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| a | b/2KNN.ipynb | ||
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| 1 | { |
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| 2 | "nbformat": 4, |
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| 3 | "nbformat_minor": 0, |
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| 4 | "metadata": { |
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| 5 | "colab": { |
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| 6 | "provenance": [], |
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| 7 | "authorship_tag": "ABX9TyMuQQq5BcUqv2CCD+VuzGu9", |
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| 8 | "include_colab_link": true |
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| 9 | }, |
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| 10 | "kernelspec": { |
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| 11 | "name": "python3", |
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| 12 | "display_name": "Python 3" |
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| 13 | }, |
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| 14 | "language_info": { |
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| 15 | "name": "python" |
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| 16 | } |
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| 17 | }, |
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| 18 | "cells": [ |
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| 19 | { |
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| 20 | "cell_type": "markdown", |
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| 21 | "metadata": { |
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| 22 | "id": "view-in-github", |
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| 23 | "colab_type": "text" |
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| 24 | }, |
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| 25 | "source": [ |
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| 26 | "<a href=\"https://colab.research.google.com/github/Souhib-khalbous/Quantitative-Analysis-of-T2-Coronal-MRI-Data-for-Treatment-Efficiency-in-Uterine-Fibroids-/blob/master/2KNN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" |
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| 27 | ] |
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| 28 | }, |
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| 29 | { |
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| 30 | "cell_type": "markdown", |
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| 31 | "source": [ |
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| 32 | "# **Mount The Data**" |
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| 33 | ], |
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| 34 | "metadata": { |
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| 35 | "id": "aQs3xIDibD0k" |
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| 36 | } |
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| 37 | }, |
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| 38 | { |
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| 39 | "cell_type": "code", |
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| 40 | "execution_count": null, |
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| 41 | "metadata": { |
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| 42 | "colab": { |
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| 43 | "base_uri": "https://localhost:8080/" |
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| 44 | }, |
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| 45 | "id": "p54JpwO_ayq7", |
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| 46 | "outputId": "610770dc-929d-41ad-b45e-9f7abb251ed1" |
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| 47 | }, |
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| 48 | "outputs": [ |
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| 49 | { |
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| 50 | "output_type": "stream", |
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| 51 | "name": "stdout", |
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| 52 | "text": [ |
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| 53 | "Mounted at /content/drive\n" |
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| 54 | ] |
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| 55 | } |
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| 56 | ], |
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| 57 | "source": [ |
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| 58 | "#Why do we mount the data?\n", |
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| 59 | "#------>Because we use Colab.\n", |
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| 60 | "\n", |
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| 61 | "# Import the drive module from the google.colab library to enable Google Drive integration\n", |
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| 62 | "from google.colab import drive\n", |
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| 63 | "# Mount your Google Drive to the Colab VM to access files directly from your Drive\n", |
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| 64 | "drive.mount('/content/drive')" |
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| 65 | ] |
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| 66 | }, |
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| 67 | { |
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| 68 | "cell_type": "markdown", |
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| 69 | "source": [ |
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| 70 | "# **Libraries**" |
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| 71 | ], |
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| 72 | "metadata": { |
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| 73 | "id": "i7XHcbBwbOqD" |
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| 74 | } |
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| 75 | }, |
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| 76 | { |
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| 77 | "cell_type": "code", |
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| 78 | "source": [ |
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| 79 | "import numpy as np # For numerical operations, such as array manipulations\n", |
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| 80 | "import pandas as pd # For data manipulation and analysis, particularly with tables\n", |
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| 81 | "import matplotlib.pyplot as plt # For plotting graphs and visualizing data\n", |
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| 82 | "\n", |
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| 83 | "import tensorflow as tf # A comprehensive library for ML and DL\n", |
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| 84 | "\n", |
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| 85 | "# sklearn for ML algorithms, model evaluation, and data preprocessing\n", |
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| 86 | "from sklearn.neighbors import KNeighborsClassifier # Implementing the KNN algorithm for classification\n", |
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| 87 | "from sklearn.model_selection import train_test_split # Splitting data into training and testing sets\n", |
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| 88 | "from sklearn.preprocessing import StandardScaler # Correcting typo: Standardizing features by removing the mean and scaling to unit variance\n", |
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| 89 | "\n", |
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| 90 | "\n", |
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| 91 | "# Metrics for evaluating model performance\n", |
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| 92 | "from sklearn.metrics import confusion_matrix, classification_report # For evaluating classification accuracy\n", |
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| 93 | "from sklearn.metrics import f1_score, accuracy_score # Precision metrics\n", |
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| 94 | "from sklearn.metrics import roc_auc_score, roc_curve, auc # For evaluating the model's ability to distinguish between classes" |
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| 95 | ], |
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| 96 | "metadata": { |
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| 97 | "id": "w7IZYe5xbJA8" |
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| 98 | }, |
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| 99 | "execution_count": null, |
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| 100 | "outputs": [] |
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| 101 | }, |
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| 102 | { |
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| 103 | "cell_type": "markdown", |
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| 104 | "source": [ |
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| 105 | "# **Reading the Data**" |
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| 106 | ], |
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| 107 | "metadata": { |
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| 108 | "id": "tNlaFS_abYyu" |
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| 109 | } |
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| 110 | }, |
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| 111 | { |
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| 112 | "cell_type": "code", |
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| 113 | "source": [ |
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| 114 | "# Specify the columns you want to use as features\n", |
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| 115 | "feature_columns = ['LB', 'AC', 'FM', 'UC', 'DL', 'DS', 'DP', 'ASTV', 'MSTV', 'ALTV', 'MLTV', 'Width', 'Min', 'Max', 'Nmax', 'Nzeros', 'Mode', 'Mean', 'Median', 'Variance', 'Tendency']\n", |
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| 116 | "\n", |
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| 117 | "# Read the 'Raw Data' sheet of the Excel file, selecting only the specified columns plus the 'CLASS' column\n", |
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| 118 | "dataset = pd.read_excel('/content/drive/MyDrive/Cardiotocographic/CTG.xls', sheet_name='Raw Data', usecols=feature_columns + ['CLASS'])\n", |
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| 119 | "\n", |
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| 120 | "#remove any row that has at least one NaN value\n", |
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| 121 | "dataset = dataset.dropna()\n", |
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| 122 | "\n", |
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| 123 | "#Reset the index of the DataFrame and drop the old index\n", |
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| 124 | "dataset = dataset.reset_index(drop=True)\n", |
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| 125 | "\n", |
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| 126 | "\n", |
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| 127 | "print(len(dataset))\n", |
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| 128 | "print(dataset.head())\n", |
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| 129 | "\n", |
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| 130 | "# Now you have a DataFrame 'dataset' with only the features you're interested in and the 'CLASS' target variable" |
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| 131 | ], |
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| 132 | "metadata": { |
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| 133 | "colab": { |
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| 134 | "base_uri": "https://localhost:8080/" |
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| 135 | }, |
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| 136 | "id": "oiRzhzwFbZKO", |
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| 137 | "outputId": "f0232bb1-922d-4787-e1bd-8e13a767ea3e" |
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| 138 | }, |
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| 139 | "execution_count": null, |
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| 140 | "outputs": [ |
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| 141 | { |
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| 142 | "output_type": "stream", |
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| 143 | "name": "stdout", |
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| 144 | "text": [ |
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| 145 | "2126\n", |
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| 146 | " LB AC FM UC ASTV MSTV ALTV MLTV DL DS ... Min Max \\\n", |
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| 147 | "0 120.0 0.0 0.0 0.0 73.0 0.5 43.0 2.4 0.0 0.0 ... 62.0 126.0 \n", |
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| 148 | "1 132.0 4.0 0.0 4.0 17.0 2.1 0.0 10.4 2.0 0.0 ... 68.0 198.0 \n", |
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| 149 | "2 133.0 2.0 0.0 5.0 16.0 2.1 0.0 13.4 2.0 0.0 ... 68.0 198.0 \n", |
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| 150 | "3 134.0 2.0 0.0 6.0 16.0 2.4 0.0 23.0 2.0 0.0 ... 53.0 170.0 \n", |
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| 151 | "4 132.0 4.0 0.0 5.0 16.0 2.4 0.0 19.9 0.0 0.0 ... 53.0 170.0 \n", |
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| 152 | "\n", |
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| 153 | " Nmax Nzeros Mode Mean Median Variance Tendency CLASS \n", |
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| 154 | "0 2.0 0.0 120.0 137.0 121.0 73.0 1.0 9.0 \n", |
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| 155 | "1 6.0 1.0 141.0 136.0 140.0 12.0 0.0 6.0 \n", |
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| 156 | "2 5.0 1.0 141.0 135.0 138.0 13.0 0.0 6.0 \n", |
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| 157 | "3 11.0 0.0 137.0 134.0 137.0 13.0 1.0 6.0 \n", |
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| 158 | "4 9.0 0.0 137.0 136.0 138.0 11.0 1.0 2.0 \n", |
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| 159 | "\n", |
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| 160 | "[5 rows x 22 columns]\n" |
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| 161 | ] |
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| 162 | } |
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| 163 | ] |
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| 164 | }, |
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| 165 | { |
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| 166 | "cell_type": "markdown", |
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| 167 | "source": [ |
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| 168 | "# **Splitting the Data**\n", |
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| 169 | "\n", |
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| 170 | "\n", |
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| 171 | "* Define X, y\n", |
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| 172 | "* Scale the Features (-1 < Features < +1)\n", |
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| 173 | "\n", |
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| 174 | "* 10 Folds Cross-Validation Method" |
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| 175 | ], |
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| 176 | "metadata": { |
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| 177 | "id": "88TXnIy0cWod" |
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| 178 | } |
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| 179 | }, |
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| 180 | { |
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| 181 | "cell_type": "markdown", |
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| 182 | "source": [ |
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| 183 | "# This cell is to choose the best parameters for the KNN model." |
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| 184 | ], |
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| 185 | "metadata": { |
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| 186 | "id": "QNcjEf-XmiAF" |
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| 187 | } |
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| 188 | }, |
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| 189 | { |
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| 190 | "cell_type": "code", |
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| 191 | "source": [ |
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| 192 | "from sklearn.neighbors import KNeighborsClassifier\n", |
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| 193 | "from sklearn.model_selection import cross_val_score\n", |
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| 194 | "\n", |
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| 195 | "\n", |
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| 196 | "# Features and target variable\n", |
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| 197 | "X = dataset[feature_columns]\n", |
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| 198 | "y = dataset['CLASS'] # Target variable\n", |
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| 199 | "\n", |
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| 200 | "# Standardize the features (important for KNN)\n", |
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| 201 | "scaler = StandardScaler()\n", |
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| 202 | "X_scaled = scaler.fit_transform(X)\n", |
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| 203 | "\n", |
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| 204 | "\n", |
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| 205 | "# Initialize the list for storing results\n", |
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| 206 | "results = []\n", |
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| 207 | "\n", |
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| 208 | "# Define the range of parameters to test\n", |
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| 209 | "k_values = range(1, 200, 2) # Odd values between 1 and 199\n", |
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| 210 | "weights_options = ['uniform', 'distance']\n", |
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| 211 | "metric_options = ['euclidean', 'manhattan', 'chebyshev', 'minkowski']\n", |
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| 212 | "\n", |
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| 213 | "# Loop through all combinations of k, weights, and metrics\n", |
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| 214 | "for k in k_values:\n", |
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| 215 | " for weights in weights_options:\n", |
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| 216 | " for metric in metric_options:\n", |
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| 217 | " # Initialize KNN with current configuration\n", |
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| 218 | " knn = KNeighborsClassifier(n_neighbors=k, weights=weights, metric=metric)\n", |
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| 219 | "\n", |
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| 220 | " # Perform 10-fold cross-validation and calculate the average score\n", |
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| 221 | " cv_scores = cross_val_score(knn, X_scaled, y, cv=10)\n", |
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| 222 | " avg_score = np.mean(cv_scores)\n", |
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| 223 | "\n", |
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| 224 | " # Store the results\n", |
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| 225 | " results.append({\n", |
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| 226 | " 'k': k,\n", |
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| 227 | " 'weights': weights,\n", |
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| 228 | " 'metric': metric,\n", |
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| 229 | " 'avg_score': avg_score\n", |
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| 230 | " })\n", |
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| 231 | "\n", |
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| 232 | "# Identify the configuration with the highest average CV score\n", |
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| 233 | "best_result = max(results, key=lambda x: x['avg_score'])\n", |
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| 234 | "\n", |
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| 235 | "# Output the best configuration\n", |
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| 236 | "print(f\"Best Configuration:\\nK (Number of Neighbors): {best_result['k']}\\nWeights: {best_result['weights']}\\nMetric: {best_result['metric']}\\nAverage CV Score: {best_result['avg_score']:.4f}\")\n" |
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| 237 | ], |
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| 238 | "metadata": { |
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| 239 | "colab": { |
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| 240 | "base_uri": "https://localhost:8080/" |
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| 241 | }, |
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| 242 | "id": "UfUP0qlIlOA0", |
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| 243 | "outputId": "dd1d2157-1de2-4d30-fef0-84b6005c0d3f" |
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| 244 | }, |
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| 245 | "execution_count": null, |
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| 246 | "outputs": [ |
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| 247 | { |
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| 248 | "output_type": "stream", |
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| 249 | "name": "stderr", |
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| 250 | "text": [ |
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| 251 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 252 | " warnings.warn(\n", |
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| 253 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 254 | " warnings.warn(\n", |
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| 255 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 256 | " warnings.warn(\n", |
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| 257 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 258 | " warnings.warn(\n", |
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| 259 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 260 | " warnings.warn(\n", |
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| 261 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 262 | " warnings.warn(\n", |
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| 263 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 264 | " warnings.warn(\n", |
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| 265 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 266 | " warnings.warn(\n", |
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| 267 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 268 | " warnings.warn(\n", |
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| 269 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 270 | " warnings.warn(\n", |
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| 271 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 272 | " warnings.warn(\n", |
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| 273 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 274 | " warnings.warn(\n", |
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| 275 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 276 | " warnings.warn(\n", |
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| 277 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 278 | " warnings.warn(\n", |
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| 279 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 280 | " warnings.warn(\n", |
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| 281 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 282 | " warnings.warn(\n", |
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| 283 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 284 | " warnings.warn(\n", |
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| 285 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 286 | " warnings.warn(\n", |
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| 287 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 288 | " warnings.warn(\n", |
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| 289 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 290 | " warnings.warn(\n", |
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| 291 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 292 | " warnings.warn(\n", |
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| 293 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 294 | " warnings.warn(\n", |
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| 295 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 296 | " warnings.warn(\n", |
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| 297 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 298 | " warnings.warn(\n", |
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| 299 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 300 | " warnings.warn(\n", |
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| 301 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 302 | " warnings.warn(\n", |
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| 303 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 304 | " warnings.warn(\n", |
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| 305 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 306 | " warnings.warn(\n", |
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| 307 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 308 | " warnings.warn(\n", |
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| 309 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 310 | " warnings.warn(\n", |
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| 311 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 312 | " warnings.warn(\n", |
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| 313 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 314 | " warnings.warn(\n", |
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| 315 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 316 | " warnings.warn(\n", |
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| 317 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 318 | " warnings.warn(\n", |
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| 319 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 320 | " warnings.warn(\n", |
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| 321 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 322 | " warnings.warn(\n", |
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| 323 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 324 | " warnings.warn(\n", |
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| 325 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 326 | " warnings.warn(\n", |
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| 327 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 328 | " warnings.warn(\n", |
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| 329 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 330 | " warnings.warn(\n", |
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| 331 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
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| 332 | " warnings.warn(\n", |
||
| 333 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 334 | " warnings.warn(\n", |
||
| 335 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 336 | " warnings.warn(\n", |
||
| 337 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 338 | " warnings.warn(\n", |
||
| 339 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 340 | " warnings.warn(\n", |
||
| 341 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 342 | " warnings.warn(\n", |
||
| 343 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 344 | " warnings.warn(\n", |
||
| 345 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 346 | " warnings.warn(\n", |
||
| 347 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 348 | " warnings.warn(\n", |
||
| 349 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 350 | " warnings.warn(\n", |
||
| 351 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 352 | " warnings.warn(\n", |
||
| 353 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 354 | " warnings.warn(\n", |
||
| 355 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 356 | " warnings.warn(\n", |
||
| 357 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 358 | " warnings.warn(\n", |
||
| 359 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 360 | " warnings.warn(\n", |
||
| 361 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 362 | " warnings.warn(\n", |
||
| 363 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 364 | " warnings.warn(\n", |
||
| 365 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 366 | " warnings.warn(\n", |
||
| 367 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 368 | " warnings.warn(\n", |
||
| 369 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 370 | " warnings.warn(\n", |
||
| 371 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 372 | " warnings.warn(\n", |
||
| 373 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 374 | " warnings.warn(\n", |
||
| 375 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 376 | " warnings.warn(\n", |
||
| 377 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 378 | " warnings.warn(\n", |
||
| 379 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 380 | " warnings.warn(\n", |
||
| 381 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 382 | " warnings.warn(\n", |
||
| 383 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 384 | " warnings.warn(\n", |
||
| 385 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 386 | " warnings.warn(\n", |
||
| 387 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 388 | " warnings.warn(\n", |
||
| 389 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 390 | " warnings.warn(\n", |
||
| 391 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 392 | " warnings.warn(\n", |
||
| 393 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 394 | " warnings.warn(\n", |
||
| 395 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 396 | " warnings.warn(\n", |
||
| 397 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 398 | " warnings.warn(\n", |
||
| 399 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 400 | " warnings.warn(\n", |
||
| 401 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 402 | " warnings.warn(\n", |
||
| 403 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 404 | " warnings.warn(\n", |
||
| 405 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 406 | " warnings.warn(\n", |
||
| 407 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 408 | " warnings.warn(\n", |
||
| 409 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 410 | " warnings.warn(\n", |
||
| 411 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 412 | " warnings.warn(\n", |
||
| 413 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 414 | " warnings.warn(\n", |
||
| 415 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 416 | " warnings.warn(\n", |
||
| 417 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 418 | " warnings.warn(\n", |
||
| 419 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 420 | " warnings.warn(\n", |
||
| 421 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 422 | " warnings.warn(\n", |
||
| 423 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 424 | " warnings.warn(\n", |
||
| 425 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 426 | " warnings.warn(\n", |
||
| 427 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 428 | " warnings.warn(\n", |
||
| 429 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 430 | " warnings.warn(\n", |
||
| 431 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 432 | " warnings.warn(\n", |
||
| 433 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 434 | " warnings.warn(\n", |
||
| 435 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 436 | " warnings.warn(\n", |
||
| 437 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 438 | " warnings.warn(\n", |
||
| 439 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 440 | " warnings.warn(\n", |
||
| 441 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 442 | " warnings.warn(\n", |
||
| 443 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 444 | " warnings.warn(\n", |
||
| 445 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 446 | " warnings.warn(\n", |
||
| 447 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 448 | " warnings.warn(\n", |
||
| 449 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 450 | " warnings.warn(\n", |
||
| 451 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 452 | " warnings.warn(\n", |
||
| 453 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 454 | " warnings.warn(\n", |
||
| 455 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 456 | " warnings.warn(\n", |
||
| 457 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 458 | " warnings.warn(\n", |
||
| 459 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 460 | " warnings.warn(\n", |
||
| 461 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 462 | " warnings.warn(\n", |
||
| 463 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 464 | " warnings.warn(\n", |
||
| 465 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 466 | " warnings.warn(\n", |
||
| 467 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 468 | " warnings.warn(\n", |
||
| 469 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 470 | " warnings.warn(\n", |
||
| 471 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 472 | " warnings.warn(\n", |
||
| 473 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 474 | " warnings.warn(\n", |
||
| 475 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 476 | " warnings.warn(\n", |
||
| 477 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 478 | " warnings.warn(\n", |
||
| 479 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 480 | " warnings.warn(\n", |
||
| 481 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 482 | " warnings.warn(\n", |
||
| 483 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 484 | " warnings.warn(\n", |
||
| 485 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 486 | " warnings.warn(\n", |
||
| 487 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 488 | " warnings.warn(\n", |
||
| 489 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 490 | " warnings.warn(\n", |
||
| 491 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 492 | " warnings.warn(\n", |
||
| 493 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 494 | " warnings.warn(\n", |
||
| 495 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 496 | " warnings.warn(\n", |
||
| 497 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 498 | " warnings.warn(\n", |
||
| 499 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 500 | " warnings.warn(\n", |
||
| 501 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 502 | " warnings.warn(\n", |
||
| 503 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 504 | " warnings.warn(\n", |
||
| 505 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 506 | " warnings.warn(\n", |
||
| 507 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 508 | " warnings.warn(\n", |
||
| 509 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 510 | " warnings.warn(\n", |
||
| 511 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 512 | " warnings.warn(\n", |
||
| 513 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 514 | " warnings.warn(\n", |
||
| 515 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 516 | " warnings.warn(\n", |
||
| 517 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 518 | " warnings.warn(\n", |
||
| 519 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 520 | " warnings.warn(\n", |
||
| 521 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 522 | " warnings.warn(\n", |
||
| 523 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 524 | " warnings.warn(\n", |
||
| 525 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 526 | " warnings.warn(\n", |
||
| 527 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 528 | " warnings.warn(\n", |
||
| 529 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 530 | " warnings.warn(\n", |
||
| 531 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 532 | " warnings.warn(\n", |
||
| 533 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 534 | " warnings.warn(\n", |
||
| 535 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 536 | " warnings.warn(\n", |
||
| 537 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 538 | " warnings.warn(\n", |
||
| 539 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 540 | " warnings.warn(\n", |
||
| 541 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 542 | " warnings.warn(\n", |
||
| 543 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 544 | " warnings.warn(\n", |
||
| 545 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 546 | " warnings.warn(\n", |
||
| 547 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 548 | " warnings.warn(\n", |
||
| 549 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 550 | " warnings.warn(\n", |
||
| 551 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 552 | " warnings.warn(\n", |
||
| 553 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 554 | " warnings.warn(\n", |
||
| 555 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 556 | " warnings.warn(\n", |
||
| 557 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 558 | " warnings.warn(\n", |
||
| 559 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 560 | " warnings.warn(\n", |
||
| 561 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 562 | " warnings.warn(\n", |
||
| 563 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 564 | " warnings.warn(\n", |
||
| 565 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 566 | " warnings.warn(\n", |
||
| 567 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 568 | " warnings.warn(\n", |
||
| 569 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 570 | " warnings.warn(\n", |
||
| 571 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 572 | " warnings.warn(\n", |
||
| 573 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 574 | " warnings.warn(\n", |
||
| 575 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 576 | " warnings.warn(\n", |
||
| 577 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 578 | " warnings.warn(\n", |
||
| 579 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 580 | " warnings.warn(\n", |
||
| 581 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 582 | " warnings.warn(\n", |
||
| 583 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 584 | " warnings.warn(\n", |
||
| 585 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 586 | " warnings.warn(\n", |
||
| 587 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 588 | " warnings.warn(\n", |
||
| 589 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 590 | " warnings.warn(\n", |
||
| 591 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 592 | " warnings.warn(\n", |
||
| 593 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 594 | " warnings.warn(\n", |
||
| 595 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 596 | " warnings.warn(\n", |
||
| 597 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 598 | " warnings.warn(\n", |
||
| 599 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 600 | " warnings.warn(\n", |
||
| 601 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 602 | " warnings.warn(\n", |
||
| 603 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 604 | " warnings.warn(\n", |
||
| 605 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 606 | " warnings.warn(\n", |
||
| 607 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 608 | " warnings.warn(\n", |
||
| 609 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 610 | " warnings.warn(\n", |
||
| 611 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 612 | " warnings.warn(\n", |
||
| 613 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 614 | " warnings.warn(\n", |
||
| 615 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 616 | " warnings.warn(\n", |
||
| 617 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 618 | " warnings.warn(\n", |
||
| 619 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 620 | " warnings.warn(\n", |
||
| 621 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 622 | " warnings.warn(\n", |
||
| 623 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 624 | " warnings.warn(\n", |
||
| 625 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 626 | " warnings.warn(\n", |
||
| 627 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 628 | " warnings.warn(\n", |
||
| 629 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 630 | " warnings.warn(\n", |
||
| 631 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 632 | " warnings.warn(\n", |
||
| 633 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 634 | " warnings.warn(\n", |
||
| 635 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 636 | " warnings.warn(\n", |
||
| 637 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 638 | " warnings.warn(\n", |
||
| 639 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 640 | " warnings.warn(\n", |
||
| 641 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 642 | " warnings.warn(\n", |
||
| 643 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 644 | " warnings.warn(\n", |
||
| 645 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 646 | " warnings.warn(\n", |
||
| 647 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 648 | " warnings.warn(\n", |
||
| 649 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 650 | " warnings.warn(\n", |
||
| 651 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 652 | " warnings.warn(\n", |
||
| 653 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 654 | " warnings.warn(\n", |
||
| 655 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 656 | " warnings.warn(\n", |
||
| 657 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 658 | " warnings.warn(\n", |
||
| 659 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 660 | " warnings.warn(\n", |
||
| 661 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 662 | " warnings.warn(\n", |
||
| 663 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 664 | " warnings.warn(\n", |
||
| 665 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 666 | " warnings.warn(\n", |
||
| 667 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 668 | " warnings.warn(\n", |
||
| 669 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 670 | " warnings.warn(\n", |
||
| 671 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 672 | " warnings.warn(\n", |
||
| 673 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 674 | " warnings.warn(\n", |
||
| 675 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 676 | " warnings.warn(\n", |
||
| 677 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 678 | " warnings.warn(\n", |
||
| 679 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 680 | " warnings.warn(\n", |
||
| 681 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 682 | " warnings.warn(\n", |
||
| 683 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 684 | " warnings.warn(\n", |
||
| 685 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 686 | " warnings.warn(\n", |
||
| 687 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 688 | " warnings.warn(\n", |
||
| 689 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 690 | " warnings.warn(\n", |
||
| 691 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 692 | " warnings.warn(\n", |
||
| 693 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 694 | " warnings.warn(\n", |
||
| 695 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 696 | " warnings.warn(\n", |
||
| 697 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 698 | " warnings.warn(\n", |
||
| 699 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 700 | " warnings.warn(\n", |
||
| 701 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 702 | " warnings.warn(\n", |
||
| 703 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 704 | " warnings.warn(\n", |
||
| 705 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 706 | " warnings.warn(\n", |
||
| 707 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 708 | " warnings.warn(\n", |
||
| 709 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 710 | " warnings.warn(\n", |
||
| 711 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 712 | " warnings.warn(\n", |
||
| 713 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 714 | " warnings.warn(\n", |
||
| 715 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 716 | " warnings.warn(\n", |
||
| 717 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 718 | " warnings.warn(\n", |
||
| 719 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 720 | " warnings.warn(\n", |
||
| 721 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 722 | " warnings.warn(\n", |
||
| 723 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 724 | " warnings.warn(\n", |
||
| 725 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 726 | " warnings.warn(\n", |
||
| 727 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 728 | " warnings.warn(\n", |
||
| 729 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 730 | " warnings.warn(\n", |
||
| 731 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 732 | " warnings.warn(\n", |
||
| 733 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 734 | " warnings.warn(\n", |
||
| 735 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 736 | " warnings.warn(\n", |
||
| 737 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 738 | " warnings.warn(\n", |
||
| 739 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 740 | " warnings.warn(\n", |
||
| 741 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 742 | " warnings.warn(\n", |
||
| 743 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 744 | " warnings.warn(\n", |
||
| 745 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 746 | " warnings.warn(\n", |
||
| 747 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 748 | " warnings.warn(\n", |
||
| 749 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 750 | " warnings.warn(\n", |
||
| 751 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 752 | " warnings.warn(\n", |
||
| 753 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 754 | " warnings.warn(\n", |
||
| 755 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 756 | " warnings.warn(\n", |
||
| 757 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 758 | " warnings.warn(\n", |
||
| 759 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 760 | " warnings.warn(\n", |
||
| 761 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 762 | " warnings.warn(\n", |
||
| 763 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 764 | " warnings.warn(\n", |
||
| 765 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 766 | " warnings.warn(\n", |
||
| 767 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 768 | " warnings.warn(\n", |
||
| 769 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 770 | " warnings.warn(\n", |
||
| 771 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 772 | " warnings.warn(\n", |
||
| 773 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 774 | " warnings.warn(\n", |
||
| 775 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 776 | " warnings.warn(\n", |
||
| 777 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 778 | " warnings.warn(\n", |
||
| 779 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 780 | " warnings.warn(\n", |
||
| 781 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 782 | " warnings.warn(\n", |
||
| 783 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 784 | " warnings.warn(\n", |
||
| 785 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 786 | " warnings.warn(\n", |
||
| 787 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 788 | " warnings.warn(\n", |
||
| 789 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 790 | " warnings.warn(\n", |
||
| 791 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 792 | " warnings.warn(\n", |
||
| 793 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 794 | " warnings.warn(\n", |
||
| 795 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 796 | " warnings.warn(\n", |
||
| 797 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 798 | " warnings.warn(\n", |
||
| 799 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 800 | " warnings.warn(\n", |
||
| 801 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 802 | " warnings.warn(\n", |
||
| 803 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 804 | " warnings.warn(\n", |
||
| 805 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 806 | " warnings.warn(\n", |
||
| 807 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 808 | " warnings.warn(\n", |
||
| 809 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 810 | " warnings.warn(\n", |
||
| 811 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 812 | " warnings.warn(\n", |
||
| 813 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 814 | " warnings.warn(\n", |
||
| 815 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 816 | " warnings.warn(\n", |
||
| 817 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 818 | " warnings.warn(\n", |
||
| 819 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 820 | " warnings.warn(\n", |
||
| 821 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 822 | " warnings.warn(\n", |
||
| 823 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 824 | " warnings.warn(\n", |
||
| 825 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 826 | " warnings.warn(\n", |
||
| 827 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 828 | " warnings.warn(\n", |
||
| 829 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 830 | " warnings.warn(\n", |
||
| 831 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 832 | " warnings.warn(\n", |
||
| 833 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 834 | " warnings.warn(\n", |
||
| 835 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 836 | " warnings.warn(\n", |
||
| 837 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 838 | " warnings.warn(\n", |
||
| 839 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 840 | " warnings.warn(\n", |
||
| 841 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 842 | " warnings.warn(\n", |
||
| 843 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 844 | " warnings.warn(\n", |
||
| 845 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 846 | " warnings.warn(\n", |
||
| 847 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 848 | " warnings.warn(\n", |
||
| 849 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 850 | " warnings.warn(\n", |
||
| 851 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 852 | " warnings.warn(\n", |
||
| 853 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 854 | " warnings.warn(\n", |
||
| 855 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 856 | " warnings.warn(\n", |
||
| 857 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 858 | " warnings.warn(\n", |
||
| 859 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 860 | " warnings.warn(\n", |
||
| 861 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 862 | " warnings.warn(\n", |
||
| 863 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 864 | " warnings.warn(\n", |
||
| 865 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 866 | " warnings.warn(\n", |
||
| 867 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 868 | " warnings.warn(\n", |
||
| 869 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 870 | " warnings.warn(\n", |
||
| 871 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 872 | " warnings.warn(\n", |
||
| 873 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 874 | " warnings.warn(\n", |
||
| 875 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 876 | " warnings.warn(\n", |
||
| 877 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 878 | " warnings.warn(\n", |
||
| 879 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 880 | " warnings.warn(\n", |
||
| 881 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 882 | " warnings.warn(\n", |
||
| 883 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 884 | " warnings.warn(\n", |
||
| 885 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 886 | " warnings.warn(\n", |
||
| 887 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 888 | " warnings.warn(\n", |
||
| 889 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 890 | " warnings.warn(\n", |
||
| 891 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 892 | " warnings.warn(\n", |
||
| 893 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 894 | " warnings.warn(\n", |
||
| 895 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 896 | " warnings.warn(\n", |
||
| 897 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 898 | " warnings.warn(\n", |
||
| 899 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 900 | " warnings.warn(\n", |
||
| 901 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 902 | " warnings.warn(\n", |
||
| 903 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 904 | " warnings.warn(\n", |
||
| 905 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 906 | " warnings.warn(\n", |
||
| 907 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 908 | " warnings.warn(\n", |
||
| 909 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 910 | " warnings.warn(\n", |
||
| 911 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 912 | " warnings.warn(\n", |
||
| 913 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 914 | " warnings.warn(\n", |
||
| 915 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 916 | " warnings.warn(\n", |
||
| 917 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 918 | " warnings.warn(\n", |
||
| 919 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 920 | " warnings.warn(\n", |
||
| 921 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 922 | " warnings.warn(\n", |
||
| 923 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 924 | " warnings.warn(\n", |
||
| 925 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 926 | " warnings.warn(\n", |
||
| 927 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 928 | " warnings.warn(\n", |
||
| 929 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 930 | " warnings.warn(\n", |
||
| 931 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 932 | " warnings.warn(\n", |
||
| 933 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 934 | " warnings.warn(\n", |
||
| 935 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 936 | " warnings.warn(\n", |
||
| 937 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 938 | " warnings.warn(\n", |
||
| 939 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 940 | " warnings.warn(\n", |
||
| 941 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 942 | " warnings.warn(\n", |
||
| 943 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 944 | " warnings.warn(\n", |
||
| 945 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 946 | " warnings.warn(\n", |
||
| 947 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 948 | " warnings.warn(\n", |
||
| 949 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 950 | " warnings.warn(\n", |
||
| 951 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 952 | " warnings.warn(\n", |
||
| 953 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 954 | " warnings.warn(\n", |
||
| 955 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 956 | " warnings.warn(\n", |
||
| 957 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 958 | " warnings.warn(\n", |
||
| 959 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 960 | " warnings.warn(\n", |
||
| 961 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 962 | " warnings.warn(\n", |
||
| 963 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 964 | " warnings.warn(\n", |
||
| 965 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 966 | " warnings.warn(\n", |
||
| 967 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 968 | " warnings.warn(\n", |
||
| 969 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 970 | " warnings.warn(\n", |
||
| 971 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 972 | " warnings.warn(\n", |
||
| 973 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 974 | " warnings.warn(\n", |
||
| 975 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 976 | " warnings.warn(\n", |
||
| 977 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 978 | " warnings.warn(\n", |
||
| 979 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 980 | " warnings.warn(\n", |
||
| 981 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 982 | " warnings.warn(\n", |
||
| 983 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 984 | " warnings.warn(\n", |
||
| 985 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 986 | " warnings.warn(\n", |
||
| 987 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 988 | " warnings.warn(\n", |
||
| 989 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 990 | " warnings.warn(\n", |
||
| 991 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 992 | " warnings.warn(\n", |
||
| 993 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 994 | " warnings.warn(\n", |
||
| 995 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 996 | " warnings.warn(\n", |
||
| 997 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 998 | " warnings.warn(\n", |
||
| 999 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1000 | " warnings.warn(\n", |
||
| 1001 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1002 | " warnings.warn(\n", |
||
| 1003 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1004 | " warnings.warn(\n", |
||
| 1005 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1006 | " warnings.warn(\n", |
||
| 1007 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1008 | " warnings.warn(\n", |
||
| 1009 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1010 | " warnings.warn(\n", |
||
| 1011 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1012 | " warnings.warn(\n", |
||
| 1013 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1014 | " warnings.warn(\n", |
||
| 1015 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1016 | " warnings.warn(\n", |
||
| 1017 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1018 | " warnings.warn(\n", |
||
| 1019 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1020 | " warnings.warn(\n", |
||
| 1021 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1022 | " warnings.warn(\n", |
||
| 1023 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1024 | " warnings.warn(\n", |
||
| 1025 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1026 | " warnings.warn(\n", |
||
| 1027 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1028 | " warnings.warn(\n", |
||
| 1029 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1030 | " warnings.warn(\n", |
||
| 1031 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1032 | " warnings.warn(\n", |
||
| 1033 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1034 | " warnings.warn(\n", |
||
| 1035 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1036 | " warnings.warn(\n", |
||
| 1037 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1038 | " warnings.warn(\n", |
||
| 1039 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1040 | " warnings.warn(\n", |
||
| 1041 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1042 | " warnings.warn(\n", |
||
| 1043 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1044 | " warnings.warn(\n", |
||
| 1045 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1046 | " warnings.warn(\n", |
||
| 1047 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1048 | " warnings.warn(\n", |
||
| 1049 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1050 | " warnings.warn(\n", |
||
| 1051 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1052 | " warnings.warn(\n", |
||
| 1053 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1054 | " warnings.warn(\n", |
||
| 1055 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1056 | " warnings.warn(\n", |
||
| 1057 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1058 | " warnings.warn(\n", |
||
| 1059 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1060 | " warnings.warn(\n", |
||
| 1061 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1062 | " warnings.warn(\n", |
||
| 1063 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1064 | " warnings.warn(\n", |
||
| 1065 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1066 | " warnings.warn(\n", |
||
| 1067 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1068 | " warnings.warn(\n", |
||
| 1069 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1070 | " warnings.warn(\n", |
||
| 1071 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1072 | " warnings.warn(\n", |
||
| 1073 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1074 | " warnings.warn(\n", |
||
| 1075 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1076 | " warnings.warn(\n", |
||
| 1077 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1078 | " warnings.warn(\n", |
||
| 1079 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1080 | " warnings.warn(\n", |
||
| 1081 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1082 | " warnings.warn(\n", |
||
| 1083 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1084 | " warnings.warn(\n", |
||
| 1085 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1086 | " warnings.warn(\n", |
||
| 1087 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1088 | " warnings.warn(\n", |
||
| 1089 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1090 | " warnings.warn(\n", |
||
| 1091 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1092 | " warnings.warn(\n", |
||
| 1093 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1094 | " warnings.warn(\n", |
||
| 1095 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1096 | " warnings.warn(\n", |
||
| 1097 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1098 | " warnings.warn(\n", |
||
| 1099 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1100 | " warnings.warn(\n", |
||
| 1101 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1102 | " warnings.warn(\n", |
||
| 1103 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1104 | " warnings.warn(\n", |
||
| 1105 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1106 | " warnings.warn(\n", |
||
| 1107 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1108 | " warnings.warn(\n", |
||
| 1109 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1110 | " warnings.warn(\n", |
||
| 1111 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1112 | " warnings.warn(\n", |
||
| 1113 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1114 | " warnings.warn(\n", |
||
| 1115 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1116 | " warnings.warn(\n", |
||
| 1117 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1118 | " warnings.warn(\n", |
||
| 1119 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1120 | " warnings.warn(\n", |
||
| 1121 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1122 | " warnings.warn(\n", |
||
| 1123 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1124 | " warnings.warn(\n", |
||
| 1125 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1126 | " warnings.warn(\n", |
||
| 1127 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1128 | " warnings.warn(\n", |
||
| 1129 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1130 | " warnings.warn(\n", |
||
| 1131 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1132 | " warnings.warn(\n", |
||
| 1133 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1134 | " warnings.warn(\n", |
||
| 1135 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1136 | " warnings.warn(\n", |
||
| 1137 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1138 | " warnings.warn(\n", |
||
| 1139 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1140 | " warnings.warn(\n", |
||
| 1141 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1142 | " warnings.warn(\n", |
||
| 1143 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1144 | " warnings.warn(\n", |
||
| 1145 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1146 | " warnings.warn(\n", |
||
| 1147 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1148 | " warnings.warn(\n", |
||
| 1149 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1150 | " warnings.warn(\n", |
||
| 1151 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1152 | " warnings.warn(\n", |
||
| 1153 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1154 | " warnings.warn(\n", |
||
| 1155 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1156 | " warnings.warn(\n", |
||
| 1157 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1158 | " warnings.warn(\n", |
||
| 1159 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1160 | " warnings.warn(\n", |
||
| 1161 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1162 | " warnings.warn(\n", |
||
| 1163 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1164 | " warnings.warn(\n", |
||
| 1165 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1166 | " warnings.warn(\n", |
||
| 1167 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1168 | " warnings.warn(\n", |
||
| 1169 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1170 | " warnings.warn(\n", |
||
| 1171 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1172 | " warnings.warn(\n", |
||
| 1173 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1174 | " warnings.warn(\n", |
||
| 1175 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1176 | " warnings.warn(\n", |
||
| 1177 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1178 | " warnings.warn(\n", |
||
| 1179 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1180 | " warnings.warn(\n", |
||
| 1181 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1182 | " warnings.warn(\n", |
||
| 1183 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1184 | " warnings.warn(\n", |
||
| 1185 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1186 | " warnings.warn(\n", |
||
| 1187 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1188 | " warnings.warn(\n", |
||
| 1189 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1190 | " warnings.warn(\n", |
||
| 1191 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1192 | " warnings.warn(\n", |
||
| 1193 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1194 | " warnings.warn(\n", |
||
| 1195 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1196 | " warnings.warn(\n", |
||
| 1197 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1198 | " warnings.warn(\n", |
||
| 1199 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1200 | " warnings.warn(\n", |
||
| 1201 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1202 | " warnings.warn(\n", |
||
| 1203 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1204 | " warnings.warn(\n", |
||
| 1205 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1206 | " warnings.warn(\n", |
||
| 1207 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1208 | " warnings.warn(\n", |
||
| 1209 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1210 | " warnings.warn(\n", |
||
| 1211 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1212 | " warnings.warn(\n", |
||
| 1213 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1214 | " warnings.warn(\n", |
||
| 1215 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1216 | " warnings.warn(\n", |
||
| 1217 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1218 | " warnings.warn(\n", |
||
| 1219 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1220 | " warnings.warn(\n", |
||
| 1221 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1222 | " warnings.warn(\n", |
||
| 1223 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1224 | " warnings.warn(\n", |
||
| 1225 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1226 | " warnings.warn(\n", |
||
| 1227 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1228 | " warnings.warn(\n", |
||
| 1229 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1230 | " warnings.warn(\n", |
||
| 1231 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1232 | " warnings.warn(\n", |
||
| 1233 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1234 | " warnings.warn(\n", |
||
| 1235 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1236 | " warnings.warn(\n", |
||
| 1237 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1238 | " warnings.warn(\n", |
||
| 1239 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1240 | " warnings.warn(\n", |
||
| 1241 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1242 | " warnings.warn(\n", |
||
| 1243 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1244 | " warnings.warn(\n", |
||
| 1245 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1246 | " warnings.warn(\n", |
||
| 1247 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1248 | " warnings.warn(\n", |
||
| 1249 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1250 | " warnings.warn(\n", |
||
| 1251 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1252 | " warnings.warn(\n", |
||
| 1253 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1254 | " warnings.warn(\n", |
||
| 1255 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1256 | " warnings.warn(\n", |
||
| 1257 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1258 | " warnings.warn(\n", |
||
| 1259 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1260 | " warnings.warn(\n", |
||
| 1261 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1262 | " warnings.warn(\n", |
||
| 1263 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1264 | " warnings.warn(\n", |
||
| 1265 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1266 | " warnings.warn(\n", |
||
| 1267 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1268 | " warnings.warn(\n", |
||
| 1269 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1270 | " warnings.warn(\n", |
||
| 1271 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1272 | " warnings.warn(\n", |
||
| 1273 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1274 | " warnings.warn(\n", |
||
| 1275 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1276 | " warnings.warn(\n", |
||
| 1277 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1278 | " warnings.warn(\n", |
||
| 1279 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1280 | " warnings.warn(\n", |
||
| 1281 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1282 | " warnings.warn(\n", |
||
| 1283 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1284 | " warnings.warn(\n", |
||
| 1285 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1286 | " warnings.warn(\n", |
||
| 1287 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1288 | " warnings.warn(\n", |
||
| 1289 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1290 | " warnings.warn(\n", |
||
| 1291 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1292 | " warnings.warn(\n", |
||
| 1293 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1294 | " warnings.warn(\n", |
||
| 1295 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1296 | " warnings.warn(\n", |
||
| 1297 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1298 | " warnings.warn(\n", |
||
| 1299 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1300 | " warnings.warn(\n", |
||
| 1301 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1302 | " warnings.warn(\n", |
||
| 1303 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1304 | " warnings.warn(\n", |
||
| 1305 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1306 | " warnings.warn(\n", |
||
| 1307 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1308 | " warnings.warn(\n", |
||
| 1309 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1310 | " warnings.warn(\n", |
||
| 1311 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1312 | " warnings.warn(\n", |
||
| 1313 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1314 | " warnings.warn(\n", |
||
| 1315 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1316 | " warnings.warn(\n", |
||
| 1317 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1318 | " warnings.warn(\n", |
||
| 1319 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1320 | " warnings.warn(\n", |
||
| 1321 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1322 | " warnings.warn(\n", |
||
| 1323 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1324 | " warnings.warn(\n", |
||
| 1325 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1326 | " warnings.warn(\n", |
||
| 1327 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1328 | " warnings.warn(\n", |
||
| 1329 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1330 | " warnings.warn(\n", |
||
| 1331 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1332 | " warnings.warn(\n", |
||
| 1333 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1334 | " warnings.warn(\n", |
||
| 1335 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1336 | " warnings.warn(\n", |
||
| 1337 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1338 | " warnings.warn(\n", |
||
| 1339 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1340 | " warnings.warn(\n", |
||
| 1341 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1342 | " warnings.warn(\n", |
||
| 1343 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1344 | " warnings.warn(\n", |
||
| 1345 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1346 | " warnings.warn(\n", |
||
| 1347 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1348 | " warnings.warn(\n", |
||
| 1349 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1350 | " warnings.warn(\n", |
||
| 1351 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1352 | " warnings.warn(\n", |
||
| 1353 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1354 | " warnings.warn(\n", |
||
| 1355 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1356 | " warnings.warn(\n", |
||
| 1357 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1358 | " warnings.warn(\n", |
||
| 1359 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1360 | " warnings.warn(\n", |
||
| 1361 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1362 | " warnings.warn(\n", |
||
| 1363 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1364 | " warnings.warn(\n", |
||
| 1365 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1366 | " warnings.warn(\n", |
||
| 1367 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1368 | " warnings.warn(\n", |
||
| 1369 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1370 | " warnings.warn(\n", |
||
| 1371 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1372 | " warnings.warn(\n", |
||
| 1373 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1374 | " warnings.warn(\n", |
||
| 1375 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1376 | " warnings.warn(\n", |
||
| 1377 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1378 | " warnings.warn(\n", |
||
| 1379 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1380 | " warnings.warn(\n", |
||
| 1381 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1382 | " warnings.warn(\n", |
||
| 1383 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1384 | " warnings.warn(\n", |
||
| 1385 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1386 | " warnings.warn(\n", |
||
| 1387 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1388 | " warnings.warn(\n", |
||
| 1389 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1390 | " warnings.warn(\n", |
||
| 1391 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1392 | " warnings.warn(\n", |
||
| 1393 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1394 | " warnings.warn(\n", |
||
| 1395 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1396 | " warnings.warn(\n", |
||
| 1397 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1398 | " warnings.warn(\n", |
||
| 1399 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1400 | " warnings.warn(\n", |
||
| 1401 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1402 | " warnings.warn(\n", |
||
| 1403 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1404 | " warnings.warn(\n", |
||
| 1405 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1406 | " warnings.warn(\n", |
||
| 1407 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1408 | " warnings.warn(\n", |
||
| 1409 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1410 | " warnings.warn(\n", |
||
| 1411 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1412 | " warnings.warn(\n", |
||
| 1413 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1414 | " warnings.warn(\n", |
||
| 1415 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1416 | " warnings.warn(\n", |
||
| 1417 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1418 | " warnings.warn(\n", |
||
| 1419 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1420 | " warnings.warn(\n", |
||
| 1421 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1422 | " warnings.warn(\n", |
||
| 1423 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1424 | " warnings.warn(\n", |
||
| 1425 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1426 | " warnings.warn(\n", |
||
| 1427 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1428 | " warnings.warn(\n", |
||
| 1429 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1430 | " warnings.warn(\n", |
||
| 1431 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1432 | " warnings.warn(\n", |
||
| 1433 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1434 | " warnings.warn(\n", |
||
| 1435 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1436 | " warnings.warn(\n", |
||
| 1437 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1438 | " warnings.warn(\n", |
||
| 1439 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1440 | " warnings.warn(\n", |
||
| 1441 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1442 | " warnings.warn(\n", |
||
| 1443 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1444 | " warnings.warn(\n", |
||
| 1445 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1446 | " warnings.warn(\n", |
||
| 1447 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1448 | " warnings.warn(\n", |
||
| 1449 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1450 | " warnings.warn(\n", |
||
| 1451 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1452 | " warnings.warn(\n", |
||
| 1453 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1454 | " warnings.warn(\n", |
||
| 1455 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1456 | " warnings.warn(\n", |
||
| 1457 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1458 | " warnings.warn(\n", |
||
| 1459 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1460 | " warnings.warn(\n", |
||
| 1461 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1462 | " warnings.warn(\n", |
||
| 1463 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1464 | " warnings.warn(\n", |
||
| 1465 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1466 | " warnings.warn(\n", |
||
| 1467 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1468 | " warnings.warn(\n", |
||
| 1469 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1470 | " warnings.warn(\n", |
||
| 1471 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1472 | " warnings.warn(\n", |
||
| 1473 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1474 | " warnings.warn(\n", |
||
| 1475 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1476 | " warnings.warn(\n", |
||
| 1477 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1478 | " warnings.warn(\n", |
||
| 1479 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1480 | " warnings.warn(\n", |
||
| 1481 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1482 | " warnings.warn(\n", |
||
| 1483 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1484 | " warnings.warn(\n", |
||
| 1485 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1486 | " warnings.warn(\n", |
||
| 1487 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1488 | " warnings.warn(\n", |
||
| 1489 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1490 | " warnings.warn(\n", |
||
| 1491 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1492 | " warnings.warn(\n", |
||
| 1493 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1494 | " warnings.warn(\n", |
||
| 1495 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1496 | " warnings.warn(\n", |
||
| 1497 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1498 | " warnings.warn(\n", |
||
| 1499 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1500 | " warnings.warn(\n", |
||
| 1501 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1502 | " warnings.warn(\n", |
||
| 1503 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1504 | " warnings.warn(\n", |
||
| 1505 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1506 | " warnings.warn(\n", |
||
| 1507 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1508 | " warnings.warn(\n", |
||
| 1509 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1510 | " warnings.warn(\n", |
||
| 1511 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1512 | " warnings.warn(\n", |
||
| 1513 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1514 | " warnings.warn(\n", |
||
| 1515 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1516 | " warnings.warn(\n", |
||
| 1517 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1518 | " warnings.warn(\n", |
||
| 1519 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1520 | " warnings.warn(\n", |
||
| 1521 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1522 | " warnings.warn(\n", |
||
| 1523 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1524 | " warnings.warn(\n", |
||
| 1525 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1526 | " warnings.warn(\n", |
||
| 1527 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1528 | " warnings.warn(\n", |
||
| 1529 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1530 | " warnings.warn(\n", |
||
| 1531 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1532 | " warnings.warn(\n", |
||
| 1533 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1534 | " warnings.warn(\n", |
||
| 1535 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1536 | " warnings.warn(\n", |
||
| 1537 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1538 | " warnings.warn(\n", |
||
| 1539 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1540 | " warnings.warn(\n", |
||
| 1541 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1542 | " warnings.warn(\n", |
||
| 1543 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1544 | " warnings.warn(\n", |
||
| 1545 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1546 | " warnings.warn(\n", |
||
| 1547 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1548 | " warnings.warn(\n", |
||
| 1549 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1550 | " warnings.warn(\n", |
||
| 1551 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1552 | " warnings.warn(\n", |
||
| 1553 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1554 | " warnings.warn(\n", |
||
| 1555 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1556 | " warnings.warn(\n", |
||
| 1557 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1558 | " warnings.warn(\n", |
||
| 1559 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1560 | " warnings.warn(\n", |
||
| 1561 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1562 | " warnings.warn(\n", |
||
| 1563 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1564 | " warnings.warn(\n", |
||
| 1565 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1566 | " warnings.warn(\n", |
||
| 1567 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1568 | " warnings.warn(\n", |
||
| 1569 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1570 | " warnings.warn(\n", |
||
| 1571 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1572 | " warnings.warn(\n", |
||
| 1573 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1574 | " warnings.warn(\n", |
||
| 1575 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1576 | " warnings.warn(\n", |
||
| 1577 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1578 | " warnings.warn(\n", |
||
| 1579 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1580 | " warnings.warn(\n", |
||
| 1581 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1582 | " warnings.warn(\n", |
||
| 1583 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1584 | " warnings.warn(\n", |
||
| 1585 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1586 | " warnings.warn(\n", |
||
| 1587 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1588 | " warnings.warn(\n", |
||
| 1589 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1590 | " warnings.warn(\n", |
||
| 1591 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1592 | " warnings.warn(\n", |
||
| 1593 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1594 | " warnings.warn(\n", |
||
| 1595 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1596 | " warnings.warn(\n", |
||
| 1597 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1598 | " warnings.warn(\n", |
||
| 1599 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1600 | " warnings.warn(\n", |
||
| 1601 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1602 | " warnings.warn(\n", |
||
| 1603 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1604 | " warnings.warn(\n", |
||
| 1605 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1606 | " warnings.warn(\n", |
||
| 1607 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1608 | " warnings.warn(\n", |
||
| 1609 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1610 | " warnings.warn(\n", |
||
| 1611 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1612 | " warnings.warn(\n", |
||
| 1613 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1614 | " warnings.warn(\n", |
||
| 1615 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1616 | " warnings.warn(\n", |
||
| 1617 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1618 | " warnings.warn(\n", |
||
| 1619 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1620 | " warnings.warn(\n", |
||
| 1621 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1622 | " warnings.warn(\n", |
||
| 1623 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1624 | " warnings.warn(\n", |
||
| 1625 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1626 | " warnings.warn(\n", |
||
| 1627 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1628 | " warnings.warn(\n", |
||
| 1629 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1630 | " warnings.warn(\n", |
||
| 1631 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1632 | " warnings.warn(\n", |
||
| 1633 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1634 | " warnings.warn(\n", |
||
| 1635 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1636 | " warnings.warn(\n", |
||
| 1637 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1638 | " warnings.warn(\n", |
||
| 1639 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1640 | " warnings.warn(\n", |
||
| 1641 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1642 | " warnings.warn(\n", |
||
| 1643 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1644 | " warnings.warn(\n", |
||
| 1645 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1646 | " warnings.warn(\n", |
||
| 1647 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1648 | " warnings.warn(\n", |
||
| 1649 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1650 | " warnings.warn(\n", |
||
| 1651 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1652 | " warnings.warn(\n", |
||
| 1653 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1654 | " warnings.warn(\n", |
||
| 1655 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1656 | " warnings.warn(\n", |
||
| 1657 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1658 | " warnings.warn(\n", |
||
| 1659 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1660 | " warnings.warn(\n", |
||
| 1661 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1662 | " warnings.warn(\n", |
||
| 1663 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1664 | " warnings.warn(\n", |
||
| 1665 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1666 | " warnings.warn(\n", |
||
| 1667 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1668 | " warnings.warn(\n", |
||
| 1669 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1670 | " warnings.warn(\n", |
||
| 1671 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1672 | " warnings.warn(\n", |
||
| 1673 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1674 | " warnings.warn(\n", |
||
| 1675 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1676 | " warnings.warn(\n", |
||
| 1677 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1678 | " warnings.warn(\n", |
||
| 1679 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1680 | " warnings.warn(\n", |
||
| 1681 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1682 | " warnings.warn(\n", |
||
| 1683 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1684 | " warnings.warn(\n", |
||
| 1685 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1686 | " warnings.warn(\n", |
||
| 1687 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1688 | " warnings.warn(\n", |
||
| 1689 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1690 | " warnings.warn(\n", |
||
| 1691 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1692 | " warnings.warn(\n", |
||
| 1693 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1694 | " warnings.warn(\n", |
||
| 1695 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1696 | " warnings.warn(\n", |
||
| 1697 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1698 | " warnings.warn(\n", |
||
| 1699 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1700 | " warnings.warn(\n", |
||
| 1701 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1702 | " warnings.warn(\n", |
||
| 1703 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1704 | " warnings.warn(\n", |
||
| 1705 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1706 | " warnings.warn(\n", |
||
| 1707 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1708 | " warnings.warn(\n", |
||
| 1709 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1710 | " warnings.warn(\n", |
||
| 1711 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1712 | " warnings.warn(\n", |
||
| 1713 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1714 | " warnings.warn(\n", |
||
| 1715 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1716 | " warnings.warn(\n", |
||
| 1717 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1718 | " warnings.warn(\n", |
||
| 1719 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1720 | " warnings.warn(\n", |
||
| 1721 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1722 | " warnings.warn(\n", |
||
| 1723 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1724 | " warnings.warn(\n", |
||
| 1725 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1726 | " warnings.warn(\n", |
||
| 1727 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1728 | " warnings.warn(\n", |
||
| 1729 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1730 | " warnings.warn(\n", |
||
| 1731 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1732 | " warnings.warn(\n", |
||
| 1733 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1734 | " warnings.warn(\n", |
||
| 1735 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1736 | " warnings.warn(\n", |
||
| 1737 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1738 | " warnings.warn(\n", |
||
| 1739 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1740 | " warnings.warn(\n", |
||
| 1741 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1742 | " warnings.warn(\n", |
||
| 1743 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1744 | " warnings.warn(\n", |
||
| 1745 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1746 | " warnings.warn(\n", |
||
| 1747 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1748 | " warnings.warn(\n", |
||
| 1749 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1750 | " warnings.warn(\n", |
||
| 1751 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1752 | " warnings.warn(\n", |
||
| 1753 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1754 | " warnings.warn(\n", |
||
| 1755 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1756 | " warnings.warn(\n", |
||
| 1757 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1758 | " warnings.warn(\n", |
||
| 1759 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1760 | " warnings.warn(\n", |
||
| 1761 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1762 | " warnings.warn(\n", |
||
| 1763 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1764 | " warnings.warn(\n", |
||
| 1765 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1766 | " warnings.warn(\n", |
||
| 1767 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1768 | " warnings.warn(\n", |
||
| 1769 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1770 | " warnings.warn(\n", |
||
| 1771 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1772 | " warnings.warn(\n", |
||
| 1773 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1774 | " warnings.warn(\n", |
||
| 1775 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1776 | " warnings.warn(\n", |
||
| 1777 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1778 | " warnings.warn(\n", |
||
| 1779 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1780 | " warnings.warn(\n", |
||
| 1781 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1782 | " warnings.warn(\n", |
||
| 1783 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1784 | " warnings.warn(\n", |
||
| 1785 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1786 | " warnings.warn(\n", |
||
| 1787 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1788 | " warnings.warn(\n", |
||
| 1789 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1790 | " warnings.warn(\n", |
||
| 1791 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1792 | " warnings.warn(\n", |
||
| 1793 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1794 | " warnings.warn(\n", |
||
| 1795 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1796 | " warnings.warn(\n", |
||
| 1797 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1798 | " warnings.warn(\n", |
||
| 1799 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1800 | " warnings.warn(\n", |
||
| 1801 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1802 | " warnings.warn(\n", |
||
| 1803 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1804 | " warnings.warn(\n", |
||
| 1805 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1806 | " warnings.warn(\n", |
||
| 1807 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1808 | " warnings.warn(\n", |
||
| 1809 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1810 | " warnings.warn(\n", |
||
| 1811 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1812 | " warnings.warn(\n", |
||
| 1813 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1814 | " warnings.warn(\n", |
||
| 1815 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1816 | " warnings.warn(\n", |
||
| 1817 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1818 | " warnings.warn(\n", |
||
| 1819 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1820 | " warnings.warn(\n", |
||
| 1821 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1822 | " warnings.warn(\n", |
||
| 1823 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1824 | " warnings.warn(\n", |
||
| 1825 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1826 | " warnings.warn(\n", |
||
| 1827 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1828 | " warnings.warn(\n", |
||
| 1829 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1830 | " warnings.warn(\n", |
||
| 1831 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1832 | " warnings.warn(\n", |
||
| 1833 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1834 | " warnings.warn(\n", |
||
| 1835 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1836 | " warnings.warn(\n", |
||
| 1837 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1838 | " warnings.warn(\n", |
||
| 1839 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1840 | " warnings.warn(\n", |
||
| 1841 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1842 | " warnings.warn(\n", |
||
| 1843 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1844 | " warnings.warn(\n", |
||
| 1845 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1846 | " warnings.warn(\n", |
||
| 1847 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1848 | " warnings.warn(\n" |
||
| 1849 | ] |
||
| 1850 | }, |
||
| 1851 | { |
||
| 1852 | "output_type": "stream", |
||
| 1853 | "name": "stdout", |
||
| 1854 | "text": [ |
||
| 1855 | "Best Configuration:\n", |
||
| 1856 | "K (Number of Neighbors): 37\n", |
||
| 1857 | "Weights: distance\n", |
||
| 1858 | "Metric: manhattan\n", |
||
| 1859 | "Average CV Score: 0.6735\n" |
||
| 1860 | ] |
||
| 1861 | }, |
||
| 1862 | { |
||
| 1863 | "output_type": "stream", |
||
| 1864 | "name": "stderr", |
||
| 1865 | "text": [ |
||
| 1866 | "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", |
||
| 1867 | " warnings.warn(\n" |
||
| 1868 | ] |
||
| 1869 | } |
||
| 1870 | ] |
||
| 1871 | }, |
||
| 1872 | { |
||
| 1873 | "cell_type": "code", |
||
| 1874 | "source": [ |
||
| 1875 | "print(X_scaled.shape) # Should show (n_samples, n_features)\n", |
||
| 1876 | "print(y.shape) # Should show (n_samples,)\n" |
||
| 1877 | ], |
||
| 1878 | "metadata": { |
||
| 1879 | "colab": { |
||
| 1880 | "base_uri": "https://localhost:8080/" |
||
| 1881 | }, |
||
| 1882 | "id": "vHiIcCUc3DMU", |
||
| 1883 | "outputId": "74d1b583-c8cb-455c-e56d-5822ab64ca8e" |
||
| 1884 | }, |
||
| 1885 | "execution_count": null, |
||
| 1886 | "outputs": [ |
||
| 1887 | { |
||
| 1888 | "output_type": "stream", |
||
| 1889 | "name": "stdout", |
||
| 1890 | "text": [ |
||
| 1891 | "(906, 21)\n", |
||
| 1892 | "(2126,)\n" |
||
| 1893 | ] |
||
| 1894 | } |
||
| 1895 | ] |
||
| 1896 | }, |
||
| 1897 | { |
||
| 1898 | "cell_type": "code", |
||
| 1899 | "source": [ |
||
| 1900 | "from sklearn.model_selection import cross_val_score\n", |
||
| 1901 | "\n", |
||
| 1902 | "# Features and target variable\n", |
||
| 1903 | "X = dataset[feature_columns]\n", |
||
| 1904 | "y = dataset['CLASS'] # Target variable\n", |
||
| 1905 | "\n", |
||
| 1906 | "# Standardize the features (important for KNN)\n", |
||
| 1907 | "scaler = StandardScaler()\n", |
||
| 1908 | "X_scaled = scaler.fit_transform(X)\n", |
||
| 1909 | "\n", |
||
| 1910 | "# Create KNN model\n", |
||
| 1911 | "knn = KNeighborsClassifier(n_neighbors=55, weights='distance', metric='manhattan') # You can adjust the number of neighbors here \"K\"\n", |
||
| 1912 | "\n", |
||
| 1913 | "# Apply 10-fold cross-validation(cv)\n", |
||
| 1914 | "cv_scores = cross_val_score(knn, X_scaled, y, cv=10)\n", |
||
| 1915 | "\n", |
||
| 1916 | "# Print out the mean cross-validation score\n", |
||
| 1917 | "print(\"Average 10-Fold CV Score: \", np.mean(cv_scores))\n", |
||
| 1918 | "\n", |
||
| 1919 | "# Optionally, print the scores for each fold\n", |
||
| 1920 | "print(\"Scores for each fold: \", cv_scores)\n" |
||
| 1921 | ], |
||
| 1922 | "metadata": { |
||
| 1923 | "colab": { |
||
| 1924 | "base_uri": "https://localhost:8080/", |
||
| 1925 | "height": 356 |
||
| 1926 | }, |
||
| 1927 | "id": "qVMmpR-EWjuD", |
||
| 1928 | "outputId": "d6fe204f-cbbd-4b6b-c7a3-03368ebb16bf" |
||
| 1929 | }, |
||
| 1930 | "execution_count": null, |
||
| 1931 | "outputs": [ |
||
| 1932 | { |
||
| 1933 | "output_type": "error", |
||
| 1934 | "ename": "ValueError", |
||
| 1935 | "evalue": "Found input variables with inconsistent numbers of samples: [906, 2126]", |
||
| 1936 | "traceback": [ |
||
| 1937 | "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", |
||
| 1938 | "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", |
||
| 1939 | "\u001b[0;32m<ipython-input-81-ceaeff0fee77>\u001b[0m in \u001b[0;36m<cell line: 10>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;31m# Apply 10-fold cross-validation(cv)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mcv_scores\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcross_val_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mknn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX_scaled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;31m# Optionally, print the scores for each fold\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
||
| 1940 | "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py\u001b[0m in \u001b[0;36mcross_val_score\u001b[0;34m(estimator, X, y, groups, scoring, cv, n_jobs, verbose, fit_params, pre_dispatch, error_score)\u001b[0m\n\u001b[1;32m 513\u001b[0m \u001b[0mscorer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_scoring\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscoring\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mscoring\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 514\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 515\u001b[0;31m cv_results = cross_validate(\n\u001b[0m\u001b[1;32m 516\u001b[0m \u001b[0mestimator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 517\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 1941 | "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py\u001b[0m in \u001b[0;36mcross_validate\u001b[0;34m(estimator, X, y, groups, scoring, cv, n_jobs, verbose, fit_params, pre_dispatch, return_train_score, return_estimator, error_score)\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m0.28009951\u001b[0m \u001b[0;36m0.3908844\u001b[0m \u001b[0;36m0.22784907\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 251\u001b[0m \"\"\"\n\u001b[0;32m--> 252\u001b[0;31m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroups\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroups\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 254\u001b[0m \u001b[0mcv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_cv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclassifier\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mis_classifier\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 1942 | "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mindexable\u001b[0;34m(*iterables)\u001b[0m\n\u001b[1;32m 441\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 442\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0m_make_indexable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mX\u001b[0m \u001b[0;32min\u001b[0m \u001b[0miterables\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 443\u001b[0;31m \u001b[0mcheck_consistent_length\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 444\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 445\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 1943 | "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_consistent_length\u001b[0;34m(*arrays)\u001b[0m\n\u001b[1;32m 395\u001b[0m \u001b[0muniques\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlengths\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 396\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muniques\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 397\u001b[0;31m raise ValueError(\n\u001b[0m\u001b[1;32m 398\u001b[0m \u001b[0;34m\"Found input variables with inconsistent numbers of samples: %r\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ml\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ml\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlengths\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 1944 | "\u001b[0;31mValueError\u001b[0m: Found input variables with inconsistent numbers of samples: [906, 2126]" |
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| 1945 | ] |
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| 1946 | } |
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| 1947 | ] |
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| 1948 | }, |
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| 1949 | { |
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| 1950 | "cell_type": "markdown", |
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| 1951 | "source": [ |
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| 1952 | "# **Evaluation**" |
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| 1953 | ], |
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| 1954 | "metadata": { |
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| 1955 | "id": "wvxulnhimwii" |
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| 1956 | } |
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| 1957 | }, |
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| 1958 | { |
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| 1959 | "cell_type": "code", |
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| 1960 | "source": [ |
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| 1961 | "from sklearn.metrics import confusion_matrix, classification_report\n", |
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| 1962 | "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", |
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| 1963 | "from sklearn.model_selection import StratifiedKFold, cross_val_predict\n", |
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| 1964 | "import seaborn as sns # For plotting\n", |
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| 1965 | "\n", |
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| 1966 | "# Assuming X_scaled, y, and the KNN model are defined as before\n", |
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| 1967 | "\n", |
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| 1968 | "# Define the stratified K-fold cross-validator\n", |
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| 1969 | "cv = StratifiedKFold(n_splits=10) #This approach is for more reliable prediction estimates.\n", |
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| 1970 | "\n", |
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| 1971 | "# Generate cross-validated estimates for each input data point\n", |
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| 1972 | "predictions = cross_val_predict(knn, X_scaled, y, cv=cv)\n", |
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| 1973 | "\n", |
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| 1974 | "# Confusion Matrix\n", |
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| 1975 | "conf_matrix = confusion_matrix(y, predictions)\n", |
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| 1976 | "\n", |
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| 1977 | "# Plotting the Confusion Matrix\n", |
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| 1978 | "plt.figure(figsize=(10, 8))\n", |
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| 1979 | "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=range(1, 11), yticklabels=range(1, 11))\n", |
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| 1980 | "plt.title('Confusion Matrix')\n", |
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| 1981 | "plt.xlabel('Predicted Labels')\n", |
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| 1982 | "plt.ylabel('True Labels')\n", |
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| 1983 | "plt.show()\n", |
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| 1984 | "\n", |
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| 1985 | "\n", |
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| 1986 | "\n", |
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| 1987 | "# Performance Metrics\n", |
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| 1988 | "accuracy = accuracy_score(y, predictions)\n", |
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| 1989 | "f1 = f1_score(y, predictions, average='weighted') # Use weighted for multi-class classification\n", |
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| 1990 | "precision = precision_score(y, predictions, average='weighted')\n", |
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| 1991 | "recall = recall_score(y, predictions, average='weighted')\n", |
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| 1992 | "\n", |
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| 1993 | "print(f\"Accuracy: {accuracy:.4f}\")\n", |
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| 1994 | "print(f\"F1 Score (Weighted): {f1:.4f}\")\n", |
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| 1995 | "print(f\"Precision (Weighted): {precision:.4f}\")\n", |
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| 1996 | "print(f\"Recall (Weighted): {recall:.4f}\")\n", |
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| 1997 | "\n", |
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| 1998 | "# Detailed Classification Report\n", |
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| 1999 | "print(\"\\nClassification Report:\\n\", classification_report(y, predictions))\n", |
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| 2000 | "\n", |
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| 2001 | "\n", |
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| 2002 | "\n" |
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| 2003 | ], |
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| 2004 | "metadata": { |
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| 2005 | "colab": { |
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| 2006 | "base_uri": "https://localhost:8080/", |
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| 2007 | "height": 356 |
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| 2008 | }, |
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| 2009 | "id": "Kfwv_olSaMNK", |
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| 2010 | "outputId": "fbf3c54a-a791-40a2-ac5c-8770a1cf7843" |
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| 2011 | }, |
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| 2012 | "execution_count": null, |
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| 2013 | "outputs": [ |
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| 2014 | { |
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| 2015 | "output_type": "error", |
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| 2016 | "ename": "ValueError", |
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| 2017 | "evalue": "Found input variables with inconsistent numbers of samples: [906, 2126]", |
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| 2018 | "traceback": [ |
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| 2019 | "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", |
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| 2020 | "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", |
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| 2021 | "\u001b[0;32m<ipython-input-82-6a16b8f61a3b>\u001b[0m in \u001b[0;36m<cell line: 12>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;31m# Generate cross-validated estimates for each input data point\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mpredictions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcross_val_predict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mknn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX_scaled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;31m# Confusion Matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 2022 | "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py\u001b[0m in \u001b[0;36mcross_val_predict\u001b[0;34m(estimator, X, y, groups, cv, n_jobs, verbose, fit_params, pre_dispatch, method)\u001b[0m\n\u001b[1;32m 955\u001b[0m \u001b[0;34m>>\u001b[0m\u001b[0;34m>\u001b[0m \u001b[0my_pred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcross_val_predict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlasso\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 956\u001b[0m \"\"\"\n\u001b[0;32m--> 957\u001b[0;31m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroups\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroups\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 958\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 959\u001b[0m \u001b[0mcv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_cv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclassifier\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mis_classifier\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 2023 | "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mindexable\u001b[0;34m(*iterables)\u001b[0m\n\u001b[1;32m 441\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 442\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0m_make_indexable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mX\u001b[0m \u001b[0;32min\u001b[0m \u001b[0miterables\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 443\u001b[0;31m \u001b[0mcheck_consistent_length\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 444\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 445\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 2024 | "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_consistent_length\u001b[0;34m(*arrays)\u001b[0m\n\u001b[1;32m 395\u001b[0m \u001b[0muniques\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlengths\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 396\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muniques\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 397\u001b[0;31m raise ValueError(\n\u001b[0m\u001b[1;32m 398\u001b[0m \u001b[0;34m\"Found input variables with inconsistent numbers of samples: %r\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ml\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ml\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlengths\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
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| 2025 | "\u001b[0;31mValueError\u001b[0m: Found input variables with inconsistent numbers of samples: [906, 2126]" |
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| 2026 | ] |
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| 2027 | } |
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| 2028 | ] |
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| 2029 | } |
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| 2030 | ] |
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| 2031 | } |