├── model_confusion_matrix_creation.sql │ ├── model_creation.sql │ ├── model_evaluation.sql │ ├── model_prediction.sql │ └── users_labelling.sql ├── Iteration2 │ ├── age_cleanup.sql │ ├── average_age_calculation.sql │ ├── features_selection.sql │ ├── model_confusion_matrix_creation.sql │ ├── model_creation.sql │ ├── model_evaluation.sql │ ├── model_prediction.sql │ └── users_labelling.sql ├── classification_boundaries_calculation.sql ├── data_aggregation.sql ├── screen_resolution_count.sql └── screen_resolution_mode.sql └── mock_data_generators ├── channel_program_name_gen.py ├── club_ga360.py ├── ga360_gen.py ├── generate_normal.py ├── plot.py └── signup_date_gen.py /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # How to Contribute 2 | 3 | We'd love to accept your patches and contributions to this project. 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We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright [yyyy] [name of copyright owner] 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # BQML Demo # 2 | 3 | ## Overview ## 4 | The repository contains BigQuery ML templates for common marketing machine learning use cases. The templates use synthetic data, which was generated as per below use case and schema. 5 | * Customer is a B2B office supplier: OS Inc 6 | * OS Inc's customers are businesses whose information is stored in CRM in Account object 7 | * End users of these businesses login to OS's ecommerce website to order supplies; End user information (demographics, etc) is stored in the User object in CRM 8 | * Website activity of each user is tracked in GA360 9 | 10 | Though these templates are based on a fictitious B2B company, the modeling techniques and methods apply equally to a B2C scenario as well. 11 | 12 | Here are the three use cases: 13 | * Customer Segmentation: the practice of dividing a customer base into groups of individuals that are similar in specific ways relevant to marketing, such as age, gender, interests and spending habits. Segmentation allows marketers to better customize their marketing efforts to various audience groups. 14 | * Customer Lifetime Value (LTV) prediction: LTV is an important metric used by businesses to measure the total revenue that they can reasonably expect from a customer. It is used by these organisations to identify and prioritize significant customer segments that would be most valuable to the company. 15 | * Conversion/Purchase prediction: predict if a user “converts” or "purchases", which in this case is defined as someone signing-up for a membership program that the company offers. Membership has a cost but provides additional benefits e.g., free shipping. It is in the company's interest if many users sign up for this membership as it helps streamline their operations and also helps with recurring revenue. 16 | 17 | 18 | For more info follow the link : [Documentation](https://docs.google.com/document/d/e/2PACX-1vSmenfaFjKMq89s2hyESD1v8eRdkZiQspNTAkKQFoSnmEhG1KkpIRIpOEHB1anaA5rTBY5sq-izLghb/pub "Documentation") 19 | 20 | ## Licensing 21 | 22 | * See [LICENSE](LICENSE) 23 | -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/data_aggregation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | User_ID, 18 | SUM(timeOnScreen) AS timeOnScreen, 19 | SUM(UniqueScreenViews) AS UniqueScreenViews 20 | FROM 21 | `caramel-howl-182418.CustomerSegmentation_Clustering.GA360` 22 | GROUP BY 23 | User_ID -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/false_example_random_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | 17 | SELECT 18 | * 19 | FROM 20 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Label_False` 21 | WHERE 22 | Label = 0 23 | ORDER BY RAND() 24 | LIMIT 15000 -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/false_example_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Labels` 20 | WHERE 21 | Label = 0 -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/feature_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | m1.User_ID, 18 | m1.Total_timeOnScreen Total_timeOnScreen_month1, 19 | m2.Total_timeOnScreen Total_timeOnScreen_month2, 20 | m3.Total_timeOnScreen Total_timeOnScreen_month3, 21 | UniqueScreenViews, 22 | Lifetime_Value, 23 | Age, 24 | Label 25 | FROM 26 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Total_timeOnScreen_month1_Extended` m1, 27 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Total_timeOnScreen_month2_Extended` m2, 28 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Total_timeOnScreen_month3_Extended` m3, 29 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Users_Selected` Users_Selected, 30 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Aggregated_GA360` GA360, 31 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Users` Users 32 | WHERE 33 | m1.User_ID = m2.User_ID 34 | AND m2.User_ID = m3.User_ID 35 | AND m3.User_ID = Users_Selected.User_ID 36 | AND Users_Selected.USer_ID = GA360.User_ID 37 | AND GA360.User_ID = Users.USer_ID -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/label_generation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | 17 | SELECT 18 | Signup.User_ID, 19 | CASE 20 | WHEN Signup_Date <= DATE_ADD(Activity_Date, INTERVAL 3 MONTH) THEN 1 21 | ELSE 0 22 | END Label 23 | FROM 24 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Users_Signup_Dates` Signup, 25 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.First_Activity` First_Activity 26 | WHERE 27 | Signup.User_ID = First_Activity.User_ID -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/model_confusion_matrix_creation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | ML.CONFUSION_MATRIX(MODEL `caramel-howl-182418.ConversionPrediction_BinaryClassification.model`) 20 | -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/model_creation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | CREATE MODEL 17 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.model` 18 | OPTIONS 19 | ( model_type='logistic_reg', 20 | auto_class_weights=TRUE, 21 | input_label_cols=['Label']) AS 22 | SELECT 23 | Total_timeOnScreen_month1, 24 | Total_timeOnScreen_month2, 25 | Total_timeOnScreen_month3, 26 | UniqueScreenViews, 27 | Lifetime_Value, 28 | Age, 29 | Label 30 | FROM 31 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Dataset`; -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/model_evaluation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | 17 | SELECT 18 | * 19 | FROM 20 | ML.EVALUATE(MODEL `caramel-howl-182418.ConversionPrediction_BinaryClassification.model`) 21 | -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/model_prediction.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | Total_timeOnScreen_month1, 18 | Total_timeOnScreen_month2, 19 | Total_timeOnScreen_month3, 20 | UniqueScreenViews, 21 | Lifetime_Value, 22 | Age, 23 | Label, 24 | User_ID, 25 | predicted_Label 26 | FROM 27 | ML.PREDICT(MODEL `caramel-howl-182418.ConversionPrediction_BinaryClassification.model`, 28 | ( 29 | SELECT 30 | * 31 | FROM 32 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Dataset`)) 33 | -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/total_timeOnScreen_month1_calculation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | 17 | SELECT 18 | GA360.User_ID, 19 | SUM(timeOnScreen) Total_timeOnScreen 20 | FROM 21 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.GA360` GA360, 22 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.First_Activity` First_Activity 23 | WHERE 24 | GA360.User_ID = First_Activity.User_ID 25 | AND DATE_DIFF(GA360.Activity_Date, First_Activity.Activity_Date, month) <= 1 26 | GROUP BY 27 | GA360.User_ID -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/total_timeOnScreen_month1_extension.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM ( 19 | SELECT 20 | Users_Selected.User_ID, 21 | Total_timeOnScreen_month1.Total_timeOnScreen 22 | FROM 23 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Total_timeOnScreen_month1` Total_timeOnScreen_month1 24 | FULL OUTER JOIN 25 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Users_Selected` Users_Selected 26 | ON 27 | Total_timeOnScreen_month1.User_ID = Users_Selected.User_ID) 28 | WHERE 29 | User_ID IS NOT NULL -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/total_timeOnScreen_month2_calculation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | 17 | SELECT 18 | GA360.User_ID, 19 | SUM(timeOnScreen) Total_timeOnScreen 20 | FROM 21 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.GA360` GA360, 22 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.First_Activity` First_Activity 23 | WHERE 24 | GA360.User_ID = First_Activity.User_ID 25 | AND DATE_DIFF(GA360.Activity_Date, First_Activity.Activity_Date, month) = 2 26 | GROUP BY 27 | GA360.User_ID -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/total_timeOnScreen_month2_extension.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM ( 19 | SELECT 20 | Users_Selected.User_ID, 21 | Total_timeOnScreen_month2.Total_timeOnScreen 22 | FROM 23 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Total_timeOnScreen_month2` Total_timeOnScreen_month2 24 | FULL OUTER JOIN 25 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Users_Selected` Users_Selected 26 | ON 27 | Total_timeOnScreen_month2.User_ID = Users_Selected.User_ID) 28 | WHERE 29 | User_ID IS NOT NULL -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/total_timeOnScreen_month3_calculation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | 17 | SELECT 18 | GA360.User_ID, 19 | SUM(timeOnScreen) Total_timeOnScreen 20 | FROM 21 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.GA360` GA360, 22 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.First_Activity` First_Activity 23 | WHERE 24 | GA360.User_ID = First_Activity.User_ID 25 | AND DATE_DIFF(GA360.Activity_Date, First_Activity.Activity_Date, month) = 3 26 | GROUP BY 27 | GA360.User_ID -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/total_timeOnScreen_month3_extension.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM ( 19 | SELECT 20 | Users_Selected.User_ID, 21 | Total_timeOnScreen_month3.Total_timeOnScreen 22 | FROM 23 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Total_timeOnScreen_month3` Total_timeOnScreen_month3 24 | FULL OUTER JOIN 25 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Users_Selected` Users_Selected 26 | ON 27 | Total_timeOnScreen_month3.User_ID = Users_Selected.User_ID) 28 | WHERE 29 | User_ID IS NOT NULL -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/true_example_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Labels` 20 | WHERE 21 | Label = 1 -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/users_first_activity_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | User_ID, 18 | MIN(Activity_Date) Activity_Date 19 | FROM 20 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.GA360` 21 | GROUP BY 22 | User_ID -------------------------------------------------------------------------------- /conversion_prediction_binary_classification_sql/users_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Label_True` 20 | UNION ALL 21 | SELECT 22 | * 23 | FROM 24 | `caramel-howl-182418.ConversionPrediction_BinaryClassification.Label_False_Random` -------------------------------------------------------------------------------- /customer_segmentation_sql/dashboard_creation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | Data.*, 18 | Accounts.Total_Opportunity_Amount, 19 | Accounts.Country_Code, 20 | Accounts.Industry, 21 | Clusters.CENTROID_ID 22 | FROM 23 | `caramel-howl-182418.CustomerSegmentation_Clustering.Accounts` AS Accounts, 24 | `caramel-howl-182418.CustomerSegmentation_Clustering.Dataset` AS Data, 25 | ML.PREDICT(MODEL `caramel-howl-182418.CustomerSegmentation_Clustering.model`, 26 | TABLE `caramel-howl-182418.CustomerSegmentation_Clustering.Dataset`) AS Clusters 27 | WHERE 28 | Accounts. Account_Number = Data.Account_Number 29 | AND Clusters.User_ID = Data.User_ID 30 | ORDER BY 31 | Data.User_ID; -------------------------------------------------------------------------------- /customer_segmentation_sql/data_aggregation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | Licensed under the Apache License, Version 2.0 (the "License"); 4 | you may not use this file except in compliance with the License. 5 | You may obtain a copy of the License at 6 | https://www.apache.org/licenses/LICENSE-2.0 7 | Unless required by applicable law or agreed to in writing, software 8 | distributed under the License is distributed on an "AS IS" BASIS, 9 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 10 | See the License for the specific language governing permissions and 11 | limitations under the License. 12 | */ 13 | SELECT 14 | User_ID, 15 | SUM(timeOnScreen) AS timeOnScreen, 16 | SUM(UniqueScreenViews) AS UniqueScreenViews 17 | FROM 18 | `caramel-howl-182418.CustomerSegmentation_Clustering.GA360` 19 | GROUP BY 20 | User_ID 21 | -------------------------------------------------------------------------------- /customer_segmentation_sql/feature_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | Licensed under the Apache License, Version 2.0 (the "License"); 4 | you may not use this file except in compliance with the License. 5 | You may obtain a copy of the License at 6 | https://www.apache.org/licenses/LICENSE-2.0 7 | Unless required by applicable law or agreed to in writing, software 8 | distributed under the License is distributed on an "AS IS" BASIS, 9 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 10 | See the License for the specific language governing permissions and 11 | limitations under the License. 12 | */ 13 | SELECT 14 | `caramel-howl-182418.CustomerSegmentation_Clustering.Users`.User_ID, 15 | `caramel-howl-182418.CustomerSegmentation_Clustering.Accounts`.Account_Number, 16 | `caramel-howl-182418.CustomerSegmentation_Clustering.Accounts`.Annual_Revenue, 17 | `caramel-howl-182418.CustomerSegmentation_Clustering.Aggregated_GA360`.timeOnScreen, 18 | `caramel-howl-182418.CustomerSegmentation_Clustering.Aggregated_GA360`.UniqueScreenViews, 19 | `caramel-howl-182418.CustomerSegmentation_Clustering.Users`.Loyalty_Program, 20 | `caramel-howl-182418.CustomerSegmentation_Clustering.Users`.Lifetime_Value, 21 | `caramel-howl-182418.CustomerSegmentation_Clustering.Users`.Age 22 | FROM 23 | `caramel-howl-182418.CustomerSegmentation_Clustering.Aggregated_GA360`, 24 | `caramel-howl-182418.CustomerSegmentation_Clustering.Users`, 25 | `caramel-howl-182418.CustomerSegmentation_Clustering.Accounts` 26 | WHERE 27 | `caramel-howl-182418.CustomerSegmentation_Clustering.Aggregated_GA360`.User_ID = `caramel-howl-182418.CustomerSegmentation_Clustering.Users`.User_ID 28 | AND `caramel-howl-182418.CustomerSegmentation_Clustering.Accounts`.Account_Number = `caramel-howl-182418.CustomerSegmentation_Clustering.Users`.Account_ID 29 | ORDER BY 30 | `caramel-howl-182418.CustomerSegmentation_Clustering.Users`.User_ID ASC -------------------------------------------------------------------------------- /customer_segmentation_sql/model_comparison.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | Licensed under the Apache License, Version 2.0 (the "License"); 4 | you may not use this file except in compliance with the License. 5 | You may obtain a copy of the License at 6 | https://www.apache.org/licenses/LICENSE-2.0 7 | Unless required by applicable law or agreed to in writing, software 8 | distributed under the License is distributed on an "AS IS" BASIS, 9 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 10 | See the License for the specific language governing permissions and 11 | limitations under the License. 12 | */ 13 | SELECT 14 | * 15 | FROM 16 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_3_Evaluation` 17 | UNION ALL 18 | SELECT 19 | * 20 | FROM 21 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_5_Evaluation` 22 | UNION ALL 23 | SELECT 24 | * 25 | FROM 26 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_7_Evaluation` 27 | UNION ALL 28 | SELECT 29 | * 30 | FROM 31 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_9_Evaluation` 32 | UNION ALL 33 | SELECT 34 | * 35 | FROM 36 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_11_Evaluation` 37 | UNION ALL 38 | SELECT 39 | * 40 | FROM 41 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_13_Evaluation` 42 | UNION ALL 43 | SELECT 44 | * 45 | FROM 46 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_15_Evaluation` 47 | UNION ALL 48 | SELECT 49 | * 50 | FROM 51 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_17_Evaluation` 52 | UNION ALL 53 | SELECT 54 | * 55 | FROM 56 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_19_Evaluation` 57 | UNION ALL 58 | SELECT 59 | * 60 | FROM 61 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_21_Evaluation` 62 | UNION ALL 63 | SELECT 64 | * 65 | FROM 66 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_23_Evaluation` 67 | UNION ALL 68 | SELECT 69 | * 70 | FROM 71 | `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_25_Evaluation` -------------------------------------------------------------------------------- /customer_segmentation_sql/model_evaluation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | Licensed under the Apache License, Version 2.0 (the "License"); 4 | you may not use this file except in compliance with the License. 5 | You may obtain a copy of the License at 6 | https://www.apache.org/licenses/LICENSE-2.0 7 | Unless required by applicable law or agreed to in writing, software 8 | distributed under the License is distributed on an "AS IS" BASIS, 9 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 10 | See the License for the specific language governing permissions and 11 | limitations under the License. 12 | */ 13 | SELECT 14 | '9' AS Size, 15 | * 16 | FROM 17 | ML.EVALUATE(MODEL `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_9`); 18 | -------------------------------------------------------------------------------- /customer_segmentation_sql/model_prediction.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | Licensed under the Apache License, Version 2.0 (the "License"); 4 | you may not use this file except in compliance with the License. 5 | You may obtain a copy of the License at 6 | https://www.apache.org/licenses/LICENSE-2.0 7 | Unless required by applicable law or agreed to in writing, software 8 | distributed under the License is distributed on an "AS IS" BASIS, 9 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 10 | See the License for the specific language governing permissions and 11 | limitations under the License. 12 | */ 13 | SELECT 14 | User_ID, 15 | CENTROID_ID AS Cluster 16 | FROM 17 | ML.PREDICT( 18 | MODEL `caramel-howl-182418.CustomerSegmentation_Clustering_ModelComparison.model_5`, 19 | TABLE `caramel-howl-182418.CustomerSegmentation_Clustering.Dataset` 20 | ) 21 | ORDER BY 22 | User_ID; 23 | -------------------------------------------------------------------------------- /customer_segmentation_sql/model_train.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | Licensed under the Apache License, Version 2.0 (the "License"); 4 | you may not use this file except in compliance with the License. 5 | You may obtain a copy of the License at 6 | https://www.apache.org/licenses/LICENSE-2.0 7 | Unless required by applicable law or agreed to in writing, software 8 | distributed under the License is distributed on an "AS IS" BASIS, 9 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 10 | See the License for the specific language governing permissions and 11 | limitations under the License. 12 | */ 13 | CREATE MODEL BQML.model_5 OPTIONS( 14 | model_type = 'kmeans', 15 | num_clusters = 5, 16 | distance_type = 'euclidean' 17 | ) AS 18 | SELECT 19 | Annual_Revenue, 20 | timeOnScreen, 21 | UniqueScreenViews, 22 | Loyalty_Program, 23 | Lifetime_Value, 24 | Age 25 | FROM 26 | `caramel-howl-182418.CustomerSegmentation_Clustering.Dataset`; 27 | -------------------------------------------------------------------------------- /dataset/crm_user.csv: -------------------------------------------------------------------------------- 1 | User_ID,Account_ID,Name,Loyalty_Program,State_Code,Country_Code,LifeTime_Value,Age 2 | 17359,1433,Jacquenette,2,,PL,144663.08108108107,37 3 | 35919,1389,Trisha,1,SBH,MY,13818.315789473683,38 4 | 39440,1081,Dalton,2,,ZA,4606.7450980392159,51 5 | 5132,1253,Theresina,1,,CZ,142.91891891891891,37 6 | 26716,1133,Phelia,1,,CN,219690.66666666666,45 7 | 40751,1165,Ilyssa,2,,ID,105.73584905660377,53 8 | 37142,1054,Jake,2,,ID,14304.782608695652,46 9 | 30191,1458,Henka,1,13,PT,340500.0,28 10 | 22431,1510,Brew,2,,RU,222036.40909090912,44 11 | 41996,1499,Licha,2,,ID,121.7560975609756,41 12 | 30587,1540,Willi,2,,CZ,340500.0,31 13 | 42599,1809,Curcio,2,,BW,47.1219512195122,41 14 | 9242,940,Hadlee,1,,CO,670.63414634146352,41 15 | 16908,1592,Erick,3,,CN,44698.674418604649,43 16 | 22930,1156,Brigitte,1,,PH,428112.43243243243,37 17 | 34857,1153,Mischa,1,,JP,340800.0,27 18 | 19399,1587,Ricky,1,,MK,91532.266666666663,45 19 | 41089,1324,Corrianne,2,,ID,2392.8947368421054,38 20 | 10131,893,Harley,2,,RU,1120.0,43 21 | 26669,1227,Wilone,1,,CN,391892.29268292687,41 22 | 18255,1339,Caitlin,2,,CR,137338.60465116281,43 23 | 23727,1559,Lusa,1,,FI,231548.07692307694,39 24 | 35838,2303,Mar,2,,UA,48292.682926829271,41 25 | 13430,766,Fulvia,2,8,PT,15459.804878048781,41 26 | 29788,914,Marline,1,,PL,333553.94871794869,39 27 | 9879,902,Trev,1,,PL,339400.0,28 28 | 25416,1572,Florie,1,,PL,179632.8,45 29 | 20726,1773,Tiena,0,,KZ,305414.23255813948,43 30 | 38421,1398,Curry,1,,SY,2204.5609756097565,41 31 | 32970,2098,Gunther,2,,CN,60830.260869565223,46 32 | 15537,1539,Zandra,3,1,PT,29274.0,38 33 | 9813,1448,Artemus,2,C,SE,204.10256410256412,39 34 | 9780,872,Kirby,2,,PH,347.48780487804879,41 35 | 38528,1069,Engracia,2,,ID,339700.0,28 36 | 16705,1297,Jaye,1,,ID,340000.0,34 37 | 31901,717,Ashlan,2,,LU,85731.906976744183,43 38 | 23902,1821,Stephanie,2,,PH,469673.50943396229,53 39 | 41437,1767,Nicolis,1,,RU,78.199999999999989,45 40 | 22705,1272,Gabey,1,,CN,175253.75,48 41 | 24144,1142,Joell,1,,ID,491558.94736842107,38 42 | 14899,351,Justinian,2,AN,ES,16158.638297872341,47 43 | 11492,1112,Kermy,2,,PL,340000.0,32 44 | 18875,1648,Ellie,2,,RU,191956.17391304349,46 45 | 38145,1195,Merrel,2,NY,US,9958.0,39 46 | 35614,931,Renaud,2,,ID,2304.1836734693879,49 47 | 22094,1902,Matilda,2,,EC,418679.11111111112,45 48 | 28703,1102,Solomon,2,,CN,367533.63636363635,44 49 | 43477,1143,Clemence,1,,TJ,48.418604651162795,43 50 | 11265,619,Issy,2,,CN,7242.0,38 51 | 32126,2025,Alysa,1,,CN,88897.3404255319,47 52 | 11427,1607,Izaak,2,15,PT,339200.0,34 53 | 14373,927,Monah,2,,CN,339300.0,23 54 | 15571,1415,Verine,2,,CN,22699.259259259263,54 55 | 10513,1549,Lombard,1,,CN,7174.6341463414637,41 56 | 15577,1607,Leisha,1,,PL,41338.0,40 57 | 25356,1473,Tanya,2,,BR,200.0,32 58 | 41577,1222,Dacey,2,B8,FR,427.70731707317071,41 59 | 40143,1188,Shari,2,,ID,964.425,40 60 | 20184,1087,Eudora,2,,CN,232722.29787234042, 61 | 34055,1406,Alexa,2,,EG,340900.0,26 62 | 40857,1175,Alick,2,,BO,2554.0540540540542,37 63 | 28248,1338,Erica,2,,ID,368389.20930232556,43 64 | 22437,1112,Caressa,2,,IL,249175.04081632657,49 65 | 32707,1834,Em,1,,CN,88517.045454545456,44 66 | 25137,721,Vern,1,,PL,365812.39024390245,41 67 | 39454,1460,Ellynn,2,,PH,4149.0731707317073,41 68 | 34307,1498,Gian,2,,AZ,65999.263157894733,38 69 | 9823,1448,Olvan,1,,PE,405.77777777777777,45 70 | 13383,1266,Yule,1,,PE,340800.0,35 71 | 35314,983,Gerry,1,,CN,34569.473684210527,38 72 | 9409,1282,Thomasine,2,,TH,339200.0,36 73 | 36120,875,Darcee,1,,CN,30872.727272727276,44 74 | 24166,915,Mandie,2,,PL,322688.72727272729,44 75 | 19827,1307,Shea,1,18,PT,157266.52173913043,46 76 | 8038,1546,Dan,0,,UA,775.42105263157907,38 77 | 27567,1588,Kally,1,LM,IT,409703.4418604651,43 78 | 28023,1535,Selina,1,,CN,316040.4,40 79 | 12847,702,Kaitlynn,2,,IR,339500.0,31 80 | 17890,1203,Jaquelyn,2,,CN,177646.93333333332,45 81 | 16014,1268,Thorsten,2,,AR,79166.083333333328,48 82 | 29829,962,Bethina,2,,CN,162600.75,44 83 | 25990,1103,Jeralee,0,,ID,375550.19999999995,40 84 | 13105,1101,Linn,1,,CN,9804.176470588236,51 85 | 26220,1332,Willyt,1,,ID,492554.93877551018,49 86 | 8585,2030,Ruthie,2,,ID,339500.0,33 87 | 41332,1074,Bertram,1,,CN,205.20000000000002,50 88 | 9762,1652,Lottie,1,,ID,141.29999999999998,40 89 | 36624,1380,Kym,1,16,PT,8475.7021276595751,47 90 | 25016,1580,Erinna,2,,ID,330210.4,45 91 | 44059,1227,Kris,1,,ID,353.125,48 92 | 35264,849,Gan,1,KTN,MY,28116.765957446813,47 93 | 38219,1019,Fionnula,2,,ID,12220.0,46 94 | 11497,656,Maximilien,2,,CO,139.25581395348837,43 95 | 38844,1298,Karla,2,,CN,196.2162162162162,37 96 | 39543,1152,Nerte,2,,NZ,2448.9473684210525,38 97 | 15713,973,Anatollo,2,,BR,49390.534883720931,43 98 | 8569,2080,Brennen,1,AB,SE,910.0,40 99 | 19174,1211,Lionello,2,,CN,426346.10526315792,38 100 | 16012,1185,Darice,1,,CZ,340400.0,36 101 | 22507,1344,Mattie,1,,AS,468924.0,46 102 | 17450,1034,Shelia,2,,RU,120340.42553191489,47 103 | 9572,1651,Gregor,1,LU,CH,2340.0,42 104 | 29417,1130,Hort,1,,CN,235744.65116279069,43 105 | 32518,1073,Phyllida,2,,ID,113085.81818181818,55 106 | 28685,1710,Therese,1,,RU,318199.28571428568,49 107 | 24630,995,Aimee,2,CO,US,234905.02325581398,43 108 | 31955,1491,Goldina,1,,RU,154833.86046511628,43 109 | 22328,496,Agace,2,,RU,333284.39999999997,40 110 | 35878,1164,Catharina,2,11,PT,340300.0,28 111 | 42982,1139,Christopher,1,AC,SE,280.71428571428572,42 112 | 35862,1194,Brinna,3,,CN,25672.615384615383,39 113 | 28516,2084,Adriano,1,,ID,428594.86956521741,46 114 | 31152,1862,Amelie,1,GA,US,157795.0,44 115 | 34973,1167,Xenos,2,,KZ,340900.0,36 116 | 7143,1294,Josh,2,,CN,339400.0,36 117 | 32955,1599,Amberly,1,,ID,340000.0,36 118 | 35934,1426,Emelyne,2,,YE,10689.599999999999,40 119 | 22766,1320,Killie,1,,CZ,266250.61224489793,49 120 | 20480,1244,Lesley,3,,CN,537014.09523809527,42 121 | 20666,1181,Bradley,1,,CN,146085.17647058822,51 122 | 42914,946,Rebeka,2,,CN,103.13513513513513,37 123 | 23769,1204,Kevin,2,,CN,400.0,35 124 | 25949,1389,Mischa,1,,ID,330096.75,40 125 | 21195,925,Feliks,2,,ID,227288.20512820513,39 126 | 33241,1494,Dru,2,A8,FR,74906.526315789466,38 127 | 22223,1553,Gamaliel,1,,CN,340200.0,34 128 | 17456,1402,Luelle,2,A8,FR,154459.31707317074,41 129 | 23044,1013,Serene,2,,HN,400.0,36 130 | 45969,1498,Noel,1,,CN,144.76190476190476,42 131 | 25613,1146,Babara,1,,CN,468615.0,40 132 | 20531,1567,Chiarra,2,,PH,0.0,34 133 | 33344,1071,Tod,1,,MC,55642.826086956513,46 134 | 25759,1425,Ronna,2,,PH,524949.7142857142,42 135 | 32185,1520,Shandee,1,,MT,131401.72499999998,40 136 | 15703,1601,Kaleena,2,,CN,29228.6511627907,43 137 | 37193,1198,Dean,1,14,PT,8421.6315789473683,38 138 | 2790,1643,Giffie,2,,TN,106.72727272727273,44 139 | 26247,1057,Alecia,1,,CN,131382.39130434784,46 140 | 25921,1566,Joletta,2,,CN,800.0,28 141 | 23833,1222,Kort,1,,DO,900.0,36 142 | 20129,976,Klement,2,QC,CA,228910.13953488372,43 143 | 42205,1055,Gui,1,,ER,114.0952380952381,42 144 | 33899,1513,Hewett,1,,CN,25191.529411764703,51 145 | 34820,1721,Locke,2,,CN,62564.285714285717,42 146 | 6744,1295,Hyacinthie,1,,PE,339100.0,31 147 | 41660,1032,Elia,1,,CN,68.714285714285722,42 148 | 30753,1108,Loria,2,,UA,147636.21052631579,57 149 | 15627,1487,Errick,1,,ID,34827.692307692312,52 150 | 30688,1487,Burke,2,,ID,204671.25,48 151 | 23125,1812,Chantalle,2,,UA,362731.5,40 152 | 9735,1084,Wallis,1,,CN,135.61904761904762,42 153 | 26013,1527,Robert,2,,RU,370307.74468085106,47 154 | 18119,1927,Dania,2,AC,SE,117401.40000000001,40 155 | 33162,982,Dewie,0,,AR,36610.442307692312,52 156 | 30052,1124,Hilda,1,,CN,423553.68888888892,45 157 | 11691,1714,Annetta,2,,ID,1913.54347826087,46 158 | 36327,1509,Janeen,2,,YE,38782.833333333328,48 159 | 47156,1048,Gian,1,,BR,103.82978723404256,47 160 | 7606,832,Conny,2,,CN,185.83333333333331,48 161 | 32473,1533,Lark,1,,HN,340500.0,35 162 | 38798,1361,Domingo,1,,CR,11769.047619047618,42 163 | 10078,1396,Jaynell,1,,UG,339900.0,33 164 | 15341,1310,Brander,2,,RS,25466.264150943396,53 165 | 20540,1308,Aliza,1,,RU,340700.0,34 166 | 37092,1715,Pepita,1,A3,FR,7251.0,48 167 | 39634,1191,Teirtza,1,,ID,339600.0,34 168 | 19281,908,Keslie,2,,ID,199127.03999999998,50 169 | 19109,1508,Jon,1,,CZ,216685.88235294117,51 170 | 45768,2053,Shoshana,1,,RU,340000.0,34 171 | 19150,933,Nolie,1,,RU,340900.0,35 172 | 31525,1313,Selie,1,,TN,98769.0,44 173 | 21802,1400,Darryl,2,,UA,328545.36,50 174 | 14024,1546,Tymothy,1,,CN,339500.0,31 175 | 39014,1282,Winnie,1,,CN,925.6521739130435,46 176 | 27976,756,Renato,2,,BR,230797.125,48 177 | 24180,1379,Wallie,2,,IE,454220.10810810816,37 178 | 16345,1273,Danella,1,,BR,55245.874999999993,48 179 | 20348,819,Lolita,2,,PK,223990.53061224488,49 180 | 4641,1278,Wynn,2,,ID,157.2,50 181 | 30763,1302,Jenilee,1,,ID,340800.0,36 182 | 27574,1403,Gaylor,1,,GR,489852.97297297296,37 183 | 23322,1453,Ax,1,,VN,560966.63414634147,41 184 | 20408,1183,Charmaine,2,A8,FR,600.0,35 185 | 21814,1207,Paco,1,,TH,340800.0,33 186 | 27388,1647,Eliot,2,,CN,600.0,35 187 | 34418,1212,Carolee,1,,TH,36913.882352941175,51 188 | 10924,1530,Gwenny,1,K,SE,339800.0,30 189 | 41609,1445,Annora,3,ON,CA,2593.090909090909,44 190 | 11375,1018,Arluene,3,,BR,339200.0, 191 | 7174,799,Annemarie,1,,VN,179.68421052631578,38 192 | 16324,1242,Ardella,1,,CI,69822.0,40 193 | 14484,1347,Lou,2,,LK,7412.4878048780492,41 194 | 34361,1700,Eamon,1,,ID,340500.0,35 195 | 13540,1404,Hastie,2,AB,SE,339500.0,32 196 | 19323,1156,Dulciana,1,,UA,96370.4,45 197 | 34273,1193,Jordan,2,,ID,16243.255813953489,43 198 | 13155,1518,Madlin,1,,TD,10658.823529411766,51 199 | 15478,1370,Eloise,1,,EG,340100.0,36 200 | 35905,1450,Sibelle,2,A9,FR,339700.0,34 201 | 26591,1192,Smith,1,,RS,237469.6153846154,52 202 | 23649,1528,Wylie,1,B8,FR,365668.84615384619,52 203 | 6140,1269,Carole,2,,CN,120.42553191489361,47 204 | 17601,1365,Rosalyn,1,,CO,77059.945945945947,37 205 | 33699,966,Fiann,1,,RU,22490.553191489358,47 206 | 38702,892,Golda,1,,GU,4594.7999999999993,45 207 | 37628,970,Sherry,1,,CZ,3966.4390243902444,41 208 | 26744,1892,Mildrid,1,,IE,800.0,27 209 | 12716,1477,Elspeth,1,,CN,13286.08695652174,46 210 | 16516,1210,Nicky,2,,ID,37613.333333333328,42 211 | 16460,1468,Saraann,2,,RU,340500.0,35 212 | 5710,1232,Flint,2,,ID,62.400000000000006,40 213 | 21799,964,Lesley,1,,BR,272771.72093023255,43 214 | 40149,1334,Matthiew,1,Y,SE,534.73684210526312,38 215 | 4443,1283,Darya,1,,CN,95.441860465116278,43 216 | 13482,795,Garv,1,,MK,35333.368421052633,38 217 | 37228,1134,Kit,2,,ID,16052.5,42 218 | 41003,1311,Johan,1,,AR,70.956521739130437,46 219 | 36827,969,Caspar,1,,MV,14645.75,40 220 | 3999,1037,Ariana,1,M,SE,168.30769230769232,39 221 | 17731,1295,Milt,1,,YE,146535.65217391305,46 222 | 21184,1033,Meredith,2,,CN,229914.0,43 223 | 34077,1253,Aura,2,,BR,340200.0,34 224 | 8664,955,Gerrie,2,,ID,339100.0,36 225 | 31129,854,Malena,0,,CN,340100.0,34 226 | 8127,1045,Pia,2,,CY,2736.0,43 227 | 37164,1721,Rhianon,0,,PK,339400.0,34 228 | 16610,1302,Ariela,1,,IL,81834.909090909088,44 229 | 17337,1181,Baxie,1,,BR,82469.268292682915,41 230 | 15444,1335,Michell,1,B6,FR,35880.0,50 231 | 22131,1369,Bronny,2,,ET,574493.175,40 232 | 3944,1266,Rhodie,1,,CN,250.81632653061223,49 233 | 8726,1278,Ranice,1,,RU,701.953488372093,43 234 | 32400,1430,Gav,1,COA,MX,96942.0,41 235 | 39866,665,Lenard,1,,CN,465.90909090909093,44 236 | 12334,1166,Vincenty,2,42,PT,10946.60465116279,43 237 | 3735,994,Tatiania,2,,LY,183.46153846153845,39 238 | 37396,1100,Alfredo,2,,UA,0.0,43 239 | 15165,1278,Florette,1,,GR,42550.540540540547,37 240 | 16038,1276,Bartholemy,2,3,PT,56280.0,45 241 | 13076,1283,Rozina,2,,CN,9367.0,45 242 | 15782,1038,Karoly,1,,PH,61779.739130434777,46 243 | 23762,1262,Fernandina,2,A8,FR,415814.3,40 244 | 23598,1197,Clementius,1,,PH,492944.5581395349,43 245 | 10980,1775,Betteann,2,,ID,3480.0,48 246 | 8364,1246,Kort,1,,ID,339600.0,27 247 | 3280,1490,Isobel,1,,ID,157.25,48 248 | 25417,875,Antony,1,,VN,542259.56756756757,37 249 | 31548,1520,Charil,1,,CN,107344.8409090909,44 250 | 38665,1075,Killian,2,,PE,975.38461538461547,39 251 | 38850,1443,Basile,1,,HN,339900.0,34 252 | 39302,1372,Stanton,2,,RS,339400.0,34 253 | 42226,1446,Doroteya,2,,CN,44.53846153846154,39 254 | 15518,1163,Duke,2,,BR,41997.176470588231,51 255 | 17398,1561,Nealon,2,,PH,340400.0,36 256 | 32451,1806,Deeann,1,,RU,340900.0,35 257 | 33529,1334,Peg,1,,ID,62085.818181818184,44 258 | 11669,1130,Eleonore,2,,ID,339700.0,30 259 | 10614,1753,Shep,2,16,NL,339700.0,34 260 | 43151,1452,Larissa,1,,UA,339600.0,30 261 | 22583,1542,Melitta,1,,PH,700.0,34 262 | 7461,1111,Vere,2,,CN,99.214285714285708,42 263 | 12435,1487,Skip,1,,PH,340400.0,31 264 | 20837,1468,Shena,2,,MK,246169.53846153847,39 265 | 13758,1898,Micky,3,,VE,12559.659574468085,47 266 | 42377,1591,Lorrin,1,,ID,98.25,40 267 | 12204,1042,Barbette,1,,RU,339300.0,35 268 | 16465,1434,Matt,1,,CN,50406.524999999994,40 269 | 44755,1098,Ham,1,,CN,59.222222222222221,54 270 | 6504,1484,Carlita,0,,AG,124.21052631578948,38 271 | 13762,576,Estrellita,2,,ID,10771.024390243903,41 272 | 32287,1281,Morna,1,,ID,94542.857142857159,42 273 | 12485,1404,Molli,1,,AZ,13101.789473684214,38 274 | 20433,103,Wolfy,1,AB,CA,180679.90243902442,41 275 | 15928,1153,Xenos,2,,PS,14377.78125,64 276 | 11093,1412,Rollins,1,,RU,7436.5714285714294,42 277 | 17962,1713,Cthrine,1,,ID,176719.07692307691,39 278 | 33290,1315,Eddy,2,,CN,110006.15384615384,39 279 | 8042,1068,Lurette,2,,PL,339800.0,33 280 | 3225,1422,Fleur,2,AB,CA,82.923076923076934,39 281 | 35765,1345,Clementina,1,M,SE,19556.972972972973,37 282 | 18459,1734,Giraldo,2,,CN,340400.0,35 283 | 34094,1652,Cacilie,1,A8,FR,52466.526315789466,38 284 | 36014,937,Berkie,1,,RU,17943.333333333332,42 285 | 13345,1428,Allina,1,,UY,26377.276595744679,47 286 | 43315,1141,Arly,1,,CO,82.6,40 287 | 14274,1271,Sukey,1,,BW,44853.3023255814,43 288 | 39187,1093,Berne,2,,ID,339500.0,36 289 | 41103,1203,Roby,2,,CN,391.07142857142856,42 290 | 20221,1378,Maressa,2,,EG,191044.53658536586,41 291 | 27617,1260,Wesley,2,,BR,500.0,36 292 | 17852,1276,Erie,1,,CN,104463.68421052631,57 293 | 29261,1783,Saul,1,,CZ,368553.76744186046,43 294 | 21453,1221,Loralyn,2,,CN,376644.09090909088,44 295 | 29244,1669,Jerrylee,2,,PE,340300.0,36 296 | 7866,932,Sissie,2,,PH,358.15384615384619,39 297 | 16224,1390,Kim,1,,IE,340200.0,33 298 | 42012,1558,Fifi,2,,CN,339200.0,35 299 | 23491,923,Darlene,2,,ID,624238.15384615387,39 300 | 33339,1313,Feliks,3,,AM,115952.57142857142,49 301 | 11971,778,Janel,2,,ID,2902.090909090909,44 302 | 38469,844,Renae,2,,ID,6037.5,38 303 | 28998,1258,Jessey,2,,UA,154965.44,50 304 | 19650,1559,Chere,1,,RS,146354.63414634147,41 305 | 19459,1160,Godfry,2,,BR,340400.0,30 306 | 6712,1589,Carlita,1,6,PT,157.14285714285714,42 307 | 23952,1169,Ricca,2,,PL,381459.75999999995,50 308 | 34688,1451,Melanie,1,,CN,51199.6,45 309 | 23472,563,Miltie,2,,RU,524617.89473684214,38 310 | 38553,896,Penni,2,,CO,8911.3043478260861,46 311 | 24447,879,Shalom,2,,XK,423273.60000000003,40 312 | 26688,1035,Adolphus,2,,CN,322621.18421052629,38 313 | 33397,1595,Brnaby,2,18,PT,340100.0,36 314 | 16117,1363,Barby,1,,PL,340900.0,31 315 | 24084,1449,Laurie,1,W,SE,411428.19512195128,41 316 | 43325,1176,Reinwald,2,,PL,346.02272727272725,44 317 | 34432,1592,Tabb,2,,RU,39874.097560975613,41 318 | 29680,1346,Elsworth,1,A2,FR,297444.0,41 319 | 42777,922,Jorey,2,,IL,188.66666666666669,45 320 | 35716,1033,Addie,0,,BR,48629.714285714283,42 321 | 42801,1866,Theo,2,,UG,88.975609756097555,41 322 | 5263,1325,Ally,2,,CN,38.232558139534881,43 323 | 19216,914,Herman,2,,CN,340200.0,29 324 | 28061,933,Durward,2,,LT,500.0,34 325 | 37322,1417,Hagan,1,,ZA,339900.0,35 326 | 12556,1858,Davine,1,B3,FR,4626.695652173913,46 327 | 27523,1357,Sandye,1,,ID,400.0,33 328 | 8671,1350,Brandice,1,,CN,207.06976744186045,43 329 | 32241,608,Eziechiele,1,,RU,340800.0,28 330 | 25848,1143,Malynda,2,,PL,297724.57142857142,49 331 | 18394,1402,Ashton,0,,ID,119091.65217391304,46 332 | 29430,1048,Maurise,1,,PS,360245.75675675675,37 333 | 35960,1407,Riobard,2,,ID,340600.0,33 334 | 5873,976,Maurizia,1,10,PT,42.048780487804876,41 335 | 34321,732,Zane,1,FL,US,30649.813953488374,43 336 | 36025,1345,Pattie,2,TX,US,26547.906976744183,43 337 | 6967,840,Roxanne,1,,ID,330.0,39 338 | 34799,1448,Tandi,1,,DO,38737.695652173912,46 339 | 38401,1102,Sutherlan,1,,CN,5766.7368421052633,38 340 | 34750,1311,Kandace,2,,MA,6791.5384615384619,39 341 | 18086,1479,Pierce,2,,ID,127523.72093023255,43 342 | 38468,1660,Clayton,2,,AR,252.81250000000003,48 343 | 25426,1953,Dulci,1,,PL,453719.81395348837,43 344 | 14277,1365,Milly,2,,BR,27723.0,47 345 | 29935,893,Lari,2,,BF,700.0,34 346 | 42314,1787,Darbie,1,AB,SE,63.288888888888891,45 347 | 27987,1394,Jeanelle,1,,CN,339755.19999999995,40 348 | 15351,1489,Katalin,2,,CN,340900.0,36 349 | 17192,1265,Gwenny,2,,CN,111368.29787234042,47 350 | 29168,1202,Colline,1,,CO,474406.57894736843,38 351 | 43372,1098,Lon,2,6,PT,1175.8139534883721,43 352 | 24973,1271,Sena,0,,CN,0.0,36 353 | 29497,2244,Obed,1,,AR,340000.0,31 354 | 17099,1463,Sydney,2,SBH,MY,38813.282608695656,46 355 | 20102,1313,Monte,2,,ID,213890.40000000002,40 356 | 7928,828,Georgie,1,,CZ,377.36842105263156,38 357 | 15844,1037,Ofella,1,,IE,21513.68181818182,44 358 | 33519,1184,Sawyer,2,,RU,340600.0,27 359 | 33418,1132,Heidie,1,,PE,125900.53846153845, 360 | 31532,1443,Abie,2,,ID,70830.947368421068,38 361 | 23711,1504,Sandy,1,,CD,354509.18918918917,37 362 | 17725,1586,Rriocard,3,,SI,121701.06818181818,44 363 | 24626,1179,Alfy,1,,GL,379167.30434782611,46 364 | 32789,1499,Chadd,2,,PS,93783.857142857145,56 365 | 21484,1673,Milo,1,,CN,230483.07692307694,39 366 | 17122,1052,Shannon,2,,CN,122414.76923076923,39 367 | 7720,1308,Kris,2,,TH,841.71428571428567,42 368 | 28097,1469,Jerri,2,B6,FR,505694.0,52 369 | 12907,768,Jeffie,0,,CG,14432.0,39 370 | 42104,1432,Raphael,2,,PH,243.11320754716979,53 371 | 12725,1644,Corie,1,,CN,11801.636363636364,44 372 | 39121,1115,Tallulah,1,,JM,3855.1578947368416,38 373 | 36510,1233,Vikki,2,,TH,14537.487804878048,41 374 | 23719,1033,Mariam,1,,RU,257147.51020408163,49 375 | 23857,1250,Brooks,2,O,SE,340100.0,33 376 | 19911,931,Bjorn,2,,PH,158224.4,45 377 | 14069,663,Nikolas,2,IL,US,5970.0,42 378 | 37642,1032,Tabbatha,1,,CN,9287.6666666666679,48 379 | 46123,1545,Archambault,1,,RS,122.2,45 380 | 17031,1460,Branden,1,,TH,91423.44,50 381 | 13079,1283,Latrena,1,,EG,17695.674418604649,43 382 | 6326,1219,Dex,2,,PL,90.957446808510639,47 383 | 22596,1525,Ailis,2,,ID,441035.59090909094,44 384 | 33692,1044,Alphonse,1,,CO,133183.13513513515,37 385 | 13480,1369,Lyn,2,,RU,17323.659574468085,47 386 | 35659,1329,Filide,1,,VN,49637.28,50 387 | 8292,645,Leonelle,0,,CN,97.674418604651166,43 388 | 13625,1373,Ashlie,2,,UA,340000.0,34 389 | 25342,1131,Cos,1,,PL,290686.43137254904,51 390 | 15576,1000,Marchelle,1,6,NL,49600.0,39 391 | 15001,1404,Isabeau,1,,BR,13497.12,50 392 | 29755,1172,Ricky,2,,CN,242458.99999999997,42 393 | 24980,679,Kessiah,1,,CN,258931.3125,48 394 | 39503,1314,Ravi,2,,CN,339100.0,29 395 | 15383,1056,Janina,2,FL,US,43088.0,52 396 | 36552,1148,Susette,1,,CN,23579.48717948718,39 397 | 7007,1071,Claiborne,1,,ID,339200.0,36 398 | 8482,850,Steffen,2,,CN,236.93023255813955,43 399 | 25906,1384,Tyrus,1,,ID,531382.6,40 400 | 20556,1318,Karie,2,A8,FR,224786.88,50 401 | 43120,1127,Jeffy,2,,BD,56.25,40 402 | 9345,1353,Terrence,1,98,FR,591.73333333333335,45 403 | 40694,742,Arlen,1,,CN,557.05263157894728,38 404 | 29778,1607,Gaye,1,,BR,331575.73913043481,46 405 | 28226,1449,Rachael,1,,ID,300.0,29 406 | 25801,1133,Heidi,2,,CU,488733.27272727276,44 407 | 22365,1271,Benetta,2,,LY,213963.75,48 408 | 28418,1060,Ulysses,2,,PE,340200.0,33 409 | 47264,1124,Alisa,0,5,PT,85.050000000000011,40 410 | 30148,1346,Terry,1,,PH,900.0,30 411 | 28143,1100,Caressa,1,TX,US,371583.0,40 412 | 30748,1118,Jeni,1,VLG,BE,121756.41509433962,53 413 | 27306,875,Tuesday,2,,UA,215643.06382978725,47 414 | 27083,1515,Belia,2,45,PT,574532.18181818188,44 415 | 25851,1312,Adda,2,,PL,289081.7872340426,47 416 | 27862,1452,Charlton,2,TAM,MX,261105.85714285713,42 417 | 36321,1614,Sidoney,1,,CN,31992.380952380954,42 418 | 16037,1007,Archie,3,,CN,56119.5,40 419 | 42769,1356,Nariko,2,,BR,717.69230769230762,52 420 | 27343,1181,Giacomo,2,,GT,340200.0,32 421 | 26887,1827,Kenny,2,3,PT,505438.16216216213,37 422 | 35427,752,Morganne,1,,RU,340300.0,33 423 | 25482,1317,Arnoldo,2,,CU,472705.57894736843,38 424 | 11421,1242,Gilda,2,,PH,3056.2162162162163,37 425 | 20174,1132,Gretal,1,,ID,107784.23684210525,38 426 | 21307,1188,Newton,1,CO,US,245477.79069767441,43 427 | 8281,940,Jessie,1,12,PT,186.25,48 428 | 45716,1109,Gussy,2,,ID,78.976744186046517,43 429 | 17945,1544,Ira,2,,CZ,108248.0,37 430 | 23556,1223,Vincents,2,,GT,434420.00000000006,45 431 | 41523,1151,Halley,2,,PE,339100.0,35 432 | 24328,1339,Briano,2,,ID,554266.81081081077,37 433 | 24774,1140,Gwynne,3,,BG,326242.1886792453,53 434 | 24779,1060,Christabella,2,10,NO,553047.659574468,47 435 | 19122,1028,Yalonda,1,TAM,MX,165231.94736842107,38 436 | 45514,1419,Felice,2,,CZ,402.66666666666669,42 437 | 44203,1768,Sonya,2,,CN,339200.0,36 438 | 38993,722,Cally,2,,PL,1819.0243902439024,41 439 | 40806,1160,Percival,2,,GR,1452.7659574468087,47 440 | 39566,1020,Christi,2,,ID,1801.6326530612243,49 441 | 40207,1335,Moss,1,,CM,465.42857142857144,49 442 | 13683,1158,Morgana,1,,CN,19732.075471698114,53 443 | 43718,985,Coleman,1,,CN,115.42857142857143,42 444 | 13708,1003,Morganne,2,,CN,29263.649999999998,40 445 | 12581,901,Jodie,2,1084,DK,13654.636363636364,44 446 | 45854,1303,Rafaelia,1,,AR,347.43243243243239,37 447 | 34876,1320,Garik,2,,ID,17774.222222222223,45 448 | 34621,1178,Vidovik,1,,ID,52858.285714285717,42 449 | 27032,920,Bertie,2,,LR,340200.0,34 450 | 20148,1007,Natasha,2,,CL,204525.55102040817,49 451 | 13815,1457,Maura,1,,ID,339400.0,30 452 | 33369,390,Edgard,2,M,SE,115689.6,45 453 | 16019,1491,Hortensia,2,,CN,340800.0,36 454 | 14619,862,Ricca,2,,CZ,7423.1372549019607,51 455 | 29683,1152,Arlen,2,,CN,360265.33333333331,42 456 | 9370,1065,Jenifer,2,,PY,141.33333333333334,45 457 | 25333,1246,Dexter,1,,CO,335208.0,42 458 | 10365,1121,Adelaida,2,,BR,290.84210526315792,38 459 | 8580,1418,Mahmud,1,13,PT,922.17391304347814,46 460 | 41362,1046,Dehlia,3,,AR,182.2340425531915,47 461 | 23091,1211,Marv,2,,MK,497448.33333333331,48 462 | 9495,1276,Nichole,1,10,PT,57.789473684210527,38 463 | 5774,1542,Micheline,2,LA,US,45.263157894736842,38 464 | 36913,1229,Dex,2,,CN,12656.410256410258,39 465 | 17458,1400,Lissi,1,,CN,340400.0,34 466 | 11954,979,Avictor,1,,RU,339500.0,31 467 | 16108,1644,Dorene,2,,ID,340500.0,36 468 | 7831,1093,Rafaelita,1,,LT,110.75510204081633,49 469 | 6972,1307,Nealson,2,,TH,641.95121951219517,41 470 | 42503,1102,Jeramie,1,,UA,569.30232558139539,43 471 | 30749,1981,Karney,2,,ID,340300.0,34 472 | 37896,1453,Herculie,1,,CN,19020.0,38 473 | 23257,1707,Reinhard,1,,GR,700.0,36 474 | 18212,820,Jorry,2,,LU,108908.76315789475,38 475 | 33304,1034,Cullan,1,,AM,46224.347826086952,46 476 | 32778,1405,Ludovika,1,,PH,104430.13953488371,43 477 | 41520,1180,Scotti,2,,ID,109.36170212765957,47 478 | 37817,943,Kippie,1,FL,US,10998.039215686274,51 479 | 13738,1039,Marlow,2,AB,SE,13406.727272727274,44 480 | 20477,561,Paulo,1,,UY,393733.5384615385,39 481 | 31930,1373,Rafaelita,1,,JO,340400.0,35 482 | 15887,1289,Devin,2,,RS,37055.135135135133,37 483 | 3755,1830,Lisha,1,,RU,339200.0,29 484 | 10817,1195,Pierce,2,,AL,1545.0,48 485 | 23974,1471,Torr,0,,ID,0.0,36 486 | 28070,1624,Gabrila,1,,PH,299944.86486486485,37 487 | 29410,1312,Hilarius,2,3,NO,367150.73684210528,38 488 | 37417,1283,Leigh,1,,UA,20810.571428571428,42 489 | 35962,1082,Catherin,2,,BR,20194.054054054053,37 490 | 24681,1475,Kendall,2,O,SE,200.0,31 491 | 20999,1058,Chris,2,,VE,244659.77777777781,36 492 | 18214,1244,Jacquenetta,2,,ID,104386.65,40 493 | 33607,1454,Mayer,2,,CN,71531.024390243911,41 494 | 34162,922,Cymbre,1,,RU,85399.459459459467,37 495 | 19605,1177,Danell,1,,ZW,180197.36842105264,38 496 | 11134,1130,Dael,1,,PH,339800.0,36 497 | 12981,954,Bianca,1,,CN,339700.0,33 498 | 20048,1724,Garrett,1,,PH,211709.25,40 499 | 20528,1768,Inna,1,,JP,190676.57142857142,49 500 | 38658,1290,Phaedra,1,,CM,2589.7200000000003,50 501 | 42431,567,Jamie,2,,BZ,161.07142857142856,42 502 | 31516,1388,Almira,2,,CN,161571.82222222222,45 503 | 25051,766,Guss,2,,UG,259689.38297872341,47 504 | 23218,1963,Jobyna,2,,ID,340700.0,36 505 | 21068,920,Elvis,3,,CZ,237900.26666666666,45 506 | 30082,908,Romain,1,,ID,195997.02325581395,43 507 | 39526,745,Dalia,2,,CN,5040.0,42 508 | 14720,1243,Eden,1,,FM,19573.57894736842,38 509 | 18198,1140,Markus,2,,ID,133071.42857142858,42 510 | 28890,1154,Rivy,2,,HN,336095.4736842105,38 511 | 30417,617,Abdel,1,,KZ,268446.947368421,38 512 | 30356,1042,Heda,2,,MW,340400.0,34 513 | 39718,950,Phineas,1,,BR,339300.0,34 514 | 13347,1119,Reinold,2,,CN,340700.0,34 515 | 14403,1282,Joletta,2,,PF,13325.538461538461,52 516 | 36351,1514,Farica,1,,BR,339400.0,29 517 | 19217,1020,Leighton,1,,CN,340300.0,35 518 | 8480,1194,Albertine,2,,XK,339500.0,34 519 | 33950,1147,Morna,2,,CN,340300.0,30 520 | 33605,987,Humfried,2,,RU,340300.0,31 521 | 42994,1030,Cass,2,,CR,184.36363636363637, 522 | 4069,1658,Lina,2,,CN,339600.0,36 523 | 9910,1134,Shirlene,1,,UA,2254.7368421052633,57 524 | 33055,1432,Moina,2,,ID,60563.297872340423,47 525 | 27112,1659,Aila,2,,CO,525577.84615384613,39 526 | 17555,659,Steffie,1,,GR,69910.755555555559,45 527 | 42648,772,Renato,2,,CN,73.729729729729726,37 528 | 22605,1776,Darin,2,,CZ,378621.15789473685,38 529 | 6555,981,Mildred,1,,RU,118.82926829268293,41 530 | 31298,655,Muffin,0,B9,FR,244336.54054054056,37 531 | 40074,1109,Adella,1,,AZ,79.0,50 532 | 26538,1098,Noach,1,,ME,399382.05128205125,39 533 | 36505,1594,Murdoch,1,,IQ,340100.0,35 534 | 24027,1390,Thatcher,2,,TH,436776.38095238095,42 535 | 7713,1111,Codee,2,,CN,205.953488372093,43 536 | 12773,1199,Ola,1,,BR,9849.9767441860458,43 537 | 33362,934,Francesca,2,,CZ,71352.558139534885,43 538 | 22436,1665,Joby,1,QC,CA,599675.58974358975,39 539 | 40063,1719,Sheryl,1,,CN,101.17647058823529,51 540 | 35743,1391,Enriqueta,1,,CN,340000.0,33 541 | 30603,980,Carita,1,,CO,340400.0,36 542 | 9776,1027,Georgi,2,,PS,69.019607843137251,51 543 | 23582,909,Ted,2,,PH,266252.78571428568,56 544 | 5234,1146,Erinna,1,,PH,548.75675675675677,37 545 | 13691,1199,Sarene,2,18,PT,17143.836734693879,49 546 | 11317,1279,Joela,1,,RU,2194.7619047619046,42 547 | 28044,1061,Edithe,1,,KE,338924.36363636365,44 548 | 25999,1817,Terri,1,,IE,322547.59183673467,49 549 | 29316,1140,Sabrina,2,AB,CA,321276.0,44 550 | 27497,1327,Fair,2,,MT,251150.26086956522,46 551 | 43264,1825,Kellyann,1,,VE,339800.0,31 552 | 21699,1681,Jacquie,1,,ET,198630.90000000002,40 553 | 28587,1095,Tomkin,2,,FI,248760.9411764706,51 554 | 40679,1955,Opaline,2,,PH,339600.0,34 555 | 19020,990,Barbi,1,,CN,160480.9756097561,41 556 | 13017,1359,Ernestine,1,,ID,15159.466666666667,45 557 | 31224,1277,Wilma,1,,BR,340200.0,36 558 | 19387,1470,Daloris,2,,HR,325999.1794871795,39 559 | 10265,1545,Joelle,2,,PH,812.19512195121956,41 560 | 12046,1207,Reggie,2,,SY,3797.3333333333335,45 561 | 12237,1546,Georgine,2,,PL,4993.5,44 562 | 7290,1199,Bria,3,,CN,1122.1463414634147,41 563 | 23056,2022,Addie,1,B4,FR,307526.86956521735,46 564 | 23642,1046,Scarlett,2,,BD,415038.9,40 565 | 14467,1397,Kariotta,1,,FM,340900.0,34 566 | 38955,1334,Duffie,1,3,PT,123.0,40 567 | 25762,899,Matteo,2,,PE,300.0,35 568 | 9903,1736,Manda,1,,PL,440.19512195121945,41 569 | 17567,1089,Natka,2,,NP,88315.783783783787,37 570 | 23924,1468,Audie,1,,BR,300.0,35 571 | 10805,1290,Gilbertina,2,,ID,1605.3333333333333,45 572 | 28085,991,Wiatt,2,,PH,473986.66666666663,51 573 | 40941,1089,Thorsten,3,,CN,138.625,40 574 | 24220,979,Killy,1,,JP,549913.36585365853,41 575 | 44396,715,Humphrey,1,,AR,161.0,48 576 | 25842,914,Mycah,1,A3,FR,541493.02325581387,43 577 | 10071,1501,Robert,2,,PL,1116.8780487804879,41 578 | 9575,1472,Issie,1,,PL,3138.4615384615386,52 579 | 29699,1190,Jessee,3,,CN,225174.60000000003,40 580 | 38301,1618,Alene,1,,CN,8655.5102040816328,49 581 | 30517,1136,Lay,0,,CN,143866.39024390242,41 582 | 19299,1271,Denice,1,,CN,303348.30769230769,39 583 | 19682,1624,Elmira,2,,CN,198729.0,38 584 | 13305,863,Rudolph,2,,ID,7380.6363636363631,44 585 | 18404,568,Rahal,2,,IL,340400.0,30 586 | 24492,1071,Katusha,1,,CZ,395452.62222222221,45 587 | 41359,804,Keely,1,,BR,129.05263157894737,57 588 | 14571,1168,Elva,2,IN,US,34447.567567567567,37 589 | 18537,1243,Marsha,2,,CN,92326.883720930229,43 590 | 35710,1522,Olivia,2,LA,US,12437.357142857141,42 591 | 10718,1376,Isac,2,,TH,3166.227272727273,44 592 | 41853,636,Daryl,2,,CN,88.952380952380949,42 593 | 14846,1137,Timmi,3,,ID,37488.868421052626,38 594 | 5283,1207,Hamlin,1,,NG,104.5263157894737,38 595 | 13966,1540,Caresa,2,,CN,17335.57894736842,38 596 | 14178,1198,Davine,2,,RU,62425.399999999994,40 597 | 8381,1641,Kipp,1,,PL,874.66666666666663,45 598 | 39715,1266,Jeri,2,,BR,2802.0512820512822,39 599 | 13864,1085,Dale,1,,CN,31237.68888888889,45 600 | 35788,1379,Jaquenette,2,,CN,340100.0,34 601 | 18894,793,Ethelind,1,,CI,86152.5,44 602 | 38029,849,Quintina,2,,BR,339500.0,32 603 | 12974,630,Sabra,1,QC,CA,7432.6153846153848,39 604 | 41574,1504,Chilton,2,,XK,213.29999999999998,40 605 | 17618,1100,Elladine,1,,GR,340900.0,36 606 | 23438,1303,Claudina,2,,CN,309528.0,41 607 | 25809,1773,Rafael,1,,GT,290154.66666666663,45 608 | 33878,1432,Marketa,2,NC,US,30679.442307692309,52 609 | 10190,1519,York,1,,HN,671.57142857142856,42 610 | 9885,1941,Matthaeus,1,,VE,60.452830188679251,53 611 | 3939,1121,Farris,2,17,NO,58.390243902439025,41 612 | 19570,1406,Morris,2,,CO,108895.29411764706,51 613 | 42141,740,Caleb,2,IL,US,20.571428571428569,42 614 | 26555,1191,Tierney,2,,ZA,347953.39534883719,43 615 | 9410,1243,Karin,1,,PE,614.65909090909088,44 616 | 34425,1179,Menard,2,,BF,340100.0,35 617 | 21384,1273,Bobbette,1,,HR,300.0,32 618 | 19684,1212,Leigha,2,O,SE,186467.85714285716,56 619 | 24982,1335,Lindsey,2,11,PT,574629.023255814,43 620 | 16958,1268,Delilah,2,,PH,58918.122448979593,49 621 | 42186,1501,Onfroi,2,,ID,108.75,48 622 | 8438,1254,Janka,1,17,PT,339600.0,34 623 | 45206,1221,Skippy,2,,ID,313.5,40 624 | 34226,701,Panchito,2,97,FR,40809.600000000006,50 625 | 18128,1804,Nola,2,,CN,263724.61538461538,39 626 | 14864,1449,Adah,1,,CN,18355.199999999997,40 627 | 39327,1103,Abbie,0,,PH,1231.090909090909,55 628 | 6126,1379,Venus,2,,CN,522.38095238095241, 629 | 41325,1200,Rosemary,1,,ID,166.02272727272725,44 630 | 18082,866,Frasier,1,,PH,113611.68,50 631 | 34135,1122,Xena,1,B2,FR,16978.090909090912,44 632 | 38819,1029,Juline,1,,CN,38.521739130434781,46 633 | 11500,1241,Inness,1,,PH,339700.0,35 634 | 29309,1571,Papageno,1,,ID,175177.67441860464,43 635 | 31100,1906,Annadiane,2,,MA,123911.16279069768,43 636 | 7206,1114,Chrysa,2,,ID,257.075,40 637 | 11326,938,Kirby,2,,ZW,2021.8378378378379,37 638 | 12603,812,Rick,2,,XK,3958.8363636363638,55 639 | 33663,776,Christel,1,,ID,90538.1052631579,38 640 | 14867,1221,Shellie,1,,CN,66854.833333333343,48 641 | 12912,1071,Arvy,2,AB,CA,7054.2222222222226,45 642 | 19834,1026,Gino,2,,ID,260453.86666666664,45 643 | 41696,1830,Andy,1,,EE,54.428571428571431,42 644 | 11961,1054,Ranna,2,B8,FR,339300.0,33 645 | 37149,1545,Lennard,2,,IE,5086.6666666666661,45 646 | 40273,1374,Kristoffer,1,,BW,981.909090909091,44 647 | 16672,1496,Jessee,1,DC,US,55540.363636363632,55 648 | 10159,1260,Brita,2,,CZ,6067.2999999999993,40 649 | 13055,921,Dianemarie,2,,PL,7071.31914893617,47 650 | 30330,1747,Carmelita,1,,VE,170610.0,43 651 | 24130,1137,Glori,1,,BR,641886.82926829264,41 652 | 37139,1756,Carlyle,1,,RU,15037.333333333334,45 653 | 4628,1889,Jermayne,3,,ID,153.17073170731706,41 654 | 22092,1187,Carita,1,,ID,471333.947368421,38 655 | 32206,1611,Vitia,1,,PH,119235.07317073172,41 656 | 12114,1194,Rori,1,A8,FR,11187.473684210525,38 657 | 25409,1213,Latrina,2,,CO,554145.7297297297,37 658 | 22242,1218,Keith,3,1084,DK,339930.4615384615,52 659 | 38274,1113,Esma,2,,PL,3114.0,50 660 | 23196,1131,Vito,2,,FI,180072.9411764706,51 661 | 31180,1171,Liliane,2,,CN,119729.58139534885,43 662 | 37684,1254,Weider,2,,CN,10554.765957446809,47 663 | 8982,997,Findlay,2,,BR,339100.0,30 664 | 36442,1276,Cody,1,,MD,26539.2,40 665 | 20099,953,Adele,2,,TZ,193399.83673469388,49 666 | 30747,1253,Thaxter,2,,PH,135259.19999999998,40 667 | 11662,1611,Rafe,2,,RU,11640.6,40 668 | 34399,1316,Morley,2,,MN,50457.795918367345,49 669 | 39870,917,May,2,,CN,37.1764705882353,51 670 | 36699,1112,Sharai,1,,CN,10422.857142857143,42 671 | 14577,1193,Barbe,1,K,SE,32258.285714285714,49 672 | 16727,1356,Shirlene,2,13,PT,114153.0,40 673 | 32705,1214,Wolfgang,2,,GL,183716.57142857142,42 674 | 24924,1198,Adolphus,2,,CO,800.0,36 675 | 18173,1756,Jo,0,,RU,49568.538461538454,52 676 | 37356,1131,Willie,1,,CN,2853.1666666666665,48 677 | 9638,1591,Luther,2,,RU,5017.727272727273,44 678 | 15789,901,Ketty,2,,PY,53550.0,42 679 | 9482,868,Phillip,1,,CZ,576.58536585365846,41 680 | 33119,1842,Rory,2,AS,ES,41471.027027027027,37 681 | 16251,1108,Bartie,1,,CN,32891.076923076922,39 682 | 25112,1041,Eolande,1,B9,FR,337066.8571428571,42 683 | 47503,1371,Amara,2,,TH,339100.0,33 684 | 34415,1530,Brenden,2,,GR,26600.869565217392,46 685 | 7726,1100,Enoch,1,,ID,1048.695652173913,46 686 | 7035,1035,Diane-marie,1,,TH,345.65999999999997,50 687 | 33056,1844,Christopher,1,MO,US,47641.62162162162,37 688 | 46452,1059,Philippine,2,,UA,49.108695652173914,46 689 | 21249,1196,Marie,2,,BR,222161.84210526315,38 690 | 30942,1075,Dolly,2,QC,CA,238405.23076923075,39 691 | 33045,1542,Brocky,2,,GE,340600.0,28 692 | 18044,1170,Moll,2,,CN,57757.116279069771,43 693 | 39034,1200,Erma,2,,ID,10598.823529411764,51 694 | 34360,1004,Florian,3,,JP,31107.204545454544,44 695 | 9135,1373,Caril,1,,AR,4473.9622641509432,53 696 | 14470,1125,Douglass,2,,PH,22796.538461538461,52 697 | 10341,1487,Thomasine,2,,CO,339800.0,32 698 | 23639,1595,Coral,2,,AR,269627.65909090912,44 699 | 26608,629,Decca,2,,RU,455416.0,39 700 | 20170,1538,Cherise,2,,ID,109641.50943396226,53 701 | 12325,1259,Emalee,1,,PL,3118.8571428571431,42 702 | 2221,1243,Caty,1,,TG,55.08,50 703 | 32183,1034,Cortie,2,,YE,128108.25,40 704 | 33240,1319,Symon,1,,ID,86927.027027027027,37 705 | 24377,1258,Britteny,1,IL,US,352523.72093023261,43 706 | 34312,1513,Sharron,1,,UA,340400.0,35 707 | 6849,1277,Lisha,2,,MG,183.91304347826087,46 708 | 44549,711,Stafani,2,,ID,137.48936170212767,47 709 | 23287,1203,Wade,2,,CN,382041.0,46 710 | 39405,1953,Randee,1,1,PT,2510.2978723404258,47 711 | 43801,1417,Matthew,2,Y,SE,1129.7872340425531,47 712 | 29885,2050,Drud,2,B8,FR,166653.73333333334,45 713 | 19962,2199,Decca,1,,ET,397285.82608695654,46 714 | 28686,1225,Tiena,2,,CN,435615.15789473685,38 715 | 34033,901,Kerby,2,,CR,40841.955555555556,45 716 | 39367,1033,Zebadiah,1,,CN,1952.8666666666666,45 717 | 29182,1263,Madella,2,,UA,233402.55319148937,47 718 | 32476,1791,Robyn,1,,PL,68131.923076923078,39 719 | 11372,1404,Odele,2,,ID,8814.2325581395344,43 720 | 13641,1303,Freddy,1,,BY,339200.0,36 721 | 36615,1255,Heinrik,1,,CN,16110.71186440678,59 722 | 32308,1130,Hedi,1,,TJ,79552.959183673462,49 723 | 23552,1003,Tyson,2,,ID,462960.975,40 724 | 4614,1136,Marc,1,,NG,340000.0,34 725 | 13999,1563,Redford,3,,CN,18005.87755102041,49 726 | 20633,1397,Cornie,2,,AR,264508.68292682926,41 727 | 36179,1271,Felic,2,,EG,20107.702702702703,37 728 | 30513,1016,Genna,1,,CN,128954.60869565218,46 729 | 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44049,1238,Emmott,1,,NG,69.512195121951223,41 974 | 25868,1325,Ellissa,0,Z,SE,375298.66666666669,45 975 | 15973,1514,Honoria,2,,RU,340600.0,32 976 | 22455,1424,Laurel,1,,SI,598128.0,40 977 | 34134,1742,Ximenez,1,,CN,62671.714285714283,42 978 | 28561,1128,Rafe,1,,PS,478436.8421052632,38 979 | 25750,1476,Kendal,1,,JP,426748.63636363635,44 980 | 43067,1502,Yasmeen,2,,RU,339600.0,25 981 | 19246,1286,Palm,1,,CN,83972.461538461546,39 982 | 14617,1328,Kienan,2,,UA,56782.340425531918,47 983 | 25758,664,Tammie,2,,NG,520704.0,42 984 | 16720,1111,Mallissa,1,,BR,67562.0,54 985 | 20152,1294,Mercedes,2,,CR,177894.1276595745,47 986 | 18698,1201,Ronda,1,,CN,137639.07692307691,39 987 | 10692,1050,Powell,1,,PH,339200.0,32 988 | 26241,1134,Garland,1,,HT,600.0,35 989 | 23030,1567,Merilyn,2,,BY,410645.45454545453,44 990 | 17166,1316,Josee,1,E,SE,121512.0,38 991 | 47882,985,Colette,1,,NZ,60.285714285714285,42 992 | 37241,1616,Fionna,1,,CN,8035.5555555555557,45 993 | 43698,1444,Bryanty,1,,CN,339100.0,31 994 | 6890,1355,Clarance,2,,RU,339800.0,35 995 | 16170,1298,Tyson,1,,LV,30783.214285714283,42 996 | 32298,1207,Alexis,2,,RU,135221.76,50 997 | 18040,369,Stanfield,2,,CN,93140.571428571435,42 998 | 40424,1287,Lorne,2,,CI,335.83333333333337,48 999 | 14424,1083,Merle,1,NC,US,15860.425531914894,47 1000 | 19337,1007,Iolanthe,2,,CN,158270.04545454544,44 1001 | 20138,1368,Christiane,1,,RU,340400.0,35 1002 | -------------------------------------------------------------------------------- /dataset/ga360.csv: -------------------------------------------------------------------------------- 1 | Visit_ID,User_ID,Activity_Date,visitStartTime,timeOnScreen,timeOnSite,UniqueScreenViews,Medium,screenResolution 2 | 211960,23994,1920-03-13,211960,253,124,4,1,7 3 | 722206,32092,2003-10-12,722206,741,77,3,2,7 4 | 821910,33657,2003-07-02,821910,444,111,3,1,7 5 | 643984,39356,1990-09-11,643984,336,80,3,2,7 6 | 465559,31976,1992-02-04,465559,532,87,2,2,7 7 | 499642,30192,2003-04-24,499642,124,115,1,1,7 8 | 297108,27841,1973-09-27,297108,536,105,2,2,7 9 | 640321,22467,1994-09-28,640321,551,85,2,1,0 10 | 987068,31206,2006-07-25,987068,673,125,2,1,7 11 | 572064,29729,1990-07-22,572064,552,79,2,2,7 12 | 682174,29729,1996-10-19,682174,443,81,4,2,7 13 | 156867,25993,1947-07-08,156867,666,78,2,1,7 14 | 911447,26802,1937-07-23,911447,441,106,2,1,7 15 | 63259,18412,1985-11-05,63259,615,84,3,2,7 16 | 635895,22387,1999-06-09,635895,370,70,2,1,0 17 | 302108,15339,2010-09-06,302108,593,58,2,1,7 18 | 212591,25585,1996-02-20,212591,903,157,4,2,7 19 | 119825,17178,2000-08-26,119825,595,117,2,1,7 20 | 62576,28580,2008-02-27,62576,529,93,3,2,7 21 | 597314,28147,2018-04-27,597314,565,106,4,2,0 22 | 42835,19325,2016-03-08,42835,659,110,2,1,7 23 | 932974,28298,2002-08-14,932974,521,98,5,1,0 24 | 115030,19252,2013-04-25,115030,582,86,2,0,0 25 | 466855,19029,1969-09-26,466855,532,96,2,1,7 26 | 796132,30546,1971-01-03,796132,342,51,2,1,7 27 | 376240,15872,1996-09-21,376240,263,102,2,3,0 28 | 782242,33516,2016-12-23,782242,616,142,3,0,7 29 | 890906,26179,1998-02-03,890906,461,90,3,2,0 30 | 361298,27208,2017-05-05,361298,548,103,4,1,7 31 | 473372,27208,1992-11-11,473372,590,107,1,1,7 32 | 674648,15255,1988-08-11,674648,369,99,3,1,7 33 | 860932,22691,2018-11-22,860932,562,110,3,1,7 34 | 746789,26044,1997-03-15,746789,415,58,2,2,0 35 | 753580,24870,2007-06-15,753580,532,98,3,1,7 36 | 524812,26475,1974-12-12,524812,412,97,3,1,0 37 | 281413,18295,1976-11-27,281413,578,101,3,2,0 38 | 148186,17310,1978-03-27,148186,616,126,3,1,0 39 | 637200,29849,2004-02-27,637200,367,62,2,1,7 40 | 180503,30186,1947-02-25,180503,505,78,2,1,0 41 | 169742,22531,2005-09-21,169742,557,154,1,2,0 42 | 814234,34515,2012-10-26,814234,320,120,2,1,7 43 | 273017,23282,2005-01-01,273017,285,99,4,2,0 44 | 902994,27185,1987-07-28,902994,378,93,3,1,0 45 | 33594,19873,1985-11-02,33594,319,125,2,3,7 46 | 760752,14829,1950-03-18,760752,412,91,2,2,0 47 | 663446,23096,1962-09-11,663446,528,118,3,2,7 48 | 711612,26437,1966-11-12,711612,581,89,2,1,7 49 | 825267,30862,2010-07-23,825267,594,65,2,1,7 50 | 228832,35215,1970-12-03,228832,527,86,3,1,0 51 | 293227,17321,1982-06-23,293227,513,100,2,2,0 52 | 97125,21865,2002-09-03,97125,369,119,3,1,0 53 | 898602,26361,1915-04-01,898602,341,101,3,2,0 54 | 232970,30074,2003-07-12,232970,238,93,2,0,0 55 | 72875,29067,1999-03-05,72875,415,98,2,1,7 56 | 95172,25796,2005-02-28,95172,532,82,2,1,0 57 | 959586,25796,2006-04-25,959586,399,99,3,1,7 58 | 131322,19946,1972-02-16,131322,437,69,1,2,7 59 | 565776,22343,1992-09-10,565776,270,45,3,2,7 60 | 148554,16291,2012-12-18,148554,598,92,4,3,7 61 | 247382,20940,1982-01-25,247382,586,63,2,2,0 62 | 589358,20940,1997-10-28,589358,614,105,0,0,7 63 | 311533,26492,2010-02-14,311533,410,94,1,1,7 64 | 814022,21403,1924-01-04,814022,351,79,2,2,7 65 | 341014,15399,2017-05-12,341014,504,95,3,1,7 66 | 811123,17037,1979-06-15,811123,602,41,3,2,7 67 | 746729,21526,1981-10-07,746729,489,117,3,3,0 68 | 67034,24635,1996-04-18,67034,470,95,3,2,7 69 | 987086,19030,2003-08-17,987086,447,136,2,2,0 70 | 236151,23405,2002-07-06,236151,740,117,3,2,7 71 | 259734,26843,1981-12-01,259734,476,157,3,1,7 72 | 265811,30952,1989-07-20,265811,338,138,3,2,0 73 | 513125,24339,1962-05-23,513125,688,101,3,1,7 74 | 953746,17221,2001-10-02,953746,456,133,3,2,7 75 | 235597,17808,1997-09-07,235597,620,126,3,1,7 76 | 401988,39394,1938-06-26,401988,530,86,3,2,0 77 | 187035,31101,1985-08-28,187035,702,87,3,2,0 78 | 317241,22429,1971-07-22,317241,507,94,3,1,0 79 | 12529,28388,1967-06-21,12529,658,125,3,1,0 80 | 876339,39282,1951-11-24,876339,357,118,3,2,0 81 | 701869,33663,1941-08-06,701869,422,71,3,2,0 82 | 712237,25361,1946-09-26,712237,701,94,2,2,7 83 | 307383,22385,1972-02-14,307383,371,100,3,1,0 84 | 336218,35722,1930-02-24,336218,631,111,1,2,7 85 | 833747,25688,1963-05-18,833747,540,116,3,1,0 86 | 460718,32445,1969-03-10,460718,541,46,3,2,7 87 | 44493,21951,1991-07-27,44493,683,118,3,1,7 88 | 657579,22846,2000-07-02,657579,555,63,1,1,0 89 | 536641,36743,1980-02-26,536641,660,106,2,2,7 90 | 21185,37589,1967-03-05,21185,367,70,2,2,7 91 | 71059,29206,1992-12-13,71059,553,129,2,2,0 92 | 790112,28801,1984-07-01,790112,606,61,2,2,0 93 | 854026,35716,1962-09-05,854026,453,120,2,1,7 94 | 358519,30381,1991-02-08,358519,496,133,2,2,7 95 | 587658,34097,2012-02-20,587658,661,110,2,1,0 96 | 695397,22634,1970-10-26,695397,513,131,3,1,0 97 | 832274,24858,2009-10-02,832274,701,129,3,2,0 98 | 252037,24858,2003-02-02,252037,570,40,2,1,7 99 | 640797,24858,2013-01-27,640797,420,119,3,2,7 100 | 774151,26267,1949-03-12,774151,586,115,3,1,0 101 | 630328,26267,1937-02-16,630328,494,93,2,2,7 102 | 363588,16884,1945-02-04,363588,563,125,2,1,7 103 | 986770,22009,1912-07-11,986770,663,126,2,2,0 104 | 45611,22009,2015-10-19,45611,438,75,2,2,0 105 | 53618,21542,2015-12-28,53618,478,88,3,2,7 106 | 180942,17805,1951-04-06,180942,368,131,2,2,7 107 | 658739,18836,1990-08-24,658739,559,134,1,2,7 108 | 526924,25509,1986-08-26,526924,366,110,2,2,7 109 | 17538,41663,1950-01-26,17538,130,180,3,2,7 110 | 914757,26411,2013-08-07,914757,295,119,3,1,7 111 | 605793,24746,2017-11-10,605793,596,77,2,1,7 112 | 858515,8494,2000-05-03,858515,413,100,2,1,7 113 | 299915,29860,1958-05-01,299915,417,134,2,2,0 114 | 678044,24043,1965-02-04,678044,559,99,3,2,7 115 | 19340,28178,1984-06-05,19340,497,55,2,0,7 116 | 384827,26688,1977-12-11,384827,652,116,3,1,7 117 | 544638,20082,1964-09-25,544638,770,82,4,1,0 118 | 924288,20300,1979-03-14,924288,635,103,3,1,7 119 | 66450,31820,1943-08-09,66450,754,100,4,3,0 120 | 969675,22011,2013-06-08,969675,400,119,2,1,7 121 | 581709,33945,2006-05-07,581709,396,131,3,2,7 122 | 104226,18841,1991-12-01,104226,534,110,3,1,7 123 | 41989,20902,1971-08-20,41989,479,87,3,2,7 124 | 800737,30482,1979-09-27,800737,469,80,3,3,0 125 | 544730,23319,1960-01-04,544730,481,141,3,2,0 126 | 167795,24034,1962-04-22,167795,393,117,3,2,0 127 | 550547,23278,2013-11-18,550547,520,119,2,2,7 128 | 928607,24082,1968-10-15,928607,721,95,3,2,8 129 | 44967,30846,1979-10-16,44967,407,96,4,1,7 130 | 82892,18310,1946-10-27,82892,569,107,2,2,0 131 | 387535,17946,1994-06-17,387535,222,81,2,1,7 132 | 851553,19519,2008-03-17,851553,539,121,3,1,7 133 | 508734,19519,1988-03-11,508734,404,94,2,1,7 134 | 492164,28814,2001-06-13,492164,522,117,2,1,7 135 | 460124,15095,1989-01-23,460124,432,38,4,1,0 136 | 524265,24863,1994-09-08,524265,569,95,3,1,0 137 | 163862,11959,1992-02-19,163862,486,99,2,1,7 138 | 396671,21617,1940-03-05,396671,630,93,4,2,0 139 | 909668,36514,2013-09-22,909668,249,127,3,2,7 140 | 712475,19688,1946-09-26,712475,416,106,3,2,0 141 | 342439,25085,2010-01-19,342439,440,103,2,2,7 142 | 509847,24398,1991-05-05,509847,451,114,2,1,7 143 | 785154,32074,1970-06-05,785154,653,70,2,3,0 144 | 752031,27432,2019-12-09,752031,609,123,2,2,7 145 | 546489,32127,1998-11-28,546489,658,120,2,2,7 146 | 286683,18862,1998-01-06,286683,391,100,2,1,0 147 | 532974,25280,1993-12-10,532974,481,108,3,2,0 148 | 283763,20948,1994-05-09,283763,633,69,3,1,0 149 | 459014,33015,1997-10-17,459014,447,108,3,2,7 150 | 322318,21077,1965-06-12,322318,595,122,4,1,0 151 | 372003,25238,1950-04-10,372003,562,126,3,2,0 152 | 316457,22623,1967-08-20,316457,326,146,2,1,7 153 | 694729,15722,1992-02-04,694729,425,133,2,1,7 154 | 527468,33209,2001-08-20,527468,482,85,1,2,7 155 | 942950,13738,2013-04-03,942950,395,101,2,1,7 156 | 770226,21147,1995-04-10,770226,511,126,2,2,7 157 | 409066,27744,1942-11-25,409066,605,101,2,2,7 158 | 672843,12467,1934-09-22,672843,331,116,2,1,7 159 | 927554,21907,1984-08-12,927554,375,121,3,2,0 160 | 817910,12844,1978-12-20,817910,528,107,2,2,7 161 | 278198,29014,1988-12-15,278198,555,132,3,2,0 162 | 971466,19366,1960-10-05,971466,432,113,2,2,0 163 | 24031,27891,1975-02-27,24031,466,94,2,1,0 164 | 229773,33011,1930-03-18,229773,493,105,3,1,0 165 | 465195,10497,1951-11-02,465195,743,116,2,1,0 166 | 504053,20997,1969-09-07,504053,293,123,3,2,7 167 | 840423,29504,1983-11-21,840423,357,180,3,2,7 168 | 748133,28012,2017-09-16,748133,568,151,3,2,7 169 | 131638,25982,1964-04-11,131638,651,98,3,2,0 170 | 556607,35989,1958-06-07,556607,412,120,1,1,0 171 | 852644,35989,1998-02-04,852644,416,118,1,2,7 172 | 443729,15590,2006-02-20,443729,689,104,3,1,7 173 | 537284,30239,2010-03-23,537284,657,123,4,2,7 174 | 40398,33615,1992-09-12,40398,264,105,2,2,0 175 | 27177,23417,1976-05-01,27177,529,58,3,1,0 176 | 738535,22503,1981-07-11,738535,799,50,3,2,7 177 | 521227,26145,2009-02-15,521227,579,115,2,1,7 178 | 108286,19731,1944-04-08,108286,816,146,1,1,7 179 | 281705,23731,1941-02-26,281705,751,93,3,1,0 180 | 954586,26038,1946-06-12,954586,349,123,4,2,7 181 | 518273,21036,1925-10-05,518273,459,116,2,2,7 182 | 480470,29298,1952-03-09,480470,453,86,3,1,0 183 | 557184,19610,1947-07-04,557184,491,102,2,2,0 184 | 508283,20401,1936-11-14,508283,458,90,3,1,0 185 | 663645,20401,1955-09-08,663645,507,140,3,1,0 186 | 710232,22728,2018-08-18,710232,635,114,3,1,7 187 | 976005,23190,1938-09-14,976005,412,105,2,1,0 188 | 238838,20581,2009-02-03,238838,724,81,2,1,7 189 | 936369,26752,1952-02-14,936369,560,73,2,2,7 190 | 486329,30904,2017-05-10,486329,431,84,2,1,7 191 | 47468,25421,2005-02-22,47468,552,55,4,2,0 192 | 264875,23407,2005-07-15,264875,620,76,2,2,0 193 | 866348,20649,2012-07-13,866348,720,81,1,2,0 194 | 781250,20115,2003-08-26,781250,614,89,3,1,7 195 | 670514,25277,2002-10-15,670514,606,142,3,2,7 196 | 479016,27045,1929-07-09,479016,553,99,3,1,0 197 | 719591,24888,1981-01-05,719591,261,116,2,1,7 198 | 286805,24835,2002-03-02,286805,537,108,2,2,7 199 | 282962,28470,1935-08-19,282962,577,92,2,2,0 200 | 717639,15163,2017-06-06,717639,582,105,4,2,7 201 | 482802,25849,1929-09-07,482802,403,108,3,2,0 202 | 532180,19554,1933-04-06,532180,398,126,3,2,0 203 | 22161,19554,1928-02-06,22161,532,136,2,2,7 204 | 784185,28532,2007-06-28,784185,393,95,3,2,7 205 | 735141,18843,2002-07-16,735141,507,124,4,1,7 206 | 568068,10384,1944-05-15,568068,463,84,4,2,0 207 | 353108,26001,1955-05-25,353108,454,72,2,2,0 208 | 891427,17897,1949-12-22,891427,628,120,5,1,0 209 | 718374,26644,1936-09-17,718374,797,96,1,0,0 210 | 707333,29959,1976-12-04,707333,306,60,1,1,7 211 | 84519,23566,1931-04-07,84519,587,83,2,1,0 212 | 88081,30285,2002-09-02,88081,526,74,2,3,7 213 | 300468,27019,1982-01-21,300468,574,95,2,2,7 214 | 694020,32907,1954-04-27,694020,488,112,2,1,0 215 | 161520,27598,1939-09-07,161520,387,121,3,2,7 216 | 807476,24617,2005-03-16,807476,614,97,4,1,7 217 | 571814,27721,1945-06-21,571814,438,80,3,1,0 218 | 464594,24139,2000-11-13,464594,417,131,3,1,7 219 | 802162,21906,1992-10-03,802162,555,116,3,1,7 220 | 282512,21411,2013-12-22,282512,713,127,3,3,7 221 | 961142,22424,1991-05-20,961142,329,147,2,1,0 222 | 482511,24750,1985-07-18,482511,337,131,3,2,7 223 | 196279,19550,2011-02-18,196279,399,101,2,2,7 224 | 557161,17011,2018-07-03,557161,372,83,3,1,7 225 | 291071,22615,1937-03-08,291071,552,77,3,2,7 226 | 787172,32129,1947-05-15,787172,662,114,1,2,7 227 | 398379,37525,1962-02-07,398379,575,92,3,2,0 228 | 114461,32664,2013-08-04,114461,230,94,1,1,7 229 | 69170,12736,2004-10-12,69170,692,83,2,2,7 230 | 657210,29397,1945-08-22,657210,461,114,3,2,0 231 | 550256,27664,1986-01-07,550256,542,81,2,2,0 232 | 593709,29714,1949-11-22,593709,294,86,3,2,7 233 | 138380,29723,1980-08-04,138380,841,126,1,0,0 234 | 610985,13621,1978-08-18,610985,354,67,2,2,0 235 | 767341,18498,1964-05-17,767341,581,90,3,1,0 236 | 697519,19303,1977-07-07,697519,669,118,2,2,8 237 | 621986,32794,2000-10-17,621986,578,103,3,1,0 238 | 853757,23361,1993-10-19,853757,540,110,3,2,0 239 | 943716,25569,1991-09-11,943716,479,107,2,1,0 240 | 681537,24657,1941-09-27,681537,348,114,1,1,0 241 | 67485,20755,1926-02-24,67485,566,85,2,1,0 242 | 789388,19736,1992-12-12,789388,655,91,2,1,7 243 | 100702,28984,1960-12-06,100702,585,140,2,1,7 244 | 98022,31383,1956-04-09,98022,585,117,2,2,7 245 | 939018,24778,1933-05-05,939018,386,86,4,2,0 246 | 595526,24307,1962-09-08,595526,513,86,1,1,7 247 | 379066,21001,1922-05-21,379066,279,110,3,2,7 248 | 312832,26674,1956-12-28,312832,406,116,3,1,0 249 | 86765,26793,1933-04-05,86765,616,84,2,2,7 250 | 377094,29883,1973-02-04,377094,324,57,2,2,7 251 | 3715,23492,1973-03-07,3715,454,120,2,2,0 252 | 853567,16610,1976-06-27,853567,398,101,1,1,0 253 | 830797,25328,1970-02-07,830797,801,97,2,1,0 254 | 31789,26232,1965-02-13,31789,503,100,3,1,7 255 | 576461,23139,2019-08-03,576461,498,63,1,0,7 256 | 45066,12063,1959-07-06,45066,613,94,2,1,7 257 | 644587,30352,1993-11-08,644587,736,72,3,2,0 258 | 665059,38305,2011-03-18,665059,505,33,3,2,0 259 | 61161,40376,1973-05-03,61161,522,76,2,2,0 260 | 469983,16156,1929-10-07,469983,649,131,2,0,0 261 | 747053,24799,1970-02-20,747053,594,102,3,2,0 262 | 624859,24810,1919-10-23,624859,459,117,2,1,0 263 | 446486,21515,2006-07-06,446486,525,90,2,2,0 264 | 296984,14866,1990-07-02,296984,611,121,2,1,7 265 | 483245,21674,2006-12-15,483245,737,115,3,1,0 266 | 679271,25488,2000-04-05,679271,424,68,1,1,7 267 | 334052,32324,1964-08-04,334052,548,73,2,2,7 268 | 114352,21830,1928-04-28,114352,663,152,2,1,7 269 | 721804,26520,1919-02-02,721804,524,85,2,1,0 270 | 383723,35089,2016-07-27,383723,616,79,2,2,7 271 | 687513,14648,2001-05-22,687513,663,129,3,2,7 272 | 924442,31328,1972-08-28,924442,553,103,4,2,7 273 | 928763,27071,1971-03-16,928763,489,60,2,2,0 274 | 188666,10549,1998-06-08,188666,585,127,2,1,7 275 | 464260,20294,1932-09-17,464260,775,57,2,1,0 276 | 138269,32464,1977-05-26,138269,481,71,3,1,7 277 | 512142,21740,1933-07-13,512142,443,94,3,0,0 278 | 591321,27510,1967-01-23,591321,519,90,2,1,0 279 | 778676,22653,1926-06-25,778676,549,73,1,1,7 280 | 538072,20175,2009-10-24,538072,503,114,0,1,7 281 | 958831,25962,1995-08-14,958831,508,103,3,2,0 282 | 364793,22417,2009-04-13,364793,601,114,3,1,0 283 | 719559,35381,2006-10-15,719559,637,111,3,3,7 284 | 414149,24119,1955-06-13,414149,469,131,3,1,7 285 | 221705,27736,1972-05-26,221705,380,104,3,1,7 286 | 424628,22881,2014-04-19,424628,421,62,2,1,7 287 | 649033,21618,1984-02-17,649033,564,31,2,2,0 288 | 951110,28813,2009-04-22,951110,306,63,2,2,0 289 | 897973,18133,1946-11-24,897973,563,145,3,2,0 290 | 409929,20513,1965-12-08,409929,403,151,2,1,7 291 | 300321,25680,1981-05-21,300321,683,109,1,2,0 292 | 863414,14778,1934-03-20,863414,402,64,3,1,0 293 | 811579,21962,1962-04-21,811579,287,100,3,2,7 294 | 758487,20201,1959-05-14,758487,583,104,3,1,0 295 | 868548,23038,1990-04-17,868548,590,120,3,1,0 296 | 250842,31557,1967-06-28,250842,364,99,2,1,0 297 | 1365,19389,1965-11-20,1365,503,117,3,2,0 298 | 984161,26826,1981-03-05,984161,400,69,4,1,0 299 | 525769,22007,1983-06-23,525769,557,110,2,2,0 300 | 538982,22915,1998-12-23,538982,496,136,3,1,7 301 | 88295,19028,1938-04-02,88295,566,82,2,2,7 302 | 586379,24209,1974-06-01,586379,472,118,4,2,0 303 | 493372,19640,1945-06-21,493372,543,112,4,1,7 304 | 776080,25901,1940-06-09,776080,526,135,1,1,0 305 | 362182,21100,1967-05-25,362182,438,178,1,2,0 306 | 836384,24434,1986-07-19,836384,585,86,3,2,7 307 | 860360,18885,1992-07-20,860360,760,68,3,2,7 308 | 776087,23192,1992-02-11,776087,436,88,1,2,0 309 | 236038,23805,1966-07-06,236038,447,107,2,1,7 310 | 138508,24047,2015-04-05,138508,703,79,2,2,7 311 | 327523,24244,2014-09-24,327523,433,77,3,2,0 312 | 285086,20743,2000-10-21,285086,456,103,1,3,7 313 | 145316,29722,1982-09-25,145316,455,132,2,1,7 314 | 984314,22459,1968-11-04,984314,451,80,3,2,0 315 | 333830,27442,1974-12-02,333830,476,130,2,2,0 316 | 824110,27275,1988-07-23,824110,477,121,4,2,7 317 | 224926,28825,1979-05-19,224926,352,66,3,2,0 318 | 322380,35322,2002-08-08,322380,525,67,0,2,0 319 | 74388,40467,1967-04-26,74388,615,73,4,1,0 320 | 213976,31078,2011-12-14,213976,526,69,1,2,7 321 | 826768,24488,1970-03-08,826768,730,94,2,2,0 322 | 820274,26329,1994-10-13,820274,413,63,2,2,7 323 | 259773,19665,1973-01-05,259773,707,112,2,2,0 324 | 200487,29267,1934-06-05,200487,436,91,3,2,0 325 | 722653,30307,1945-11-06,722653,641,71,1,1,7 326 | 918704,29379,1964-05-07,918704,356,114,3,2,7 327 | 805315,33019,1953-09-01,805315,568,74,3,2,0 328 | 639068,22526,1988-10-15,639068,669,84,3,1,7 329 | 363627,36158,2008-04-02,363627,467,166,3,2,0 330 | 230045,14802,2012-09-24,230045,666,106,2,1,0 331 | 956256,20162,1993-11-11,956256,401,90,3,1,7 332 | 761533,17903,1944-10-20,761533,602,123,3,1,7 333 | 338749,27142,1966-06-04,338749,404,91,2,2,0 334 | 407642,27928,1971-09-25,407642,472,95,1,2,0 335 | 754010,27928,2012-07-12,754010,508,123,2,3,7 336 | 595115,26697,1960-01-24,595115,343,91,4,2,0 337 | 751636,17502,1964-01-14,751636,589,129,2,1,0 338 | 684824,18344,1971-10-16,684824,413,85,3,1,0 339 | 302056,24429,1993-04-25,302056,620,117,3,2,0 340 | 932504,16841,1983-05-10,932504,482,82,2,3,0 341 | 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306000,24507,1999-01-12,306000,701,89,2,1,7 382 | 557267,26362,2016-05-26,557267,280,111,4,2,0 383 | 195405,30001,1977-11-25,195405,281,87,1,1,7 384 | 633308,29662,1993-01-20,633308,481,36,3,1,0 385 | 407250,33630,1991-07-08,407250,458,110,3,2,7 386 | 293972,24312,1970-12-25,293972,582,134,1,1,0 387 | 663505,24312,1971-06-12,663505,602,96,3,2,0 388 | 176664,28429,2012-02-28,176664,382,83,4,2,7 389 | 972550,33599,1982-04-18,972550,376,112,3,2,7 390 | 993739,23873,1942-09-19,993739,259,111,3,3,0 391 | 816129,38021,2003-06-06,816129,647,128,2,2,7 392 | 684088,21128,1936-01-23,684088,486,57,3,1,7 393 | 23299,17907,1992-05-14,23299,583,106,3,2,0 394 | 51161,26937,1974-11-19,51161,482,117,2,2,0 395 | 340804,15191,1980-11-03,340804,547,132,4,1,0 396 | 567526,19862,1965-11-16,567526,610,122,2,1,0 397 | 455201,30013,2015-04-17,455201,353,123,3,2,0 398 | 659355,26676,1966-02-05,659355,548,54,0,2,0 399 | 276231,24643,1978-02-25,276231,782,75,2,1,0 400 | 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541506,27808,1981-04-21,541506,602,101,2,1,7 420 | 763566,27353,1991-07-22,763566,560,83,1,1,0 421 | 555724,28454,1986-01-23,555724,454,80,2,1,0 422 | 637709,26373,2011-05-09,637709,554,113,1,2,0 423 | 102356,26025,1924-03-04,102356,321,137,3,1,0 424 | 312285,26025,1936-01-10,312285,852,122,1,1,7 425 | 253610,29403,1959-07-03,253610,339,93,2,2,7 426 | 813175,36336,1940-12-17,813175,604,73,3,2,0 427 | 598083,29199,1953-02-04,598083,589,52,2,0,7 428 | 391041,33415,2009-11-07,391041,665,104,2,2,7 429 | 893804,19598,1956-03-16,893804,447,87,2,2,7 430 | 602393,24783,1975-07-26,602393,557,72,3,1,0 431 | 631890,17237,2003-02-10,631890,571,91,3,1,7 432 | 982284,32841,2000-11-26,982284,265,91,2,2,0 433 | 867213,33982,2015-01-06,867213,547,105,2,1,8 434 | 698912,26815,2002-08-21,698912,341,111,3,1,0 435 | 382192,30913,2006-11-23,382192,379,96,3,1,0 436 | 376100,26575,2001-01-15,376100,370,93,3,2,0 437 | 416593,35154,1936-09-03,416593,408,71,3,2,7 438 | 54636,35686,1955-06-16,54636,405,98,2,1,7 439 | 532555,20375,1946-11-22,532555,442,101,2,2,7 440 | 137651,18886,1946-04-14,137651,653,90,3,1,8 441 | 673164,19006,1987-07-13,673164,425,143,3,2,7 442 | 242448,27459,2002-01-28,242448,188,123,2,1,7 443 | 671238,13427,1997-02-26,671238,501,111,3,2,7 444 | 325913,21094,1941-01-11,325913,456,101,2,1,0 445 | 145223,21281,1971-09-12,145223,567,68,2,2,0 446 | 505616,25472,1962-08-07,505616,407,112,3,1,0 447 | 766856,24768,2008-10-10,766856,515,118,2,1,0 448 | 776907,25152,1930-05-15,776907,641,102,2,1,0 449 | 489145,19581,1970-04-21,489145,606,114,2,2,0 450 | 8892,19913,1975-04-04,8892,721,105,3,2,7 451 | 455901,25634,1970-01-01,455901,330,79,3,1,7 452 | 721884,25976,1975-09-10,721884,566,77,1,1,7 453 | 287870,21382,1955-05-20,287870,398,115,2,1,0 454 | 228938,26443,1988-08-04,228938,356,116,2,1,0 455 | 157348,25468,1970-08-05,157348,429,83,4,2,0 456 | 767862,20172,2013-09-11,767862,546,98,2,1,7 457 | 11211,25860,1947-11-02,11211,474,137,2,1,7 458 | 140648,29415,1949-02-26,140648,507,107,1,1,0 459 | 240152,19192,1959-11-20,240152,512,87,3,1,0 460 | 792646,22269,1976-10-05,792646,636,86,3,2,0 461 | 867090,31505,2016-10-09,867090,391,87,1,1,7 462 | 944758,22873,1976-03-18,944758,416,89,3,2,0 463 | 448250,26986,1948-10-16,448250,388,107,3,1,7 464 | 516498,18192,1995-09-19,516498,435,59,3,0,7 465 | 364932,26399,2016-06-16,364932,543,99,4,1,7 466 | 752209,27793,1998-10-05,752209,782,79,2,2,0 467 | 102470,27793,1999-12-24,102470,537,99,2,2,0 468 | 684406,27793,1997-09-20,684406,373,133,4,2,0 469 | 627666,28718,1953-10-12,627666,412,129,3,2,7 470 | 300483,27481,2001-09-15,300483,562,67,2,2,0 471 | 841435,20446,1963-11-22,841435,510,89,4,1,0 472 | 351166,30233,1936-10-12,351166,531,64,3,1,0 473 | 207058,24088,2012-01-26,207058,625,86,3,1,7 474 | 399271,30163,2014-04-27,399271,843,112,2,1,0 475 | 83319,20609,1995-08-01,83319,639,72,2,2,7 476 | 243049,29265,1943-11-16,243049,518,78,2,1,0 477 | 264404,13246,1926-02-27,264404,451,115,1,1,0 478 | 384811,25598,1941-09-18,384811,633,94,2,2,0 479 | 972303,25598,1927-06-22,972303,415,104,2,1,0 480 | 545860,23553,1982-04-13,545860,453,150,3,1,7 481 | 602743,32622,1970-06-26,602743,590,64,2,1,0 482 | 34816,10722,2019-02-21,34816,297,147,3,2,7 483 | 617313,28158,1978-05-11,617313,371,120,2,2,0 484 | 849588,24866,1975-09-07,849588,599,110,3,2,7 485 | 109697,34853,1969-07-15,109697,539,131,4,2,0 486 | 674088,17003,1958-10-03,674088,501,103,2,2,0 487 | 500459,27509,1984-08-28,500459,582,86,2,3,0 488 | 297710,19635,1996-10-16,297710,517,110,2,2,7 489 | 415565,16827,1944-02-09,415565,593,109,2,1,0 490 | 297775,16827,1937-01-05,297775,589,95,2,1,7 491 | 273376,28926,1946-04-21,273376,438,115,2,1,0 492 | 33586,30683,2019-10-11,33586,430,108,3,1,7 493 | 702153,23862,1993-07-24,702153,661,122,2,2,7 494 | 742884,19171,1986-11-18,742884,533,115,3,2,7 495 | 29025,28135,1918-01-01,29025,558,79,3,1,0 496 | 449992,26619,1940-02-06,449992,456,94,3,1,0 497 | 791566,25193,2011-12-23,791566,472,81,2,2,7 498 | 926005,16822,2011-12-15,926005,414,144,2,2,7 499 | 644450,23443,2011-10-28,644450,370,134,2,2,7 500 | 520450,18661,1986-01-27,520450,541,108,3,1,0 501 | 268922,18787,1977-10-14,268922,387,107,4,1,0 502 | 672733,30666,2000-08-09,672733,324,68,3,1,7 503 | 332004,40060,2017-03-14,332004,718,78,3,2,7 504 | 919940,28427,1976-10-17,919940,235,125,2,1,0 505 | 69751,37327,1975-03-07,69751,612,95,4,2,0 506 | 418859,36472,1981-09-02,418859,720,98,2,2,7 507 | 140789,25327,1957-09-12,140789,897,66,2,1,7 508 | 543396,23358,1941-05-08,543396,474,102,3,1,7 509 | 696934,26464,1989-08-02,696934,612,55,1,3,7 510 | 866316,39906,1988-06-06,866316,493,114,3,2,7 511 | 380785,26110,1905-02-15,380785,525,110,2,2,7 512 | 259508,22535,2017-06-01,259508,766,99,2,2,7 513 | 123152,29931,2014-12-09,123152,476,143,3,1,7 514 | 680806,25903,2018-07-06,680806,742,70,3,2,8 515 | 405005,25196,2009-12-06,405005,508,90,2,2,0 516 | 372326,28597,2001-06-02,372326,720,129,3,1,7 517 | 506357,24492,1978-05-25,506357,540,136,2,2,0 518 | 952534,24555,1958-03-05,952534,568,95,4,2,7 519 | 143494,19638,1923-01-20,143494,504,90,3,1,0 520 | 327343,26578,1951-12-12,327343,506,67,2,2,0 521 | 614226,23858,1923-04-17,614226,505,117,3,1,7 522 | 11573,27993,1954-09-10,11573,589,117,1,1,0 523 | 518635,13623,1984-05-19,518635,231,89,2,2,7 524 | 517310,30353,1975-09-12,517310,448,84,3,2,0 525 | 409679,35993,1987-12-14,409679,410,91,1,2,0 526 | 59120,25556,1958-07-16,59120,724,123,4,1,0 527 | 688003,26224,1938-01-24,688003,395,115,3,2,0 528 | 3140,26224,1996-10-25,3140,627,55,2,2,7 529 | 920797,29349,1925-08-08,920797,355,71,3,1,7 530 | 491143,22386,1954-01-03,491143,562,85,4,1,0 531 | 131630,18362,1989-05-01,131630,359,85,2,1,0 532 | 31391,23497,1986-11-20,31391,400,93,3,1,0 533 | 627929,25321,1986-03-03,627929,362,106,3,1,0 534 | 632611,25321,1960-05-04,632611,458,121,5,1,7 535 | 486214,15086,1966-06-07,486214,425,99,1,1,7 536 | 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575 | 455934,29673,1942-03-18,455934,754,92,2,2,0 576 | 63576,26651,2006-09-17,63576,508,81,3,2,0 577 | 876498,28227,2009-06-14,876498,303,89,3,2,7 578 | 794139,28227,1984-10-22,794139,708,136,3,2,7 579 | 31526,29835,1986-07-28,31526,382,74,1,1,0 580 | 109372,16617,2001-02-08,109372,685,100,2,1,7 581 | 745741,16476,1914-12-15,745741,699,109,3,1,7 582 | 538129,13799,1925-02-09,538129,428,126,2,2,0 583 | 531446,18683,2007-07-15,531446,454,67,1,2,7 584 | 788316,19035,1937-10-16,788316,389,109,2,1,0 585 | 156050,25975,1949-10-11,156050,228,138,2,2,0 586 | 232334,16095,1954-02-10,232334,515,122,1,1,0 587 | 241434,27706,1925-01-17,241434,704,81,2,1,0 588 | 932745,37703,1992-06-20,932745,461,76,4,1,7 589 | 255711,25722,1988-04-17,255711,367,102,2,1,0 590 | 298392,22163,1995-04-09,298392,423,94,2,1,0 591 | 662106,23801,1991-03-03,662106,465,85,1,1,0 592 | 387891,25266,1988-03-12,387891,385,68,4,2,0 593 | 749350,27702,1994-08-21,749350,640,142,2,2,0 594 | 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634 | 999947,24399,1987-07-01,999947,675,54,4,2,0 635 | 231526,35962,1966-03-21,231526,341,41,4,1,0 636 | 148588,20448,1967-08-12,148588,549,140,2,2,0 637 | 506225,40680,2013-09-02,506225,440,85,3,1,7 638 | 157909,22890,1971-06-15,157909,650,102,4,1,7 639 | 24015,6074,1962-03-28,24015,547,123,2,1,0 640 | 960253,21701,2017-09-03,960253,303,82,1,1,7 641 | 116022,21775,1980-01-28,116022,505,112,2,1,0 642 | 325390,22557,1940-03-12,325390,521,115,2,1,0 643 | 738960,17399,1960-05-02,738960,429,150,1,2,0 644 | 201653,17399,2013-12-27,201653,431,77,3,2,7 645 | 996116,16278,2007-06-11,996116,599,120,3,1,7 646 | 77637,22373,2013-10-15,77637,517,135,3,1,7 647 | 980257,28058,1987-10-18,980257,604,83,1,2,0 648 | 522178,30562,2009-01-13,522178,307,105,2,2,0 649 | 559398,20894,1918-08-01,559398,567,101,2,2,0 650 | 886377,29088,2014-01-02,886377,679,129,4,1,7 651 | 648654,35362,1964-01-24,648654,367,121,2,1,7 652 | 834568,27982,1992-11-24,834568,560,116,2,1,0 653 | 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731 | 306745,19075,1997-02-25,306745,250,89,4,0,7 732 | 362135,34424,2019-07-13,362135,451,91,4,1,7 733 | 248039,12417,2006-12-27,248039,632,73,3,1,0 734 | 592031,16088,2001-07-13,592031,638,108,3,2,0 735 | 400493,24416,1997-07-03,400493,545,76,2,2,7 736 | 867792,22650,1992-08-23,867792,527,76,3,1,7 737 | 300148,25086,1986-10-16,300148,674,108,2,1,0 738 | 527114,15500,1926-08-09,527114,368,71,3,1,0 739 | 259382,32044,1960-03-13,259382,501,53,2,1,7 740 | 724829,24391,2008-08-13,724829,395,115,3,1,7 741 | 983531,26955,1990-05-14,983531,352,78,3,1,0 742 | 368559,18320,2000-06-10,368559,532,122,2,2,7 743 | 714126,35901,1964-09-19,714126,306,81,2,3,0 744 | 560044,20554,1952-12-09,560044,359,102,3,2,7 745 | 673281,23434,1962-01-08,673281,649,69,3,2,0 746 | 711245,33180,1967-11-22,711245,660,96,4,3,0 747 | 945840,24003,1924-07-10,945840,682,91,2,2,0 748 | 56067,27591,1986-02-03,56067,507,77,2,2,7 749 | 465826,21969,1980-06-13,465826,509,122,3,2,7 750 | 259302,22883,1984-01-25,259302,539,47,1,3,7 751 | 287964,22900,1991-12-03,287964,459,100,2,2,7 752 | 680408,28385,2012-09-06,680408,558,144,3,1,7 753 | 43264,18306,1972-03-11,43264,452,63,1,1,7 754 | 583188,12431,1973-11-07,583188,378,95,2,2,0 755 | 450861,38628,1998-11-23,450861,329,107,3,3,0 756 | 276431,28674,1996-07-24,276431,292,74,3,2,0 757 | 937310,23276,1992-04-13,937310,410,87,2,1,0 758 | 68841,14003,1946-07-05,68841,533,89,3,1,7 759 | 751188,25947,2001-03-16,751188,493,128,3,1,7 760 | 768272,32440,1997-06-01,768272,483,53,2,1,0 761 | 919546,18909,2003-05-17,919546,399,97,2,2,0 762 | 727658,35871,2003-11-05,727658,681,89,3,1,0 763 | 97704,24149,1954-09-23,97704,489,130,2,2,0 764 | 334832,26721,1953-01-02,334832,472,104,3,2,0 765 | 511853,26721,2010-03-26,511853,615,87,2,1,7 766 | 328644,35435,2014-02-14,328644,807,67,3,1,7 767 | 92301,17396,2010-07-23,92301,710,95,4,2,0 768 | 943682,26226,2017-05-01,943682,631,125,3,1,7 769 | 190706,10128,1991-10-06,190706,485,110,2,0,0 770 | 111594,13518,1991-03-14,111594,401,93,2,2,0 771 | 653583,30791,1994-11-21,653583,366,97,3,2,0 772 | 130604,12009,2016-03-22,130604,363,110,3,1,7 773 | 432700,21243,2011-05-15,432700,669,127,2,2,7 774 | 289203,15224,1960-10-24,289203,498,118,2,1,0 775 | 315382,36744,1979-11-22,315382,464,111,2,2,0 776 | 596940,27539,1976-11-08,596940,865,82,3,2,0 777 | 124269,18073,1981-12-04,124269,592,102,2,1,0 778 | 655172,18073,1996-02-28,655172,385,88,3,1,0 779 | 170894,22499,1984-06-26,170894,612,96,3,2,0 780 | 675470,16618,2000-09-17,675470,532,57,2,2,0 781 | 693559,26433,1957-05-27,693559,526,123,4,2,0 782 | 404447,21290,1943-02-16,404447,494,124,4,1,0 783 | 444883,21590,1955-04-03,444883,625,144,3,1,0 784 | 215925,19312,1964-05-20,215925,604,52,2,2,0 785 | 959523,29302,1960-08-21,959523,463,48,4,1,7 786 | 980663,22757,1972-12-03,980663,435,82,1,2,7 787 | 104019,35307,1971-08-20,104019,517,105,2,1,0 788 | 390709,21444,1986-12-25,390709,472,87,4,2,7 789 | 309012,21444,1988-04-01,309012,500,130,2,1,8 790 | 878408,29537,1978-01-27,878408,559,97,3,1,7 791 | 260313,28128,1950-10-14,260313,490,74,4,2,8 792 | 238887,29685,1969-10-18,238887,643,96,3,1,7 793 | 882136,31481,1974-10-13,882136,504,99,3,1,7 794 | 152025,28236,1961-06-26,152025,639,95,2,2,7 795 | 660229,23233,1933-02-14,660229,721,101,3,2,0 796 | 156508,35639,1952-08-21,156508,600,107,3,2,0 797 | 671036,28941,1950-11-17,671036,398,80,1,1,7 798 | 310975,29597,2010-04-28,310975,463,105,2,2,7 799 | 233851,36037,1984-12-16,233851,311,101,2,2,0 800 | 820953,25729,1987-08-18,820953,492,80,3,1,0 801 | 115715,23751,1987-11-04,115715,295,122,2,2,0 802 | 755231,16835,1984-10-12,755231,425,101,3,2,7 803 | 165999,28538,1977-04-19,165999,503,41,3,2,7 804 | 381511,37396,2015-05-11,381511,598,109,3,1,0 805 | 259182,37396,2007-03-21,259182,501,121,4,1,0 806 | 542894,29028,1999-06-10,542894,372,81,2,1,7 807 | 104905,26474,2018-12-24,104905,466,120,2,2,0 808 | 370174,31378,2007-10-23,370174,595,100,3,2,0 809 | 345529,25574,2013-02-11,345529,412,115,3,2,7 810 | 901352,30526,1936-04-18,901352,783,76,1,2,0 811 | 395808,22602,2001-09-09,395808,546,117,3,2,7 812 | 745914,28402,1997-02-20,745914,410,88,2,2,0 813 | 219806,7674,2009-02-04,219806,511,102,3,1,7 814 | 197589,23863,1964-03-12,197589,355,75,2,2,7 815 | 464323,17065,2010-08-26,464323,348,93,3,1,7 816 | 839874,36311,1945-02-08,839874,343,112,4,1,7 817 | 428268,22210,2004-07-25,428268,282,74,2,3,0 818 | 613176,34803,2008-02-07,613176,308,113,2,2,0 819 | 803231,29425,2010-03-03,803231,564,116,3,1,7 820 | 951604,19612,1987-01-26,951604,645,93,3,1,7 821 | 887798,17660,1992-06-03,887798,494,128,1,2,7 822 | 302806,17205,2012-09-28,302806,471,96,3,2,0 823 | 951722,29707,1998-03-21,951722,537,99,3,2,0 824 | 526659,29707,2012-02-10,526659,520,108,3,2,7 825 | 6696,23609,1953-09-06,6696,635,118,3,2,7 826 | 616119,13331,1924-09-15,616119,405,93,2,1,0 827 | 596090,25174,1913-08-07,596090,576,132,3,2,7 828 | 866869,18884,1917-04-12,866869,551,79,3,2,7 829 | 572069,24565,1968-06-15,572069,578,94,3,1,7 830 | 316489,18174,1960-01-13,316489,265,91,3,2,0 831 | 956967,18174,1956-08-25,956967,620,163,2,1,0 832 | 61963,22292,1967-09-08,61963,612,97,2,2,0 833 | 49171,21661,2011-03-03,49171,458,87,2,1,7 834 | 559689,21732,1916-02-09,559689,427,126,2,2,7 835 | 578758,36963,1998-09-26,578758,422,93,2,1,0 836 | 6717,23983,1981-03-18,6717,522,97,3,1,0 837 | 237304,23983,1987-11-02,237304,600,85,3,1,7 838 | 36621,11260,2001-06-19,36621,443,102,2,2,7 839 | 148699,21637,1984-02-09,148699,928,112,3,2,0 840 | 697435,25113,1983-01-09,697435,483,109,3,2,7 841 | 56081,30751,2009-01-26,56081,552,145,2,2,7 842 | 41388,19012,1938-01-05,41388,604,88,2,1,0 843 | 401816,23577,1947-10-26,401816,292,125,3,1,7 844 | 414775,31038,1988-02-22,414775,524,103,3,2,0 845 | 4979,24683,1960-01-11,4979,463,109,2,2,7 846 | 635473,15488,1958-03-27,635473,573,156,3,1,0 847 | 113688,30622,1994-04-15,113688,345,101,2,2,0 848 | 569698,11502,1951-12-07,569698,460,130,2,1,7 849 | 129829,30793,1942-08-02,129829,629,107,1,2,0 850 | 310601,29845,1968-05-14,310601,522,75,1,1,7 851 | 633484,28086,1948-03-18,633484,466,107,2,1,7 852 | 499301,24278,1954-09-18,499301,573,99,2,1,0 853 | 166310,19224,1927-05-12,166310,558,150,3,2,7 854 | 594738,30316,1995-07-06,594738,448,81,3,3,7 855 | 481848,25147,1993-10-27,481848,404,88,3,0,7 856 | 586823,30245,1984-10-18,586823,359,112,2,2,0 857 | 488071,19651,1930-12-23,488071,306,91,4,2,0 858 | 739195,24892,1997-03-05,739195,437,103,2,1,7 859 | 488304,29361,1970-08-19,488304,525,63,4,2,7 860 | 197506,19632,1991-01-10,197506,594,62,4,2,0 861 | 200585,21953,2005-12-11,200585,374,125,2,2,7 862 | 603868,29711,1952-08-17,603868,547,91,2,1,7 863 | 957647,24905,1931-03-06,957647,443,116,3,1,0 864 | 580635,32399,1937-01-22,580635,451,47,3,2,0 865 | 77165,22676,1948-07-12,77165,707,91,2,1,7 866 | 138585,18743,1977-04-23,138585,559,115,4,1,7 867 | 184350,35141,1984-07-27,184350,597,78,3,1,0 868 | 81428,29524,1975-05-28,81428,440,108,2,1,0 869 | 471644,19301,1980-06-14,471644,488,76,3,2,7 870 | 712399,29545,2011-02-03,712399,559,136,3,1,7 871 | 741764,10934,1975-07-02,741764,482,99,1,2,0 872 | 976365,24502,1983-05-02,976365,386,93,4,1,0 873 | 677346,32225,2009-03-04,677346,742,138,4,1,7 874 | 506555,15591,1986-04-04,506555,458,100,2,2,0 875 | 646041,15610,1984-10-13,646041,572,99,3,2,7 876 | 135189,27088,1993-02-01,135189,511,77,3,1,7 877 | 128213,21919,1994-05-19,128213,423,91,2,3,7 878 | 783277,18941,1967-12-25,783277,593,100,3,2,0 879 | 790214,28477,1986-02-06,790214,478,113,4,2,0 880 | 717627,34378,1989-10-26,717627,649,113,1,2,7 881 | 676451,16808,1983-05-26,676451,401,42,3,2,0 882 | 140798,30229,1990-07-09,140798,550,52,3,2,7 883 | 985526,20420,1994-09-17,985526,691,98,3,1,0 884 | 3758,15822,1998-07-24,3758,361,163,3,1,0 885 | 15931,22742,1999-04-27,15931,204,125,2,1,7 886 | 146175,19935,1998-12-13,146175,320,109,3,1,0 887 | 495410,20209,1994-07-27,495410,622,61,3,2,7 888 | 448127,31017,2018-01-19,448127,487,123,1,1,7 889 | 386258,32051,2015-06-13,386258,446,81,2,1,7 890 | 614480,31663,2002-12-16,614480,457,98,2,1,0 891 | 353353,36852,2006-10-22,353353,640,102,3,2,7 892 | 317234,21298,1950-08-02,317234,457,108,1,1,0 893 | 835077,13967,1966-10-22,835077,399,104,3,2,0 894 | 445274,29986,2014-12-18,445274,444,84,3,1,7 895 | 871582,13914,1988-02-20,871582,519,127,2,1,0 896 | 819418,18393,2012-04-15,819418,530,123,1,2,7 897 | 848676,23025,1968-06-01,848676,669,87,2,2,0 898 | 474146,32277,1986-09-18,474146,532,94,1,1,7 899 | 661598,20510,1983-05-18,661598,540,79,3,2,7 900 | 948912,26647,2006-09-01,948912,459,54,3,1,0 901 | 622047,12107,1983-09-24,622047,524,109,1,1,7 902 | 554978,27692,1959-05-15,554978,325,89,3,2,0 903 | 60263,18651,1918-10-26,60263,499,57,2,1,0 904 | 668227,19435,1969-01-21,668227,578,106,4,1,0 905 | 10873,23283,1994-06-09,10873,627,134,2,1,7 906 | 414958,13367,1914-07-15,414958,598,97,3,2,0 907 | 276944,26997,1957-02-26,276944,682,111,3,2,0 908 | 729145,32651,1976-06-03,729145,292,96,1,1,7 909 | 556483,24986,1969-02-15,556483,561,106,2,1,7 910 | 33705,19368,1910-06-14,33705,453,97,1,2,0 911 | 199990,27341,1961-03-13,199990,563,112,3,2,0 912 | 154441,29679,1936-05-07,154441,495,117,2,1,0 913 | 868117,32765,1914-03-08,868117,374,110,4,1,7 914 | 318776,27418,1948-08-27,318776,715,97,2,2,7 915 | 230339,23669,1981-04-17,230339,608,87,3,2,0 916 | 547683,26629,1959-10-22,547683,342,75,2,1,7 917 | 978958,26724,1984-11-13,978958,266,106,4,1,0 918 | 243636,16255,1976-04-26,243636,756,113,3,1,7 919 | 240757,20171,1981-01-20,240757,414,77,3,2,0 920 | 883911,32744,1975-11-25,883911,282,87,1,2,0 921 | 884638,32520,1989-06-03,884638,932,79,3,1,0 922 | 843492,17427,1997-06-03,843492,314,71,3,1,0 923 | 541891,25425,1977-04-04,541891,449,128,3,1,7 924 | 897920,34223,1948-08-17,897920,384,38,3,2,7 925 | 959735,29216,2018-06-17,959735,515,148,2,0,7 926 | 79048,16722,2015-09-26,79048,424,115,3,1,7 927 | 840046,19720,1999-06-12,840046,466,111,3,1,0 928 | 857766,22300,2013-08-08,857766,403,94,1,2,7 929 | 529080,17784,1999-09-16,529080,343,83,4,2,0 930 | 333215,21415,1969-07-24,333215,540,94,3,1,0 931 | 498554,22399,1952-10-01,498554,238,43,3,1,7 932 | 56607,19748,1913-07-05,56607,420,128,2,1,7 933 | 143181,25892,1939-05-25,143181,630,95,2,1,0 934 | 114874,27471,1918-09-12,114874,752,122,3,2,7 935 | 508974,6046,1918-06-19,508974,197,90,1,1,0 936 | 6838,17893,1961-04-24,6838,531,98,3,2,7 937 | 428606,21254,1936-03-22,428606,510,131,3,2,7 938 | 494422,32042,1983-06-01,494422,364,117,3,1,7 939 | 512227,4990,1963-12-08,512227,491,114,3,2,7 940 | 270274,33989,1970-11-23,270274,518,121,2,1,7 941 | 563207,31457,1905-11-23,563207,498,103,3,2,7 942 | 882811,19765,1956-01-01,882811,401,127,0,1,0 943 | 589034,19765,1979-05-23,589034,781,88,2,2,7 944 | 899994,19765,1986-01-06,899994,614,93,1,1,7 945 | 621364,20143,1935-10-05,621364,341,114,2,2,0 946 | 323669,20143,2011-06-08,323669,476,115,2,2,0 947 | 236645,17991,1910-05-22,236645,446,96,2,1,7 948 | 294617,22111,1932-12-13,294617,479,120,4,1,0 949 | 15816,21723,1946-02-18,15816,428,92,3,1,0 950 | 355291,23785,1940-11-20,355291,693,109,2,1,0 951 | 889712,23785,1913-01-13,889712,466,67,1,2,0 952 | 151609,17711,1979-05-06,151609,262,116,2,1,0 953 | 557750,24636,2017-02-18,557750,704,67,2,2,7 954 | 726286,22131,1960-06-13,726286,365,108,2,2,0 955 | 471780,21049,2011-05-04,471780,536,97,2,2,0 956 | 832622,27235,1951-05-02,832622,255,95,3,2,7 957 | 98148,17720,1996-03-05,98148,345,128,2,2,7 958 | 667304,25980,1978-04-15,667304,554,127,2,2,0 959 | 667367,19649,2005-09-05,667367,692,116,3,2,0 960 | 166992,30427,1964-07-24,166992,557,105,3,1,0 961 | 80396,20663,1951-06-01,80396,450,85,3,2,0 962 | 460945,30419,1934-04-05,460945,592,66,2,2,0 963 | 767169,18196,1961-08-01,767169,287,78,3,2,0 964 | 731701,18718,1995-03-21,731701,374,91,1,1,0 965 | 162985,21569,1964-03-02,162985,319,116,3,1,7 966 | 258199,29142,1985-12-06,258199,587,136,4,1,7 967 | 752430,27632,1942-11-13,752430,280,85,2,2,7 968 | 866190,25661,2017-11-12,866190,444,114,2,1,7 969 | 93700,16350,1967-09-07,93700,200,78,2,1,0 970 | 961480,18471,1995-02-27,961480,392,123,3,2,0 971 | 940366,28990,2010-06-09,940366,633,82,2,2,0 972 | 446728,37971,1994-07-18,446728,663,101,2,1,0 973 | 735480,27329,2009-05-10,735480,412,104,2,1,0 974 | 836485,21997,2004-01-08,836485,385,114,4,2,0 975 | 475590,32071,1933-08-16,475590,667,109,3,2,7 976 | 80563,32071,1994-02-01,80563,432,131,2,1,7 977 | 825017,26458,1993-01-04,825017,881,106,4,1,0 978 | 429727,26458,1962-09-15,429727,565,89,2,2,7 979 | 473527,24000,1943-03-22,473527,568,124,2,2,7 980 | 167899,15454,1972-05-27,167899,403,55,3,2,7 981 | 447885,31438,1966-12-11,447885,424,95,3,2,7 982 | 30134,32410,1958-09-25,30134,387,104,3,2,0 983 | 93745,32410,2000-02-04,93745,552,68,1,2,7 984 | 4791,21533,2008-11-16,4791,430,81,2,2,7 985 | 851201,28210,2003-05-22,851201,348,111,3,1,0 986 | 297909,28210,2019-01-04,297909,467,114,2,1,7 987 | 405361,34721,2012-10-22,405361,445,76,2,1,7 988 | 844511,7086,1998-03-07,844511,468,81,3,2,7 989 | 683291,30650,2016-12-17,683291,440,102,3,3,7 990 | 62591,17882,1991-04-05,62591,264,125,3,2,0 991 | 854221,24875,1936-11-03,854221,338,107,1,1,0 992 | 580956,24875,1953-10-28,580956,612,134,2,1,0 993 | 456491,23505,1976-11-13,456491,293,109,2,2,7 994 | 711597,20656,1944-01-24,711597,604,87,2,1,0 995 | 314527,31751,1961-09-10,314527,461,111,3,2,0 996 | 636683,31751,1985-11-28,636683,605,86,3,1,8 997 | 839682,25395,1976-06-11,839682,704,58,3,1,7 998 | 182242,29024,1990-02-19,182242,461,130,3,1,0 999 | 653381,22371,2012-09-04,653381,589,102,3,1,0 1000 | 894515,13498,1975-05-26,894515,409,135,3,1,7 1001 | 80829,31176,1970-06-24,80829,459,107,1,1,0 1002 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration1/ages_bucketization.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * EXCEPT(Age), 18 | CASE 19 | WHEN Age IS NULL THEN "Unknown" 20 | WHEN Age < 25 THEN "Young" 21 | WHEN Age >= 25 AND Age < 50 THEN "Adult" 22 | ELSE "Elderly" 23 | END Age_Bucket 24 | FROM 25 | `caramel-howl-182418.LTV_Classification.Users` 26 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration1/feature_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`.User_ID, 18 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.timeOnScreen, 19 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.UniqueScreenViews, 20 | `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`.Loyalty_Program, 21 | `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`.Age_Bucket, 22 | `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`.Country_Code, 23 | `caramel-howl-182418.LTV_Classification.ScreenResolutionMode`.screenResolution, 24 | `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`.Class 25 | FROM 26 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`, 27 | `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`, 28 | `caramel-howl-182418.LTV_Classification.Accounts`, 29 | `caramel-howl-182418.LTV_Classification.ScreenResolutionMode` 30 | WHERE 31 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.User_ID = `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`.User_ID 32 | AND `caramel-howl-182418.LTV_Classification.Accounts`.Account_Number = `caramel-howl-182418.LTV_Classification.Users_Bucketed_Classified`.Account_ID 33 | AND `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.User_ID = `caramel-howl-182418.LTV_Classification.ScreenResolutionMode`.User_ID -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration1/model_confusion_matrix_creation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | ML.CONFUSION_MATRIX(MODEL `caramel-howl-182418.LTV_Classification.model_iteration_1`) 20 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration1/model_creation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | CREATE MODEL 17 | `caramel-howl-182418.LTV_Classification.model_iteration_1` 18 | OPTIONS 19 | ( model_type='logistic_reg', 20 | auto_class_weights=TRUE, 21 | input_label_cols=['Class']) AS 22 | SELECT 23 | screenResolution, 24 | timeOnScreen, 25 | UniqueScreenViews, 26 | Loyalty_Program, 27 | Age_Bucket, 28 | Country_Code, 29 | Class 30 | FROM 31 | `caramel-howl-182418.LTV_Classification.Dataset_Iteration_1`; 32 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration1/model_evaluation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | ML.EVALUATE(MODEL `caramel-howl-182418.LTV_Classification.model_iteration_1`) 20 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration1/model_prediction.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | User_ID, 18 | timeOnScreen, 19 | UniqueScreenViews, 20 | Loyalty_Program, 21 | Age_Bucket, 22 | Country_code, 23 | screenResolution, 24 | Class, 25 | predicted_Class 26 | FROM 27 | ML.PREDICT(MODEL `caramel-howl-182418.LTV_Classification.model_iteration_1`, 28 | ( 29 | SELECT 30 | * 31 | FROM 32 | `caramel-howl-182418.LTV_Classification.Dataset_Iteration_1`)) -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration1/users_labelling.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * EXCEPT(LifeTime_Value), 18 | CASE 19 | WHEN LifeTime_Value < Boundary1 THEN "Small" 20 | WHEN LifeTime_Value >= Boundary1 21 | AND LifeTime_value < Boundary2 THEN "Medium" 22 | ELSE "Large" 23 | END Class 24 | FROM 25 | `caramel-howl-182418.LTV_Classification.Users_Age_Bucketed`, 26 | `caramel-howl-182418.LTV_Classification.Classification_Boundaries` -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/age_cleanup.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * EXCEPT(Age), 18 | CASE 19 | WHEN Age IS NULL THEN average_age 20 | ELSE Age 21 | END Age 22 | FROM 23 | `caramel-howl-182418.LTV_Classification.Users`, 24 | `caramel-howl-182418.LTV_Classification.Average_Age` -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/average_age_calculation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | ROUND(AVG(age)) AS average_age 18 | FROM 19 | `caramel-howl-182418.LTV_Classification.Users` 20 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/features_selection.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | `caramel-howl-182418.LTV_Classification.Users_Calculated`.User_ID, 18 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.timeOnScreen, 19 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.UniqueScreenViews, 20 | `caramel-howl-182418.LTV_Classification.Users_Calculated`.Loyalty_Program, 21 | `caramel-howl-182418.LTV_Classification.Users_Calculated`.Age, 22 | `caramel-howl-182418.LTV_Classification.Users_Calculated`.Country_Code, 23 | `caramel-howl-182418.LTV_Classification.ScreenResolutionMode`.screenResolution, 24 | `caramel-howl-182418.LTV_Classification.Users_Calculated`.Normalized_Loyalty_Program, 25 | `caramel-howl-182418.LTV_Classification.Users_Calculated`.Class 26 | FROM 27 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`, 28 | `caramel-howl-182418.LTV_Classification.Users_Calculated`, 29 | `caramel-howl-182418.LTV_Classification.Accounts`, 30 | `caramel-howl-182418.LTV_Classification.ScreenResolutionMode` 31 | WHERE 32 | `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.User_ID = `caramel-howl-182418.LTV_Classification.Users_Calculated`.User_ID 33 | AND `caramel-howl-182418.LTV_Classification.Accounts`.Account_Number = `caramel-howl-182418.LTV_Classification.Users_Calculated`.Account_ID 34 | AND `caramel-howl-182418.LTV_Classification.Aggregated_GA360`.User_ID = `caramel-howl-182418.LTV_Classification.ScreenResolutionMode`.User_ID 35 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/model_confusion_matrix_creation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | ML.CONFUSION_MATRIX(MODEL `caramel-howl-182418.LTV_Classification.model_iteration_2`) 20 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/model_creation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | CREATE MODEL 17 | `caramel-howl-182418.LTV_Classification.model_iteration_2` 18 | OPTIONS 19 | ( model_type='logistic_reg', 20 | auto_class_weights=TRUE, 21 | input_label_cols=['Class']) AS 22 | SELECT 23 | screenResolution, 24 | timeOnScreen, 25 | UniqueScreenViews, 26 | Loyalty_Program, 27 | Age, 28 | Normalized_Loyalty_Program, 29 | Country_Code, 30 | Class 31 | FROM 32 | `caramel-howl-182418.LTV_Classification.Dataset_Iteration_2`; 33 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/model_evaluation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * 18 | FROM 19 | ML.EVALUATE(MODEL `caramel-howl-182418.LTV_Classification.model_iteration_2`) 20 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/model_prediction.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | User_ID, 18 | timeOnScreen, 19 | UniqueScreenViews, 20 | Loyalty_Program, 21 | Age, 22 | Normalized_Loyalty_Program, 23 | Country_code, 24 | screenResolution, 25 | Class, 26 | predicted_Class 27 | FROM 28 | ML.PREDICT(MODEL `caramel-howl-182418.LTV_Classification.model_iteration_2`, 29 | ( 30 | SELECT 31 | * 32 | FROM 33 | `caramel-howl-182418.LTV_Classification.Dataset_Iteration_2`)) 34 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/Iteration2/users_labelling.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | * EXCEPT(LifeTime_Value), 18 | Loyalty_Program/Age Normalized_Loyalty_Program, 19 | CASE 20 | WHEN LifeTime_Value < Boundary1 THEN "Small" 21 | WHEN LifeTime_Value >= Boundary1 22 | AND LifeTime_value < Boundary2 THEN "Medium" 23 | ELSE "Large" 24 | END Class 25 | FROM 26 | `caramel-howl-182418.LTV_Classification.Users_Age_Cleaned`, 27 | `caramel-howl-182418.LTV_Classification.Classification_Boundaries` 28 | -------------------------------------------------------------------------------- /lifetime_value_classification_sql/classification_boundaries_calculation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | (MIN(LifeTime_Value)+AVG(LifeTime_Value))/8 Boundary1, 18 | (MAX(LifeTime_Value)+AVG(LifeTime_Value))/4 Boundary2 19 | FROM 20 | `caramel-howl-182418.LTV_Classification.Users` -------------------------------------------------------------------------------- /lifetime_value_classification_sql/data_aggregation.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | User_ID, 18 | SUM(timeOnScreen) AS timeOnScreen, 19 | SUM(UniqueScreenViews) AS UniqueScreenViews 20 | FROM 21 | `caramel-howl-182418.LTV_Classification.GA360` 22 | GROUP BY 23 | User_ID -------------------------------------------------------------------------------- /lifetime_value_classification_sql/screen_resolution_count.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | User_ID, 18 | screenResolution, 19 | COUNT(screenResolution) AS Count 20 | FROM 21 | `caramel-howl-182418.LTV_Classification.GA360` 22 | GROUP BY 23 | User_ID, 24 | screenResolution 25 | ORDER BY 26 | User_ID -------------------------------------------------------------------------------- /lifetime_value_classification_sql/screen_resolution_mode.sql: -------------------------------------------------------------------------------- 1 | /* 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | */ 16 | SELECT 17 | A.User_ID, 18 | MIN(A.screenResolution) AS screenResolution, 19 | MAX(A.Count) AS Count 20 | FROM 21 | `caramel-howl-182418.LTV_Classification.ScreenResolutionCount` A, 22 | ( 23 | SELECT 24 | User_ID, 25 | MAX(Count) AS Max_Count 26 | FROM 27 | `caramel-howl-182418.LTV_Classification.ScreenResolutionCount` 28 | GROUP BY 29 | User_ID) B 30 | WHERE 31 | A.User_ID = B.User_ID 32 | AND A.Count = B.Max_Count 33 | GROUP BY 34 | User_ID 35 | ORDER BY 36 | User_ID -------------------------------------------------------------------------------- /mock_data_generators/channel_program_name_gen.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | 16 | This script generates the CRM account data's Channel Program Name. 17 | ''' 18 | 19 | 20 | import numpy as np 21 | from itertools import groupby 22 | import matplotlib.pyplot as plt 23 | import pandas as pd 24 | 25 | 26 | data = pd.read_csv("crm_account.csv") 27 | mu = 3 28 | sigma = 0.4 29 | lv = np.random.normal(mu, sigma, 2500) 30 | lv = [int(i) for i in lv] 31 | print(min(lv)) 32 | print(max(lv)) 33 | data['Channel Program Name'] = lv 34 | count, bins, ignored = plt.hist(lv, 30, normed=True) 35 | plt.plot(bins, 1/(sigma * np.sqrt(2 * np.pi)) * np.exp( - (bins - mu)**2 / (2 * sigma**2)), linewidth=2, color='r') 36 | plt.show() 37 | data.to_csv("crm_account_temp.csv") 38 | -------------------------------------------------------------------------------- /mock_data_generators/club_ga360.py: -------------------------------------------------------------------------------- 1 | '''' 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | This script aggregates the time on screen and unique screen views from GA data and plot its distribution. 16 | ''' 17 | 18 | 19 | import pandas as pd 20 | import matplotlib.pyplot as plt 21 | import numpy as np 22 | 23 | data = pd.read_csv("ga_360.csv") 24 | user_data = pd.read_csv("crm_user.csv") 25 | data_club = data.groupby(['User ID']).sum() 26 | data_club = data_club.loc[:, ["timeOnScreen", "UniqueScreenViews"]] 27 | lv = data_club["UniqueScreenViews"].values 28 | count, bins, ignored = plt.hist(lv, 30, normed=True) 29 | plt.plot(bins, 1/(245 * np.sqrt(2 * np.pi)) * np.exp( - (bins - 255)**2 / (2 * 245**2)), linewidth=2, color='r') 30 | plt.show() 31 | 32 | print(data_club) 33 | -------------------------------------------------------------------------------- /mock_data_generators/ga360_gen.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | 16 | This script creates the random GA data using the random normal distribution function in python. 17 | ''' 18 | 19 | 20 | import numpy as np 21 | from itertools import groupby 22 | import matplotlib.pyplot as plt 23 | import pandas as pd 24 | 25 | 26 | #data = pd.read_csv("CRM - User.csv") 27 | columns = ['Visit ID', 'User ID', 'visitStartTime', 'timeOnScreen', 'timeOnSite', 'UniqueScreenViews', 'Medium', 'screenResolution'] 28 | data = pd.DataFrame(columns=columns) 29 | #Visit_ID 30 | data['Visit ID'] = range(1, 1000001) 31 | #User ID 32 | mu = 25000 33 | sigma = 6250 34 | lv = np.random.normal(mu, sigma, 1000000) 35 | lv = [int(i) for i in lv] 36 | data['User ID'] = lv 37 | #visitStartTime 38 | data['visitStartTime'] = range(1, 1000001) 39 | #timeOnScreen 40 | mu = 500 41 | sigma = 125 42 | lv = np.random.normal(mu, sigma, 1000000) 43 | lv = [int(i) for i in lv] 44 | data['timeOnScreen'] = lv 45 | #timeOnSite 46 | mu = 100 47 | sigma = 25 48 | lv = np.random.normal(mu, sigma, 1000000) 49 | lv = [int(i) for i in lv] 50 | data['timeOnSite'] = lv 51 | #UniqueScreenViews 52 | mu = 3 53 | sigma = 0.75 54 | lv = np.random.normal(mu, sigma, 1000000) 55 | lv = [int(i) for i in lv] 56 | data['UniqueScreenViews'] = lv 57 | #Medium 58 | mu = 2 59 | sigma = 0.5 60 | lv = np.random.normal(mu, sigma, 1000000) 61 | lv = [int(i) for i in lv] 62 | data['Medium'] = lv 63 | #screenResolution 64 | mu = 4 65 | sigma = 1 66 | lv = np.random.normal(mu, sigma, 1000000) 67 | lv = [int(i) for i in lv] 68 | data['screenResolution'] = lv 69 | data.to_csv("ga360_1000000.csv") 70 | -------------------------------------------------------------------------------- /mock_data_generators/generate_normal.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | 16 | This script converts the CRM user data's Account ID distribution into normal distribution. 17 | ''' 18 | 19 | 20 | import numpy as np 21 | from itertools import groupby 22 | import matplotlib.pyplot as plt 23 | import pandas as pd 24 | 25 | 26 | data = pd.read_csv("crm_user.csv") 27 | mu = 1250 28 | sigma = 300 29 | lv = np.random.normal(mu, sigma, 50000) 30 | lv = [int(i) for i in lv] 31 | print(min(lv)) 32 | print(max(lv)) 33 | data['Account ID'] = lv 34 | count, bins, ignored = plt.hist(lv, 30, normed=True) 35 | plt.plot(bins, 1/(sigma * np.sqrt(2 * np.pi)) * np.exp( - (bins - mu)**2 / (2 * sigma**2)), linewidth=2, color='r') 36 | plt.show() 37 | data.to_csv("crm_user.csv") 38 | -------------------------------------------------------------------------------- /mock_data_generators/plot.py: -------------------------------------------------------------------------------- 1 | ''' 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | 16 | This script plots the CRM user data's Age field to help visualize the distribution. 17 | ''' 18 | 19 | 20 | import matplotlib.pyplot as plt 21 | import pandas as pd 22 | import numpy as np 23 | from itertools import groupby 24 | 25 | data = pd.read_csv("crm_user.csv") 26 | lv = data["Age"].values 27 | count, bins, ignored = plt.hist(lv, 30, normed=True) 28 | plt.plot(bins, 1/(245 * np.sqrt(2 * np.pi)) * np.exp( - (bins - 255)**2 / (2 * 245**2)), linewidth=2, color='r') 29 | plt.show() 30 | -------------------------------------------------------------------------------- /mock_data_generators/signup_date_gen.py: -------------------------------------------------------------------------------- 1 | '''' 2 | Copyright 2019 Google LLC 3 | 4 | Licensed under the Apache License, Version 2.0 (the "License"); 5 | you may not use this file except in compliance with the License. 6 | You may obtain a copy of the License at 7 | 8 | https://www.apache.org/licenses/LICENSE-2.0 9 | 10 | Unless required by applicable law or agreed to in writing, software 11 | distributed under the License is distributed on an "AS IS" BASIS, 12 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | See the License for the specific language governing permissions and 14 | limitations under the License. 15 | 16 | This script generated activity dates and signup dates. 17 | ''' 18 | 19 | 20 | import pandas as pd 21 | import random 22 | from datetime import * 23 | 24 | 25 | df = pd.read_csv("mock_data.csv") 26 | ad = [] 27 | sd = [] 28 | lbl = [] 29 | sdu = {} 30 | count = 15000 31 | for index, d in df.iterrows(): 32 | year_started = d['Year_Started'] 33 | user_id = d['User_ID'] 34 | year1 = random.randint(year_started, 2019) 35 | month1 = random.randint(1, 12) 36 | date1 = random.randint(1, 28) 37 | d1 = date(year1, month1, date1) 38 | if user_id not in sdu.keys(): 39 | year2 = random.randint(year_started, 2019) 40 | month2 = random.randint(1, 12) 41 | date2 = random.randint(1, 28) 42 | d2 = date(year2, month2, date2) 43 | a = d1 44 | b = d2 45 | if a > b: 46 | a = d2 47 | b = d1 48 | if len(sdu.keys()) < count: 49 | ad.append(a) 50 | sd.append(b) 51 | sdu[user_id] = a 52 | else: 53 | ad.append(b) 54 | sd.append(a) 55 | sdu[user_id] = b 56 | else: 57 | sd.append(sdu[user_id]) 58 | ad.append(d1) 59 | 60 | df['Activity_Date'] = ad 61 | df['Signup_Date'] = sd 62 | 63 | df.to_csv("date_appended_data.csv") 64 | 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