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--- a +++ b/2KNN.ipynb @@ -0,0 +1,2031 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "authorship_tag": "ABX9TyMuQQq5BcUqv2CCD+VuzGu9", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "<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>" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Mount The Data**" + ], + "metadata": { + "id": "aQs3xIDibD0k" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "p54JpwO_ayq7", + "outputId": "610770dc-929d-41ad-b45e-9f7abb251ed1" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ], + "source": [ + "#Why do we mount the data?\n", + "#------>Because we use Colab.\n", + "\n", + "# Import the drive module from the google.colab library to enable Google Drive integration\n", + "from google.colab import drive\n", + "# Mount your Google Drive to the Colab VM to access files directly from your Drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Libraries**" + ], + "metadata": { + "id": "i7XHcbBwbOqD" + } + }, + { + "cell_type": "code", + "source": [ + "import numpy as np # For numerical operations, such as array manipulations\n", + "import pandas as pd # For data manipulation and analysis, particularly with tables\n", + "import matplotlib.pyplot as plt # For plotting graphs and visualizing data\n", + "\n", + "import tensorflow as tf # A comprehensive library for ML and DL\n", + "\n", + "# sklearn for ML algorithms, model evaluation, and data preprocessing\n", + "from sklearn.neighbors import KNeighborsClassifier # Implementing the KNN algorithm for classification\n", + "from sklearn.model_selection import train_test_split # Splitting data into training and testing sets\n", + "from sklearn.preprocessing import StandardScaler # Correcting typo: Standardizing features by removing the mean and scaling to unit variance\n", + "\n", + "\n", + "# Metrics for evaluating model performance\n", + "from sklearn.metrics import confusion_matrix, classification_report # For evaluating classification accuracy\n", + "from sklearn.metrics import f1_score, accuracy_score # Precision metrics\n", + "from sklearn.metrics import roc_auc_score, roc_curve, auc # For evaluating the model's ability to distinguish between classes" + ], + "metadata": { + "id": "w7IZYe5xbJA8" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# **Reading the Data**" + ], + "metadata": { + "id": "tNlaFS_abYyu" + } + }, + { + "cell_type": "code", + "source": [ + "# Specify the columns you want to use as features\n", + "feature_columns = ['LB', 'AC', 'FM', 'UC', 'DL', 'DS', 'DP', 'ASTV', 'MSTV', 'ALTV', 'MLTV', 'Width', 'Min', 'Max', 'Nmax', 'Nzeros', 'Mode', 'Mean', 'Median', 'Variance', 'Tendency']\n", + "\n", + "# Read the 'Raw Data' sheet of the Excel file, selecting only the specified columns plus the 'CLASS' column\n", + "dataset = pd.read_excel('/content/drive/MyDrive/Cardiotocographic/CTG.xls', sheet_name='Raw Data', usecols=feature_columns + ['CLASS'])\n", + "\n", + "#remove any row that has at least one NaN value\n", + "dataset = dataset.dropna()\n", + "\n", + "#Reset the index of the DataFrame and drop the old index\n", + "dataset = dataset.reset_index(drop=True)\n", + "\n", + "\n", + "print(len(dataset))\n", + "print(dataset.head())\n", + "\n", + "# Now you have a DataFrame 'dataset' with only the features you're interested in and the 'CLASS' target variable" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oiRzhzwFbZKO", + "outputId": "f0232bb1-922d-4787-e1bd-8e13a767ea3e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "2126\n", + " LB AC FM UC ASTV MSTV ALTV MLTV DL DS ... Min Max \\\n", + "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", + "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", + "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", + "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", + "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", + "\n", + " Nmax Nzeros Mode Mean Median Variance Tendency CLASS \n", + "0 2.0 0.0 120.0 137.0 121.0 73.0 1.0 9.0 \n", + "1 6.0 1.0 141.0 136.0 140.0 12.0 0.0 6.0 \n", + "2 5.0 1.0 141.0 135.0 138.0 13.0 0.0 6.0 \n", + "3 11.0 0.0 137.0 134.0 137.0 13.0 1.0 6.0 \n", + "4 9.0 0.0 137.0 136.0 138.0 11.0 1.0 2.0 \n", + "\n", + "[5 rows x 22 columns]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Splitting the Data**\n", + "\n", + "\n", + "* Define X, y\n", + "* Scale the Features (-1 < Features < +1)\n", + "\n", + "* 10 Folds Cross-Validation Method" + ], + "metadata": { + "id": "88TXnIy0cWod" + } + }, + { + "cell_type": "markdown", + "source": [ + "# This cell is to choose the best parameters for the KNN model." + ], + "metadata": { + "id": "QNcjEf-XmiAF" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "\n", + "# Features and target variable\n", + "X = dataset[feature_columns]\n", + "y = dataset['CLASS'] # Target variable\n", + "\n", + "# Standardize the features (important for KNN)\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)\n", + "\n", + "\n", + "# Initialize the list for storing results\n", + "results = []\n", + "\n", + "# Define the range of parameters to test\n", + "k_values = range(1, 200, 2) # Odd values between 1 and 199\n", + "weights_options = ['uniform', 'distance']\n", + "metric_options = ['euclidean', 'manhattan', 'chebyshev', 'minkowski']\n", + "\n", + "# Loop through all combinations of k, weights, and metrics\n", + "for k in k_values:\n", + " for weights in weights_options:\n", + " for metric in metric_options:\n", + " # Initialize KNN with current configuration\n", + " knn = KNeighborsClassifier(n_neighbors=k, weights=weights, metric=metric)\n", + "\n", + " # Perform 10-fold cross-validation and calculate the average score\n", + " cv_scores = cross_val_score(knn, X_scaled, y, cv=10)\n", + " avg_score = np.mean(cv_scores)\n", + "\n", + " # Store the results\n", + " results.append({\n", + " 'k': k,\n", + " 'weights': weights,\n", + " 'metric': metric,\n", + " 'avg_score': avg_score\n", + " })\n", + "\n", + "# Identify the configuration with the highest average CV score\n", + "best_result = max(results, key=lambda x: x['avg_score'])\n", + "\n", + "# Output the best configuration\n", + "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" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UfUP0qlIlOA0", + "outputId": "dd1d2157-1de2-4d30-fef0-84b6005c0d3f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/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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less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Best Configuration:\n", + "K (Number of Neighbors): 37\n", + "Weights: distance\n", + "Metric: manhattan\n", + "Average CV Score: 0.6735\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_split.py:700: UserWarning: The least populated class in y has only 9 members, which is less than n_splits=10.\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(X_scaled.shape) # Should show (n_samples, n_features)\n", + "print(y.shape) # Should show (n_samples,)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vHiIcCUc3DMU", + "outputId": "74d1b583-c8cb-455c-e56d-5822ab64ca8e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(906, 21)\n", + "(2126,)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import cross_val_score\n", + "\n", + "# Features and target variable\n", + "X = dataset[feature_columns]\n", + "y = dataset['CLASS'] # Target variable\n", + "\n", + "# Standardize the features (important for KNN)\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)\n", + "\n", + "# Create KNN model\n", + "knn = KNeighborsClassifier(n_neighbors=55, weights='distance', metric='manhattan') # You can adjust the number of neighbors here \"K\"\n", + "\n", + "# Apply 10-fold cross-validation(cv)\n", + "cv_scores = cross_val_score(knn, X_scaled, y, cv=10)\n", + "\n", + "# Print out the mean cross-validation score\n", + "print(\"Average 10-Fold CV Score: \", np.mean(cv_scores))\n", + "\n", + "# Optionally, print the scores for each fold\n", + "print(\"Scores for each fold: \", cv_scores)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 356 + }, + "id": "qVMmpR-EWjuD", + "outputId": "d6fe204f-cbbd-4b6b-c7a3-03368ebb16bf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "ValueError", + "evalue": "Found input variables with inconsistent numbers of samples: [906, 2126]", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\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", + "\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", + "\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", + "\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", + "\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", + "\u001b[0;31mValueError\u001b[0m: Found input variables with inconsistent numbers of samples: [906, 2126]" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Evaluation**" + ], + "metadata": { + "id": "wvxulnhimwii" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import confusion_matrix, classification_report\n", + "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", + "from sklearn.model_selection import StratifiedKFold, cross_val_predict\n", + "import seaborn as sns # For plotting\n", + "\n", + "# Assuming X_scaled, y, and the KNN model are defined as before\n", + "\n", + "# Define the stratified K-fold cross-validator\n", + "cv = StratifiedKFold(n_splits=10) #This approach is for more reliable prediction estimates.\n", + "\n", + "# Generate cross-validated estimates for each input data point\n", + "predictions = cross_val_predict(knn, X_scaled, y, cv=cv)\n", + "\n", + "# Confusion Matrix\n", + "conf_matrix = confusion_matrix(y, predictions)\n", + "\n", + "# Plotting the Confusion Matrix\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=range(1, 11), yticklabels=range(1, 11))\n", + "plt.title('Confusion Matrix')\n", + "plt.xlabel('Predicted Labels')\n", + "plt.ylabel('True Labels')\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "# Performance Metrics\n", + "accuracy = accuracy_score(y, predictions)\n", + "f1 = f1_score(y, predictions, average='weighted') # Use weighted for multi-class classification\n", + "precision = precision_score(y, predictions, average='weighted')\n", + "recall = recall_score(y, predictions, average='weighted')\n", + "\n", + "print(f\"Accuracy: {accuracy:.4f}\")\n", + "print(f\"F1 Score (Weighted): {f1:.4f}\")\n", + "print(f\"Precision (Weighted): {precision:.4f}\")\n", + "print(f\"Recall (Weighted): {recall:.4f}\")\n", + "\n", + "# Detailed Classification Report\n", + "print(\"\\nClassification Report:\\n\", classification_report(y, predictions))\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 356 + }, + "id": "Kfwv_olSaMNK", + "outputId": "fbf3c54a-a791-40a2-ac5c-8770a1cf7843" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "error", + "ename": "ValueError", + "evalue": "Found input variables with inconsistent numbers of samples: [906, 2126]", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\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", + "\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 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