{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%pip install librosa\n", "%pip install xgboost\n", "%pip install pandas\n", "%pip install pycaret\n", "%pip install fastapi\n", "%pip install uvicorn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import datetime\n", "import string\n", "import random\n", "from pycaret.classification import *" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
| \n", " | Description | \n", "Value | \n", "
|---|---|---|
| 0 | \n", "session_id | \n", "882 | \n", "
| 1 | \n", "Target | \n", "label | \n", "
| 2 | \n", "Target Type | \n", "Binary | \n", "
| 3 | \n", "Label Encoded | \n", "0.0: 0, 1.0: 1 | \n", "
| 4 | \n", "Original Data | \n", "(64800, 11) | \n", "
| 5 | \n", "Missing Values | \n", "False | \n", "
| 6 | \n", "Numeric Features | \n", "8 | \n", "
| 7 | \n", "Categorical Features | \n", "2 | \n", "
| 8 | \n", "Ordinal Features | \n", "False | \n", "
| 9 | \n", "High Cardinality Features | \n", "False | \n", "
| 10 | \n", "High Cardinality Method | \n", "None | \n", "
| 11 | \n", "Transformed Train Set | \n", "(45359, 19) | \n", "
| 12 | \n", "Transformed Test Set | \n", "(19441, 19) | \n", "
| 13 | \n", "Shuffle Train-Test | \n", "True | \n", "
| 14 | \n", "Stratify Train-Test | \n", "False | \n", "
| 15 | \n", "Fold Generator | \n", "StratifiedKFold | \n", "
| 16 | \n", "Fold Number | \n", "10 | \n", "
| 17 | \n", "CPU Jobs | \n", "-1 | \n", "
| 18 | \n", "Use GPU | \n", "False | \n", "
| 19 | \n", "Log Experiment | \n", "False | \n", "
| 20 | \n", "Experiment Name | \n", "clf-default-name | \n", "
| 21 | \n", "USI | \n", "17b7 | \n", "
| 22 | \n", "Imputation Type | \n", "simple | \n", "
| 23 | \n", "Iterative Imputation Iteration | \n", "None | \n", "
| 24 | \n", "Numeric Imputer | \n", "mean | \n", "
| 25 | \n", "Iterative Imputation Numeric Model | \n", "None | \n", "
| 26 | \n", "Categorical Imputer | \n", "constant | \n", "
| 27 | \n", "Iterative Imputation Categorical Model | \n", "None | \n", "
| 28 | \n", "Unknown Categoricals Handling | \n", "least_frequent | \n", "
| 29 | \n", "Normalize | \n", "False | \n", "
| 30 | \n", "Normalize Method | \n", "None | \n", "
| 31 | \n", "Transformation | \n", "False | \n", "
| 32 | \n", "Transformation Method | \n", "None | \n", "
| 33 | \n", "PCA | \n", "False | \n", "
| 34 | \n", "PCA Method | \n", "None | \n", "
| 35 | \n", "PCA Components | \n", "None | \n", "
| 36 | \n", "Ignore Low Variance | \n", "False | \n", "
| 37 | \n", "Combine Rare Levels | \n", "False | \n", "
| 38 | \n", "Rare Level Threshold | \n", "None | \n", "
| 39 | \n", "Numeric Binning | \n", "False | \n", "
| 40 | \n", "Remove Outliers | \n", "False | \n", "
| 41 | \n", "Outliers Threshold | \n", "None | \n", "
| 42 | \n", "Remove Multicollinearity | \n", "False | \n", "
| 43 | \n", "Multicollinearity Threshold | \n", "None | \n", "
| 44 | \n", "Remove Perfect Collinearity | \n", "True | \n", "
| 45 | \n", "Clustering | \n", "False | \n", "
| 46 | \n", "Clustering Iteration | \n", "None | \n", "
| 47 | \n", "Polynomial Features | \n", "False | \n", "
| 48 | \n", "Polynomial Degree | \n", "None | \n", "
| 49 | \n", "Trignometry Features | \n", "False | \n", "
| 50 | \n", "Polynomial Threshold | \n", "None | \n", "
| 51 | \n", "Group Features | \n", "False | \n", "
| 52 | \n", "Feature Selection | \n", "False | \n", "
| 53 | \n", "Feature Selection Method | \n", "classic | \n", "
| 54 | \n", "Features Selection Threshold | \n", "None | \n", "
| 55 | \n", "Feature Interaction | \n", "False | \n", "
| 56 | \n", "Feature Ratio | \n", "False | \n", "
| 57 | \n", "Interaction Threshold | \n", "None | \n", "
| 58 | \n", "Fix Imbalance | \n", "False | \n", "
| 59 | \n", "Fix Imbalance Method | \n", "SMOTE | \n", "