From 8a9bd34648639c4a186b5a9b14e9933677f8a957 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 11:44:45 +0000 Subject: [PATCH 01/15] Fix data type of label column in training notebook Cast the label column 'Exited' to int type to prevent type conversion issues. --- .../data-science-tutorial/3-train-evaluate.ipynb | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index 71d48c18..e1a96974 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -95,7 +95,10 @@ "source": [ "import pandas as pd\n", "SEED = 12345\n", - "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()" + "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", + "# LHS: Cast the label column ("Exited") to type int to avoid type conversion issue later\n", + "df_clean["Exited"] = df_clean["Exited"].astype("int")\n!, + "display(df_clean)\n" ] }, { From 27c2bce37a8434c0ae2568e51cb1450dcd2cf212 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 11:53:41 +0000 Subject: [PATCH 02/15] Fix syntax error in Jupyter notebook --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index e1a96974..acaea98e 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -97,7 +97,7 @@ "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", "# LHS: Cast the label column ("Exited") to type int to avoid type conversion issue later\n", - "df_clean["Exited"] = df_clean["Exited"].astype("int")\n!, + "df_clean["Exited"] = df_clean["Exited"].astype("int")\n", "display(df_clean)\n" ] }, From 36b90096e7de675d10a435df748f9db20d1e4566 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 11:57:27 +0000 Subject: [PATCH 03/15] Simplify data loading in train-evaluate notebook Removed unnecessary comments and streamlined code. --- .../data-science-tutorial/3-train-evaluate.ipynb | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index acaea98e..71d48c18 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -95,10 +95,7 @@ "source": [ "import pandas as pd\n", "SEED = 12345\n", - "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", - "# LHS: Cast the label column ("Exited") to type int to avoid type conversion issue later\n", - "df_clean["Exited"] = df_clean["Exited"].astype("int")\n", - "display(df_clean)\n" + "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()" ] }, { From e4d6c467e16ad98cff760a974e683c90cf5dab15 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:01:10 +0000 Subject: [PATCH 04/15] Cast label column to int and display DataFrame Added data type casting for the label column and displayed the cleaned DataFrame. --- .../data-science-tutorial/3-train-evaluate.ipynb | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index 71d48c18..978f2a2b 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -95,7 +95,10 @@ "source": [ "import pandas as pd\n", "SEED = 12345\n", - "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()" + "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", + "# Cast the label column to type int to avoid type conversion issue later\n", + "df_clean["Exited"] = df_clean["Exited"].astype("int")\n", + "display(df_clean)" ] }, { From dffc358770c43a028f4886e1b073695cb4e078d6 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:02:29 +0000 Subject: [PATCH 05/15] Add files via upload --- .../data-science-tutorial/3-train-evaluate-lhs.ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb new file mode 100644 index 00000000..74dae376 --- /dev/null +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"markdown","source":["# Part 3: Train and register a machine learning model\n","\n","In this tutorial, you'll learn to train multiple machine learning models to select the best one in order to predict which bank customers are likely to leave.\n","\n","Once a model is trained, you'll register the trained model, and log the used hyperaparameters as well as the evaluation metrics using Microsoft Fabric's native integration with the MLflow framework.\n","\n","[MLflow](https://mlflow.org/docs/latest/index.html) is an open source platform for managing the machine learning lifecycle with features like Tracking, Models, and Model Registry. MLflow is natively integrated with the Fabric Data Science experience.\n","\n","## Prerequisites\n","\n","- Complete [Part 2: Explore and clean data](https://learn.microsoft.com/fabric/data-science/tutorial-data-science-explore-notebook).\n","- Attach the same lakehouse you used in Part 2 to this notebook."],"metadata":{},"id":"f7cbbac5"},{"cell_type":"markdown","source":["## Install custom libraries\n","\n","For this notebook, you'll install imbalanced-learn (imported as `imblearn`) using `%pip install`. Imbalanced-learn is a library for Synthetic Minority Oversampling Technique (SMOTE) which is used when dealing with imbalanced datasets. The PySpark kernel will be restarted after `%pip install`, so you'll need to install the library before you run any other cells. \n","\n","You'll access SMOTE using the `imblearn` library. Install it now using the in-line installation capabilities (e.g., `%pip`, `%conda`).\n","\n"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"9ef269b0-0adc-428d-b2f0-7acbb3170142"},{"cell_type":"code","source":["# Install imblearn for SMOTE using pip\n","%pip install imblearn"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":42,"statement_ids":[37,38,39,40,41,42],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:17.2496676Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:17.8272697Z","execution_finish_time":"2025-10-02T16:19:35.4427128Z","parent_msg_id":"6c62b13e-6031-46f7-be71-f2d3077b5c52"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 42, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: imblearn in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (0.0)\nRequirement already satisfied: imbalanced-learn in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (from imblearn) (0.14.0)\nRequirement already satisfied: numpy<3,>=1.25.2 in /home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.26.4)\nRequirement already satisfied: scipy<2,>=1.11.4 in /home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.11.4)\nRequirement already satisfied: scikit-learn<2,>=1.4.2 in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.7.2)\nRequirement already satisfied: joblib<2,>=1.2.0 in /home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.2.0)\nRequirement already satisfied: threadpoolctl<4,>=2.0.0 in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (3.6.0)\n\n\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.2\u001b[0m\n\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython -m pip install --upgrade pip\u001b[0m\nNote: you may need to restart the kernel to use updated packages.\nWarning: PySpark kernel has been restarted to use updated packages.\n\n"]}],"execution_count":23,"metadata":{"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"4b972e90-29c3-4b75-8837-2d3830dd2a8a"},{"cell_type":"markdown","source":["> [!TIP]\n",">\n","> When you install a library in a notebook, it is only available for the duration of the notebook session and not in the workspace. If you restart the notebook, you'll need to install the library again. If you have a library you often use, you could instead [install it in your workspace](https://learn.microsoft.com/fabric/data-science/python-guide/python-library-management) to make it available to all notebooks in your workspace without further installs.\n"],"metadata":{},"id":"2f696837"},{"cell_type":"markdown","source":["\n","## Load the data\n","\n","Load the delta table from the lakehouse in order to read the cleaned data you created in the previous notebook."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"a5d1fffa-b0fb-4ac8-9d7f-41339ca50faf"},{"cell_type":"code","source":["import pandas as pd\n","SEED = 12345\n","df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n","# LHS: Cast the label column (\"Exited\") to type int to avoid type conversion issue later \n","df_clean[\"Exited\"] = df_clean[\"Exited\"].astype(\"int\")\n","display(df_clean)"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":44,"statement_ids":[44],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:17.4548061Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:40.5039404Z","execution_finish_time":"2025-10-02T16:19:42.9283533Z","parent_msg_id":"c6e86cf8-52b8-44f9-966e-4f5c36db440e"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 44, Finished, Available, Finished)"},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.synapse.widget-view+json":{"widget_id":"79d119eb-c28b-438b-84ee-4c948e1d90f0","widget_type":"Synapse.DataFrame"},"text/plain":"SynapseWidget(Synapse.DataFrame, 79d119eb-c28b-438b-84ee-4c948e1d90f0)"},"metadata":{}}],"execution_count":24,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"},"collapsed":false},"id":"025e525b-b00c-4537-9edb-cc445782d736"},{"cell_type":"markdown","source":["### Generate experiment for tracking and logging the model using MLflow\n","\n","This section demonstrates how to generate an experiment, specify model and training parameters as well as scoring metrics, train the models, log them, and save the trained models for later use."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"eef9eead-c909-4cb2-848f-12d2ad6a3df3"},{"cell_type":"code","source":["import mlflow\n","# Setup experiment name\n","EXPERIMENT_NAME = \"bank-churn-experiment\" # MLflow experiment name"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":46,"statement_ids":[46],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.2525479Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:43.2838871Z","execution_finish_time":"2025-10-02T16:19:43.5970143Z","parent_msg_id":"c1f3f3df-4e06-4da0-a37a-c97d00b7acc8"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 46, Finished, Available, Finished)"},"metadata":{}}],"execution_count":26,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"33810bac-86b5-46a6-9c37-cd28ca679a43"},{"cell_type":"markdown","source":["Extending the MLflow autologging capabilities, autologging works by automatically capturing the values of input parameters and output metrics of a machine learning model as it is being trained. This information is then logged to your workspace, where it can be accessed and visualized using the MLflow APIs or the corresponding experiment in your workspace. \n","\n","All the experiments with their respective names are logged and you'll be able to track their parameters and performance metrics. To learn more about autologging, see [Autologging in Microsoft Fabric](https://aka.ms/fabric-autologging)."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"6b415622-97f7-480f-bc72-9f63053742fc"},{"cell_type":"markdown","source":["### Set experiment and autologging specifications"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"65b8693b-2970-4daf-ad31-067a25b80b60"},{"cell_type":"code","source":["mlflow.set_experiment(EXPERIMENT_NAME)\n","mlflow.autolog(exclusive=False)"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":47,"statement_ids":[47],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.4646887Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:43.5992782Z","execution_finish_time":"2025-10-02T16:19:45.925985Z","parent_msg_id":"8fd0e712-8f83-4937-9f7f-4baea9254852"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 47, Finished, Available, Finished)"},"metadata":{}}],"execution_count":27,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"b08b40bc-e4c1-4faf-a388-2ed301580d16"},{"cell_type":"markdown","source":["## Import scikit-learn and LightGBM\n","\n","With your data in place, you can now define the machine learning models. You'll apply Random Forrest and LightGBM models in this notebook. Use `scikit-learn` and `lightgbm` to implement the models within a few lines of code. "],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"634163fa-5062-469e-a5e9-ed49ef7e4607"},{"cell_type":"code","source":["# Import the required libraries for model training\n","from sklearn.model_selection import train_test_split\n","from lightgbm import LGBMClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from sklearn.metrics import accuracy_score, f1_score, precision_score, confusion_matrix, recall_score, roc_auc_score, classification_report"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":48,"statement_ids":[48],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.7019646Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:45.9292451Z","execution_finish_time":"2025-10-02T16:19:50.7160878Z","parent_msg_id":"bbae39fd-83b9-4cd6-85b4-37852677803e"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 48, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:19:46 WARNING mlflow.utils.autologging_utils: You are using an unsupported version of sklearn. If you encounter errors during autologging, try upgrading / downgrading sklearn to a supported version, or try upgrading MLflow.\n2025/10/02 16:19:48 INFO mlflow.tracking.fluent: Autologging successfully enabled for sklearn.\n2025/10/02 16:19:49 INFO mlflow.tracking.fluent: Autologging successfully enabled for lightgbm.\n"]}],"execution_count":28,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"ffbdd7fd-a273-458c-9cea-dbcd583911dc"},{"cell_type":"markdown","source":["## Prepare training, validation and test datasets\n","\n","Use the `train_test_split` function from `scikit-learn` to split the data into training and test sets."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"c72af93c-971d-4b13-9079-0025a5d78b32"},{"cell_type":"code","source":["y = df_clean[\"Exited\"]\n","X = df_clean.drop(\"Exited\",axis=1)\n","# Split the dataset to 60%, 20%, 20% for training, validation, and test datasets\n","# Train-Test Separation\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20, random_state=SEED)\n","# Train-Validation Separation\n","X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.25, random_state=SEED)\n"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":49,"statement_ids":[49],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.9326804Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:50.7182619Z","execution_finish_time":"2025-10-02T16:19:50.9798438Z","parent_msg_id":"d2c45f4b-09fe-45c0-9901-5d424ed3d947"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 49, Finished, Available, Finished)"},"metadata":{}}],"execution_count":29,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"3c539eed-0f88-4f0a-b7d2-901c2f9930e3"},{"cell_type":"markdown","source":["### Save test data to a delta table\n","\n","Save the test data to the delta table for use in the next notebook."],"metadata":{},"id":"2228fa5a"},{"cell_type":"code","source":["table_name = \"df_test\"\n","# Create PySpark DataFrame from Pandas\n","df_test=spark.createDataFrame(X_test)\n","df_test.write.mode(\"overwrite\").format(\"delta\").save(f\"Tables/{table_name}\")\n","print(f\"Spark test DataFrame saved to delta table: {table_name}\")"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":50,"statement_ids":[50],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.1519406Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:50.9821242Z","execution_finish_time":"2025-10-02T16:20:04.8239055Z","parent_msg_id":"7fed3ebf-916b-4ff4-8204-14a4cf81d512"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 50, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Spark test DataFrame saved to delta table: df_test\n"]}],"execution_count":30,"metadata":{"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"e64ada79"},{"cell_type":"markdown","source":["\n","### Apply SMOTE to the training data to synthesize new samples for the minority class\n","\n","The data exploration in part 2 showed that out of the 10,000 data points corresponding to 10,000 customers, only 2,037 customers (around 20%) have left the bank. This indicates that the dataset is highly imbalanced. The problem with imbalanced classification is that there are too few examples of the minority class for a model to effectively learn the decision boundary. SMOTE is the most widely used approach to synthesize new samples for the minority class. Learn more about SMOTE [here](https://imbalanced-learn.org/stable/references/generated/imblearn.over_sampling.SMOTE.html#) and [here](https://imbalanced-learn.org/stable/over_sampling.html#smote-adasyn).\n","\n","> [!TIP]\n",">\n","> Note that SMOTE should only be applied to the training dataset. You must leave the test dataset in its original imbalanced distribution in order to get a valid approximation of how the machine learning model will perform on the original data, which is representing the situation in production.\n"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"c907a17c-ed92-4334-accc-2deec809334c"},{"cell_type":"code","source":["from collections import Counter\n","from imblearn.over_sampling import SMOTE\n","\n","sm = SMOTE(random_state=SEED)\n","X_res, y_res = sm.fit_resample(X_train, y_train)\n","new_train = pd.concat([X_res, y_res], axis=1)"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":51,"statement_ids":[51],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.3869461Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:04.8262325Z","execution_finish_time":"2025-10-02T16:20:11.0595009Z","parent_msg_id":"30987dfa-4a40-4531-b4c0-55350ff26e25"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 51, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:05 INFO mlflow.utils.autologging_utils: Created MLflow autologging run with ID '37815eb4-4593-419a-9121-c8fdeca0a87b', which will track hyperparameters, performance metrics, model artifacts, and lineage information for the current sklearn workflow\n2025/10/02 16:20:05 WARNING mlflow.sklearn: Training metrics will not be recorded because training labels were not specified. To automatically record training metrics, provide training labels as inputs to the model training function.\n2025/10/02 16:20:05 WARNING mlflow.sklearn: Failed to infer model signature: the trained model does not have a `predict` or `transform` function, which is required in order to infer the signature\n2025/10/02 16:20:05 WARNING mlflow.sklearn: Model was missing function: predict. Not logging python_function flavor!\n2025/10/02 16:20:09 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/_distutils_hack/__init__.py:33: UserWarning: Setuptools is replacing distutils.\"\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/37815eb4-4593-419a-9121-c8fdeca0a87b/artifacts","end_time":1759422010,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"37815eb4-4593-419a-9121-c8fdeca0a87b","run_name":"dynamic_rainbow_c6xmvs7r","run_uuid":"37815eb4-4593-419a-9121-c8fdeca0a87b","start_time":1759422005,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{},"params":{"algorithm":"auto","leaf_size":"30","metric":"minkowski","metric_params":"None","n_jobs":"None","n_neighbors":"6","p":"2","radius":"1.0"},"tags":{"estimator_class":"sklearn.neighbors._unsupervised.NearestNeighbors","estimator_name":"NearestNeighbors","mlflow.autologging":"sklearn","mlflow.runName":"dynamic_rainbow_c6xmvs7r","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"5c37a1d8-7e35-4461-8a1b-92b348322002","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":31,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"bdbb6dec-3e17-498a-8e8d-380bc9a59f5a"},{"cell_type":"markdown","source":["### Model Training"],"metadata":{},"id":"1727fe26"},{"cell_type":"markdown","source":["* Train the model using Random Forest with maximum depth of 4 and 4 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"246ac340-db04-4a2a-a504-a2a0295d0525"},{"cell_type":"code","source":["mlflow.sklearn.autolog(registered_model_name='rfc1_sm') # Register the trained model with autologging\n","rfc1_sm = RandomForestClassifier(max_depth=4, max_features=4, min_samples_split=3, random_state=1) # Pass hyperparameters\n","with mlflow.start_run(run_name=\"rfc1_sm\") as run:\n"," rfc1_sm_run_id = run.info.run_id # Capture run_id for model prediction later\n"," print(\"run_id: {}; status: {}\".format(rfc1_sm_run_id, run.info.status))\n"," # rfc1.fit(X_train,y_train) # Imbalanaced training data\n"," rfc1_sm.fit(X_res, y_res.ravel()) # Balanced training data\n"," rfc1_sm.score(X_val, y_val)\n"," y_pred = rfc1_sm.predict(X_val)\n"," cr_rfc1_sm = classification_report(y_val, y_pred)\n"," cm_rfc1_sm = confusion_matrix(y_val, y_pred)\n"," roc_auc_rfc1_sm = roc_auc_score(y_res, rfc1_sm.predict_proba(X_res)[:, 1])"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":52,"statement_ids":[52],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.6335169Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:11.0617392Z","execution_finish_time":"2025-10-02T16:20:22.9143579Z","parent_msg_id":"0612cd40-7708-4777-9268-6c962c81c0d0"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 52, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:11 WARNING mlflow.utils.autologging_utils: You are using an unsupported version of sklearn. If you encounter errors during autologging, try upgrading / downgrading sklearn to a supported version, or try upgrading MLflow.\n2025/10/02 16:20:13 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025-10-02:16:20:17,55 ERROR [shared_platform_utils.py:82] Create MLModel failed, status_code: 400, b'{\"requestId\":\"42f07c99-92aa-4b0e-9032-6dce236aed10\",\"errorCode\":\"ItemDisplayNameAlreadyInUse\",\"message\":\"Requested \\'rfc1_sm\\' is already in use\"}'\nRegistered model 'rfc1_sm' already exists. Creating a new version of this model...\n2025/10/02 16:20:19 INFO mlflow.store.model_registry.abstract_store: Waiting up to 300 seconds for model version to finish creation. Model name: rfc1_sm, version 4\nCreated version '4' of model 'rfc1_sm'.\n2025/10/02 16:20:20 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025/10/02 16:20:20 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n"]},{"output_type":"stream","name":"stdout","text":["run_id: fdfe83e7-04f1-4e98-b98a-a81986a3ae8d; status: RUNNING\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/fdfe83e7-04f1-4e98-b98a-a81986a3ae8d/artifacts","end_time":1759422021,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"fdfe83e7-04f1-4e98-b98a-a81986a3ae8d","run_name":"rfc1_sm","run_uuid":"fdfe83e7-04f1-4e98-b98a-a81986a3ae8d","start_time":1759422011,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{"RandomForestClassifier_score_X_val":0.788,"training_accuracy_score":0.8320738874895046,"training_f1_score":0.8320667767215613,"training_log_loss":0.44081866414291404,"training_precision_score":0.8321301408100141,"training_recall_score":0.8320738874895046,"training_roc_auc":0.9096900575333754,"training_score":0.8320738874895046},"params":{"bootstrap":"True","ccp_alpha":"0.0","class_weight":"None","criterion":"gini","max_depth":"4","max_features":"4","max_leaf_nodes":"None","max_samples":"None","min_impurity_decrease":"0.0","min_samples_leaf":"1","min_samples_split":"3","min_weight_fraction_leaf":"0.0","monotonic_cst":"None","n_estimators":"100","n_jobs":"None","oob_score":"False","random_state":"1","verbose":"0","warm_start":"False"},"tags":{"estimator_class":"sklearn.ensemble._forest.RandomForestClassifier","estimator_name":"RandomForestClassifier","mlflow.runName":"rfc1_sm","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"59045266-de27-4b6b-b0ec-f7cb7a440952","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":32,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"8cfb7902-c40f-45a3-a7a1-6ab036bc19bc"},{"cell_type":"markdown","source":["* Train the model using Random Forest with maximum depth of 8 and 6 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"562edcf7-8926-4757-ad5a-871a1f813772"},{"cell_type":"code","source":["mlflow.sklearn.autolog(registered_model_name='rfc2_sm') # Register the trained model with autologging\n","rfc2_sm = RandomForestClassifier(max_depth=8, max_features=6, min_samples_split=3, random_state=1) # Pass hyperparameters\n","with mlflow.start_run(run_name=\"rfc2_sm\") as run:\n"," rfc2_sm_run_id = run.info.run_id # Capture run_id for model prediction later\n"," print(\"run_id: {}; status: {}\".format(rfc2_sm_run_id, run.info.status))\n"," # rfc2.fit(X_train,y_train) # Imbalanced training data\n"," rfc2_sm.fit(X_res, y_res.ravel()) # Balanced training data\n"," rfc2_sm.score(X_val, y_val)\n"," y_pred = rfc2_sm.predict(X_val)\n"," cr_rfc2_sm = classification_report(y_val, y_pred)\n"," cm_rfc2_sm = confusion_matrix(y_val, y_pred)\n"," roc_auc_rfc2_sm = roc_auc_score(y_res, rfc2_sm.predict_proba(X_res)[:, 1])"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":53,"statement_ids":[53],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.863902Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:22.9166983Z","execution_finish_time":"2025-10-02T16:20:37.0037607Z","parent_msg_id":"428a31df-87c6-4aa8-9c3c-865829051034"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 53, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:23 WARNING mlflow.utils.autologging_utils: You are using an unsupported version of sklearn. If you encounter errors during autologging, try upgrading / downgrading sklearn to a supported version, or try upgrading MLflow.\n2025/10/02 16:20:23 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025/10/02 16:20:26 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025-10-02:16:20:30,584 ERROR [shared_platform_utils.py:82] Create MLModel failed, status_code: 400, b'{\"requestId\":\"74137cd9-7c64-47ef-ae2d-1d74b0d93c5e\",\"errorCode\":\"ItemDisplayNameAlreadyInUse\",\"message\":\"Requested \\'rfc2_sm\\' is already in use\"}'\nRegistered model 'rfc2_sm' already exists. Creating a new version of this model...\n2025/10/02 16:20:32 INFO mlflow.store.model_registry.abstract_store: Waiting up to 300 seconds for model version to finish creation. Model name: rfc2_sm, version 4\nCreated version '4' of model 'rfc2_sm'.\n2025/10/02 16:20:33 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025/10/02 16:20:33 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n"]},{"output_type":"stream","name":"stdout","text":["run_id: 08831a4c-7750-489f-8ea2-82e5f98d273d; status: RUNNING\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/08831a4c-7750-489f-8ea2-82e5f98d273d/artifacts","end_time":1759422033,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"08831a4c-7750-489f-8ea2-82e5f98d273d","run_name":"rfc2_sm","run_uuid":"08831a4c-7750-489f-8ea2-82e5f98d273d","start_time":1759422023,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{"RandomForestClassifier_score_X_val":0.8285,"training_accuracy_score":0.8966204869857263,"training_f1_score":0.8965814983354172,"training_log_loss":0.28201910986590556,"training_precision_score":0.8972194920620996,"training_recall_score":0.8966204869857263,"training_roc_auc":0.9635875013482733,"training_score":0.8966204869857263},"params":{"bootstrap":"True","ccp_alpha":"0.0","class_weight":"None","criterion":"gini","max_depth":"8","max_features":"6","max_leaf_nodes":"None","max_samples":"None","min_impurity_decrease":"0.0","min_samples_leaf":"1","min_samples_split":"3","min_weight_fraction_leaf":"0.0","monotonic_cst":"None","n_estimators":"100","n_jobs":"None","oob_score":"False","random_state":"1","verbose":"0","warm_start":"False"},"tags":{"estimator_class":"sklearn.ensemble._forest.RandomForestClassifier","estimator_name":"RandomForestClassifier","mlflow.runName":"rfc2_sm","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"93d3c261-dacb-403b-97a4-b5b2d29ee6ee","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":33,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"18ab69b4-7098-4bfb-a393-fcd62a2bc0b4"},{"cell_type":"markdown","source":["* Train the model using LightGBM"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"46086429-c184-46b8-872b-58632eae583e"},{"cell_type":"code","source":["# lgbm_model\n","mlflow.lightgbm.autolog(registered_model_name='lgbm_sm') # Register the trained model with autologging\n","lgbm_sm_model = LGBMClassifier(learning_rate = 0.07, \n"," max_delta_step = 2, \n"," n_estimators = 100,\n"," max_depth = 10, \n"," eval_metric = \"logloss\", \n"," objective='binary', \n"," random_state=42)\n","\n","with mlflow.start_run(run_name=\"lgbm_sm\") as run:\n"," lgbm1_sm_run_id = run.info.run_id # Capture run_id for model prediction later\n"," # lgbm_sm_model.fit(X_train,y_train) # Imbalanced training data\n"," lgbm_sm_model.fit(X_res, y_res.ravel()) # Balanced training data\n"," y_pred = lgbm_sm_model.predict(X_val)\n"," accuracy = accuracy_score(y_val, y_pred)\n"," cr_lgbm_sm = classification_report(y_val, y_pred)\n"," cm_lgbm_sm = confusion_matrix(y_val, y_pred)\n"," roc_auc_lgbm_sm = roc_auc_score(y_res, lgbm_sm_model.predict_proba(X_res)[:, 1])"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":54,"statement_ids":[54],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.1115156Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:37.0057185Z","execution_finish_time":"2025-10-02T16:20:48.8392875Z","parent_msg_id":"abd0d9cf-39c8-4e41-9ce8-2c2ac6b3319c"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 54, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:37 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025-10-02:16:20:43,744 ERROR [shared_platform_utils.py:82] Create MLModel failed, status_code: 400, b'{\"requestId\":\"e0e5c424-881a-43c3-960f-194bf6e25420\",\"errorCode\":\"ItemDisplayNameAlreadyInUse\",\"message\":\"Requested \\'lgbm_sm\\' is already in use\"}'\nRegistered model 'lgbm_sm' already exists. Creating a new version of this model...\n"]},{"output_type":"stream","name":"stdout","text":["[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Info] Number of positive: 4764, number of negative: 4764\n[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000867 seconds.\nYou can set `force_col_wise=true` to remove the overhead.\n[LightGBM] [Info] Total Bins 1148\n[LightGBM] [Info] Number of data points in the train set: 9528, number of used features: 18\n[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/4ebd64c9-d67b-408d-b1f8-40dc047f64b5/artifacts","end_time":1759422046,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"4ebd64c9-d67b-408d-b1f8-40dc047f64b5","run_name":"lgbm_sm","run_uuid":"4ebd64c9-d67b-408d-b1f8-40dc047f64b5","start_time":1759422037,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{"accuracy_score_X_val":0.8535},"params":{"boosting_type":"gbdt","categorical_feature":"auto","colsample_bytree":"1.0","eval_metric":"logloss","feature_name":"auto","keep_training_booster":"False","learning_rate":"0.07","max_delta_step":"2","max_depth":"10","metric":"['binary']","min_child_samples":"20","min_child_weight":"0.001","min_split_gain":"0.0","num_boost_round":"100","num_leaves":"31","num_threads":"4","objective":"binary","random_state":"42","reg_alpha":"0.0","reg_lambda":"0.0","subsample":"1.0","subsample_for_bin":"200000","subsample_freq":"0"},"tags":{"mlflow.runName":"lgbm_sm","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"7213db94-a5d0-495d-8357-13049175ebb9","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":34,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"9f7d92a2-17ea-43b0-b17c-b3fac5b76af6"},{"cell_type":"markdown","source":["## Experiments artifact for tracking model performance\n","\n","The experiment runs are automatically saved in the experiment artifact that can be found from the workspace. They're named based on the name used for setting the experiment. All of the trained models, their runs, performance metrics and model parameters are logged. \n","\n","To view your experiments:\n","1. On the left panel, select your workspace.\n","1. Find and select the experiment name, in this case _bank-churn-experiment_. If you don't see the experiment in your workspace, refresh your browser.\n","\n",""],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"449f8d4d-04ac-43a8-a6e4-1c10ace0c376"},{"cell_type":"markdown","source":["#### Assess the performances of the trained models on the validation dataset\n","\n","Once done with machine learning model training, you can assess the performance of trained models in two ways.\n","\n","- Open the saved experiment from the workspace, load the machine learning models, and then assess the performance of the loaded models on the validation dataset."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"cba64097-3c2a-4107-8f9d-a6b9b32a5dfe"},{"cell_type":"code","source":["# Define run_uri to fetch the model\n","# mlflow client: mlflow.model.url, list model\n","load_model_rfc1_sm = mlflow.sklearn.load_model(f\"runs:/{rfc1_sm_run_id}/model\")\n","load_model_rfc2_sm = mlflow.sklearn.load_model(f\"runs:/{rfc2_sm_run_id}/model\")\n","load_model_lgbm1_sm = mlflow.lightgbm.load_model(f\"runs:/{lgbm1_sm_run_id}/model\")\n","# Assess the performance of the loaded model on validation dataset\n","ypred_rfc1_sm_v1 = load_model_rfc1_sm.predict(X_val) # Random Forest with max depth of 4 and 4 features\n","ypred_rfc2_sm_v1 = load_model_rfc2_sm.predict(X_val) # Random Forest with max depth of 8 and 6 features\n","ypred_lgbm1_sm_v1 = load_model_lgbm1_sm.predict(X_val) # LightGBM"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":55,"statement_ids":[55],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.3731305Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:48.8412864Z","execution_finish_time":"2025-10-02T16:20:52.3455096Z","parent_msg_id":"5628c791-c58b-428c-ba67-49cb8b449f5f"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 55, Finished, Available, Finished)"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Downloading artifacts: 0%| | 0/9 [00:00 num_leaves. (num_leaves=31).\n"]},{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":61,"statement_ids":[61],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:23:56.9021998Z","session_start_time":null,"execution_start_time":"2025-10-02T16:23:56.9033674Z","execution_finish_time":"2025-10-02T16:23:57.2523119Z","parent_msg_id":"eb93cd3b-d307-467b-83b9-8e1a8fb381a5"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 61, Finished, Available, Finished)"},"metadata":{}}],"execution_count":35,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"ms_comment_ranges":{},"ms_comments":[],"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"6f5dd987-2bc0-4ece-839d-d1a1fe66b6f1"},{"cell_type":"markdown","source":["- Directly assess the performance of the trained machine learning models on the validation dataset."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"33e95381-5bd2-443c-a65c-cbde66f2cd4a"},{"cell_type":"code","source":["ypred_rfc1_sm_v2 = rfc1_sm.predict(X_val) # Random Forest with max depth of 4 and 4 features\n","ypred_rfc2_sm_v2 = rfc2_sm.predict(X_val) # Random Forest with max depth of 8 and 6 features\n","ypred_lgbm1_sm_v2 = lgbm_sm_model.predict(X_val) # LightGBM"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":56,"statement_ids":[56],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.5958478Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:52.347783Z","execution_finish_time":"2025-10-02T16:20:53.206063Z","parent_msg_id":"ff31b3aa-e4a2-44ad-bf89-91669260e2f4"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 56, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n"]}],"execution_count":36,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"b957a20e-abae-4dd1-a4a2-2bae28151c89"},{"cell_type":"markdown","source":["Depending on user's preference, either approach is fine and should offer identical performances. In this notebook, you'll choose the first approach in order to better demonstrate the MLflow autologging capabilities in Microsoft Fabric."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"fc22818b-6513-497d-9753-04dd6b1bcea2"},{"cell_type":"markdown","source":[" #### Show True/False Positives/Negatives using the Confusion Matrix"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"97eb022f-cf7a-4b1e-8c5c-d0c5dfe4a9f1"},{"cell_type":"markdown","source":["Next, you'll develop a script to plot the confusion matrix in order to evaluate the accuracy of the classification using the validation dataset. The confusion matrix can be plotted using SynapseML tools as well, which is shown in Fraud Detection sample that is available [here](https://aka.ms/samples/frauddectection)."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"571c96ca-677d-4204-8d7f-95eb7549d579"},{"cell_type":"code","source":["import seaborn as sns\n","sns.set_theme(style=\"whitegrid\", palette=\"tab10\", rc = {'figure.figsize':(9,6)})\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as mticker\n","from matplotlib import rc, rcParams\n","import numpy as np\n","import itertools\n","\n","def plot_confusion_matrix(cm, classes,\n"," normalize=False,\n"," title='Confusion matrix',\n"," cmap=plt.cm.Blues):\n"," print(cm)\n"," plt.figure(figsize=(4,4))\n"," plt.rcParams.update({'font.size': 10})\n"," plt.imshow(cm, interpolation='nearest', cmap=cmap)\n"," plt.title(title)\n"," plt.colorbar()\n"," tick_marks = np.arange(len(classes))\n"," plt.xticks(tick_marks, classes, rotation=45, color=\"blue\")\n"," plt.yticks(tick_marks, classes, color=\"blue\")\n","\n"," fmt = '.2f' if normalize else 'd'\n"," thresh = cm.max() / 2.\n"," for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n"," plt.text(j, i, format(cm[i, j], fmt),\n"," horizontalalignment=\"center\",\n"," color=\"red\" if cm[i, j] > thresh else \"black\")\n","\n"," plt.tight_layout()\n"," plt.ylabel('True label')\n"," plt.xlabel('Predicted label')"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":57,"statement_ids":[57],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.9374162Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:53.2080852Z","execution_finish_time":"2025-10-02T16:20:53.9776883Z","parent_msg_id":"deaadbdd-0987-44ef-8d94-df2610ce2206"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 57, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:53 INFO mlflow.tracking.fluent: Autologging successfully enabled for statsmodels.\n"]}],"execution_count":37,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"53ae34cf-eed2-457f-8088-00f73acedd3b"},{"cell_type":"markdown","source":["* Confusion Matrix for Random Forest Classifier with maximum depth of 4 and 4 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"b394b5b7-f4ca-4838-b77f-8ef8bdfd409f"},{"cell_type":"code","source":["cfm = confusion_matrix(y_val, y_pred=ypred_rfc1_sm_v1)\n","plot_confusion_matrix(cfm, classes=['Non Churn','Churn'],\n"," title='Random Forest with max depth of 4')\n","tn, fp, fn, tp = cfm.ravel()"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":58,"statement_ids":[58],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:21.1280928Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:53.9797471Z","execution_finish_time":"2025-10-02T16:20:54.7558558Z","parent_msg_id":"4d70cb5b-5594-4f6c-9481-7208198bd589"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 58, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[[1348 266]\n [ 158 228]]\n"]},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":38,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"89c19e11-fcab-4cd4-96d1-1f97a1ac7215"},{"cell_type":"markdown","source":["* Confusion Matrix for Random Forest Classifier with maximum depth of 8 and 6 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"50a20d7f-d9cb-42ca-a537-1b50894bedfb"},{"cell_type":"code","source":["cfm = confusion_matrix(y_val, y_pred=ypred_rfc2_sm_v1)\n","plot_confusion_matrix(cfm, classes=['Non Churn','Churn'],\n"," title='Random Forest with max depth of 8')\n","tn, fp, fn, tp = cfm.ravel()"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":59,"statement_ids":[59],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:21.3527289Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:54.7578114Z","execution_finish_time":"2025-10-02T16:20:55.5644278Z","parent_msg_id":"13cdb44e-d267-4775-b7e2-60d8a33c2a84"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 59, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[[1439 175]\n [ 168 218]]\n"]},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":39,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"ms_comment_ranges":{},"ms_comments":[],"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"c5fefc40-de64-4480-8f21-0efd11538f93"},{"cell_type":"markdown","source":["* Confusion Matrix for LightGBM"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"ef73db99-3670-44cb-8e15-f3885ca9a02b"},{"cell_type":"code","source":["cfm = confusion_matrix(y_val, y_pred=ypred_lgbm1_sm_v1)\n","plot_confusion_matrix(cfm, classes=['Non Churn','Churn'],\n"," title='LightGBM')\n","tn, fp, fn, tp = cfm.ravel()"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":60,"statement_ids":[60],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:21.5662472Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:55.5664263Z","execution_finish_time":"2025-10-02T16:20:55.9368483Z","parent_msg_id":"8bfbb331-c76a-4ff5-87bf-c062a59af046"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 60, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[[1493 121]\n [ 172 214]]\n"]},{"output_type":"display_data","data":{"text/plain":"
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Pv372fnzp1ER0cTGhoKqIUju3Xrxrp163jqqaeKXXdpGQkhhIVZa9lxO7s7f6Tb29sbBZG+rk2bNuX8+fOGbQkJCaSmphp189nb29OjRw/i4+MN91/Fx8fj5uZGhw4dDOVq165NUFAQ8fHxJtVdWkZCCGFpJciV5ORkJk6cWOT+wlYjLonc3Fz27dtn1K2XmJgIQKNGjYzK+vj4kJ6ezrlz5/D29iYxMZGGDRsWCNLGjRuze/duk+ohLSMhhLBhsbGxnDhxgqFDhxq2paSkoNVqcXZ2Niqrb1VdvXrVUK5KlSoFzunm5sa1a9dMqoe0jIQQwqJKNjddrVq1LN76KcrPP//MO++8w7Bhw2jdurVxTQp5Dfruufz7inqtpr4H0jISQggLs9Y1I1McPnyYMWPG0LVrV1566SWjfW5ubmRkZJCRkWG0PSVFzWmpbyG5ubkZtt1ezs3NzaT6SBgJIYQlaUoQRvcoj5KSkhgxYgT+/v68/fbbBYJQf/1If+1ILzExERcXF7y8vAzlTpw4UWBC2WPHjhU6tPxOJIyEEMLSNGY+7oELFy4wbNgwatasyeLFi9FqtQXKBAUFUaVKFbZs2WLYlpOTw9atWwkNDTWEV2hoKCkpKezatctQLjk5mYSEBMNQ7+KSa0ZCCFFB3LhxwzCk+syZM6SlpbFt2zZA3SdUuXJlRowYwaVLl5g8eTLHjh0zOr5ly5YAaLVaRo8eTUREBO7u7vj7+xMXF8epU6eYP3++oXyLFi3o2LEjU6dOZfLkybi6urJgwQLq1KlD7969Taq7hJEQQliYtW56vXTpEhMmTDDapv991apV1KlTh8OHDwMwduzYAsfnn11h2LBh6HQ6YmNjuXjxIr6+vkRHR+Pn52d0zHvvvce8efN44403yMrKIjg4mMjIyAIj8e5GwkgIISzMWmFUt27dAtP13O5u+/U0Gg0jRoxgxIgRdyzn6urKrFmzmDVrVrHrWRgJIyGEsCD93HTmHmurJIyEEMLCZHE900kYCSGEpUkWmUyGdgshhLA6aRkJIYSFSTed6SSMhBDCkkoytY8Nh5iEkRBCWJgNZ4rZJIyEEMLCpJvOdDKAQQghhNVJy0gIISxMGkamkzASQggLkhkYzCNhJIQQFiYtI9NJGAkhhCVpwM7O3KHdlq1KeSIDGIQQQlidtIyEEMLCpJvOdBJGQghhYXKfkekkjIQQwsIki0wnYSSEEBYmLSPTyQAGIYQQVictIyGEsCC56dU8EkZCCGFh0ktnOgkjIYSwqBKsZ2TDbSMJIyGEsCRNCVpGtptFMoBBCCGE9UkYCatql3aW1cc3c/zgh9z4fRHhV48XWTby1Hfc+H0R487vN9peN/0yn5/YQtKBGM79Ec1H/2zDM+u6UZm445v5+8+VXNm/lOMHPyTm5DfUykovlddUEe3e9T19Hg+nYf3aVHLUsOHL9YZ9WVlZTJ3yCg+2DKRGVRf8/XyYMWMGycnJRueIWR7N/3XpiKe7G5UcNVy9evXevoh7SHNr6XFTH7ZMwkhYlUtuFgcq1eA/dTvcsVz41eO0Tj/HWUcXo+12N26w9KeP0aGhe+PH6dykD9rcXNac2IxGpzOU+961DoPue4QWzZ7m6YaP0igjhU9ObCuV11QRpaenE3h/CyIWRBXYd/36dX7fl8DkqdP56ecEVn70KUlJSQx8sl+Bct0eeZSXJr96r6ptNRqNeQ9bJteMhFV97daAr90a3LFM7cw0Is58T3ijcNYd32y0z2X/fmpfv8oDgX1JtdcC8Fz9ziQfjKFj2mm+q1IPgEjPloZjkrRuvOsVxBcntuCgyyFbY2/ZF1UBPfJodx55tHuh+6pWrcrmbd8Yfq9Xrx4vvfQSzz77LElJSdSvXx+AFyZMBOD7+J2lXV2rs/VWjjmkZSTKNI1OR0zSdiI8W3GoUo0C++0yM9FpICNfoNy0cyAHDQ+lJRcoD1A9+yZPXvmbPS61JIhKSVpaGhqNhmrVqlm7Kvecus/IzIe1K29FVg+j119X/xE6FNJL8/rr4Op6r2sESUkwZgw0bAhOTlC9Ovzf/8HGjaDv+bFW3WzNpPMJZGvsWFTz/kL3pwcGcsNey5yzP1IpN4vKOVm8efZH7NHhnW18TWj22R+5+Mcyzh6MoV5mKv0a9rgXL8Hm3Lx5k6ioKPr264+bm5u1qyPKCauHkd6uXfDtt9auBfzyC7RsCV99BS++CF9/DbGx0LQp9O8P339v7RrajlbXzzP2wn6eq9+lyA717OrVeenBvvRI+YeLf0Rz7sBy3HIySKjkQc5tf70jPFsR4juAnj6PkaOx44Ok7XnfLoRFZGVlMWLYs+Tm5vLOe+9buzpWIwMYTFcmrhm5uEDz5vDGG9C5s/XqkZEB/fqBtzf8+CPk72EIC4OxY+/dRcYbN6BSpXvzXGVVu7RkPLNv8PefKw3bHNDx1tkfGHdhP4/V/w8AP3n6EOD/DDWyb5CNHdccnDhxcAUnnRobne+SQyUuOVTimHM1jjhV59hfKwm+fo69Lt739HVVVFlZWQx8qj8nT/7DokWLbLpVZOO5YpYy0zKaMUO1OnbuvHO5y5dhxAjw8FAf1m3aqNZLfh07qvCIiwM/P9Wd1rkzJCbe+dxxcXDyJLz1lnEQ6fn5ga+v8bY//oD27aFyZRWoX31lvF+jgXffNd727rvGf1l37lS/b94MffuCm5sKxX/+Uds/+gjGjVPdhbVqqRZbdvadX0tF8Im7H639niTYb4DhcdbRhQjPVoT7hBcof8mhEtccnAhNPY1n9g02uTUs8twaVItIm5tTavW3JfogSjx2lHVfbrLJa0X5ScvIdGWiZQTQowe0bq2uxRQVSDk50L07HDsGb74JdevCkiXq2G++gU6d8sr+/jtcuKCCJScHJk6EQYPgp5+KrsPOnWBvD926Fa/OWVnqnOPHw/Tpqk59+qhAq1HwWvtdjRqlzjd6NNjl+5owdSr06gVffAE//KBakI0bw/PPm/4cAPZ2Gnzrm1HBUlApO5P66ZcNv7d2yYGqWVxzrMS/letwe+bqkhzI9aiJxqcx9b2rAjD02hF+dXXhilNlWlw+zctJX/NRoxA0vo3xBZpfOUPzq2fY516fFEdn6l6/wpiknSRVrs7lpv742peNfwY3rl+/eyErSUtL48TxvG9zR/8+ws97fqJ6dXe8a9Xi2WeeZv/+3/ns89XcuJ7OxYsXcXT6By/v2mi1apTjuXP/cv7cOQ799RcACb/+gqurK3Xr1qO6u7tVXtfd6HJ1aOxMDAmZgcEsZeNf4S0zZkB4OMTHQ2howf2bN8PPP6s/e9y69vzoo3ldfPnD6OpV2LdPtaD0v48cCadPqxArzJkzeS2u4sjMVGGnr4uPDzRpAlu3qlAxVa9e6nx6//yj/gwOhoUL1c/dusH27bB6tflh5OnuwooZj5l3sIW5/vorfs/nveiX/lTN3IthYZyc8XqB8jV/Wc5TjzSny9N59X/yPmfGbvoS+2vXyKxdmwtjRxEwcCArbn0iOB87Rr1336Xy7z9hd+MGWTVrktKpLcnDh7PM07N0X6AJjh89ZO0qFOnXX3/l+Xx/4aa9OhmAsLAwnnvuObZuUUPuO7Rva3Tc0qVLefDBBwFYtmwZy5cvN+zr2f3/AHjttdcIDy/Y0i0r9GEqSleZCqOwMAgKUsFS2GCGXbugSpW8D39QLYj+/WHuXNUCsr81Urdly7wgAvD3V3/eKYx0OtO+0djZQdeueb83bgxarXoOc/QoYnDX//2f8e/+/iUbSHH+cjpTFpWB0SJ6j80ofPvMDQW3tR4Jx9S++t5Vef25UEY63U9Su3z3Kh0HZm00Pq52D6id7/csYOmektXbwnbGvmLtKhSpUZNm9H/qmSL3X76WN3Ix4+YNzpz6hzr17sPJOe+b3bx332feu++XZjUtLunEMbOOs1aX28mTJ4mJiWH//v0cPXqURo0asWnTpgLl4uPjiYiIIDExEW9vb4YMGcLAgQMLlIuJieHjjz/mwoUL+Pr68vLLLxMcHGxUJi0tjbfffpuvvvqKzMxMgoODmT59OnXq1DGp7mUqjEC1jh5/XAXP7a5cAS+vgtu9vVWXWVoaVFU9NwWu+ei/3Ny8WfRz160LO3aoMs7Od69rpUp559VzdLzzc9xJUV/SC3st5j4HQE6ujr+TLpl/gjIm6d9rFeL1VKpc2dpVsCgn50rl/jWZ3EWnP85K3W1Hjx4lPj6eFi1akJubi66Q0aL79u1jzJgx9OrVi8mTJ5OQkMDs2bPRarX065c3a0ZMTAwRERH85z//wd/fn7i4OEaOHElcXBx+fn6GcpMmTeLPP/9k+vTpuLq6snDhQoYOHcqGDRtwLs4H6S1lZgCDXq9eqlXzxhsF97m7w7lzBbf/+68KgZLe99OpkxoY8M03dy9bXE5Oqjsvv8uXCy9r49cvhagwrDWAoXPnzsTHx7Nw4UICAgIKLbNo0SL8/f2ZO3cuISEhjBkzhr59+7JgwQJyc3MByMzMZMmSJQwePJjhw4fTtm1b3nnnHerWrcvSpUsN59q/fz87d+5kzpw5hIWF0bFjR6Kiojhz5gzr1q0zqe5lLoxAtY527IDdu423t28PqamwLd+UYrm5ahTcQw/lddGZq29faNAApkyBlJSC+48ehb//Nu2cdevCodsuBWzfbn4dhRBlm36lV7MeJXxuO7s7f6RnZmayZ88eevbsabQ9PDycCxcu8Jd+cElCAqmpqYSFhRnK2Nvb06NHD+Lj4w0trvj4eNzc3OiQb9aC2rVrExQURHx8vEl1L3PddKC66e6/XwWSS755MXv2VEO5n3lGXSOqWxeWLoUjR2DRopI/r5OTGrH26KPwwAPwn/+owRFpaSpAli2DLVsKDu++k7594f33Vb19fWHVKtWSE0KIwiQnJzNx4sQi9+/YscPscyclJZGVlUWjRo2MtjdurO7JS0xMpHnz5iTeug/m9nI+Pj6kp6dz7tw5vL29SUxMpGHDhgVadY0bN2b37a2JuyiTLSONRrWObmdvr0aqPfaYar307g3JyWp0XceOlnnuNm3UsPCuXeHtt9WfAwfCgQMQE1P4tEV3Mn06PP20GrL+zDNqiqFx4yxTVyFE2VRWZ+2+du0aQIEbkvW/6/enpKSg1WoLXPOpeuuivH75j5SUFKpUqVLgedzc3AznKi6rt4xef109btenT+Eztbi7q1CIiSn6nIXdp/Tgg8Wf+aV+fXX/0p0UVe+0NOPfXVxgxYqC5V5+Oe/njh0Lr9t99xW+PSpKPYQQZVHJlh2vVatWiVo/xXqWIuqXf3thZfTdc3crd6ftRSmTLSMhhCi3zJ2xW0Op3/Sqb9nc3mpJuXWRXN9CcnNzIyMjg4yMjELL6c/j5uZm2HZ7OVOng5IwEkIICyur0wHVr18fR0dHjh83XlH52DF1P5WPj4/Rn4m3zaGWmJiIi4sLXrfusfHx8eHEiRMFhpAfO3bMcI7ikjASQggbodVqCQkJYevWrUbbN23ahIeHB/63ZgcICgqiSpUqbNmyxVAmJyeHrVu3EhoaagjO0NBQUlJS2JXvxtDk5GQSEhIILWwanTuw+jUjIYSoaKx1z+CNGzcMQ6rPnDlDWloa227dC9OmTRvc3d0ZO3YsgwYNYtq0aYSHh5OQkEBcXBwzZ840DA3XarWMHj2aiIgI3N3dDTe9njp1ivnz5xuer0WLFnTs2JGpU6cyefJkXF1dWbBgAXXq1KF3794m1V3CSAghLMzOSml06dIlJkyYYLRN//uqVasIDg6mVatWLF68mPnz57N+/Xq8vb2ZNm2a0ewLAMOGDUOn0xEbG8vFixfx9fUlOjraaPYFgPfee4958+bxxhtvkJWVRXBwMJGRkSbNvgDFDKMpU6YU+4QajYa5c+eaVAkhhKgo9MuOm3tsSdStW5cjR47ctVxoaOhdu9E0Gg0jRoxgxIgRdyzn6urKrFmzmDVrlkl1vV2xwmjv3r3FPqGtr8khhBDyOWi6YoXRt2VhPXAhhBAVllwzEkIICzNzsm+bZnYY7dq1i59//pkrV64wZswYateuzR9//EHdunVxL6OrNgohxL0g3XSmMzmMbty4wZgxY/jpp58Mb/hTTz1F7dq1WbFiBbVq1eKVV8ruImFCCFGqZNlxs5h802tERAQHDx4kMjKSX3/91ejO23bt2vHjjz9atIJCCFHeaMz8ny0zuWW0bds2JkyYQLdu3cjJyTHaV7t2bZKTky1WOSGEELbB5DC6fPmyYe2L29nZ2XGzJOthCyFEOafB/AEMttw2MrmbzsvLi7+LWO70yJEj1K1bt8SVEkKI8qysTpRalpkcRv/3f//H0qVLDcvTgnrjz5w5w//+9z8effRRi1ZQCCHKm7K6uF5ZZnI33dixY/npp5/o168fTZo0QaPRMGXKFJKSkmjYsCHPPfdcadRTCCHKCY3cZ2QGk1tGrq6ufPbZZ0yYMIHKlStTv359KlWqxKhRo/j4449NnhxPCCGEMOumV2dnZ5577jlpBQkhRCFsvcvNHGbPwJCRkcGff/7J1atXqVatGgEBATg5OVmybkIIUS6ZPxhBd/ciFZRZYfThhx+yePFi0tLS0Ol0aDQaXFxcGDNmDMOGDbN0HYUQotwoyWAEW25RmRxGsbGxzJs3j3bt2hEWFkbNmjW5ePEiGzdu5J133sHBwYHBgweXRl2FEKJcMH9xPWkZFdvKlSt57LHHePvtt4229+7dmxdffJFVq1ZJGAkhhDCJyaPpzp8/T3h4eKH7evXqxfnz50tcKSGEKM80Zj5smckto/vuu49Lly4Vuu/ChQs0aNCgxJUSQojyzNZnUzCHyS2j8ePHs3DhwgJTAh0+fJioqCjGjx9vscoJIUR5ZKcx72HLitUyev75541+z8nJ4fHHH6dx48Z4eHhw4cIFjh07hqenJ2vXrqVbt26lUlkhhCjrNJjfMrLlPCpWGN3eCrK3t8fb25u0tDTS0tIA8Pb2LrSsEELYGumlM12xwujbb78t7XoIIYSwYWbPwCCEEKJwMoDBdCUKo8uXLxe6mF7t2rVLclohhCjXbH0wgjnMCqPFixcTGxvL1atXC91/6NChktRJCCHKL00JWkY2HGImD+1evXo1y5cv55lnnkGn0zFq1Ciee+45vL29adCgAbNnzy6NegohRLkhN72azuQw+uSTTxg1ahSjRo0CoFu3bvznP/9h69atuLi4cOXKFYtXUgghRMVmchidPHmSFi1aYGenDs3KygLUGkfDhg3jiy++sGwNhRCiHNGgJko152HLrSOTrxk5OKhDNBoNrq6u/Pvvv4Z91atX59y5c5arnRBClEMymM50JreMGjRoYAigwMBA4uLiyMrKIicnh88//5w6depYvJJCCFF+aNBozHvY8pUjk8OoQ4cO/PLLLwA899xz7Nmzh9atW9OmTRu+/vprRo4cafFKCiFEeaJfYM/Uhy0zuZtu3Lhxhp/btm3Lp59+ypYtW9BoNISGhhISEmLRCgohhKj4SjwDw/3338/9999viboIIUSFYP5KryWzfft2li1bRmJiIs7OzgQFBfHf//6XRo0aGZWLj48nIiKCxMREvL29GTJkCAMHDixwvpiYGD7++GMuXLiAr68vL7/8MsHBwaVSd5O76YQQQtyZNbrpfvzxR8aNG0fDhg2JjIxk+vTpnDhxgqFDhxomtAbYt28fY8aMwd/fn+XLl9O7d29mz55NXFyc0fliYmKIiIhg4MCBREdH06BBA0aOHMmRI0dKVtEiFKtlZMoy4hqNhpUrV5pdISGEKM80JZiBoSSBtHnzZmrXrs28efMMz1+nTh369evHb7/9RmhoKACLFi3C39+fuXPnAhASEkJycjILFiygT58+2NnZkZmZyZIlSxg8eDDDhw8HoE2bNoSHh7N06VIiIiLMr2gRihVGOp2u2Cc0paywjvq1a5D84wJrV6PEMm5c5/SJv/n6wxdxqlTZ2tUpsZQbWdaugkVkZqjXkZ6RRZamfL+mXB3YmxEQ1uhyys7OxsXFxSgIq1SpYlQmMzOTPXv28OKLLxptDw8P54svvuCvv/6iefPmJCQkkJqaSlhYmKGMvb09PXr0YMWKFeh0OotPBlusMIqNjbXokwohhChccnIyEydOLHL/jh07Ct3et29fhgwZQmxsLL169SIlJYV58+bh4+ND27ZtAUhKSiIrK6vANaTGjRsDkJiYSPPmzUlMTAQoUM7Hx4f09HTOnTtnWMPOUuSakRBCWJj59xmZr3Xr1kRFRREREUHr1q3p0qULp06dYsWKFWi1WgCuXbsGgJubm9Gx+t/1+1NSUtBqtTg7OxuVq1q1KkCRk2SXhKxnJIQQFlaSJSRq1apVZOvnThISEnjppZfo06cPnTt3Ji0tjaVLlzJy5Eg+/fRTXF1dDWWLCr782wsro78MUxrrNUkYCSGEhVljPaPZs2cTEhLC1KlTDdseeOABOnToQFxcHEOHDjW0bPQtIL2UlBQgr4Xk5uZGRkYGGRkZODk5FSinP48lSTedEEJYkAbzu+lKkmGJiYk0bdrUaJu7uzuenp4kJSUBUL9+fRwdHTl+/LhRuWPHjgHqmlD+P/XXjvI/h4uLC15eXiWoaeEkjIQQogKoXbs2f/75p9G2CxcucP78ecOcoVqtlpCQELZu3WpUbtOmTXh4eODv7w9AUFAQVapUYcuWLYYyOTk5bN26ldDQUOmmE0KI8sAa3XQDBw5k1qxZzJw5ky5dupCSksKyZcuoXLkyjz32mKHc2LFjGTRoENOmTSM8PJyEhATi4uKYOXOmYWkgrVbL6NGjiYiIwN3dHX9/f+Li4jh16hTz588vlfqbHUaJiYn88ssvXLlyhb59++Lh4cG5c+eoWrVqgREYQghhS6wxG9DAgQNxdHTkk08+Yd26dVSuXJnAwEDmzZuHp6enoVyrVq1YvHgx8+fPZ/369Xh7ezNt2jT69etndL5hw4ah0+mIjY3l4sWL+Pr6Eh0djZ+fX6nU3+QwysnJYfr06axbt85w41OHDh3w8PDgtddeo1mzZkyYMKE06iqEEOWCNeam02g0DBgwgAEDBty1bGhoqGFGhjudb8SIEYwYMcJSVbwjk68ZLVmyhE2bNvHyyy+zadMmoxkXHn74YXbt2mXRCgohRHmiQX2wmvOw5VUkTG4ZrVu3jjFjxjB06FBycnKM9tWtW5fTp09brHJCCCFsg8lhdO7cOVq2bFnoPicnJ9LT00taJyGEKL9KMgO3DTeNTO6mq1GjBqdOnSp034kTJyw+X5EQQpQ3dhqNWQ9bZnIYhYaGsnTpUs6dO2fYptFoSE1NJTY2lk6dOlm0gkIIUd7IsuOmM7mbbvz48Xz//ff06NGD4OBgNBoN8+fP5+jRozg4ODBmzJjSqKcQQpQb1rjPqLwzuWVUs2ZNVq9eTc+ePfnzzz+xt7fn8OHDdOjQgc8++4xq1aqVQjWFEEJUZGbd9FqzZk1mzpxp6boIIUS5p8H8+4xsuUEl0wEJIYSF2fr1H3OYHEZTpky5436NRmNYW10IIWyRXDMynclhtHfv3gLbrl69yvXr13Fzcyuw5roQQtgWDeYvBmG7KWZyGH377beFbv/pp5944403WLBgQYkrJYQQwrZYbD2jtm3bMmjQIObMmWOpUwohRPmjUd105jxsuGFk2QEMPj4+HDhwwJKnFEKIckWNpjP/WFtl0TD65ZdfqF69uiVPKYQQ5U5prIRa0ZkcRlFRUQW2ZWVlceTIEb7//nuGDx9ukYoJIUR5JaPpTGeRMNJqtdSpU4fx48dLGAkhhDCZyWF0+PDh0qiHEEJUGNJLZzqTRtPdvHmTSZMm8euvv5ZWfYQQotyTJSRMZ1IYOTs7s2PHDqOlxoUQQuTRj6Yz52HLcWTyfUZNmzbl77//Lo26CCFEhSDrGZnO5DB68cUXiYmJ4eeffy6N+gghhLBBxRrA8Msvv+Dv74+LiwtvvPEG6enpPPvss7i5ueHp6WlUVqPRsGHDhlKprBBClAd2Nt3hZp5ihdHgwYP5/PPPuf/++6lWrZosoCeEEEUpSZebDWdYscIo/4CF2NjYUquMEEJUBHLTq+lkcT0hhLAgWenVPBabtVsIIYQwV7FbRs8++2yxJv/TaDT89ttvJaqUEEKUZ7Y+TNscxQ6jNm3a4O7uXpp1EUKICsHWZ1MwR7HDaOzYsdx///2lWRchhKgQJItMJwMYhBDCgjSYfzHeljNMBjAIIYSwOgkjUab8sPt7nuzTi2aN6lG9sgObN3xptL96ZQfDw7uGGw8++CDeNdxYGPEuAFcuX+bl/06gdQt/ateoQnPfhrwyaSLXrl2zxsupEBa8N49HQtvSqLY7/o3q8OxTfTh29IhRmc0b1jHg8Z40u68W9TyrceTIkSLOpu5bfOqJcLzctGzZ9GWR5cozjUZj1sOWFSuMDh8+LNeLxD1xPT2d5oH38/b8hYXuP3z8tOHxx19HmTFjBhqNhscefwKA5OSz/Jt8lplz5/HDL7+zODqGHd98xfjRI+/ly6hQftq9i6HPjWbLjl3EfbmF7OwcBjzek/T0dEOZ6+nptAlpy9Q35tz1fMsWLazwH7waMx+2TK4ZiTKl2yPd6fZI9yL3e3l7G37OuHGd+Ph42rXvwH0NGwHgH9CcVZ/GGco0bOTDtNdnMWrYYLKzs3FwkL/ypvps3Saj3xcsWU5Aozr88XsCbds9DEC/pwYBkHTynzue688D+1m2aAFf7fyRwCb1S6W+VqfRlGBuOstEUlxcHLGxsZw4cQJXV1datGjB0qVLDfvj4+OJiIggMTERb29vhgwZwsCBAwucJyYmho8//pgLFy7g6+vLyy+/THBwsEXqeDvpphPl1oXz59m9ezdPD3rmjuVSrl2jipubBJGFpN7q8qxWvbpJx12/fp3nhz3D3Hffx9PL++4HlGPWbBlFRkby1ltvER4eTkxMDDNnzjSa0Hrfvn2MGTMGf39/li9fTu/evZk9ezZxcXFG54mJiSEiIoKBAwcSHR1NgwYNGDly5B27YEtC/nUWYcsWWLgQfvkFUlOhVi3o2RMmTQIfH7jvPggLg6goa9fUdn3+2Se4uLjQI+yxIstcvnSJd96aw5Bh0k1nCTqdjhmvvkRw23Y0829u0rEzprzIg8Ft6d6z6P9eomQSExNZsmQJ0dHRtG/f3rC9W7duhp8XLVqEv78/c+fOBSAkJITk5GQWLFhAnz59sLOzIzMzkyVLljB48GCGDx8OqHtNw8PDWbp0KRERERavu7SMCjFtmgqeypVh2TLYvh1mzYIjR6BrV2vXTuh99nEsjz76KM7OzoXuT0lJYcAT4fg1bcYrU2fc49pVTFMmTeDQnwdZusK0CZO3bdnI7vidzH7rvVKqWdlircX11q5dS7169YyCKL/MzEz27NlDz549jbaHh4dz4cIF/vrrLwASEhJITU0lLCzMUMbe3p4ePXoQHx9fKqt9S8voNtu2wZw5MGUK3PriAECHDjB4MGzcWPp10OkgMxOcnEr/ucqrH3/YxbFjR5k5841C96emptK3Vw9cXF356PM1ODo63uMaVjxTXpzIV1s3sX7rDmrXqWvSsbvjd/LPiUSa1PMw2j580ABCHmrPui3bLVlVqzN7gIYOkpOTmThxYpFFduzYUeS+/fv34+vry6JFi/joo49ITU2lZcuWTJ06lWbNmpGUlERWVhaNGjUyOq5x48aAalk1b96cxMREgALlfHx8SE9P59y5c3h7W7arVVpGt3n3XfDygjcK/4wjPNz496goaNAAqlaFxx+HCxfy9v3vf+rbzsWLxsc0bw5DhuT9PmSI2rZlC7RooUJowwZ4/XVwdYU//oD27VVLrXlz+OqrEr/Mcu+jlR9yf4tW+Pr6FtiXkpJCn/BH0Wq1fBK3vsiWkygenU7HlEkT2LJxPWs2fkWD+xqafI7x/32J7376jR0//GJ4AMx8813eX7zc0lW2Kv1Nr+Y8Sto4unDhArt372bjxo288cYbREZGcuPGDYYOHUpKSorhFgc3Nzej4/S/6/enpKSg1WoL/NupWrUqAFevXi1hTQuSllE+2dnwww/Qpw8U54v0hg1w9CgsWqQCZ+JEeOEF+Owz05/77FmYMEF1Edarpx5//glZWTBoEIwfD9Onw5tvqvqdPAk1apj+PKA+XDJuXDfv4FKWnpbGiRPHDb8nHjvCbz/voVr16tStWw+A1JQU1q9dzbQZrwOQmXHTUD4tNZX+fXpx48YNPly8jEvnz3Hp1r4aNWtib29/r16KybJycq1dhUK9+vIkvlwbxwerPkHr6MDpkycAqOLmRqVKlQC4cuUKZ0+f4ty5fwE4efIk+/f9Sq3a9fD08qJaVTeqVXUrcG4vL09qeXuRebNs/n0kNxfsTf/OXpKh67Vq1bpj6+dOdDod169fJzIykiZNmgAQEBBAly5d+PzzzwkKCrpj/fJvL6yMvnuuNIbmSxjlc+kS3LypgqA4dDoVSPrutGPH4O231d9fOxP//l65oroI27Qx3p6ZCW+9BT16qN99fKBJE9i6VYWUOXKyszh94m/zDi5lv/76K88//7zh99emvQpAWFgYr7/+OqD6xXNzcmgXot6s82eTjI5P+O1XAEIebGl07g0bNlC7du1SrH3FFPu/GAD6Px5mtP21114j/FZXgf6buN6rr6r/biNHjmTUqFFFnvvaxX85l3TM0lW2KHt7rbWrUGxVq1alZs2ahiAC8PT0pFGjRhw7doxOnToBFLgJPCUlBchrIbm5uZGRkUFGRgZO+a4X6MvpW0iWJGGUj/6aXHFDPzTU+LqOv79qyZw/D6Z2p9asWTCIQIVa/kETjRuDVgunT5t2/vzsHRypVc/0rpZ7oW5DXx7v9/Qdy4yfNJnxkyaTmXGT82eT8KxdH62Tc7GPL6vKasvo1Pmrdy0zYux/GDH2PwBkZd7k8r+ncfeui6O26C7S4pzX2i6e+ces46x1A6uPjw9nz54tsF2n02FnZ0f9+vVxdHTk+PHjdOjQwbD/2LFjhuPz/5mYmIi/v7+hXGJiIi4uLnh5eVm87hJG+dSsCc7OkJR097IA1aoZ/6699QXq5s0CRe8q320ARipVyjuvnqOjec+hp9FocKpU2fwTlDFaJ+cK8Xo02WUzjMzlqHVG61zO/7uY2sVxi7VmmOjYsSPr1q3j77//NlxPPXfuHMePH+eJJ55Aq9USEhLC1q1bGZLvwvWmTZvw8PAwBE9QUBBVqlRhy5Ythm05OTls3bqV0NBQ6aYrbQ4OaqDA9u2qhVPSAVj6a3+ZmcbbL18uWLaCz44ihE2x1siwbt26ERAQwAsvvMCECRPQarUsWrQId3d3+vfvD6jlgAYNGsS0adMIDw8nISGBuLg4Zs6cid2t8NVqtYwePZqIiAjc3d3x9/cnLi6OU6dOMX/+/FKpu4TRbSZNgu7dYeZMdW/R7TZtUje7FkfdW6NfDx0C/aWKgwfh338tU1chRNmjwfyWUUm/k9rb27N8+XLmzp3LjBkzyM7OpnXr1rz33ntUrqxaqa1atWLx4sXMnz+f9evX4+3tzbRp0+jXr5/RuYYNG4ZOpyM2NpaLFy/i6+tLdHQ0fn5+Jaxl4SSMbvPoozB1KsyerULkqadUF9rJkxAbC3//XfwwCg5WgyH+8x81Ci4lRQ1GkAVzhajYrNnRUaNGDd577843F4eGhhIaGnrHMhqNhhEjRjBixAhLVq9Icp9RIWbPVi2g1FQYORI6d1YBVa8ebN5c/PM4OsK6daq7rl8/FUgREaYPbhBCiIpOoyuNeR1EmXXgwAFyddCgif/dC5dxGTeuc/rE39Rt6FshBjBkVpABDJk3r3Mu6Rhe9RuX+wEMZ08cxl4DgYGBxSp/4MABrmfm8K/WvG+c3pn/UllrX+znq0ikm04IISzM/CUkbJeEkRBCWJiMjjWdhJEQQliYRlpGJpMBDEIIIaxOWkZCCGFJJVmbyIYbVBJGQghhQWoJCevc9FqeSRgJIYSFyQAG00kYCSGEhUkYmU4GMAghhLA6aRkJIYRFaUowtNt2m1QSRkIIYWF2tpspZpMwEkIIC9Jg/k2vtpxhEkZCCGFhMoDBdDKAQQghhNVJy0gIISxM5qYznYSREEJYmAxgMJ2EkRBCWJi0jEwnYSSEEBYmAxhMJwMYhBBCWJ20jIQQwsKkYWQ6CSMhhLAgDWBnZj+dLYeYhJEQQliYLYeKuSSMhBDCkjSYn0Y2nGIygEEIIYTVSctICCEsTO4zMp2EkRBCWJjcZ2Q6CSMhhLAwySLTSRgJIYSlSRqZTAYwCCGEsDppGQkhhIXJAAbTSRgJIYQFaQz/J0wh3XRCCGFhGjMflpSenk6HDh3w8/PjwIEDRvvi4+N5/PHHCQwMpFu3bnz88ceFniMmJobOnTsTGBhInz592Lt3r4VrmUfCSAghLK0MpNHixYvJyckpsH3fvn2MGTMGf39/li9fTu/evZk9ezZxcXFG5WJiYoiIiGDgwIFER0fToEEDRo4cyZEjRyxb0VskjIQQooJJTEzkk08+4YUXXiiwb9GiRfj7+zN37lxCQkIYM2YMffv2ZcGCBeTm5gKQmZnJkiVLGDx4MMOHD6dt27a888471K1bl6VLl5ZKnSWMhBDCojRm/89SzaM5c+bw5JNP0rBhQ6PtmZmZ7Nmzh549exptDw8P58KFC/z1118AJCQkkJqaSlhYmKGMvb09PXr0ID4+Hp1OZ5F65icDGIQQwsJKMgNDcnIyEydOLHL/jh077nj8tm3bOHz4MAsXLuTPP/802peUlERWVhaNGjUy2t64cWNAtaiaN29OYmIiQIFyPj4+pKenc+7cOby9vYv7kopFWkZCCGFh1rpkdOPGDd566y3++9//4urqWmD/tWvXAHBzczParv9dvz8lJQWtVouzs7NRuapVqwJw9epVC9TWmLSMhBDC0kqQLLVq1bpr66coS5YsoUaNGjzxxBN3LKcpoumWf3thZfTdc0UdXxISRkIIUQGcOXOGFStWsGjRItLS0gC4fv264c/09HRDy0bfAtJLSUkB8lpIbm5uZGRkkJGRgZOTU4Fy+vNYkoSREEJYmDVmYDh9+jRZWVk899xzBfYNHjyYFi1a8NFHH+Ho6Mjx48fp0KGDYf+xY8cAdU0o/5+JiYn4+/sbyiUmJuLi4oKXl5fF6y9hJIQQlqQpwQCGEmRYs2bNWLVqldG2Q4cO8eabb/LGG28QGBiIVqslJCSErVu3MmTIEEO5TZs24eHhYQieoKAgqlSpwpYtWwzbcnJy2Lp1K6GhodJNJ4QQ5YE1ZgNyc3MjODi40H0BAQEEBAQAMHbsWAYNGsS0adMIDw8nISGBuLg4Zs6ciZ2dGtOm1WoZPXo0ERERuLu74+/vT1xcHKdOnWL+/PmlUn8JIxuTlZWFTqfj5NG/rF2VEtNfTE0+daJUvqnda5a/c8NKbt04efHMP2BXvgfs5mRlkmvO360y/NexVatWLF68mPnz57N+/Xq8vb2ZNm0a/fr1Myo3bNgwdDodsbGxXLx4EV9fX6Kjo/Hz8yuVeml0pXH3kiiz9u3bh06nw9HR0dpVEaLMy8rKQqPR0KpVq2KVP3DgAJk5Opw8Gt29cCEyLhxHa68hMDDQrOPLM2kZ2Zji/qMSQphH3TNkXtOoDDeoSp2EkRBCWFgF6DW+5ySMhBDCwiSLTCdhJIQQliZpZLLyPdRFCCFEhSAtIyGEsDBrzMBQ3kkYCSGEhckABtNJGAkhhIVJFplOwkgIISxN0shkMoBBCCGE1UnLSAghLEwGMJhOwkgIISxMBjCYTsJICCEsSIP5l4xsOcMkjIQQwtJsOVXMJAMYhBBCWJ20jIQQwsJkAIPpJIyEyCcnB+ztrV0LUa5pSjCAwYYzTMJIiFvyB9HWrernWrXABhfdLHUVPfRtOFPMJmEkxC36D8cBAyA+Hs6fB39/ePJJmDbNunWrSPIH0aJFcPo0+PhAWBh4e1u3bhYjaWQyCSNh8/J/OC5bBgcOwPLlaltsLCxeDFevwrvvWrWaFYb+ve7fH776Cjw84Phx6NJFhX5oqHXrZwlyzch0EkbC5uk/HL/6Sn1Lf+op6NFDbff3h4gIWLlSlZFAMl9uLtjdGr/7zz/qsW0bNG0KR46o93zKFHjjDejWzZo1FdYgYSRsVv4W0e7d0L07ODrC3Ll52++7D158Uf28apXaPm+eVapb7umD6Pnn1c++vtCyJVSqBCEh8O238Mgj8NpragBA165WrW6JyAwMppP7jIRN0unyAufVV6FKFYiJgaws+OYbSErKK1uvngqkQYNUy2j6dOvUubzKzs77ed8++Ptv+N//ID1dBVFOjnrfW7ZULaVjx2DmTNiyxVo1LjmNmQ9bJmEkbE5ubt4317Fj4fPP1TWhoUPh/ffh668hMlINYNCrVw8mTICXXoJnnrFGrcsvh1v9L0OGqOtxL7+sWqFffgkbNqgvBfb2KrRatVJfBn74ARYsgOvXrVp1s2hQf7/Meli78lYk3XTC5ui7i/79F65cUd1y7dqpbePHqw9Ffdfciy+Cl5f6uUEDmD0778NV3Fn+btDoaNi4EUaPhuBgqFFDBc1TT0FcnLpeBOq9b9ECfv8dnJygcmWrVb+EbDlWzCMtI2GTJk0CPz/45Rdo0kQFjE6n9v33v6o77r331OCF5OS84ySIik8fRB99pAaGvPQSPPig2ta6Nbz+OnTsqEbVbdmiviTY2alACgxU15SE7ZAwEjYhJ8f45/BwFUaJiWokV/6uO1CBFBEBb78NS5YYHy+K75NPYMwYmD8fatZUAZWRofYFB8OMGWoo98CBsH69CqOKEPjmdtPZMgkjYRP039IvXlQ/t22rrg/5+cFbb6lQut2ECRAVpW56rcizBVjS7aHdoQMMG6ZCJi5ObXNyUgMWQAXSa69BQACMG6cGNehbqOWZDGAwnYSRsBkzZoCnp7q/xclJdRnFxEBqqvpmXlggjRmj7jUSxaMP7U8+UV1zdeuqe4dGjIA9e9SwblBD6PWB1KaN+mLw00/g4lIxWgjSMjKdhJGwGW3awP33w0MPqUDSatW1i48+Ui2mp55SMwGIkvnoI3j2WXjnHXW9zcsLXnlFjVbcskUFPKhAysxUPz/4oBqxWDFozP6fLbePJIxEhVTYNZ6wMDUwwcNDdQ/984/6QNQH0rVr8OijcOLEPa9uhTJoEIwapa4BvfVWXiBNngxPPKFG1b3wgiqr1Vq1qqIMkTASFZK+u2jfPuObLrt2VaPkvL1VIJ08mRdI0dGqm0gU3+2hr2/pREWpQSJr1+YFkre3CqT+/WHFirzh8xWSXDQymYSRqLBefVV1yW3aZPyh2bWrmtJHo4H27eHUKRVIDz2krls0bGi9Opc3+WffBtXS0V8LioqCxx+Hzz5T7/e5cyqQJk1S93ONGmWVKt8TkkWmkzASFdbkyepG1UmT1J3++VtIjz6qZlI4cwYaN87rsnN2tlp1y60fflDdbk88oX7PPzghMhI6dYKFC1UL6dQpqF1b3TzcpIn16lyqzJ19wQKJtHXrVsaMGUNoaCgtW7YkPDycTz75hNzcXKNy8fHxPP744wQGBtKtWzc+/vjjQs8XExND586dCQwMpE+fPuzdu7dkFbwDCSNRIRR2jcjNTd3U6uCg7hvauDGvGwnUtaPu3dXSBfp7X4TpAgNVt9t33xkHkv49nTdP3WMUG6taSzk5ebNgVFTmD2AomQ8//BCtVsvLL7/M0qVL6dq1K3PmzOGdd94xlNm3bx9jxozB39+f5cuX07t3b2bPnk2cfuz9LTExMURERDBw4ECio6Np0KABI0eO5MiRIyWuZ2E0Ol1FGNUvbNmNG2rCTVDLQFy5Ag8/DNWrq+lkUlLUNaGsLPWNvE8fdczEiXn3t+iPF0XT6dTNwfnvudLp1Df6q1fVgIUXXlDLP6xenRc427apdaLuu0+NpKuwLSLgwIED5OigTsNmZh1/5sQh7DUQaObywpcvX8bd3d1o25tvvsmnn37Kr7/+ilarZcSIEVy7ds0ofKZPn853333H999/j52dHZmZmTz00EP079+fl19+GYCcnBzCw8Px8/MjIiLCrPrdSQX/fiIqquvX8+5Z0QfJgAHQr5+6Z8jfX3URJSXltZCqVVNT0oSEQK9e6sPz8ccliO4mO1u1ZjSavCB6800VPJMnq2Hx1aqpkI+MhB071Pt76BD8+aeaELVmTTVwpCIHkRErXTS6PYgAmjVrRkZGBlevXiUzM5M9e/bQs2dPozLh4eFcuHCBv/76C4CEhARSU1MJCwszlLG3t6dHjx7Ex8dTGm2YCjDxhrBFmzer0W8nTqjW0KZNsH+/ulherx4sXaqWerhyRV0ob9gQdu1S1y2OHlUfqkuX2tCHo5lu3lSj39q3V7Ntgwr83btVy/PCBbXw4JYtEBQEffuCq6vqFg0MVCGUm6tm4q7oXXN6JcmV0hjE8Ntvv1GtWjVq1KjBiRMnyMrKolGjRkZlGjduDEBiYiLNmzcn8dYd4LeX8/HxIT09nXPnzuFt4TXiJYxEudSjR17gdO+uvonrV2gFNbqrUiW1DAGoVtR996lVRO3sVJedo6PVql9uZGSoQQfR0SpkWrfO65Lz84ODB9WoxUceUdfkQkLUdaOOHdW9W1WrqrnnbvtMq/BKMptCcnIyEydOLHL/jh07in2uAwcOsHbtWsaOHYu9vT3Xrl0DwM3Nzaic/nf9/pSUFLRaLc63jeipWrUqAFevXpUwErYrK0u1hJKS1Afcs8+q7qN581TraM4cVU5/DUm/RPj776sAGjVKja6DijEZZ2nKylL3YF24AD//rAJ/6VLV+gTV6qlcWS29ERWlhmqHh6sWanCwahHd4fO0wrPEYISSunDhAuPHjycwMJCRI0ca7dMUkZb5txdWRt89V9TxJSH/JEW5kJoKTz8NZ8+qaxRxcWp6n8GDVTfQ22/DF1+oaxiVKqnuJWdnFUj29qp7zskJpk1Tv9v6PGB3kpqq3tezZ9WQ92++Ue93r16qS65Vq7x1hjQaNcXSwoUqkHr3VmX160MJ09WqVcuk1k9hUlNTGTlyJM7OzixZsgTHW90A+paNvgWkl5KSAuS1kNzc3MjIyCAjIwMnJ6cC5fTnsSQb6cUV5Vlqqpq7LD1dzfC8Z48KIlAzJgwZoibjPHlSjeQCFUQ3b6qf582DqVPVAAeZffvOUlPhgQfUCMQXX1STxzZpoq4PffmlapHu3atCPv99W/ffrwYveHmp/x76995WWXOi1IyMDEaPHs3Fixf54IMPqF69umFf/fr1cXR05PhtkzAeO3YMUNeE8v+ZeNvswYmJibi4uOClX3HSgiSMRJmWlaVGx9WpAx9+CI89BrVq5S0zoNOpQBo8WHXTHTyoZlgAFUg3bqifZ82Cpk2t8xrKi6ws1fqsU0fdN6QfjODkpLpDq1dXS7R36KCGakdHGwdSYKC6TrR9u9w8bC3Z2dlMmDCBw4cP88EHH1CnTh2j/VqtlpCQELZu3Wq0fdOmTXh4eOB/a4r6oKAgqlSpwpYtWwxlcnJy2Lp1K6GhodJNJ2zP8eNqiPD06cazOuv/LWg0KpAqV1aBBKr19Oij6v4WGbZdfEeOqPf71VfVe61/j/Wj4HJy1BDutWtVd5z+VpNRo/JanAEB97zaZZK1uoFnzpzJd999x0svvcTNmzf5/fffDfsaN26Mq6srY8eOZdCgQUybNo3w8HASEhKIi4tj5syZ2N36j63Vahk9ejQRERG4u7vj7+9PXFwcp06dYv78+aVSdwkjUabt26e6inr2VB+K+pss89P/7uKiFnKzt4fRo9UH5rp1977O5dX+/SqQQkIKH4Ztb69aQu7uajRdnz5qcIj+BmLpAs1jrQEMu3fvBjCacUFv1apVBAcH06pVKxYvXsz8+fNZv3493t7eTJs2jX79+hmVHzZsGDqdjtjYWC5evIivry/R0dH4+fmVSt1lBgZRpm3YoEJl1y61Omth3zj1AfXXX2oIcU6O6k5q3x58fe99ncurlStViP/5p7ovKze3YCjl5qpA+vdf1V3arp16v7dvV914tu7AgQPk6uC+JuY1Ef85+id2JZiBoTyTa0aiTKtfX4XNTz/ldcndTqNRc86NGKHudXFxUQu5SRCZpmVL9f4uW6Z+17dE87OzUzNz9+ihbjz++mvVbSdBZExWejWdhJEos3Q6Na3PE0+olUJ37DAOpPwflAkJaiRYjRrWqWtFUL++CqSPPlIj50C937dN+Mz336tBDe7u6hqS/t4toZg7E5CFZgQqtySMRJml0ahv4cOGqQ/KZ59VM0PrPyD13ySvXlUjuypXhubN844VpqleHZYsUe/nzJnqBlYw7qq7elV152m1MjrxjiSJTCZhJMosfcunRw81ms7BQY2SW7JEXR8CNfPCxImwZg0sXw6enlarboXQsqWacfvIETWb+euvq/n9UlJUy3TCBHVT67Jl8l7fibWWkCjPZACDKNPyX0T/8ksVOFu2qG4ie3vVLeflBR98oG68FJbx22/qGtzBg2p4vJ2dCh83N3UPkrzXhTtw4AA6HTTya27W8cePHERjowMYZGi3KNPs7PICqVcvtWrogQPqQzItTS0V7uMj39It7YEH1OCEI0fU3HTZ2WrOuWbN5L0uDukmNp2EkbCqnJzC70/Jfz9R/vuLqlRRw4ll7rPS5+GhHu3bW7sm5Y9kkekkjITV5A+i5ctVS8fdXQ1UKOrGVvnGeW/l/1JQ2A3HohAlGYxgw++vhJGwCp0uL4j69lUXx7VatWTBpk3qzv7bptUSVpA/fCSIis/WByOYQ0bTiXsu/7DsX39V6xN99RXEx6uZE777DoYPV8sXCCFsg7SMxD2nHx339ttw+LBagTUwUI3aatpU3e/y5JNqddalS9V+IcqLrMxMjh4+YPaxWq3WwjUqH6RlJKzi99/VCqFffaWGC+efXbtrV/jsM9VqGjdOTZQqRHmg1WrRarVm3/OqP94WyX1Gwmq2bFErsx4/DrGxakLU/L77Drp0Uds//1yWCheiIpMwEqWuqOHboCbbnDZN3cQ6fbpaKiK/778Hb2+Z9FSIik7CSJSq/EG0eDH8/beaYTswUC1XAGqZiNdfV6PpCgskIUTFJ2EkSk3++1L69lVrEt13HyQnw6VL0KIFfPONWvJh/Xo1OWflyjBpUsEuOyFExSYDGITF6Zcc0AfRu++qKWXWroU9e9Q1oshINaS7Y0dV5vHHYdYsOHNGtaDS061RcyGEtcglYWExmZmqq83Ozrh77sABtQJrq1YqoBwcYOBA1SIaORJeflkN8+7ZExwdoUkTtU8IYTukm05YRFYWhIaqwQZr16ptGRkqXDp3VgH17beq1aSffSEzE7p3V/s2b1ZBJoSwTdJNJywiPR0eflgFzvDhapuTkwqap5+GnTvVdSE7u7zVWrVaNUru0iXVkhJC2C7pphMlptOp5adfeknNqv3WW2rbihVqf/v26kbWCRNUS0k/Wu7SJTh6VM26IPcQCWHb5CNAlJh+1FzNmjBqlNqmD6QPPwR/f7Ua63vvqTWJRo9WofTPP2qWhR9+UL8LIWyXhJEwS3o6TJ0K4eFqwEH9+mq7h4daIRRg7lx1jWjlSrV0uIeHmpH7ww/VAAUfH9i9GwICrPc6hBBlgwxgECbLzlZDsfXLf7doAY0bq2tDwcFqKfAbN1RL6K23VNmPPso7PiVFhVFmpvGcdEII2yUDGITJbt6EkBBo3lwNQggLU7NvDxyotv3nP2rAwjPPqKl+vvkmb1ADqACytwdnZ6u9BCFEGSMtI2GWa9fUAIWICGjdGtasUdd/PvpILZR36JBqJbm4qBF0X38Nw4bBBx9Yu+ZCiLJIwkiY7do1df1nxgx45BGIi1PbT59WMymsWAF//KFmX9D/LUtOBi8v69VZCFE2SRiJEklJUaEzcyY89JAaoKCnn4Xhyy/VBKlhYdCsmfXqKoQouySMRInpA2nWLGjXTs3CDWoGBicn9XP+SVOFEOJ2EkbCIooKpOxsuaFVCHF3EkbCYvSB9NZbalaFnTutXSMhRHkh31mFxbi5qSHcN27A8uVw6hTUq2ftWgkhygNpGQmLS01Vs3i7u1u7JkKI8kLCSAghhNXJDAxCCCGsTsJICCGE1UkYCSGEsDoJIyGEEFYnYSSEEMLqJIyEEEJYnYSREEIIq5MwEmXS2rVr8fPzMzz8/f3p0KEDU6ZM4dy5c/ekDp07d2by5MmG3/fu3Yufnx979+416TwJCQlERkaSkpJi6SoyefJkOnfufNdyzzzzDM8884xZz9G5c2dGjRpl1rF3Omf+91YImQ5IlGlvvvkmjRo14ubNm/z6668sW7aMn3/+mY0bN1K5cuV7WpeAgAA+//xzGjdubNJx+/btIyoqit69e+Pm5lZKtROifJMwEmVakyZNCAwMBCAkJIScnBwWL17M9u3beeyxxwo95saNG1SqVMnidXF1daVly5YWP68QQrrpRDmjD4OzZ88CqpuqVatWHDlyhGHDhtGqVSuGDBkCQGZmJosXL+bRRx+lefPmhISEMGXKFC5fvmx0zqysLN5++23atWtHixYteOqpp/jjjz8KPHdR3XT79+/n+eefJzg4mMDAQLp27cqcOXMAiIyM5O233wagS5cuhm7H/OfYsmULAwYMoGXLlrRq1Yrhw4fz119/FXj+tWvX8sgjj9C8eXO6d+/O+vXrzXoP9aKioujXrx9t2rQhKCiI3r17ExcXR1EzhH3zzTeEh4cTGBhIly5dWLVqVYEyaWlpzJs3j86dO9O8eXMefvhh5syZw/Xr10tUV1HxSctIlCsnT54EwD3fLKxZWVmMHj2aJ598kpEjR5KTk0Nubi5jxozht99+Y/jw4QQFBXHmzBkiIyP5448/WLNmDc7OzgBMnz6d9evXM2zYMNq1a8fRo0cZN24c6enpd63Prl27GD16NI0aNWLy5MnUqlWLM2fO8MMPPwDQr18/rl27RmxsLFFRUXh4eAAYuvqWLl3K+++/zxNPPMHo0aPJysoiJiaGgQMHEhcXZyi3du1apkyZQpcuXZg8eTKpqalERUWRmZmJnZ153ynPnDnDgAEDqF27NgC///47s2fP5ty5c4wbN86o7KFDh5g7dy7jxo2jZs2abNy4kTlz5pCVlcXw4cMB1SIdNGgQ//77L88//zx+fn4cPXqUhQsX8vfff/O///0PjaywKIqiE6IMWrNmjc7X11f3+++/67KysnRpaWm67777ThcSEqJr1aqV7sKFCzqdTqd75ZVXdL6+vrrVq1cbHb9p0yadr6+v7quvvjLa/scff+h8fX11H3/8sU6n0+mOHTum8/X11c2dO9eo3IYNG3S+vr66V155xbBtz549Ol9fX92ePXsM27p27arr2rWr7ubNm0W+lg8++EDn6+urO3XqlNH2s2fP6vz9/XWzZs0y2p6WlqZr166dbsKECTqdTqfLycnRtW/fXte7d29dbm6uodzp06d1AQEBuk6dOhX53HqDBg3SDRo0qMj9OTk5uqysLF1UVJSuTZs2Rs/TqVMnnZ+fn+7QoUNGxwwdOlQXFBSku379uk6n0+mWLVuma9q0qe6PP/4wKrdt2zadr6+vbufOnUbnzP/eCiHddKJM69+/PwEBAQQFBTFq1Chq1qzJ8uXLqVmzplG5Rx55xOj37777Djc3Nzp16kR2drbh0axZMzw8PPj5558BDN1l4eHhRsd3794dh7ssUXvixAmSkpLo27cvTvr11U2we/dusrOz6dWrl1EdnZycaN26taGOJ06c4Pz584SFhRm1LOrUqUOrVq1Mfl69n376iSFDhvDAAw/QrFkzAgICWLhwIVevXuXSpUtGZZs0aULTpk2NtoWFhZGWlsaff/4JqPe8SZMmNGvWzOj1tG/fHo1GY3g9QhRGuulEmTZv3jx8fHxwcHCgRo0aeHp6FihTqVIlXF1djbZdunSJlJQUmjdvXuh5r1y5AsDVq1cBDN1neg4ODlSrVu2OddNfe/Ly8irOSyng4sWLAPTt27fQ/fruN31dbw9g/bYzZ86Y/Nx//PEHw4cPp02bNsyaNQtvb28cHR3Zvn07S5cu5ebNmwWep7Dnhrz38NKlS5w8eZKAgIBCn1P/OoQojISRKNN8fHwMo+mKUth1iOrVq1OtWjU++OCDQo9xcXEBMATOhQsXjEIlOzvb8CFbFP11K3Pve6pevToACxcuNFy3uVM5fXjlV9i24ti8eTMODg4sW7bMqFW3ffv2Qsvf6bn172H16tVxcnJi7ty5hZ5D/zqEKIyEkaiQOnbsyObNm8nNzaVFixZFlgsODgZg48aNRq2orVu3kp2dfcfnaNiwIfXr12fNmjUMHToUrVZbaDn99oyMDKPt7du3x8HBgaSkpALdjLc/j4eHB5s2bWLo0KGG8D1z5gz79u0rtLV4NxqNBnt7e6PBDzdv3mTDhg2Flj969CiHDx826qrbtGkTLi4uhpZQx44dWbZsGdWqVaOerDcvTCRhJCqknj17snHjRp577jmeeeYZ7r//fhwdHfn333/Zu3cvXbp0oVu3bvj4+PDYY4+xcuVKHBwceOihhzh69CgxMTEFuv4KM2PGDEaPHk3//v0ZMmQItWrVIjk5mV27dvHee+8B4OvrC8DKlSvp3bs3Dg4ONGzYkLp16zJ+/Hjef/99Tp06RYcOHXBzc+PixYscOHCASpUqMX78eOzs7JgwYQLTpk1j7Nix9O/fn5SUFKKiogrtPiuO0NBQPvzwQyZNmsSAAQO4evUqMTExRQaqp6cno0ePZty4cXh4eLBhwwZ++OEHXnzxRcM9Xc8++yxff/01gwYNYsiQIfj5+ZGbm0tycjK7d+9m2LBhd/xiIGybhJGokOzt7VmyZAmrVq3iyy+/JDo6Gnt7e7y9vWndurUhIADmzJlDzZo1WbduHbGxsTRr1ozIyEj++9//3vV5Hn74YT766CMWL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\ No newline at end of file From 6d5abd94d4c39e44c21553d75480ce72d6a6421d Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:05:04 +0000 Subject: [PATCH 06/15] Remove label column type casting in notebook Removed unnecessary type casting for the label column. --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 2 -- 1 file changed, 2 deletions(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index 978f2a2b..c90f1f4d 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -96,8 +96,6 @@ "import pandas as pd\n", "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", - "# Cast the label column to type int to avoid type conversion issue later\n", - "df_clean["Exited"] = df_clean["Exited"].astype("int")\n", "display(df_clean)" ] }, From 43ad0453736493830ef9dd85bf486c9c7c026166 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:06:20 +0000 Subject: [PATCH 07/15] Convert 'Exited' column to integer type --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index c90f1f4d..c8b72c6b 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -96,6 +96,7 @@ "import pandas as pd\n", "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", + "df_clean["Exited"] = df_clean["Exited"].astype("int")\n", "display(df_clean)" ] }, From 9659e4deb32a467056bbcda7429327a29530d731 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:07:36 +0000 Subject: [PATCH 08/15] Fix formatting issue in data science tutorial notebook --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index c8b72c6b..d80daf5c 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -96,8 +96,7 @@ "import pandas as pd\n", "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", - "df_clean["Exited"] = df_clean["Exited"].astype("int")\n", - "display(df_clean)" + "df_clean["Exited"] = df_clean["Exited"].astype("int")" ] }, { From 0cc4db26ecde43822bc358ed680ef07ec02895df Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:09:18 +0000 Subject: [PATCH 09/15] Clarify label column type casting in notebook Added a comment to clarify the casting of the label column. --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index d80daf5c..85df6478 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -96,7 +96,7 @@ "import pandas as pd\n", "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", - "df_clean["Exited"] = df_clean["Exited"].astype("int")" + "# Cast the label column to type int to avoid type conversion issue later\n" ] }, { From ef6abc93c774d261f72625f5d20e63f6cd42773f Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:10:47 +0000 Subject: [PATCH 10/15] Update comment for label column type casting --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index 85df6478..55c07948 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -96,7 +96,8 @@ "import pandas as pd\n", "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", - "# Cast the label column to type int to avoid type conversion issue later\n" + "# Cast the label column to type int to ensure compatibility on inference\n", + "df_clean["Exited"] = df_clean["Exited"].astype("int")" ] }, { From dfab28c1e369fc897088c8169a473ec0b9d16cf2 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:13:26 +0000 Subject: [PATCH 11/15] Fix formatting of label column casting in notebook --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index 55c07948..4868b143 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -97,7 +97,7 @@ "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", "# Cast the label column to type int to ensure compatibility on inference\n", - "df_clean["Exited"] = df_clean["Exited"].astype("int")" + "df_clean[\"Exited\"] = df_clean[\"Exited\"].astype("int")" ] }, { From 5d97d2ffdd2a87ff22c422e867188c728efc76c2 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:14:28 +0000 Subject: [PATCH 12/15] Fix formatting of label column casting in notebook --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index 4868b143..b6f6259a 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -97,7 +97,7 @@ "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", "# Cast the label column to type int to ensure compatibility on inference\n", - "df_clean[\"Exited\"] = df_clean[\"Exited\"].astype("int")" + "df_clean[\"Exited\"] = df_clean[\"Exited\"].astype(\"int\")" ] }, { From f38f39d951f89e30f29b86d34e7ee6fd9193e584 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:16:38 +0000 Subject: [PATCH 13/15] Fix data type conversion and display DataFrame Fixed label data type conversion for data frame --- .../data-science/data-science-tutorial/3-train-evaluate.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb index b6f6259a..4c437e22 100644 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb +++ b/docs-samples/data-science/data-science-tutorial/3-train-evaluate.ipynb @@ -97,7 +97,8 @@ "SEED = 12345\n", "df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n", "# Cast the label column to type int to ensure compatibility on inference\n", - "df_clean[\"Exited\"] = df_clean[\"Exited\"].astype(\"int\")" + "df_clean[\"Exited\"] = df_clean[\"Exited\"].astype(\"int\")\n", + "display(df_clean)" ] }, { From 09e84bb39de8c9e5e03452154cc83b37003b663e Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:18:20 +0000 Subject: [PATCH 14/15] Delete docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb --- .../data-science-tutorial/3-train-evaluate-lhs.ipynb | 1 - 1 file changed, 1 deletion(-) delete mode 100644 docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb diff --git a/docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb b/docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb deleted file mode 100644 index 74dae376..00000000 --- a/docs-samples/data-science/data-science-tutorial/3-train-evaluate-lhs.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"cells":[{"cell_type":"markdown","source":["# Part 3: Train and register a machine learning model\n","\n","In this tutorial, you'll learn to train multiple machine learning models to select the best one in order to predict which bank customers are likely to leave.\n","\n","Once a model is trained, you'll register the trained model, and log the used hyperaparameters as well as the evaluation metrics using Microsoft Fabric's native integration with the MLflow framework.\n","\n","[MLflow](https://mlflow.org/docs/latest/index.html) is an open source platform for managing the machine learning lifecycle with features like Tracking, Models, and Model Registry. MLflow is natively integrated with the Fabric Data Science experience.\n","\n","## Prerequisites\n","\n","- Complete [Part 2: Explore and clean data](https://learn.microsoft.com/fabric/data-science/tutorial-data-science-explore-notebook).\n","- Attach the same lakehouse you used in Part 2 to this notebook."],"metadata":{},"id":"f7cbbac5"},{"cell_type":"markdown","source":["## Install custom libraries\n","\n","For this notebook, you'll install imbalanced-learn (imported as `imblearn`) using `%pip install`. Imbalanced-learn is a library for Synthetic Minority Oversampling Technique (SMOTE) which is used when dealing with imbalanced datasets. The PySpark kernel will be restarted after `%pip install`, so you'll need to install the library before you run any other cells. \n","\n","You'll access SMOTE using the `imblearn` library. Install it now using the in-line installation capabilities (e.g., `%pip`, `%conda`).\n","\n"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"9ef269b0-0adc-428d-b2f0-7acbb3170142"},{"cell_type":"code","source":["# Install imblearn for SMOTE using pip\n","%pip install imblearn"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":42,"statement_ids":[37,38,39,40,41,42],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:17.2496676Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:17.8272697Z","execution_finish_time":"2025-10-02T16:19:35.4427128Z","parent_msg_id":"6c62b13e-6031-46f7-be71-f2d3077b5c52"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 42, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Requirement already satisfied: imblearn in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (0.0)\nRequirement already satisfied: imbalanced-learn in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (from imblearn) (0.14.0)\nRequirement already satisfied: numpy<3,>=1.25.2 in /home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.26.4)\nRequirement already satisfied: scipy<2,>=1.11.4 in /home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.11.4)\nRequirement already satisfied: scikit-learn<2,>=1.4.2 in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.7.2)\nRequirement already satisfied: joblib<2,>=1.2.0 in /home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (1.2.0)\nRequirement already satisfied: threadpoolctl<4,>=2.0.0 in /nfs4/pyenv-778282a9-9e3d-4c84-b4c3-960241c870ff/lib/python3.11/site-packages (from imbalanced-learn->imblearn) (3.6.0)\n\n\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.2\u001b[0m\n\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython -m pip install --upgrade pip\u001b[0m\nNote: you may need to restart the kernel to use updated packages.\nWarning: PySpark kernel has been restarted to use updated packages.\n\n"]}],"execution_count":23,"metadata":{"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"4b972e90-29c3-4b75-8837-2d3830dd2a8a"},{"cell_type":"markdown","source":["> [!TIP]\n",">\n","> When you install a library in a notebook, it is only available for the duration of the notebook session and not in the workspace. If you restart the notebook, you'll need to install the library again. If you have a library you often use, you could instead [install it in your workspace](https://learn.microsoft.com/fabric/data-science/python-guide/python-library-management) to make it available to all notebooks in your workspace without further installs.\n"],"metadata":{},"id":"2f696837"},{"cell_type":"markdown","source":["\n","## Load the data\n","\n","Load the delta table from the lakehouse in order to read the cleaned data you created in the previous notebook."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"a5d1fffa-b0fb-4ac8-9d7f-41339ca50faf"},{"cell_type":"code","source":["import pandas as pd\n","SEED = 12345\n","df_clean = spark.read.format(\"delta\").load(\"Tables/df_clean\").toPandas()\n","# LHS: Cast the label column (\"Exited\") to type int to avoid type conversion issue later \n","df_clean[\"Exited\"] = df_clean[\"Exited\"].astype(\"int\")\n","display(df_clean)"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":44,"statement_ids":[44],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:17.4548061Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:40.5039404Z","execution_finish_time":"2025-10-02T16:19:42.9283533Z","parent_msg_id":"c6e86cf8-52b8-44f9-966e-4f5c36db440e"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 44, Finished, Available, Finished)"},"metadata":{}},{"output_type":"display_data","data":{"application/vnd.synapse.widget-view+json":{"widget_id":"79d119eb-c28b-438b-84ee-4c948e1d90f0","widget_type":"Synapse.DataFrame"},"text/plain":"SynapseWidget(Synapse.DataFrame, 79d119eb-c28b-438b-84ee-4c948e1d90f0)"},"metadata":{}}],"execution_count":24,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"},"collapsed":false},"id":"025e525b-b00c-4537-9edb-cc445782d736"},{"cell_type":"markdown","source":["### Generate experiment for tracking and logging the model using MLflow\n","\n","This section demonstrates how to generate an experiment, specify model and training parameters as well as scoring metrics, train the models, log them, and save the trained models for later use."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"eef9eead-c909-4cb2-848f-12d2ad6a3df3"},{"cell_type":"code","source":["import mlflow\n","# Setup experiment name\n","EXPERIMENT_NAME = \"bank-churn-experiment\" # MLflow experiment name"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":46,"statement_ids":[46],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.2525479Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:43.2838871Z","execution_finish_time":"2025-10-02T16:19:43.5970143Z","parent_msg_id":"c1f3f3df-4e06-4da0-a37a-c97d00b7acc8"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 46, Finished, Available, Finished)"},"metadata":{}}],"execution_count":26,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"33810bac-86b5-46a6-9c37-cd28ca679a43"},{"cell_type":"markdown","source":["Extending the MLflow autologging capabilities, autologging works by automatically capturing the values of input parameters and output metrics of a machine learning model as it is being trained. This information is then logged to your workspace, where it can be accessed and visualized using the MLflow APIs or the corresponding experiment in your workspace. \n","\n","All the experiments with their respective names are logged and you'll be able to track their parameters and performance metrics. To learn more about autologging, see [Autologging in Microsoft Fabric](https://aka.ms/fabric-autologging)."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"6b415622-97f7-480f-bc72-9f63053742fc"},{"cell_type":"markdown","source":["### Set experiment and autologging specifications"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"65b8693b-2970-4daf-ad31-067a25b80b60"},{"cell_type":"code","source":["mlflow.set_experiment(EXPERIMENT_NAME)\n","mlflow.autolog(exclusive=False)"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":47,"statement_ids":[47],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.4646887Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:43.5992782Z","execution_finish_time":"2025-10-02T16:19:45.925985Z","parent_msg_id":"8fd0e712-8f83-4937-9f7f-4baea9254852"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 47, Finished, Available, Finished)"},"metadata":{}}],"execution_count":27,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"b08b40bc-e4c1-4faf-a388-2ed301580d16"},{"cell_type":"markdown","source":["## Import scikit-learn and LightGBM\n","\n","With your data in place, you can now define the machine learning models. You'll apply Random Forrest and LightGBM models in this notebook. Use `scikit-learn` and `lightgbm` to implement the models within a few lines of code. "],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"634163fa-5062-469e-a5e9-ed49ef7e4607"},{"cell_type":"code","source":["# Import the required libraries for model training\n","from sklearn.model_selection import train_test_split\n","from lightgbm import LGBMClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from sklearn.metrics import accuracy_score, f1_score, precision_score, confusion_matrix, recall_score, roc_auc_score, classification_report"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":48,"statement_ids":[48],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.7019646Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:45.9292451Z","execution_finish_time":"2025-10-02T16:19:50.7160878Z","parent_msg_id":"bbae39fd-83b9-4cd6-85b4-37852677803e"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 48, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:19:46 WARNING mlflow.utils.autologging_utils: You are using an unsupported version of sklearn. If you encounter errors during autologging, try upgrading / downgrading sklearn to a supported version, or try upgrading MLflow.\n2025/10/02 16:19:48 INFO mlflow.tracking.fluent: Autologging successfully enabled for sklearn.\n2025/10/02 16:19:49 INFO mlflow.tracking.fluent: Autologging successfully enabled for lightgbm.\n"]}],"execution_count":28,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"ffbdd7fd-a273-458c-9cea-dbcd583911dc"},{"cell_type":"markdown","source":["## Prepare training, validation and test datasets\n","\n","Use the `train_test_split` function from `scikit-learn` to split the data into training and test sets."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"c72af93c-971d-4b13-9079-0025a5d78b32"},{"cell_type":"code","source":["y = df_clean[\"Exited\"]\n","X = df_clean.drop(\"Exited\",axis=1)\n","# Split the dataset to 60%, 20%, 20% for training, validation, and test datasets\n","# Train-Test Separation\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20, random_state=SEED)\n","# Train-Validation Separation\n","X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.25, random_state=SEED)\n"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":49,"statement_ids":[49],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:18.9326804Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:50.7182619Z","execution_finish_time":"2025-10-02T16:19:50.9798438Z","parent_msg_id":"d2c45f4b-09fe-45c0-9901-5d424ed3d947"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 49, Finished, Available, Finished)"},"metadata":{}}],"execution_count":29,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"3c539eed-0f88-4f0a-b7d2-901c2f9930e3"},{"cell_type":"markdown","source":["### Save test data to a delta table\n","\n","Save the test data to the delta table for use in the next notebook."],"metadata":{},"id":"2228fa5a"},{"cell_type":"code","source":["table_name = \"df_test\"\n","# Create PySpark DataFrame from Pandas\n","df_test=spark.createDataFrame(X_test)\n","df_test.write.mode(\"overwrite\").format(\"delta\").save(f\"Tables/{table_name}\")\n","print(f\"Spark test DataFrame saved to delta table: {table_name}\")"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":50,"statement_ids":[50],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.1519406Z","session_start_time":null,"execution_start_time":"2025-10-02T16:19:50.9821242Z","execution_finish_time":"2025-10-02T16:20:04.8239055Z","parent_msg_id":"7fed3ebf-916b-4ff4-8204-14a4cf81d512"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 50, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Spark test DataFrame saved to delta table: df_test\n"]}],"execution_count":30,"metadata":{"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"e64ada79"},{"cell_type":"markdown","source":["\n","### Apply SMOTE to the training data to synthesize new samples for the minority class\n","\n","The data exploration in part 2 showed that out of the 10,000 data points corresponding to 10,000 customers, only 2,037 customers (around 20%) have left the bank. This indicates that the dataset is highly imbalanced. The problem with imbalanced classification is that there are too few examples of the minority class for a model to effectively learn the decision boundary. SMOTE is the most widely used approach to synthesize new samples for the minority class. Learn more about SMOTE [here](https://imbalanced-learn.org/stable/references/generated/imblearn.over_sampling.SMOTE.html#) and [here](https://imbalanced-learn.org/stable/over_sampling.html#smote-adasyn).\n","\n","> [!TIP]\n",">\n","> Note that SMOTE should only be applied to the training dataset. You must leave the test dataset in its original imbalanced distribution in order to get a valid approximation of how the machine learning model will perform on the original data, which is representing the situation in production.\n"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"c907a17c-ed92-4334-accc-2deec809334c"},{"cell_type":"code","source":["from collections import Counter\n","from imblearn.over_sampling import SMOTE\n","\n","sm = SMOTE(random_state=SEED)\n","X_res, y_res = sm.fit_resample(X_train, y_train)\n","new_train = pd.concat([X_res, y_res], axis=1)"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":51,"statement_ids":[51],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.3869461Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:04.8262325Z","execution_finish_time":"2025-10-02T16:20:11.0595009Z","parent_msg_id":"30987dfa-4a40-4531-b4c0-55350ff26e25"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 51, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:05 INFO mlflow.utils.autologging_utils: Created MLflow autologging run with ID '37815eb4-4593-419a-9121-c8fdeca0a87b', which will track hyperparameters, performance metrics, model artifacts, and lineage information for the current sklearn workflow\n2025/10/02 16:20:05 WARNING mlflow.sklearn: Training metrics will not be recorded because training labels were not specified. To automatically record training metrics, provide training labels as inputs to the model training function.\n2025/10/02 16:20:05 WARNING mlflow.sklearn: Failed to infer model signature: the trained model does not have a `predict` or `transform` function, which is required in order to infer the signature\n2025/10/02 16:20:05 WARNING mlflow.sklearn: Model was missing function: predict. Not logging python_function flavor!\n2025/10/02 16:20:09 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/_distutils_hack/__init__.py:33: UserWarning: Setuptools is replacing distutils.\"\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/37815eb4-4593-419a-9121-c8fdeca0a87b/artifacts","end_time":1759422010,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"37815eb4-4593-419a-9121-c8fdeca0a87b","run_name":"dynamic_rainbow_c6xmvs7r","run_uuid":"37815eb4-4593-419a-9121-c8fdeca0a87b","start_time":1759422005,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{},"params":{"algorithm":"auto","leaf_size":"30","metric":"minkowski","metric_params":"None","n_jobs":"None","n_neighbors":"6","p":"2","radius":"1.0"},"tags":{"estimator_class":"sklearn.neighbors._unsupervised.NearestNeighbors","estimator_name":"NearestNeighbors","mlflow.autologging":"sklearn","mlflow.runName":"dynamic_rainbow_c6xmvs7r","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"5c37a1d8-7e35-4461-8a1b-92b348322002","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":31,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"bdbb6dec-3e17-498a-8e8d-380bc9a59f5a"},{"cell_type":"markdown","source":["### Model Training"],"metadata":{},"id":"1727fe26"},{"cell_type":"markdown","source":["* Train the model using Random Forest with maximum depth of 4 and 4 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"246ac340-db04-4a2a-a504-a2a0295d0525"},{"cell_type":"code","source":["mlflow.sklearn.autolog(registered_model_name='rfc1_sm') # Register the trained model with autologging\n","rfc1_sm = RandomForestClassifier(max_depth=4, max_features=4, min_samples_split=3, random_state=1) # Pass hyperparameters\n","with mlflow.start_run(run_name=\"rfc1_sm\") as run:\n"," rfc1_sm_run_id = run.info.run_id # Capture run_id for model prediction later\n"," print(\"run_id: {}; status: {}\".format(rfc1_sm_run_id, run.info.status))\n"," # rfc1.fit(X_train,y_train) # Imbalanaced training data\n"," rfc1_sm.fit(X_res, y_res.ravel()) # Balanced training data\n"," rfc1_sm.score(X_val, y_val)\n"," y_pred = rfc1_sm.predict(X_val)\n"," cr_rfc1_sm = classification_report(y_val, y_pred)\n"," cm_rfc1_sm = confusion_matrix(y_val, y_pred)\n"," roc_auc_rfc1_sm = roc_auc_score(y_res, rfc1_sm.predict_proba(X_res)[:, 1])"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":52,"statement_ids":[52],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.6335169Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:11.0617392Z","execution_finish_time":"2025-10-02T16:20:22.9143579Z","parent_msg_id":"0612cd40-7708-4777-9268-6c962c81c0d0"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 52, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:11 WARNING mlflow.utils.autologging_utils: You are using an unsupported version of sklearn. If you encounter errors during autologging, try upgrading / downgrading sklearn to a supported version, or try upgrading MLflow.\n2025/10/02 16:20:13 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025-10-02:16:20:17,55 ERROR [shared_platform_utils.py:82] Create MLModel failed, status_code: 400, b'{\"requestId\":\"42f07c99-92aa-4b0e-9032-6dce236aed10\",\"errorCode\":\"ItemDisplayNameAlreadyInUse\",\"message\":\"Requested \\'rfc1_sm\\' is already in use\"}'\nRegistered model 'rfc1_sm' already exists. Creating a new version of this model...\n2025/10/02 16:20:19 INFO mlflow.store.model_registry.abstract_store: Waiting up to 300 seconds for model version to finish creation. Model name: rfc1_sm, version 4\nCreated version '4' of model 'rfc1_sm'.\n2025/10/02 16:20:20 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025/10/02 16:20:20 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n"]},{"output_type":"stream","name":"stdout","text":["run_id: fdfe83e7-04f1-4e98-b98a-a81986a3ae8d; status: RUNNING\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/fdfe83e7-04f1-4e98-b98a-a81986a3ae8d/artifacts","end_time":1759422021,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"fdfe83e7-04f1-4e98-b98a-a81986a3ae8d","run_name":"rfc1_sm","run_uuid":"fdfe83e7-04f1-4e98-b98a-a81986a3ae8d","start_time":1759422011,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{"RandomForestClassifier_score_X_val":0.788,"training_accuracy_score":0.8320738874895046,"training_f1_score":0.8320667767215613,"training_log_loss":0.44081866414291404,"training_precision_score":0.8321301408100141,"training_recall_score":0.8320738874895046,"training_roc_auc":0.9096900575333754,"training_score":0.8320738874895046},"params":{"bootstrap":"True","ccp_alpha":"0.0","class_weight":"None","criterion":"gini","max_depth":"4","max_features":"4","max_leaf_nodes":"None","max_samples":"None","min_impurity_decrease":"0.0","min_samples_leaf":"1","min_samples_split":"3","min_weight_fraction_leaf":"0.0","monotonic_cst":"None","n_estimators":"100","n_jobs":"None","oob_score":"False","random_state":"1","verbose":"0","warm_start":"False"},"tags":{"estimator_class":"sklearn.ensemble._forest.RandomForestClassifier","estimator_name":"RandomForestClassifier","mlflow.runName":"rfc1_sm","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"59045266-de27-4b6b-b0ec-f7cb7a440952","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":32,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"8cfb7902-c40f-45a3-a7a1-6ab036bc19bc"},{"cell_type":"markdown","source":["* Train the model using Random Forest with maximum depth of 8 and 6 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"562edcf7-8926-4757-ad5a-871a1f813772"},{"cell_type":"code","source":["mlflow.sklearn.autolog(registered_model_name='rfc2_sm') # Register the trained model with autologging\n","rfc2_sm = RandomForestClassifier(max_depth=8, max_features=6, min_samples_split=3, random_state=1) # Pass hyperparameters\n","with mlflow.start_run(run_name=\"rfc2_sm\") as run:\n"," rfc2_sm_run_id = run.info.run_id # Capture run_id for model prediction later\n"," print(\"run_id: {}; status: {}\".format(rfc2_sm_run_id, run.info.status))\n"," # rfc2.fit(X_train,y_train) # Imbalanced training data\n"," rfc2_sm.fit(X_res, y_res.ravel()) # Balanced training data\n"," rfc2_sm.score(X_val, y_val)\n"," y_pred = rfc2_sm.predict(X_val)\n"," cr_rfc2_sm = classification_report(y_val, y_pred)\n"," cm_rfc2_sm = confusion_matrix(y_val, y_pred)\n"," roc_auc_rfc2_sm = roc_auc_score(y_res, rfc2_sm.predict_proba(X_res)[:, 1])"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":53,"statement_ids":[53],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:19.863902Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:22.9166983Z","execution_finish_time":"2025-10-02T16:20:37.0037607Z","parent_msg_id":"428a31df-87c6-4aa8-9c3c-865829051034"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 53, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:23 WARNING mlflow.utils.autologging_utils: You are using an unsupported version of sklearn. If you encounter errors during autologging, try upgrading / downgrading sklearn to a supported version, or try upgrading MLflow.\n2025/10/02 16:20:23 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025/10/02 16:20:26 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025-10-02:16:20:30,584 ERROR [shared_platform_utils.py:82] Create MLModel failed, status_code: 400, b'{\"requestId\":\"74137cd9-7c64-47ef-ae2d-1d74b0d93c5e\",\"errorCode\":\"ItemDisplayNameAlreadyInUse\",\"message\":\"Requested \\'rfc2_sm\\' is already in use\"}'\nRegistered model 'rfc2_sm' already exists. Creating a new version of this model...\n2025/10/02 16:20:32 INFO mlflow.store.model_registry.abstract_store: Waiting up to 300 seconds for model version to finish creation. Model name: rfc2_sm, version 4\nCreated version '4' of model 'rfc2_sm'.\n2025/10/02 16:20:33 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025/10/02 16:20:33 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n"]},{"output_type":"stream","name":"stdout","text":["run_id: 08831a4c-7750-489f-8ea2-82e5f98d273d; status: RUNNING\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/08831a4c-7750-489f-8ea2-82e5f98d273d/artifacts","end_time":1759422033,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"08831a4c-7750-489f-8ea2-82e5f98d273d","run_name":"rfc2_sm","run_uuid":"08831a4c-7750-489f-8ea2-82e5f98d273d","start_time":1759422023,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{"RandomForestClassifier_score_X_val":0.8285,"training_accuracy_score":0.8966204869857263,"training_f1_score":0.8965814983354172,"training_log_loss":0.28201910986590556,"training_precision_score":0.8972194920620996,"training_recall_score":0.8966204869857263,"training_roc_auc":0.9635875013482733,"training_score":0.8966204869857263},"params":{"bootstrap":"True","ccp_alpha":"0.0","class_weight":"None","criterion":"gini","max_depth":"8","max_features":"6","max_leaf_nodes":"None","max_samples":"None","min_impurity_decrease":"0.0","min_samples_leaf":"1","min_samples_split":"3","min_weight_fraction_leaf":"0.0","monotonic_cst":"None","n_estimators":"100","n_jobs":"None","oob_score":"False","random_state":"1","verbose":"0","warm_start":"False"},"tags":{"estimator_class":"sklearn.ensemble._forest.RandomForestClassifier","estimator_name":"RandomForestClassifier","mlflow.runName":"rfc2_sm","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"93d3c261-dacb-403b-97a4-b5b2d29ee6ee","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":33,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"18ab69b4-7098-4bfb-a393-fcd62a2bc0b4"},{"cell_type":"markdown","source":["* Train the model using LightGBM"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"46086429-c184-46b8-872b-58632eae583e"},{"cell_type":"code","source":["# lgbm_model\n","mlflow.lightgbm.autolog(registered_model_name='lgbm_sm') # Register the trained model with autologging\n","lgbm_sm_model = LGBMClassifier(learning_rate = 0.07, \n"," max_delta_step = 2, \n"," n_estimators = 100,\n"," max_depth = 10, \n"," eval_metric = \"logloss\", \n"," objective='binary', \n"," random_state=42)\n","\n","with mlflow.start_run(run_name=\"lgbm_sm\") as run:\n"," lgbm1_sm_run_id = run.info.run_id # Capture run_id for model prediction later\n"," # lgbm_sm_model.fit(X_train,y_train) # Imbalanced training data\n"," lgbm_sm_model.fit(X_res, y_res.ravel()) # Balanced training data\n"," y_pred = lgbm_sm_model.predict(X_val)\n"," accuracy = accuracy_score(y_val, y_pred)\n"," cr_lgbm_sm = classification_report(y_val, y_pred)\n"," cm_lgbm_sm = confusion_matrix(y_val, y_pred)\n"," roc_auc_lgbm_sm = roc_auc_score(y_res, lgbm_sm_model.predict_proba(X_res)[:, 1])"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":54,"statement_ids":[54],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.1115156Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:37.0057185Z","execution_finish_time":"2025-10-02T16:20:48.8392875Z","parent_msg_id":"abd0d9cf-39c8-4e41-9ce8-2c2ac6b3319c"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 54, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:37 WARNING mlflow.utils.autologging_utils: MLflow autologging encountered a warning: \"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/mlflow/types/utils.py:394: UserWarning: Hint: Inferred schema contains integer column(s). Integer columns in Python cannot represent missing values. If your input data contains missing values at inference time, it will be encoded as floats and will cause a schema enforcement error. The best way to avoid this problem is to infer the model schema based on a realistic data sample (training dataset) that includes missing values. Alternatively, you can declare integer columns as doubles (float64) whenever these columns may have missing values. See `Handling Integers With Missing Values `_ for more details.\"\n2025-10-02:16:20:43,744 ERROR [shared_platform_utils.py:82] Create MLModel failed, status_code: 400, b'{\"requestId\":\"e0e5c424-881a-43c3-960f-194bf6e25420\",\"errorCode\":\"ItemDisplayNameAlreadyInUse\",\"message\":\"Requested \\'lgbm_sm\\' is already in use\"}'\nRegistered model 'lgbm_sm' already exists. Creating a new version of this model...\n"]},{"output_type":"stream","name":"stdout","text":["[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Info] Number of positive: 4764, number of negative: 4764\n[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000867 seconds.\nYou can set `force_col_wise=true` to remove the overhead.\n[LightGBM] [Info] Total Bins 1148\n[LightGBM] [Info] Number of data points in the train set: 9528, number of used features: 18\n[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n"]},{"output_type":"display_data","data":{"application/vnd.mlflow.run-widget+json":{"info":{"artifact_uri":"sds://onelakeeastus2.pbidedicated.windows.net/16ac2787-d596-42f3-8bc2-1e3721af53cf/f6783db9-9125-408e-92fd-ddbf7208ba95/Data/4ebd64c9-d67b-408d-b1f8-40dc047f64b5/artifacts","end_time":1759422046,"experiment_id":"f6783db9-9125-408e-92fd-ddbf7208ba95","lifecycle_stage":"active","run_id":"4ebd64c9-d67b-408d-b1f8-40dc047f64b5","run_name":"lgbm_sm","run_uuid":"4ebd64c9-d67b-408d-b1f8-40dc047f64b5","start_time":1759422037,"status":"FINISHED","user_id":"trusted-service-user"},"data":{"metrics":{"accuracy_score_X_val":0.8535},"params":{"boosting_type":"gbdt","categorical_feature":"auto","colsample_bytree":"1.0","eval_metric":"logloss","feature_name":"auto","keep_training_booster":"False","learning_rate":"0.07","max_delta_step":"2","max_depth":"10","metric":"['binary']","min_child_samples":"20","min_child_weight":"0.001","min_split_gain":"0.0","num_boost_round":"100","num_leaves":"31","num_threads":"4","objective":"binary","random_state":"42","reg_alpha":"0.0","reg_lambda":"0.0","subsample":"1.0","subsample_for_bin":"200000","subsample_freq":"0"},"tags":{"mlflow.runName":"lgbm_sm","mlflow.source.name":"/home/trusted-service-user/cluster-env/trident_env/lib/python3.11/site-packages/ipykernel_launcher.py","mlflow.source.type":"LOCAL","mlflow.user":"trusted-service-user","synapseml.livy.id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","synapseml.notebook.artifactId":"83c6e83f-83c2-478c-99ed-7cec8bced589","synapseml.run.artifactJobId":"7213db94-a5d0-495d-8357-13049175ebb9","synapseml.user.id":"9fc0acae-9ee6-4a71-aef5-d9f4af012484","synapseml.user.name":"MOD Administrator","synapseml.experimentName":"bank-churn-experiment","synapseml.experiment.artifactId":"f6783db9-9125-408e-92fd-ddbf7208ba95"}},"inputs":{"dataset_inputs":[]}}},"metadata":{}}],"execution_count":34,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"9f7d92a2-17ea-43b0-b17c-b3fac5b76af6"},{"cell_type":"markdown","source":["## Experiments artifact for tracking model performance\n","\n","The experiment runs are automatically saved in the experiment artifact that can be found from the workspace. They're named based on the name used for setting the experiment. All of the trained models, their runs, performance metrics and model parameters are logged. \n","\n","To view your experiments:\n","1. On the left panel, select your workspace.\n","1. Find and select the experiment name, in this case _bank-churn-experiment_. If you don't see the experiment in your workspace, refresh your browser.\n","\n",""],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"449f8d4d-04ac-43a8-a6e4-1c10ace0c376"},{"cell_type":"markdown","source":["#### Assess the performances of the trained models on the validation dataset\n","\n","Once done with machine learning model training, you can assess the performance of trained models in two ways.\n","\n","- Open the saved experiment from the workspace, load the machine learning models, and then assess the performance of the loaded models on the validation dataset."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"cba64097-3c2a-4107-8f9d-a6b9b32a5dfe"},{"cell_type":"code","source":["# Define run_uri to fetch the model\n","# mlflow client: mlflow.model.url, list model\n","load_model_rfc1_sm = mlflow.sklearn.load_model(f\"runs:/{rfc1_sm_run_id}/model\")\n","load_model_rfc2_sm = mlflow.sklearn.load_model(f\"runs:/{rfc2_sm_run_id}/model\")\n","load_model_lgbm1_sm = mlflow.lightgbm.load_model(f\"runs:/{lgbm1_sm_run_id}/model\")\n","# Assess the performance of the loaded model on validation dataset\n","ypred_rfc1_sm_v1 = load_model_rfc1_sm.predict(X_val) # Random Forest with max depth of 4 and 4 features\n","ypred_rfc2_sm_v1 = load_model_rfc2_sm.predict(X_val) # Random Forest with max depth of 8 and 6 features\n","ypred_lgbm1_sm_v1 = load_model_lgbm1_sm.predict(X_val) # LightGBM"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":55,"statement_ids":[55],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.3731305Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:48.8412864Z","execution_finish_time":"2025-10-02T16:20:52.3455096Z","parent_msg_id":"5628c791-c58b-428c-ba67-49cb8b449f5f"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 55, Finished, Available, Finished)"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Downloading artifacts: 0%| | 0/9 [00:00 num_leaves. (num_leaves=31).\n"]},{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":61,"statement_ids":[61],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:23:56.9021998Z","session_start_time":null,"execution_start_time":"2025-10-02T16:23:56.9033674Z","execution_finish_time":"2025-10-02T16:23:57.2523119Z","parent_msg_id":"eb93cd3b-d307-467b-83b9-8e1a8fb381a5"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 61, Finished, Available, Finished)"},"metadata":{}}],"execution_count":35,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"ms_comment_ranges":{},"ms_comments":[],"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"6f5dd987-2bc0-4ece-839d-d1a1fe66b6f1"},{"cell_type":"markdown","source":["- Directly assess the performance of the trained machine learning models on the validation dataset."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"33e95381-5bd2-443c-a65c-cbde66f2cd4a"},{"cell_type":"code","source":["ypred_rfc1_sm_v2 = rfc1_sm.predict(X_val) # Random Forest with max depth of 4 and 4 features\n","ypred_rfc2_sm_v2 = rfc2_sm.predict(X_val) # Random Forest with max depth of 8 and 6 features\n","ypred_lgbm1_sm_v2 = lgbm_sm_model.predict(X_val) # LightGBM"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":56,"statement_ids":[56],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.5958478Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:52.347783Z","execution_finish_time":"2025-10-02T16:20:53.206063Z","parent_msg_id":"ff31b3aa-e4a2-44ad-bf89-91669260e2f4"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 56, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[LightGBM] [Warning] Unknown parameter: eval_metric\n[LightGBM] [Warning] Accuracy may be bad since you didn't explicitly set num_leaves OR 2^max_depth > num_leaves. (num_leaves=31).\n"]}],"execution_count":36,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"b957a20e-abae-4dd1-a4a2-2bae28151c89"},{"cell_type":"markdown","source":["Depending on user's preference, either approach is fine and should offer identical performances. In this notebook, you'll choose the first approach in order to better demonstrate the MLflow autologging capabilities in Microsoft Fabric."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"fc22818b-6513-497d-9753-04dd6b1bcea2"},{"cell_type":"markdown","source":[" #### Show True/False Positives/Negatives using the Confusion Matrix"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"97eb022f-cf7a-4b1e-8c5c-d0c5dfe4a9f1"},{"cell_type":"markdown","source":["Next, you'll develop a script to plot the confusion matrix in order to evaluate the accuracy of the classification using the validation dataset. The confusion matrix can be plotted using SynapseML tools as well, which is shown in Fraud Detection sample that is available [here](https://aka.ms/samples/frauddectection)."],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"571c96ca-677d-4204-8d7f-95eb7549d579"},{"cell_type":"code","source":["import seaborn as sns\n","sns.set_theme(style=\"whitegrid\", palette=\"tab10\", rc = {'figure.figsize':(9,6)})\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as mticker\n","from matplotlib import rc, rcParams\n","import numpy as np\n","import itertools\n","\n","def plot_confusion_matrix(cm, classes,\n"," normalize=False,\n"," title='Confusion matrix',\n"," cmap=plt.cm.Blues):\n"," print(cm)\n"," plt.figure(figsize=(4,4))\n"," plt.rcParams.update({'font.size': 10})\n"," plt.imshow(cm, interpolation='nearest', cmap=cmap)\n"," plt.title(title)\n"," plt.colorbar()\n"," tick_marks = np.arange(len(classes))\n"," plt.xticks(tick_marks, classes, rotation=45, color=\"blue\")\n"," plt.yticks(tick_marks, classes, color=\"blue\")\n","\n"," fmt = '.2f' if normalize else 'd'\n"," thresh = cm.max() / 2.\n"," for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n"," plt.text(j, i, format(cm[i, j], fmt),\n"," horizontalalignment=\"center\",\n"," color=\"red\" if cm[i, j] > thresh else \"black\")\n","\n"," plt.tight_layout()\n"," plt.ylabel('True label')\n"," plt.xlabel('Predicted label')"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":57,"statement_ids":[57],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:20.9374162Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:53.2080852Z","execution_finish_time":"2025-10-02T16:20:53.9776883Z","parent_msg_id":"deaadbdd-0987-44ef-8d94-df2610ce2206"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 57, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["2025/10/02 16:20:53 INFO mlflow.tracking.fluent: Autologging successfully enabled for statsmodels.\n"]}],"execution_count":37,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"53ae34cf-eed2-457f-8088-00f73acedd3b"},{"cell_type":"markdown","source":["* Confusion Matrix for Random Forest Classifier with maximum depth of 4 and 4 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"b394b5b7-f4ca-4838-b77f-8ef8bdfd409f"},{"cell_type":"code","source":["cfm = confusion_matrix(y_val, y_pred=ypred_rfc1_sm_v1)\n","plot_confusion_matrix(cfm, classes=['Non Churn','Churn'],\n"," title='Random Forest with max depth of 4')\n","tn, fp, fn, tp = cfm.ravel()"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":58,"statement_ids":[58],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:21.1280928Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:53.9797471Z","execution_finish_time":"2025-10-02T16:20:54.7558558Z","parent_msg_id":"4d70cb5b-5594-4f6c-9481-7208198bd589"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 58, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[[1348 266]\n [ 158 228]]\n"]},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":38,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"89c19e11-fcab-4cd4-96d1-1f97a1ac7215"},{"cell_type":"markdown","source":["* Confusion Matrix for Random Forest Classifier with maximum depth of 8 and 6 features"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"50a20d7f-d9cb-42ca-a537-1b50894bedfb"},{"cell_type":"code","source":["cfm = confusion_matrix(y_val, y_pred=ypred_rfc2_sm_v1)\n","plot_confusion_matrix(cfm, classes=['Non Churn','Churn'],\n"," title='Random Forest with max depth of 8')\n","tn, fp, fn, tp = cfm.ravel()"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":59,"statement_ids":[59],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:21.3527289Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:54.7578114Z","execution_finish_time":"2025-10-02T16:20:55.5644278Z","parent_msg_id":"13cdb44e-d267-4775-b7e2-60d8a33c2a84"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 59, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[[1439 175]\n [ 168 218]]\n"]},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}],"execution_count":39,"metadata":{"jupyter":{"outputs_hidden":false,"source_hidden":false},"ms_comment_ranges":{},"ms_comments":[],"nteract":{"transient":{"deleting":false}},"microsoft":{"language":"python","language_group":"synapse_pyspark"}},"id":"c5fefc40-de64-4480-8f21-0efd11538f93"},{"cell_type":"markdown","source":["* Confusion Matrix for LightGBM"],"metadata":{"nteract":{"transient":{"deleting":false}}},"id":"ef73db99-3670-44cb-8e15-f3885ca9a02b"},{"cell_type":"code","source":["cfm = confusion_matrix(y_val, y_pred=ypred_lgbm1_sm_v1)\n","plot_confusion_matrix(cfm, classes=['Non Churn','Churn'],\n"," title='LightGBM')\n","tn, fp, fn, tp = cfm.ravel()"],"outputs":[{"output_type":"display_data","data":{"application/vnd.livy.statement-meta+json":{"spark_pool":null,"statement_id":60,"statement_ids":[60],"state":"finished","livy_statement_state":"available","session_id":"631821a7-a822-41dc-8b2b-d820a3fef3a9","normalized_state":"finished","queued_time":"2025-10-02T16:19:21.5662472Z","session_start_time":null,"execution_start_time":"2025-10-02T16:20:55.5664263Z","execution_finish_time":"2025-10-02T16:20:55.9368483Z","parent_msg_id":"8bfbb331-c76a-4ff5-87bf-c062a59af046"},"text/plain":"StatementMeta(, 631821a7-a822-41dc-8b2b-d820a3fef3a9, 60, Finished, Available, Finished)"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["[[1493 121]\n [ 172 214]]\n"]},{"output_type":"display_data","data":{"text/plain":"
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\ No newline at end of file From 1c720b4768d6afc0d65620a8bf4b59e4796c0d46 Mon Sep 17 00:00:00 2001 From: Lee HS <52541468+leehs-msft@users.noreply.github.com> Date: Mon, 27 Oct 2025 12:20:43 +0000 Subject: [PATCH 15/15] Update remote URL for demo data files --- .../data-science/data-science-tutorial/1-ingest-data.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs-samples/data-science/data-science-tutorial/1-ingest-data.ipynb b/docs-samples/data-science/data-science-tutorial/1-ingest-data.ipynb index 4725eb45..f1c28362 100644 --- a/docs-samples/data-science/data-science-tutorial/1-ingest-data.ipynb +++ b/docs-samples/data-science/data-science-tutorial/1-ingest-data.ipynb @@ -163,7 +163,7 @@ "# Using synapse blob, this can be done in one line\n", "\n", "# Download demo data files into lakehouse if not exist\n", - " remote_url = \"https://synapseaisolutionsa.blob.core.windows.net/public/bankcustomerchurn\"\n", + " remote_url = \"https://synapseaisolutionsa.z13.web.core.windows.net/data/bankcustomerchurn\"\n", " file_list = [DATA_FILE]\n", " download_path = f\"{DATA_ROOT}/{DATA_FOLDER}/raw\"\n", "\n",