{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":84896,"databundleVersionId":10305135,"sourceType":"competition"}],"dockerImageVersionId":30823,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Why use polars ?\n\n\nPolars is a DataFrame library written in Rust. It's designed to be extremely fast and efficient, especially when working with large datasets. Here's a breakdown of why you might choose Polars for both small and large datasets:\n\n**Speed and Efficiency:**\n\n* **Small Datasets:** Polars' optimized execution and minimal overhead can still provide noticeable speed improvements over Pandas, even on smaller datasets. This can be beneficial for iterative development and quick analysis tasks.\n* **Large Datasets:** Polars truly shines when dealing with large datasets. Its columnar memory layout, query optimization, and parallel processing capabilities allow it to outperform Pandas significantly in terms of speed and memory usage.\n\n**When Your Principal Utility Lies:**\n\n* **Performance-critical applications:** If you're working on applications where performance is critical, Polars is a great choice.\n* **Large datasets:** If you're working with datasets that are too large to fit into memory or that are slow to process with Pandas, Polars can provide a significant improvement.\n* **ETL pipelines:** Polars can be used to build efficient ETL pipelines that can process large amounts of data quickly.\n* **Data analysis and exploration:** Polars can be used for interactive data analysis and exploration, even on large datasets.\n\n**Key Advantages:**\n\n* **Lazy Evaluation:** Polars uses lazy evaluation, which means that operations are not executed until necessary. This allows Polars to optimize the query plan and minimize the amount of computation required.\n* **Parallelism:** Polars is designed to take advantage of multiple CPU cores, which can significantly speed up processing times, especially for large datasets.\n* **Memory Efficiency:** Polars' columnar memory layout and efficient data structures allow it to use memory more efficiently than Pandas. This is particularly important when working with large datasets that may not fit into memory.\n* **Expressive API:** Polars has an API that is similar to Pandas, making it relatively easy to learn and 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"},"769b71c6-5cc8-4cc2-bee0-cb5ae9cc94ac.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Competition: \n\n### https://www.kaggle.com/competitions/playground-series-s4e12/overview\n\nThis Kaggle Playground Series competition focuses on predicting insurance premiums. \n\n* **Objective:** Predict `Premium Amount` (a continuous target) based on provided features.\n* **Evaluation Metric:** Root Mean Squared Logarithmic Error (RMSLE). This metric penalizes under-predictions more heavily than over-predictions and is often used when the target variable has a skewed distribution.\n* **Data:** Synthetically generated data based on a deep learning model trained on a real insurance premium dataset. Participants are allowed to use the original dataset for exploration and potential model improvement. The data is provided in `train.csv` and `test.csv`, with a `sample_submission.csv` demonstrating the required submission format (`id`, `Premium Amount`).\n* **Timeline:** The competition runs through December 2024, with a final submission deadline of December 31, 2024.\n* **Prizes:** Kaggle merchandise for the top three places (with a limit of one win per person in the series to encourage beginner participation).\n* **Tabular Playground Series Goal:** Provide accessible challenges for practicing machine learning skills using lightweight, often synthetic datasets. This allows for rapid experimentation with models and feature engineering.\n* **Synthetic Data Rationale:** Synthetic data balances realism (feature names) with preventing test label leakage, enabling more interesting datasets for competitions.\n* **Key Files:**\n * `train.csv`: Training data with the `Premium Amount` target.\n * `test.csv`: Test data for prediction.\n * `sample_submission.csv`: Example of the correct submission format.\n","metadata":{}},{"cell_type":"code","source":"%%capture\npip install --upgrade pandas polars scikit-learn xgboost lightgbm","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:50:53.030248Z","iopub.execute_input":"2024-12-27T23:50:53.030662Z","iopub.status.idle":"2024-12-27T23:50:57.240099Z","shell.execute_reply.started":"2024-12-27T23:50:53.030628Z","shell.execute_reply":"2024-12-27T23:50:57.238865Z"}},"outputs":[],"execution_count":16},{"cell_type":"markdown","source":"# SETUP","metadata":{}},{"cell_type":"code","source":"import os\nimport warnings\nfrom pathlib import Path\nimport polars as pl\n\n# Data handling and processing\nimport numpy as np\nimport pandas as pd\n\n# Visualization\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# Machine learning models and utilities\nfrom xgboost import XGBRegressor\nimport xgboost as xgb\nfrom sklearn.linear_model import LinearRegression\nfrom sklearn.cluster import KMeans\nfrom sklearn.decomposition import PCA\nfrom sklearn.feature_selection import mutual_info_regression\nfrom sklearn.model_selection import KFold, cross_val_score, cross_val_predict\nfrom sklearn.metrics import mean_squared_log_error, mean_absolute_percentage_error, mean_squared_error, r2_score\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.compose import ColumnTransformer\nfrom sklearn.impute import SimpleImputer\nfrom sklearn.preprocessing import OneHotEncoder, OrdinalEncoder, StandardScaler, RobustScaler, FunctionTransformer\nfrom sklearn.model_selection import train_test_split, StratifiedKFold\nfrom sklearn.model_selection import cross_val_predict\nfrom sklearn.tree import DecisionTreeRegressor\n\n# Statsmodels\nimport statsmodels.api as sm\n\n# Configure plotting styles\nplt.style.use(\"seaborn-darkgrid\")\nsns.set_style(\"darkgrid\", {\"grid.color\": \".6\", \"grid.linestyle\": \":\"})\n\nplt.rc(\"figure\", autolayout=True)\nplt.rc(\n \"axes\",\n labelweight=\"bold\",\n labelsize=\"large\",\n titleweight=\"bold\",\n titlesize=14,\n titlepad=10,\n)\n","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:50:57.241768Z","iopub.execute_input":"2024-12-27T23:50:57.242181Z","iopub.status.idle":"2024-12-27T23:50:57.250947Z","shell.execute_reply.started":"2024-12-27T23:50:57.242097Z","shell.execute_reply":"2024-12-27T23:50:57.250084Z"}},"outputs":[{"name":"stderr","text":":35: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-\nshape: (5, 19)
AgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationCustomer FeedbackSmoking StatusExercise FrequencyProperty TypePremium Amount
f64strf64strf64strstrf64strstrf64f64f64f64strstrstrstrf64
36.0"Female"27316.0"Married"0.0"Master's""Unemployed"13.772907"Urban""Premium"null5.0372.03.0"Poor""No""Daily""Apartment"1303.0
54.0"Male"35786.0"Divorced"null"Master's""Self-Employed"11.483482"Rural""Comprehensive"null10.0597.04.0"Poor""No""Weekly""Apartment"821.0
19.0"Male"51884.0"Divorced"0.0"Master's"null14.724469"Suburban""Basic"0.019.0null6.0"Good""No""Monthly""Condo"371.0
55.0"Male"null"Single"1.0"PhD"null18.547381"Suburban""Premium"1.07.0407.04.0"Poor""No""Daily""Apartment"596.0
21.0"Female"null"Divorced"0.0"PhD"null10.125323"Rural""Premium"0.018.0502.06.0"Good""Yes""Monthly""House"2480.0
"},"metadata":{}},{"name":"stdout","text":"\n\ntest Tail: \n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"shape: (5, 18)\n┌──────┬────────┬─────────┬──────────┬───┬──────────┬─────────┬───────────┬───────────────┐\n│ Age ┆ Gender ┆ Annual ┆ Marital ┆ … ┆ Customer ┆ Smoking ┆ Exercise ┆ Property Type │\n│ --- ┆ --- ┆ Income ┆ Status ┆ ┆ Feedback ┆ Status ┆ Frequency ┆ --- │\n│ f64 ┆ str ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ str │\n│ ┆ ┆ f64 ┆ str ┆ ┆ str ┆ str ┆ str ┆ │\n╞══════╪════════╪═════════╪══════════╪═══╪══════════╪═════════╪═══════════╪═══════════════╡\n│ 50.0 ┆ Female ┆ 38782.0 ┆ Married ┆ … ┆ Average ┆ Yes ┆ Daily ┆ Condo │\n│ null ┆ Female ┆ 73462.0 ┆ Single ┆ … ┆ Good ┆ No ┆ Daily ┆ Apartment │\n│ 26.0 ┆ Female ┆ 35178.0 ┆ Single ┆ … ┆ Poor ┆ No ┆ Monthly ┆ Apartment │\n│ 34.0 ┆ Female ┆ 45661.0 ┆ Single ┆ … ┆ Average ┆ No ┆ Weekly ┆ Condo │\n│ 25.0 ┆ Male ┆ 24843.0 ┆ Divorced ┆ … ┆ Good ┆ No ┆ Rarely ┆ House │\n└──────┴────────┴─────────┴──────────┴───┴──────────┴─────────┴───────────┴───────────────┘","text/html":"
\nshape: (5, 18)
AgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationCustomer FeedbackSmoking StatusExercise FrequencyProperty Type
f64strf64strf64strstrf64strstrf64f64f64f64strstrstrstr
50.0"Female"38782.0"Married"1.0"Bachelor's"null14.498639"Rural""Premium"null8.0309.02.0"Average""Yes""Daily""Condo"
null"Female"73462.0"Single"0.0"Master's"null8.145748"Rural""Basic"2.00.0null2.0"Good""No""Daily""Apartment"
26.0"Female"35178.0"Single"0.0"Master's""Employed"6.636583"Urban""Comprehensive"null10.0null6.0"Poor""No""Monthly""Apartment"
34.0"Female"45661.0"Single"3.0"Master's"null15.937248"Urban""Premium"2.017.0467.07.0"Average""No""Weekly""Condo"
25.0"Male"24843.0"Divorced"3.0"High School"null24.893939"Suburban""Comprehensive"null15.0null8.0"Good""No""Rarely""House"
"},"metadata":{}},{"name":"stdout","text":"\n\nDescribe: \n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"shape: (9, 20)\n┌────────────┬───────────┬─────────┬───────────┬───┬───────────┬───────────┬───────────┬───────────┐\n│ statistic ┆ Age ┆ Gender ┆ Annual ┆ … ┆ Smoking ┆ Exercise ┆ Property ┆ Premium │\n│ --- ┆ --- ┆ --- ┆ Income ┆ ┆ Status ┆ Frequency ┆ Type ┆ Amount │\n│ str ┆ f64 ┆ str ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n│ ┆ ┆ ┆ f64 ┆ ┆ str ┆ str ┆ str ┆ f64 │\n╞════════════╪═══════════╪═════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n│ count ┆ 1.181295e ┆ 1200000 ┆ 1.155051e ┆ … ┆ 1200000 ┆ 1200000 ┆ 1200000 ┆ 1.2e6 │\n│ ┆ 6 ┆ ┆ 6 ┆ ┆ ┆ ┆ ┆ │\n│ null_count ┆ 18705.0 ┆ 0 ┆ 44949.0 ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 0.0 │\n│ mean ┆ 41.145563 ┆ null ┆ 32745.217 ┆ … ┆ null ┆ null ┆ null ┆ 1102.5448 │\n│ ┆ ┆ ┆ 777 ┆ ┆ ┆ ┆ ┆ 22 │\n│ std ┆ 13.53995 ┆ null ┆ 32179.506 ┆ … ┆ null ┆ null ┆ null ┆ 864.99885 │\n│ ┆ ┆ ┆ 124 ┆ ┆ ┆ ┆ ┆ 9 │\n│ min ┆ 18.0 ┆ Female ┆ 1.0 ┆ … ┆ No ┆ Daily ┆ Apartment ┆ 20.0 │\n│ 25% ┆ 30.0 ┆ null ┆ 8001.0 ┆ … ┆ null ┆ null ┆ null ┆ 514.0 │\n│ 50% ┆ 41.0 ┆ null ┆ 23911.0 ┆ … ┆ null ┆ null ┆ null ┆ 872.0 │\n│ 75% ┆ 53.0 ┆ null ┆ 44634.0 ┆ … ┆ null ┆ null ┆ null ┆ 1509.0 │\n│ max ┆ 64.0 ┆ Male ┆ 149997.0 ┆ … ┆ Yes ┆ Weekly ┆ House ┆ 4999.0 │\n└────────────┴───────────┴─────────┴───────────┴───┴───────────┴───────────┴───────────┴───────────┘","text/html":"
\nshape: (9, 20)
statisticAgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationCustomer FeedbackSmoking StatusExercise FrequencyProperty TypePremium Amount
strf64strf64strf64strstrf64strstrf64f64f64f64strstrstrstrf64
"count"1.181295e6"1200000"1.155051e6"1181471"1.090328e6"1200000""841925"1.125924e6"1200000""1200000"835971.01.199994e61.062118e61.199999e6"1122176""1200000""1200000""1200000"1.2e6
"null_count"18705.0"0"44949.0"18529"109672.0"0""358075"74076.0"0""0"364029.06.0137882.01.0"77824""0""0""0"0.0
"mean"41.145563null32745.217777null2.009934nullnull25.613908nullnull1.0026899.569889592.924355.018219nullnullnullnull1102.544822
"std"13.53995null32179.506124null1.417338nullnull12.203462nullnull0.982845.776189149.9819452.594331nullnullnullnull864.998859
"min"18.0"Female"1.0"Divorced"0.0"Bachelor's""Employed"2.012237"Rural""Basic"0.00.0300.01.0"Average""No""Daily""Apartment"20.0
"25%"30.0null8001.0null1.0nullnull15.918959nullnull0.05.0468.03.0nullnullnullnull514.0
"50%"41.0null23911.0null2.0nullnull24.578716nullnull1.010.0595.05.0nullnullnullnull872.0
"75%"53.0null44634.0null3.0nullnull34.527209nullnull2.015.0721.07.0nullnullnullnull1509.0
"max"64.0"Male"149997.0"Single"4.0"PhD""Unemployed"58.975914"Urban""Premium"9.019.0849.09.0"Poor""Yes""Weekly""House"4999.0
"},"metadata":{}}],"execution_count":18},{"cell_type":"markdown","source":"## 1.2) Merge Datasets","metadata":{}},{"cell_type":"code","source":"train_size = train.shape[0]\n\nfull = pl.concat(\n [\n X,\n test,\n ],\n how=\"vertical\",\n)\nprint(full)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:50:58.426166Z","iopub.execute_input":"2024-12-27T23:50:58.42639Z","iopub.status.idle":"2024-12-27T23:50:58.433929Z","shell.execute_reply.started":"2024-12-27T23:50:58.426369Z","shell.execute_reply":"2024-12-27T23:50:58.433229Z"}},"outputs":[{"name":"stdout","text":"shape: (2_000_000, 18)\n┌──────┬────────┬─────────────┬─────────────┬───┬─────────────┬─────────┬─────────────┬────────────┐\n│ Age ┆ Gender ┆ Annual ┆ Marital ┆ … ┆ Customer ┆ Smoking ┆ Exercise ┆ Property │\n│ --- ┆ --- ┆ Income ┆ Status ┆ ┆ Feedback ┆ Status ┆ Frequency ┆ Type │\n│ f64 ┆ str ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n│ ┆ ┆ f64 ┆ str ┆ ┆ str ┆ str ┆ str ┆ str │\n╞══════╪════════╪═════════════╪═════════════╪═══╪═════════════╪═════════╪═════════════╪════════════╡\n│ 19.0 ┆ Female ┆ 10049.0 ┆ Married ┆ … ┆ Poor ┆ No ┆ Weekly ┆ House │\n│ 39.0 ┆ Female ┆ 31678.0 ┆ Divorced ┆ … ┆ Average ┆ Yes ┆ Monthly ┆ House │\n│ 23.0 ┆ Male ┆ 25602.0 ┆ Divorced ┆ … ┆ Good ┆ Yes ┆ Weekly ┆ House │\n│ 21.0 ┆ Male ┆ 141855.0 ┆ Married ┆ … ┆ Poor ┆ Yes ┆ Daily ┆ Apartment │\n│ 21.0 ┆ Male ┆ 39651.0 ┆ Single ┆ … ┆ Poor ┆ Yes ┆ Weekly ┆ House │\n│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n│ 50.0 ┆ Female ┆ 38782.0 ┆ Married ┆ … ┆ Average ┆ Yes ┆ Daily ┆ Condo │\n│ null ┆ Female ┆ 73462.0 ┆ Single ┆ … ┆ Good ┆ No ┆ Daily ┆ Apartment │\n│ 26.0 ┆ Female ┆ 35178.0 ┆ Single ┆ … ┆ Poor ┆ No ┆ Monthly ┆ Apartment │\n│ 34.0 ┆ Female ┆ 45661.0 ┆ Single ┆ … ┆ Average ┆ No ┆ Weekly ┆ Condo │\n│ 25.0 ┆ Male ┆ 24843.0 ┆ Divorced ┆ … ┆ Good ┆ No ┆ Rarely ┆ House │\n└──────┴────────┴─────────────┴─────────────┴───┴─────────────┴─────────┴─────────────┴────────────┘\n","output_type":"stream"}],"execution_count":19},{"cell_type":"markdown","source":"# 2) Exploring Missing and Duplicates","metadata":{}},{"cell_type":"markdown","source":"## 2.1) Duplicates","metadata":{}},{"cell_type":"code","source":"train.is_duplicated().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:50:58.43471Z","iopub.execute_input":"2024-12-27T23:50:58.435005Z","iopub.status.idle":"2024-12-27T23:50:58.923791Z","shell.execute_reply.started":"2024-12-27T23:50:58.434977Z","shell.execute_reply":"2024-12-27T23:50:58.923061Z"}},"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":"2"},"metadata":{}}],"execution_count":20},{"cell_type":"markdown","source":"## 2.2) Cardinality","metadata":{}},{"cell_type":"code","source":"print(\"Cardinality cat_cols: \\n\")\nfor c in cat_cols:\n print(c, \": \", train[c].n_unique())\n\nprint(\"\\n\\n\\n Cardinality NumCOls\\n\")\nfor n in num_cols:\n print(n, \": \", train[n].n_unique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:50:58.92451Z","iopub.execute_input":"2024-12-27T23:50:58.92472Z","iopub.status.idle":"2024-12-27T23:50:59.329961Z","shell.execute_reply.started":"2024-12-27T23:50:58.924701Z","shell.execute_reply":"2024-12-27T23:50:59.328879Z"}},"outputs":[{"name":"stdout","text":"Cardinality cat_cols: \n\nGender : 2\nMarital Status : 4\nEducation Level : 4\nOccupation : 4\nLocation : 3\nPolicy Type : 3\nCustomer Feedback : 4\nSmoking Status : 2\nExercise Frequency : 4\nProperty Type : 3\n\n\n\n Cardinality NumCOls\n\nAge : 48\nAnnual Income : 88594\nNumber of Dependents : 6\nHealth Score : 532659\nPrevious Claims : 11\nVehicle Age : 21\nCredit Score : 551\nInsurance Duration : 10\nPremium Amount : 4794\n","output_type":"stream"}],"execution_count":21},{"cell_type":"markdown","source":"## 2.3) Missing","metadata":{}},{"cell_type":"code","source":"print(\"\\n\\n TRAIN Missing/null_count: \")\ndisplay(train.null_count())\n\nprint(\"\\n\\nFULL Missing/null_count: \")\ndisplay(full.null_count())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:50:59.330955Z","iopub.execute_input":"2024-12-27T23:50:59.331273Z","iopub.status.idle":"2024-12-27T23:50:59.342843Z","shell.execute_reply.started":"2024-12-27T23:50:59.331237Z","shell.execute_reply":"2024-12-27T23:50:59.341902Z"}},"outputs":[{"name":"stdout","text":"\n\n TRAIN Missing/null_count: \n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"shape: (1, 19)\n┌───────┬────────┬────────┬─────────┬───┬─────────┬───────────┬──────────────────┬─────────────────┐\n│ Age ┆ Gender ┆ Annual ┆ Marital ┆ … ┆ Smoking ┆ Exercise ┆ Property Type ┆ Premium Amount │\n│ --- ┆ --- ┆ Income ┆ Status ┆ ┆ Status ┆ Frequency ┆ --- ┆ --- │\n│ u32 ┆ u32 ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ u32 ┆ u32 │\n│ ┆ ┆ u32 ┆ u32 ┆ ┆ u32 ┆ u32 ┆ ┆ │\n╞═══════╪════════╪════════╪═════════╪═══╪═════════╪═══════════╪══════════════════╪═════════════════╡\n│ 18705 ┆ 0 ┆ 44949 ┆ 18529 ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 0 │\n└───────┴────────┴────────┴─────────┴───┴─────────┴───────────┴──────────────────┴─────────────────┘","text/html":"
\nshape: (1, 19)
AgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationCustomer FeedbackSmoking StatusExercise FrequencyProperty TypePremium Amount
u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32
18705044949185291096720358075740760036402961378821778240000
"},"metadata":{}},{"name":"stdout","text":"\n\nFULL Missing/null_count: \n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"shape: (1, 18)\n┌───────┬────────┬────────┬─────────┬───┬──────────┬─────────┬───────────┬───────────────┐\n│ Age ┆ Gender ┆ Annual ┆ Marital ┆ … ┆ Customer ┆ Smoking ┆ Exercise ┆ Property Type │\n│ --- ┆ --- ┆ Income ┆ Status ┆ ┆ Feedback ┆ Status ┆ Frequency ┆ --- │\n│ u32 ┆ u32 ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ u32 │\n│ ┆ ┆ u32 ┆ u32 ┆ ┆ u32 ┆ u32 ┆ u32 ┆ │\n╞═══════╪════════╪════════╪═════════╪═══╪══════════╪═════════╪═══════════╪═══════════════╡\n│ 31194 ┆ 0 ┆ 74809 ┆ 30865 ┆ … ┆ 130100 ┆ 0 ┆ 0 ┆ 0 │\n└───────┴────────┴────────┴─────────┴───┴──────────┴─────────┴───────────┴───────────────┘","text/html":"
\nshape: (1, 18)
AgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationCustomer FeedbackSmoking StatusExercise FrequencyProperty Type
u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32u32
311940748093086518280205972001235250060683192293333130100000
"},"metadata":{}}],"execution_count":22},{"cell_type":"markdown","source":"# 3) Data Exploration and Visualization","metadata":{}},{"cell_type":"markdown","source":"## 3.1) Continuos and Discrete Variables","metadata":{}},{"cell_type":"code","source":"# import polars as pl\n# import matplotlib.pyplot as plt\n# import seaborn as sns\n# import numpy as np\n\n\n# def univariate_exploration(df, num_cols, sample_size=9000, n_cols=2):\n# \"\"\"\n# Function for univariate exploration using histograms for numerical columns.\n# Displays the histograms in multiple columns per row.\n# \"\"\"\n \n# sample_df = df.sample(n=sample_size)\n\n \n# n_rows = (len(num_cols) + n_cols - 1) // n_cols\n\n# plt.figure(figsize=(10, 6 * n_rows))\n# for i, col in enumerate(num_cols):\n# plt.subplot(n_rows, n_cols, i + 1) # Definir la posición del subgráfico\n# sns.histplot(sample_df[col], kde=True, bins=30, color='skyblue')\n# plt.title(f\"Histogram of {col}\")\n# plt.xlabel(col)\n# plt.ylabel(\"Frequency\")\n\n# plt.tight_layout()\n# plt.show()\n\n\n# def bivariate_exploration(df, col1, col2, sample_size=9000, n_cols=1):\n# \"\"\"\n# Function for bivariate exploration using regplot (linear relationship) and scatterplot.\n# Displays the plots in multiple columns per row.\n# \"\"\"\n \n# sample_df = df.sample(n=sample_size)\n\n \n# n_rows = 2 \n\n# plt.figure(figsize=(10, 6 * n_rows))\n\n \n# plt.subplot(n_rows, n_cols, 1)\n# sns.regplot(x=col1, y=col2, data=sample_df, scatter_kws={'s': 10}, line_kws={'color': 'red'})\n# plt.title(f\"Regplot of {col1} vs {col2}\")\n# plt.xlabel(col1)\n# plt.ylabel(col2)\n\n# plt.tight_layout()\n# plt.show()\n\n\n# def multivariate_exploration(df, num_cols, sample_size=9000, n_cols=2):\n# \"\"\"\n# Function for multivariate exploration using Pearson correlation matrix.\n# Displays the correlation heatmap in multiple columns per row.\n# \"\"\"\n# # Crear una muestra aleatoria sin reemplazo\n# sample_df = df.sample(n=sample_size)\n\n# # Correlación de Pearson\n# pearson_corr = sample_df.select(num_cols).to_pandas().corr()\n\n# plt.figure(figsize=(10, 8))\n# plt.subplot(1, 1, 1) # Solo un gráfico de correlación\n# sns.heatmap(pearson_corr, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n# plt.title(\"Pearson Correlation Matrix\")\n# plt.show()\n\n\n# # Llamar a las funciones de exploración\n# univariate_exploration(train, num_cols, n_cols=2) # \n# bivariate_exploration(train, \"Health Score\", \"Premium Amount\", n_cols=1)\n# bivariate_exploration(train, \"Credit Score\", \"Premium Amount\", n_cols=1)\n# multivariate_exploration(train, num_cols, n_cols=1)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:30:37.067432Z","iopub.execute_input":"2024-12-28T00:30:37.067725Z","iopub.status.idle":"2024-12-28T00:30:37.071985Z","shell.execute_reply.started":"2024-12-28T00:30:37.067701Z","shell.execute_reply":"2024-12-28T00:30:37.071025Z"}},"outputs":[],"execution_count":93},{"cell_type":"markdown","source":"## 3.2) Categorical Variables","metadata":{}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\n\n\ndef categorical_target_violin_plot(df, cat_columns, target_column, sample_size=9000, n_cols=2):\n \"\"\"\n Function to visualize categorical features in relation to the target variable using violin plots.\n \n - df: DataFrame de pandas\n - cat_columns: Lista de nombres de columnas categóricas\n - target_column: Columna objetivo (numérica)\n - n_cols: Número de columnas para los subgráficos (por defecto 2)\n \"\"\"\n \n sample_df = df.sample(n=sample_size)\n\n \n sample_df_pd = sample_df.to_pandas()\n\n \n n_rows = (len(cat_columns) + n_cols - 1) // n_cols\n\n \n fig, axes = plt.subplots(n_rows, n_cols, figsize=(12, 6 * n_rows))\n axes = axes.flatten() \n \n for i, col in enumerate(cat_columns):\n ax = axes[i]\n\n \n sns.violinplot(x=col, y=target_column, data=sample_df_pd, palette='Set2', ax=ax)\n ax.set_title(f\"Violin Plot of {target_column} by {col}\")\n ax.set_xlabel(col)\n ax.set_ylabel(target_column)\n\n plt.tight_layout()\n plt.show()\n\n# categorical_target_violin_plot(train, cat_cols, \"Credit Score\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:06.701111Z","iopub.execute_input":"2024-12-27T23:51:06.701494Z","iopub.status.idle":"2024-12-27T23:51:06.70715Z","shell.execute_reply.started":"2024-12-27T23:51:06.701471Z","shell.execute_reply":"2024-12-27T23:51:06.706238Z"}},"outputs":[],"execution_count":24},{"cell_type":"markdown","source":"# 4) Naive baseline\n\n### Explanation:\n- **`target_column`**: The column in your Polars DataFrame that holds the target variable.\n- **`method`**: This parameter allows you to choose whether to use the mean or the median of the target values as the naive baseline prediction.\n- **Naive prediction**: The function computes a constant prediction for all data points, which is either the mean or the median of the target variable.\n- **RMSE calculation**: The function calculates the RMSE (Root Mean Squared Error) by comparing the naive predictions to the actual target values using `mean_squared_error` from Scikit-learn.\n","metadata":{}},{"cell_type":"code","source":"def naive_baseline_regression(data: pl.DataFrame, target_column: str, method='mean'):\n \"\"\"\n Function to calculate the naive baseline for regression using Polars and Scikit-learn.\n \n Parameters:\n - data (pl.DataFrame): The Polars DataFrame containing the dataset.\n - target_column (str): The column name of the target variable.\n - method (str): Method to calculate the constant prediction ('mean' or 'median'). Default is 'mean'.\n \n Returns:\n - rmse (float): The RMSE of the naive baseline model.\n \"\"\"\n \n # Get the target values from the dataframe\n target_values = data[target_column].to_numpy()\n\n # Choose between mean or median for the naive prediction\n if method == 'mean':\n naive_prediction = np.mean(target_values)\n elif method == 'median':\n naive_prediction = np.median(target_values)\n else:\n raise ValueError(\"Method must be 'mean' or 'median'\")\n \n # Create the naive predictions array (constant prediction for all data points)\n naive_predictions = np.full_like(target_values, naive_prediction)\n \n # Calculate the RMSE using scikit-learn\n rmse = np.sqrt(mean_squared_log_error(target_values, naive_predictions))\n \n return rmse\n\n# Call the function with 'mean' method (default)\nrmse_mean = naive_baseline_regression(train, target_column='Premium Amount', method='mean')\nprint(f\"RMSLE using mean: {rmse_mean}\")\n\n# Call the function with 'median' method\nrmse_median = naive_baseline_regression(train, target_column='Premium Amount', method='median')\nprint(f\"RMSLE using median: {rmse_median}\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:06.70787Z","iopub.execute_input":"2024-12-27T23:51:06.708134Z","iopub.status.idle":"2024-12-27T23:51:06.788771Z","shell.execute_reply.started":"2024-12-27T23:51:06.708108Z","shell.execute_reply":"2024-12-27T23:51:06.787999Z"}},"outputs":[{"name":"stdout","text":"RMSLE using mean: 1.1708541893745936\nRMSLE using median: 1.1101942959324897\n","output_type":"stream"}],"execution_count":25},{"cell_type":"markdown","source":"# 5) Selecting Pipeline\n\n----\n\n","metadata":{},"attachments":{"389c68d4-81d7-4aa5-92e3-9b0a0f80c1f1.png":{"image/png":"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"}}},{"cell_type":"code","source":"%%time\nfrom sklearn.linear_model import LinearRegression\n\ndef base_score(x,y,pipeline):\n \n x_train, x_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)\n \n \n # Fit the pipeline on the training data\n pipeline.fit(x_train, y_train)\n \n # Predict using the test set\n predictions = pipeline.predict(x_test)\n \n # Output predictions\n print(predictions)\n \n # Calcular el RMSLE\n msle = mean_squared_log_error(y_test, predictions)\n rmsle = np.sqrt(msle)\n \n print(f\"naive_RMSLE using mean: {rmse_mean}\")\n print(f\"naive_RMSLE using median: {rmse_median}\")\n print(f\"this baseline_RMSLE: {rmsle}\")\n\n# base_score(x,y,pipeline)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:06.789618Z","iopub.execute_input":"2024-12-27T23:51:06.789875Z","iopub.status.idle":"2024-12-27T23:51:06.795312Z","shell.execute_reply.started":"2024-12-27T23:51:06.789852Z","shell.execute_reply":"2024-12-27T23:51:06.794617Z"}},"outputs":[{"name":"stdout","text":"CPU times: user 13 µs, sys: 0 ns, total: 13 µs\nWall time: 18.6 µs\n","output_type":"stream"}],"execution_count":26},{"cell_type":"code","source":"# %%time \n# from sklearn.preprocessing import KBinsDiscretizer\n# num_cols = [col for col in X.columns if X[col].dtype == pl.Float64 or X[col].dtype == pl.Int64]\n# cat_cols = [col for col in X.columns if X[col].dtype == pl.String]\n\n# # - Numerical: Imputation and scaling\n# num_transformer = Pipeline(steps=[\n# ('imputer', SimpleImputer(strategy='median')), # Impute missing values\n# # ('scaler', StandardScaler()) # Scale data\n# ('Discretizar', KBinsDiscretizer(n_bins=5, encode='ordinal', strategy='uniform'))\n# ])\n\n# # - Categorical: Imputation and one-hot encoding\n# cat_transformer = Pipeline(steps=[\n# ('imputer', SimpleImputer(strategy='most_frequent')), # Impute with mode\n# ('onehot', OneHotEncoder(handle_unknown='ignore')) # One-hot encoding\n# # ('Ord Encoder', OrdinalEncoder())\n# ])\n\n# # Combine transformers in a ColumnTransformer\n# preprocessor = ColumnTransformer(\n# transformers=[\n# ('num', num_transformer, num_cols), # Apply num_transformer to numerical columns\n# ('cat', cat_transformer, cat_cols) # Apply cat_transformer to categorical columns\n# ]\n# )\n\n# models = [LinearRegression(), DecisionTreeRegressor(random_state=0)]\n\n# for model in models:\n# # Create the complete pipeline with preprocessing and model\n# pipeline = Pipeline([\n# ('preprocessor', preprocessor), # Preprocessing step\n# ('model', model) # Regression model\n# ])\n\n# print(\"model: \", model)\n# base_score(X,y,pipeline)\n# print(\"-------\\n\\n\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:06.796195Z","iopub.execute_input":"2024-12-27T23:51:06.7965Z","iopub.status.idle":"2024-12-27T23:51:06.811102Z","shell.execute_reply.started":"2024-12-27T23:51:06.796469Z","shell.execute_reply":"2024-12-27T23:51:06.810443Z"}},"outputs":[],"execution_count":27},{"cell_type":"code","source":"import polars as pl\n\ndef impute_data(df, column, method=\"mean\", value=None):\n \"\"\"\n Imputes missing values in a specific column of a Polars DataFrame\n using different methods like 'mean', 'median', 'constant', or 'mode'.\n \n Parameters:\n - df: Polars DataFrame.\n - column: name of the column to impute.\n - method: imputation method ('mean', 'median', 'constant', 'mode'). \n If 'constant' is chosen, the 'value' parameter must be provided.\n - value: constant value for imputation if the method is 'constant'.\n \n Returns:\n - DataFrame with imputed values.\n \"\"\"\n \n if method == \"mean\":\n # Impute with the mean of the column\n return df.with_columns(\n pl.col(column).fill_null(pl.col(column).mean())\n )\n \n elif method == \"median\":\n # Impute with the median of the column\n return df.with_columns(\n pl.col(column).fill_null(pl.col(column).median())\n )\n \n elif method == \"constant\":\n if value is None:\n raise ValueError(\"A constant value must be provided for imputation.\")\n # Impute with a constant value\n return df.with_columns(\n pl.col(column).fill_null(value)\n )\n \n elif method == \"mode\":\n # Impute with the mode (most frequent value) of the column\n mode_value = df[column].mode().to_list()[0]\n return df.with_columns(\n pl.col(column).fill_null(mode_value)\n )\n \n else:\n raise ValueError(\"Invalid imputation method. Choose 'mean', 'median', 'constant', or 'mode'.\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:06.811955Z","iopub.execute_input":"2024-12-27T23:51:06.812266Z","iopub.status.idle":"2024-12-27T23:51:06.828433Z","shell.execute_reply.started":"2024-12-27T23:51:06.812233Z","shell.execute_reply":"2024-12-27T23:51:06.827788Z"}},"outputs":[],"execution_count":28},{"cell_type":"code","source":"num_cols = [col for col in full.columns if full[col].dtype == pl.Float64 or full[col].dtype == pl.Int64]\nnum_cols","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:06.829221Z","iopub.execute_input":"2024-12-27T23:51:06.829429Z","iopub.status.idle":"2024-12-27T23:51:06.845904Z","shell.execute_reply.started":"2024-12-27T23:51:06.829392Z","shell.execute_reply":"2024-12-27T23:51:06.845106Z"}},"outputs":[{"execution_count":29,"output_type":"execute_result","data":{"text/plain":"['Age',\n 'Annual Income',\n 'Number of Dependents',\n 'Health Score',\n 'Previous Claims',\n 'Vehicle Age',\n 'Credit Score',\n 'Insurance Duration']"},"metadata":{}}],"execution_count":29},{"cell_type":"markdown","source":"# 6) Preprocess","metadata":{}},{"cell_type":"code","source":"from sklearn.preprocessing import LabelEncoder\n# X1 = X.clone()\n# y1 = y.clone()\n\n\n\n# Impute: Arbitrary number\nfull = impute_data(full, num_cols, method = \"median\")\n\n#Scal\nscaler = StandardScaler()\nfull[num_cols] = scaler.fit_transform(full[num_cols])\n\n# Categ.\nfull = impute_data(full, cat_cols, method = \"constant\", value = -1)\n\n# Inicializar el codificador\nle = LabelEncoder()\n\n# Codificar cada columna categórica individualmente\nfor col in cat_cols:\n # Aplicamos el codificador y usamos `with_columns` para asignar la columna transformada\n encoded_col = le.fit_transform(full[col]) # Convertimos a numpy para usar LabelEncoder\n full = full.with_columns(pl.Series(col, encoded_col))\n\n# Mostrar el resultado\nfull","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:06.846802Z","iopub.execute_input":"2024-12-27T23:51:06.847088Z","iopub.status.idle":"2024-12-27T23:51:17.011051Z","shell.execute_reply.started":"2024-12-27T23:51:06.84705Z","shell.execute_reply":"2024-12-27T23:51:17.010194Z"}},"outputs":[{"execution_count":30,"output_type":"execute_result","data":{"text/plain":"shape: (2_000_000, 18)\n┌───────────┬────────┬────────────┬────────────┬───┬───────────┬───────────┬───────────┬───────────┐\n│ Age ┆ Gender ┆ Annual ┆ Marital ┆ … ┆ Customer ┆ Smoking ┆ Exercise ┆ Property │\n│ --- ┆ --- ┆ Income ┆ Status ┆ ┆ Feedback ┆ Status ┆ Frequency ┆ Type │\n│ f64 ┆ i64 ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │\n│ ┆ ┆ f64 ┆ i64 ┆ ┆ i64 ┆ i64 ┆ i64 ┆ i64 │\n╞═══════════╪════════╪════════════╪════════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n│ -1.648144 ┆ 0 ┆ -0.707995 ┆ 2 ┆ … ┆ 3 ┆ 0 ┆ 3 ┆ 2 │\n│ -0.159286 ┆ 0 ┆ -0.024066 ┆ 1 ┆ … ┆ 1 ┆ 1 ┆ 1 ┆ 2 │\n│ -1.350373 ┆ 1 ┆ -0.216195 ┆ 1 ┆ … ┆ 2 ┆ 1 ┆ 3 ┆ 2 │\n│ -1.499259 ┆ 1 ┆ 3.459832 ┆ 2 ┆ … ┆ 3 ┆ 1 ┆ 0 ┆ 0 │\n│ -1.499259 ┆ 1 ┆ 0.228047 ┆ 3 ┆ … ┆ 3 ┆ 1 ┆ 3 ┆ 2 │\n│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │\n│ 0.659587 ┆ 0 ┆ 0.200569 ┆ 2 ┆ … ┆ 1 ┆ 1 ┆ 0 ┆ 1 │\n│ -0.0104 ┆ 0 ┆ 1.297182 ┆ 3 ┆ … ┆ 2 ┆ 0 ┆ 0 ┆ 0 │\n│ -1.127044 ┆ 0 ┆ 0.086607 ┆ 3 ┆ … ┆ 3 ┆ 0 ┆ 1 ┆ 0 │\n│ -0.5315 ┆ 0 ┆ 0.418089 ┆ 3 ┆ … ┆ 1 ┆ 0 ┆ 3 ┆ 1 │\n│ -1.201487 ┆ 1 ┆ -0.240195 ┆ 1 ┆ … ┆ 2 ┆ 0 ┆ 2 ┆ 2 │\n└───────────┴────────┴────────────┴────────────┴───┴───────────┴───────────┴───────────┴───────────┘","text/html":"
\nshape: (2_000_000, 18)
AgeGenderAnnual IncomeMarital StatusNumber of DependentsEducation LevelOccupationHealth ScoreLocationPolicy TypePrevious ClaimsVehicle AgeCredit ScoreInsurance DurationCustomer FeedbackSmoking StatusExercise FrequencyProperty Type
f64i64f64i64f64i64i64f64i64i64f64f64f64f64i64i64i64i64
-1.6481440-0.7079952-0.74714602-0.24956221.2160651.286554-1.566552-0.0071363032
-0.1592860-0.02406610.73409820-0.84400501-0.0030250.420690.714332-1.1636071112
-1.3503731-0.21619510.734098121.82906512-0.0030250.7670360.013066-0.7781162132
-1.49925913.4598322-0.00652400-1.23569800-0.003025-1.657384-1.601969-1.5490973100
-1.49925910.2280473-0.74714602-0.43753102-1.222116-0.2720010.034317-0.3926263132
………………………………………………
0.65958700.2005692-0.74714600-0.93458702-0.003025-0.272001-2.012812-1.1636071101
-0.010401.2971823-1.48776920-1.47185001.216065-1.6573840.013066-1.1636072000
-1.12704400.0866073-1.48776921-1.5994821-0.0030250.0743450.0130660.3783543010
-0.531500.41808930.73409820-0.812924221.2160651.286554-0.8936210.7638451031
-1.2014871-0.24019510.73409810-0.05545711-0.0030250.9402090.0130661.1493352022
"},"metadata":{}}],"execution_count":30},{"cell_type":"markdown","source":"# 7) Modeling: NN\n\n----\n","metadata":{},"attachments":{"bb3d0815-6158-47c9-b00e-fe3ee3e6bcba.png":{"image/png":"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"},"99d12f77-f803-4cab-921d-73a41c6cb7e3.png":{"image/png":"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"}}},{"cell_type":"code","source":"len(X_test)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:26:06.58274Z","iopub.execute_input":"2024-12-28T00:26:06.583053Z","iopub.status.idle":"2024-12-28T00:26:06.588093Z","shell.execute_reply.started":"2024-12-28T00:26:06.583024Z","shell.execute_reply":"2024-12-28T00:26:06.587394Z"}},"outputs":[{"execution_count":86,"output_type":"execute_result","data":{"text/plain":"240000"},"metadata":{}}],"execution_count":86},{"cell_type":"code","source":"X = full[:train_size]\nX_test = full[train_size:]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:26:14.90468Z","iopub.execute_input":"2024-12-28T00:26:14.905003Z","iopub.status.idle":"2024-12-28T00:26:14.909171Z","shell.execute_reply.started":"2024-12-28T00:26:14.904971Z","shell.execute_reply":"2024-12-28T00:26:14.908495Z"}},"outputs":[],"execution_count":87},{"cell_type":"code","source":"train = pl.read_csv(\"/kaggle/input/playground-series-s4e12/train.csv\")\ntest = pl.read_csv(\"/kaggle/input/playground-series-s4e12/test.csv\")\ntest_id = test[\"id\"].to_numpy()\ny = train[\"Premium Amount\"]\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:18.473472Z","iopub.execute_input":"2024-12-27T23:51:18.473798Z","iopub.status.idle":"2024-12-27T23:51:19.33724Z","shell.execute_reply.started":"2024-12-27T23:51:18.473762Z","shell.execute_reply":"2024-12-27T23:51:19.336146Z"}},"outputs":[{"execution_count":33,"output_type":"execute_result","data":{"text/plain":"shape: (1_200_000,)\nSeries: 'Premium Amount' [f64]\n[\n\t2869.0\n\t1483.0\n\t567.0\n\t765.0\n\t2022.0\n\t…\n\t1303.0\n\t821.0\n\t371.0\n\t596.0\n\t2480.0\n]","text/html":"
\nshape: (1_200_000,)
Premium Amount
f64
2869.0
1483.0
567.0
765.0
2022.0
…
1303.0
821.0
371.0
596.0
2480.0
"},"metadata":{}}],"execution_count":33},{"cell_type":"code","source":"# import numpy as np\n# import pandas as pd\n# import tensorflow as tf\n# from sklearn.model_selection import train_test_split\n# from sklearn.preprocessing import StandardScaler\n# from tensorflow.keras.callbacks import EarlyStopping\n# from tensorflow.keras.optimizers import Adam\n# from tensorflow.keras import layers\n# from tensorflow.keras.models import Model\n\n\n# class TabNetAttention(layers.Layer):\n# def __init__(self, units=64):\n# super(TabNetAttention, self).__init__()\n# self.units = units\n# self.attention_weight = layers.Dense(units, activation='sigmoid', use_bias=False)\n# self.attention_output = layers.Dense(1, activation='sigmoid', use_bias=False)\n\n# def call(self, inputs):\n# attention_weights = self.attention_weight(inputs)\n# attention_output = self.attention_output(attention_weights)\n# return attention_output\n\n\n# class TabNetBlock(layers.Layer):\n# def __init__(self, units=64):\n# super(TabNetBlock, self).__init__()\n# self.attention = TabNetAttention(units)\n# self.dense1 = layers.Dense(units, activation='relu')\n# self.dense2 = layers.Dense(units, activation='relu')\n# self.output_layer = layers.Dense(1) \n\n# def call(self, inputs):\n# attention_output = self.attention(inputs)\n# x = self.dense1(inputs * attention_output) \n# x = self.dense2(x)\n# return self.output_layer(x)\n\n# # Crear el modelo TabNet\n# class TabNetModel(Model):\n# def __init__(self, input_shape):\n# super(TabNetModel, self).__init__()\n# self.tabnet_block = TabNetBlock(units=64)\n\n# def call(self, inputs):\n# x = inputs \n# return self.tabnet_block(x)\n\n\n# # Dividir los datos en conjunto de entrenamiento y prueba\n# X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# # Normalizar los datos de entrada\n# scaler = StandardScaler()\n# X_train = scaler.fit_transform(X_train)\n# X_test = scaler.transform(X_test)\n\n# # Crear el modelo TabNet\n# model = TabNetModel(input_shape=(X_train.shape[1],)) # El tamaño de la entrada debe coincidir con X_train\n\n# # Compilar el modelo\n# model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')\n\n# # Entrenar el modelo\n# early_stopping = EarlyStopping(monitor='val_loss', patience=10, restore_best_weights=True)\n\n# history = model.fit(X_train, y_train, epochs=100, batch_size=32, validation_split=0.2, callbacks=[early_stopping])\n\n# # Evaluar el modelo en el conjunto de prueba\n# test_loss = model.evaluate(X_test, y_test)\n# print(f\"Test Loss: {test_loss}\")\n\n# works! without GPU","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-27T23:51:19.338503Z","iopub.execute_input":"2024-12-27T23:51:19.338856Z","iopub.status.idle":"2024-12-27T23:51:19.344478Z","shell.execute_reply.started":"2024-12-27T23:51:19.338823Z","shell.execute_reply":"2024-12-27T23:51:19.34355Z"}},"outputs":[],"execution_count":34},{"cell_type":"code","source":"import polars as pl\nimport numpy as np\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense, Dropout\nfrom tensorflow.keras.optimizers import Adam\nfrom tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n\n# Usar MirroredStrategy para distribuir el entrenamiento en múltiples GPUs\nstrategy = tf.distribute.MirroredStrategy()\n\n# Obtener el número de características automáticamente\ninput_dim = X.shape[1] # El número de columnas en X_train\n\n# Crear el modelo dentro de la estrategia de distribución\nwith strategy.scope():\n # Crear el modelo secuencial\n model = Sequential()\n\n # Capa de entrada con el número de características automáticamente\n model.add(Dense(64, input_dim=input_dim, activation='relu')) # input_dim automático\n model.add(Dropout(0.1)) # Dropout con tasa de 0.1\n\n # Capa oculta\n model.add(Dense(32, activation='elu'))\n model.add(Dropout(0.1)) # Dropout con tasa de 0.1\n\n # Capa oculta\n model.add(Dense(16, activation='elu'))\n\n # Capa de salida\n model.add(Dense(1)) # Para regresión, salida con 1 valor\n\n # Compilar el modelo\n model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')\n\n# Definir EarlyStopping para detener el entrenamiento si no mejora la validación\nearly_stopping = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n\n# Definir ReduceLROnPlateau para reducir la tasa de aprendizaje si la validación no mejora\nreduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2, patience=5, min_lr=1e-6)\n\n# Entrenar el modelo y guardar el historial de entrenamiento\nhistory = model.fit(X, y, epochs=50, batch_size=1280, validation_split=0.2,\n callbacks=[early_stopping, reduce_lr])\n\n# Visualizar la curva de entrenamiento\nplt.plot(history.history['loss'], label='Loss (Entrenamiento)')\nplt.plot(history.history['val_loss'], label='Loss (Validación)')\nplt.title('Curva de entrenamiento y validación')\nplt.xlabel('Épocas')\nplt.ylabel('Pérdida')\nplt.legend()\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:04:52.181686Z","iopub.execute_input":"2024-12-28T00:04:52.181981Z","iopub.status.idle":"2024-12-28T00:09:19.517277Z","shell.execute_reply.started":"2024-12-28T00:04:52.181957Z","shell.execute_reply":"2024-12-28T00:09:19.516269Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 8ms/step - loss: 1327382.3750 - val_loss: 770211.6875 - learning_rate: 0.0010\nEpoch 2/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 790918.1875 - val_loss: 747145.4375 - learning_rate: 0.0010\nEpoch 3/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 769047.8750 - val_loss: 734207.2500 - learning_rate: 0.0010\nEpoch 4/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 7ms/step - loss: 761454.7500 - val_loss: 732378.0000 - learning_rate: 0.0010\nEpoch 5/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 755544.3125 - val_loss: 732020.0000 - learning_rate: 0.0010\nEpoch 6/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 757672.1250 - val_loss: 731754.3750 - learning_rate: 0.0010\nEpoch 7/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 754744.4375 - val_loss: 731537.7500 - learning_rate: 0.0010\nEpoch 8/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 753672.0000 - val_loss: 731060.8125 - learning_rate: 0.0010\nEpoch 9/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 755068.0000 - val_loss: 731037.1875 - learning_rate: 0.0010\nEpoch 10/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 754535.8750 - val_loss: 730205.0000 - learning_rate: 0.0010\nEpoch 11/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 7ms/step - loss: 750901.1250 - val_loss: 729694.6875 - learning_rate: 0.0010\nEpoch 12/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 750166.3750 - val_loss: 729134.9375 - learning_rate: 0.0010\nEpoch 13/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 745709.3125 - val_loss: 728890.2500 - learning_rate: 0.0010\nEpoch 14/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 747912.3750 - val_loss: 728245.3125 - learning_rate: 0.0010\nEpoch 15/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 749085.5000 - val_loss: 727959.0000 - learning_rate: 0.0010\nEpoch 16/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 746793.9375 - val_loss: 727952.3750 - learning_rate: 0.0010\nEpoch 17/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 747442.7500 - val_loss: 727591.4375 - learning_rate: 0.0010\nEpoch 18/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 742900.1875 - val_loss: 726520.0000 - learning_rate: 0.0010\nEpoch 19/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 743044.3125 - val_loss: 726786.5000 - learning_rate: 0.0010\nEpoch 20/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 744899.0625 - val_loss: 726379.4375 - learning_rate: 0.0010\nEpoch 21/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 743755.4375 - val_loss: 725465.3750 - learning_rate: 0.0010\nEpoch 22/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 744633.5625 - val_loss: 724674.7500 - learning_rate: 0.0010\nEpoch 23/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 746072.0000 - val_loss: 724244.3125 - learning_rate: 0.0010\nEpoch 24/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 742110.5000 - val_loss: 723754.8750 - learning_rate: 0.0010\nEpoch 25/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 743114.0625 - val_loss: 723844.5625 - learning_rate: 0.0010\nEpoch 26/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 741291.2500 - val_loss: 723070.8125 - learning_rate: 0.0010\nEpoch 27/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 739562.3750 - val_loss: 723055.3125 - learning_rate: 0.0010\nEpoch 28/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 740120.0000 - val_loss: 723062.8125 - learning_rate: 0.0010\nEpoch 29/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 742823.6250 - val_loss: 722624.9375 - learning_rate: 0.0010\nEpoch 30/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 740154.5000 - val_loss: 722400.7500 - learning_rate: 0.0010\nEpoch 31/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 740740.0000 - val_loss: 722316.4375 - learning_rate: 0.0010\nEpoch 32/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 742320.6250 - val_loss: 722071.1250 - learning_rate: 0.0010\nEpoch 33/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 738352.7500 - val_loss: 721808.0625 - learning_rate: 0.0010\nEpoch 34/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 738670.4375 - val_loss: 721339.8125 - learning_rate: 0.0010\nEpoch 35/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 739732.0000 - val_loss: 721136.6250 - learning_rate: 0.0010\nEpoch 36/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 736039.8750 - val_loss: 721124.1875 - learning_rate: 0.0010\nEpoch 37/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 739088.3750 - val_loss: 720887.9375 - learning_rate: 0.0010\nEpoch 38/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 737529.3125 - val_loss: 721361.5625 - learning_rate: 0.0010\nEpoch 39/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 735983.8750 - val_loss: 720034.2500 - learning_rate: 0.0010\nEpoch 40/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 735452.7500 - val_loss: 719596.8750 - learning_rate: 0.0010\nEpoch 41/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 738200.2500 - val_loss: 720019.1250 - learning_rate: 0.0010\nEpoch 42/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 737651.7500 - val_loss: 719166.6875 - learning_rate: 0.0010\nEpoch 43/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 736817.5625 - val_loss: 718841.7500 - learning_rate: 0.0010\nEpoch 44/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 737867.6875 - val_loss: 719088.5000 - learning_rate: 0.0010\nEpoch 45/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 737472.9375 - val_loss: 718712.0000 - learning_rate: 0.0010\nEpoch 46/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 736375.8125 - val_loss: 718418.3750 - learning_rate: 0.0010\nEpoch 47/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 735362.5625 - val_loss: 717817.9375 - learning_rate: 0.0010\nEpoch 48/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 737846.7500 - val_loss: 717753.9375 - learning_rate: 0.0010\nEpoch 49/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 734609.0000 - val_loss: 717338.8125 - learning_rate: 0.0010\nEpoch 50/50\n\u001b[1m750/750\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step - loss: 735491.0000 - val_loss: 717161.3750 - learning_rate: 0.0010\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":49},{"cell_type":"code","source":"X = full[:train_size]\nX_test = full[train_size:]","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"y_preds = model.predict(X_test)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:26:42.720099Z","iopub.execute_input":"2024-12-28T00:26:42.720385Z","iopub.status.idle":"2024-12-28T00:27:43.208207Z","shell.execute_reply.started":"2024-12-28T00:26:42.720361Z","shell.execute_reply":"2024-12-28T00:27:43.207474Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m25000/25000\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m46s\u001b[0m 2ms/step\n","output_type":"stream"}],"execution_count":89},{"cell_type":"code","source":"len(test_id)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:27:43.210106Z","iopub.execute_input":"2024-12-28T00:27:43.210327Z","iopub.status.idle":"2024-12-28T00:27:43.216049Z","shell.execute_reply.started":"2024-12-28T00:27:43.210307Z","shell.execute_reply":"2024-12-28T00:27:43.215254Z"}},"outputs":[{"execution_count":90,"output_type":"execute_result","data":{"text/plain":"800000"},"metadata":{}}],"execution_count":90},{"cell_type":"code","source":"submis = pd.DataFrame()\nsubmis[\"id\"] = test_id\nsubmis[\"Premium Amount\"] = y_preds","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:27:43.217283Z","iopub.execute_input":"2024-12-28T00:27:43.217576Z","iopub.status.idle":"2024-12-28T00:27:43.248157Z","shell.execute_reply.started":"2024-12-28T00:27:43.217553Z","shell.execute_reply":"2024-12-28T00:27:43.247251Z"}},"outputs":[],"execution_count":91},{"cell_type":"code","source":"submis.to_csv(\"submission.csv\", index = False)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-28T00:33:44.347803Z","iopub.execute_input":"2024-12-28T00:33:44.348135Z","iopub.status.idle":"2024-12-28T00:33:45.330483Z","shell.execute_reply.started":"2024-12-28T00:33:44.348103Z","shell.execute_reply":"2024-12-28T00:33:45.329276Z"}},"outputs":[],"execution_count":95}]}