From df0aa8f9cf57b5d97b297eb4f35654ce95341ab1 Mon Sep 17 00:00:00 2001 From: Dharani <147068640+Dharanilakkireddy@users.noreply.github.com> Date: Wed, 15 May 2024 20:46:43 +0530 Subject: [PATCH] first commit --- .../Lung_Cancer_Detection_EDA.ipynb | 976 ++++++++++++++++++ 1 file changed, 976 insertions(+) create mode 100644 Lung Cancer Detection/Lung_Cancer_Detection_EDA.ipynb diff --git a/Lung Cancer Detection/Lung_Cancer_Detection_EDA.ipynb b/Lung Cancer Detection/Lung_Cancer_Detection_EDA.ipynb new file mode 100644 index 00000000..117bb7fe --- /dev/null +++ b/Lung Cancer Detection/Lung_Cancer_Detection_EDA.ipynb @@ -0,0 +1,976 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lung Cancer Detection | 2. EDA\n", + "-> Perform Univariate and Multivariate analysis and draw conclusions from there.\n", + "\n", + "->Explore Correlation Matrix(can try different methods and search if they give the same conclusion and why)\n", + "\n", + "->Check the distribution(skewness) of the columns\n", + "\n", + "->Detect Outliers(don't remove)\n", + "\n", + "->Detect Class Label Imbalance" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Perform Univariate and Multivariate analysis and draw conclusions from there." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the dataset\n", + "lung_cancer_data = pd.read_csv(r'C:\\Users\\CHARANI\\Downloads\\archive.zip')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['GENDER'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above histogram plot we can say that there are 52% male and 48% female in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(lung_cancer_data['AGE']) # boxplot for Age" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The age distribution is slightly right-skewed, indicating that there are more older individuals in the dataset. This suggests that age may be a significant factor in lung cancer risk.\n", + "\n", + "The box-plot shows it has outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['SMOKING'], kde = True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "High intensity smoking individuals(175) are more compared to low intensity smokers(~130)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['YELLOW_FINGERS'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Presence of yellow fingers, potentially associated with lifestyle choices or health conditions are high in number. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['ANXIETY'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above histogram, we can say number of people with anxiety and without anxiety is same which suggets equal particition." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(lung_cancer_data['CHRONIC DISEASE'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above histogram, we can say number of people with chronic disease and without chronic disease is same which suggets equal particition." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['ALCOHOL CONSUMING'], kde=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "People consuming alcohol are higher compared to the people without alcohol consumption." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['CHEST PAIN'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the histogram, people suffering from chest pain(175) is more compared to people with no chest pain(~130)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['COUGHING'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the histogram, people with severe coughing(175) is more compared to people with low coughing(~125)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(lung_cancer_data['LUNG_CANCER'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "More than 250 people has lung cancer less than 50 people have no lung cancer" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Multivariate Analysis - Scatter Plots\n", + "plt.figure(figsize=(15, 10))\n", + "\n", + "# Scatter plots between pairs of numerical features\n", + "plt.subplot(2, 2, 1)\n", + "sns.scatterplot(data=lung_cancer_data, x='AGE', y='SMOKING')\n", + "plt.title('Age vs. Smoking Index')\n", + "\n", + "plt.subplot(2, 2, 2)\n", + "sns.scatterplot(data=lung_cancer_data, x='CHEST PAIN', y='SMOKING')\n", + "plt.title('Chest Pain vs. Smoking Index')\n", + "\n", + "# Box plot for Chronic Lung Disease vs. Age\n", + "plt.subplot(2, 2, 3)\n", + "sns.boxplot(data=lung_cancer_data, x='LUNG_CANCER', y='AGE')\n", + "plt.title('Lung Cancer vs. Age')\n", + "\n", + "plt.subplot(2, 2, 4)\n", + "sns.boxplot(data=lung_cancer_data, x='SMOKING', y='COUGHING')\n", + "plt.title('Smoking vs. Coughing')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Explore Correlation Matrix(can try different methods and search if they give the same conclusion and why)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pearson correlational technique**: Measures the linear relationship between two continuous variables. 1:1 relation, if one increases the other increases, and vice-versa. Linear" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "lung_cancer_data['GENDER'] =lung_cancer_data['GENDER'].replace({'M':1,'F':2})\n", + "lung_cancer_data['LUNG_CANCER'] =lung_cancer_data['LUNG_CANCER'].replace({'NO':1,'YES':2})" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_columns = lung_cancer_data.select_dtypes(include=np.number)\n", + "pearson_corr = numerical_columns.corr(method='pearson')\n", + "plt.figure(figsize=(12,12))\n", + "sns.heatmap(pearson_corr, annot=True, cmap='coolwarm', fmt=\".2f\")\n", + "plt.title('Pearson Correlation')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Features that Lung_Cancer depends on the most:**\n", + "\n", + "* ALLERGY\n", + "\n", + "* ALCOHOL CONSUMING\n", + "\n", + "* SWALLOWING DIFFICULTY\n", + "\n", + "* WEEZING\n", + "\n", + "* COUGHING" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "**Spearman correlational technique**: Measures the monotonic relationship between two variables, capturing all trends seen. as coeff increases, the correlation increases more. Non-linear" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "spearman_corr = numerical_columns.corr(method='spearman')\n", + "plt.figure(figsize=(12,12))\n", + "sns.heatmap(spearman_corr, annot=True, cmap='coolwarm', fmt=\".2f\")\n", + "plt.title('Spearman Correlation')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Features that Lung_Cancer depends on the most:**\n", + "\n", + "* ALLERGY\n", + "\n", + "* ALCOHOL CONSUMING\n", + "\n", + "* SWALLOWING DIFFICULTY\n", + "\n", + "* WEEZING\n", + "\n", + "* COUGHING" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "**Kendall correlational technique**: Measures the ordinal relationship between two variables, which means it captures the direction and significance of the ranking order. co-dependence is shown in a more concise way as importance of one influences the other more. Non-linear" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kendall_corr = numerical_columns.corr(method='kendall')\n", + "plt.figure(figsize=(12,12))\n", + "sns.heatmap(kendall_corr, annot=True, cmap='coolwarm', fmt=\".2f\")\n", + "plt.title('Kendall Correlation')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Features that Lung_Cancer depends on the most:**\n", + "\n", + "* ALLERGY\n", + "\n", + "* ALCOHOL CONSUMING\n", + "\n", + "* SWALLOWING DIFFICULTY\n", + "\n", + "* WEEZING\n", + "\n", + "* COUGHING" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**OVERALL INSGIHTS**\n", + "\n", + "THESE TOP 5 FEATURES ARE MOST CRITICAL IN ORDER TO INDENTIFY IF A PERSON HAS LUNG CANCER WHICH ARE:\n", + "\n", + "\n", + "* ALLERGY\n", + "\n", + "* ALCOHOL CONSUMING\n", + "\n", + "* SWALLOWING DIFFICULTY\n", + "\n", + "* WEEZING\n", + "\n", + "* COUGHING\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Check the distribution(skewness) of the columns" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skewness of Numerical Columns:\n", + "GENDER 0.097677\n", + "AGE -0.395086\n", + "SMOKING -0.255705\n", + "YELLOW_FINGERS -0.282425\n", + "ANXIETY 0.006504\n", + "PEER_PRESSURE -0.006504\n", + "CHRONIC DISEASE -0.019513\n", + "FATIGUE -0.741836\n", + "ALLERGY -0.229118\n", + "WHEEZING -0.229118\n", + "ALCOHOL CONSUMING -0.229118\n", + "COUGHING -0.322786\n", + "SHORTNESS OF BREATH -0.589714\n", + "SWALLOWING DIFFICULTY 0.123812\n", + "CHEST PAIN -0.229118\n", + "LUNG_CANCER -2.262112\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "# Select numerical columns\n", + "numerical_columns = lung_cancer_data.select_dtypes(include=np.number).columns\n", + "\n", + "# Calculate skewness for each numerical column\n", + "skewness = lung_cancer_data[numerical_columns].skew()\n", + "\n", + "# Print skewness of each column\n", + "print(\"Skewness of Numerical Columns:\")\n", + "print(skewness)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Detect Outliers(don't remove)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Outliers detected in 'AGE': [ 22 238]\n", + "No outliers detected in 'SMOKING' using z-score method.\n", + "No outliers detected in 'ALCOHOL CONSUMING' using z-score method.\n", + "No outliers detected in 'COUGHING' using z-score method.\n", + "No outliers detected in 'CHRONIC DISEASE' using z-score method.\n" + ] + } + ], + "source": [ + "from scipy import stats\n", + "\n", + "# Select numerical features for outlier detection\n", + "numerical_features = ['AGE', 'SMOKING', 'ALCOHOL CONSUMING', 'COUGHING', 'CHRONIC DISEASE']\n", + "\n", + "# Calculate z-scores for numerical features\n", + "z_scores = np.abs(stats.zscore(lung_cancer_data[numerical_features]))\n", + "\n", + "# Threshold for outlier detection\n", + "threshold = 3\n", + "\n", + "# Find outlier indices\n", + "outlier_indices = np.where(z_scores > threshold)\n", + "\n", + "# Print indices of outliers detected using z-score method\n", + "outliers_dict = {}\n", + "for i, feature in enumerate(numerical_features):\n", + " outliers_dict[feature] = outlier_indices[0][outlier_indices[1] == i]\n", + "\n", + "# Print indices of outliers detected using z-score method for each feature\n", + "for feature, indices in outliers_dict.items():\n", + " if len(indices) > 0:\n", + " print(f\"Outliers detected in '{feature}': {indices}\")\n", + " else:\n", + " print(f\"No outliers detected in '{feature}' using z-score method.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Outliers detected using IQR method:\n", + "GENDER: No outliers detected\n", + "AGE: [ 22 238]\n", + "SMOKING: No outliers detected\n", + "YELLOW_FINGERS: No outliers detected\n", + "ANXIETY: No outliers detected\n", + "PEER_PRESSURE: No outliers detected\n", + "CHRONIC DISEASE: No outliers detected\n", + "FATIGUE : No outliers detected\n", + "ALLERGY : No outliers detected\n", + "WHEEZING: No outliers detected\n", + "ALCOHOL CONSUMING: No outliers detected\n", + "COUGHING: No outliers detected\n", + "SHORTNESS OF BREATH: No outliers detected\n", + "SWALLOWING DIFFICULTY: No outliers detected\n", + "CHEST PAIN: No outliers detected\n", + "LUNG_CANCER: [ 2 3 4 8 12 14 19 22 27 29 30 32 34 37 49 61 80 129\n", + " 153 154 156 157 159 171 183 207 215 221 245 249 262 266 270 272 277 280\n", + " 281 282 286]\n" + ] + } + ], + "source": [ + "numerical_features=lung_cancer_data.select_dtypes(include=np.number)\n", + "# Calculate IQR for each numerical feature\n", + "Q1 = numerical_features.quantile(0.25)\n", + "Q3 = numerical_features.quantile(0.75)\n", + "IQR = Q3 - Q1\n", + "\n", + "# Identify outliers\n", + "outliers_iqr = (numerical_features < (Q1 - 1.5 * IQR)) | (numerical_features > (Q3 + 1.5 * IQR))\n", + "\n", + "# Print indices of outliers detected using the IQR method\n", + "print(\"\\nOutliers detected using IQR method:\")\n", + "for feature in numerical_features.columns:\n", + " outliers = numerical_features[feature][outliers_iqr[feature]].index\n", + " if len(outliers) > 0:\n", + " print(f\"{feature}: {outliers.values}\")\n", + " else:\n", + " print(f\"{feature}: No outliers detected\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Detect Class Label Imbalance" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LUNG_CANCER\n", + "2 270\n", + "1 39\n", + "Name: count, dtype: int64\n", + "\n", + "AGE\n", + "64 20\n", + "63 19\n", + "56 19\n", + "62 18\n", + "60 17\n", + "61 16\n", + "59 15\n", + "70 15\n", + "67 13\n", + "58 13\n", + "69 11\n", + "55 11\n", + "72 10\n", + "71 10\n", + "68 9\n", + "57 9\n", + "77 9\n", + "51 8\n", + "54 8\n", + "65 7\n", + "74 6\n", + "75 5\n", + "76 4\n", + "52 4\n", + "53 4\n", + "73 4\n", + "47 4\n", + "66 4\n", + "49 3\n", + "81 2\n", + "78 2\n", + "44 2\n", + "48 2\n", + "21 1\n", + "79 1\n", + "38 1\n", + "39 1\n", + "87 1\n", + "46 1\n", + "Name: count, dtype: int64\n", + "\n", + "SMOKING\n", + "2 174\n", + "1 135\n", + "Name: count, dtype: int64\n", + "\n", + "ALCOHOL CONSUMING\n", + "2 172\n", + "1 137\n", + "Name: count, dtype: int64\n", + "\n", + "COUGHING\n", + "2 179\n", + "1 130\n", + "Name: count, dtype: int64\n", + "\n", + "ANXIETY\n", + "1 155\n", + "2 154\n", + "Name: count, dtype: int64\n", + "\n" + ] + } + ], + "source": [ + "for i in ['LUNG_CANCER','AGE', 'SMOKING', 'ALCOHOL CONSUMING', 'COUGHING', 'ANXIETY']:\n", + " count = lung_cancer_data[i].value_counts()\n", + " print(count)\n", + " print()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}