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The target column is skewed and contains outliers. Because the outliers induce high errors during model training the machine learning algorithms tend to focus on them. Thus, you might get poor prediction quality for the non-outlier samples. In case you are interested in predicting extreme values well or plan to use a machine learning algorithm that has the ability to handle outlier values there is no need for further action. However, if extreme values are not the point of interest consider removing or clipping them using the Robust standard deviation numeric outliers transform under Handle outliers.

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"TRANSFORM", "operator": "sagemaker.spark.custom_code_0.1", "parameters": { "operator": "Python (Pandas)", "pandas_parameters": { "code": "# Table is available as variable `df`\ndf['anomaly'] = 0\n\ndf.loc[df['5g_sgnb_abnormal_release_rate_num']>0, 'anomaly'] = 1\n\ndf = df.drop(['5g_sgnb_abnormal_release_rate_num'], axis=1)" }, "pyspark_parameters": { "code": "# Table is available as variable `df`\ndf['anomaly'] = 0\n\ndf.loc[df['5g_sgnb_abnormal_release_rate_num']>0, 'anomaly'] = 1\n\ndf = df.drop(['5g_sgnb_abnormal_release_rate_num'], axis=1)" }, "name": "impute anomaly" }, "inputs": [ { "name": "df", "node_id": "3db5e9c3-f1a0-4ec3-9abb-9e05368a9813", "output_name": "default" } ], "outputs": [ { "name": "default" } ] }, { "node_id": "27cdd4d3-20b6-4b52-a786-d484d76a9b56", "type": "TRANSFORM", "operator": "sagemaker.spark.manage_columns_0.1", "parameters": { "operator": "Drop column", "drop_column_parameters": { "column_to_drop": [ "timestamp" ] } }, "inputs": [ { "name": "df", "node_id": "13fef4c3-e988-479d-b3cb-358e51afc83e", "output_name": "default" } ], "outputs": [ { "name": "default" } ] }, { "node_id": "4b1cfde6-32f0-4371-bf4a-55d4b80c2f1e", "type": "TRANSFORM", "operator": "sagemaker.spark.custom_code_0.1", "parameters": { "operator": "Python (Pandas)", "pandas_parameters": { "code": "# Table is available as variable `df`\ndf[\"location_id\"] = df[\"Location\"] + \"_\" + df[\"cell_ID\"].astype(str)\n\n\ndf = df.drop([\"Location\", \"cell_ID\"], axis=1)" }, "pyspark_parameters": { "code": "# Table is available as variable `df`\ndf['location_ID'] = df['Location] + \"_\" +df['cell_ID']" }, "name": "combine location and cell_ID" }, "inputs": [ { "name": "df", "node_id": "27cdd4d3-20b6-4b52-a786-d484d76a9b56", "output_name": "default" } ], "outputs": [ { "name": "default" } ] }, { "node_id": "f5c29a4b-a422-47e3-90b5-1981a617a9cf", "type": "TRANSFORM", "operator": "sagemaker.spark.handle_missing_0.1", "parameters": { "operator": "Fill missing", "fill_missing_parameters": { "input_column": [ "5g_users", "accessibility", "contention_rate", "downlink_throughput", "health", "uplink_throughput", "utilization", "anomaly" ], "fill_value": "0" }, "impute_parameters": { "column_type": "Numeric", "numeric_parameters": { "strategy": "Approximate Median" } } }, "inputs": [ { "name": "df", "node_id": "4b1cfde6-32f0-4371-bf4a-55d4b80c2f1e", "output_name": "default" } ], "outputs": [ { "name": "default" } ] }, { "node_id": "de711647-6599-416b-9686-da9cf3f16427", "type": "TRANSFORM", "operator": "sagemaker.spark.process_numeric_0.1", "parameters": { "operator": "Scale values", "scale_values_parameters": { "scaler": "Min-max scaler", "min_max_scaler_parameters": { "input_column": [ "5g_users", "accessibility", "contention_rate", "downlink_throughput", "health", "uplink_throughput", "utilization" ], "min": 0, "max": 1 }, "standard_scaler_parameters": { "scale": true } } }, "trained_parameters": { "scale_values_parameters": { 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