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BirdIdentifier/binary-tree.ipynb

548 lines
554 KiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bird Species Identifier - Binary Decision Tree Model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Species\n",
"__MASKED BOBBY__: species 1 \n",
"__CRESTED COUA__: species 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Etape 1: chargée les données\n",
"\n",
"Pour commencer on va charger les images de deux especes de oiseau, qu'on va utiliser pour entrainer notre model."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Species 1 images:\n",
"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg']\n",
"Species 2 images:\n",
"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg', '133.jpg', '134.jpg', '135.jpg', '136.jpg', '137.jpg', '138.jpg', '139.jpg', '140.jpg', '141.jpg', '142.jpg', '143.jpg', '144.jpg', '145.jpg', '146.jpg', '147.jpg', '148.jpg', '149.jpg', '150.jpg', '151.jpg', '152.jpg']\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"CLASS_NAMES = ['MASKED BOBBY', 'CRESTED COUA']\n",
"\n",
"# Define the directory where your images are stored\n",
"species1_img_dir = r'C:\\Users\\nico-dev\\Desktop\\fac\\birds database\\train\\MASKED BOOBY'\n",
"species2_img_dir = r'C:\\Users\\nico-dev\\Desktop\\fac\\birds database\\train\\CRESTED COUA'\n",
"\n",
"# Get the list of image file names\n",
"s1_image_names = os.listdir(species1_img_dir)\n",
"s2_image_names = os.listdir(species2_img_dir)\n",
"\n",
"# Load the images of each species\n",
"s1_images = []\n",
"for image in s1_image_names:\n",
" img = cv2.imread(os.path.join(species1_img_dir, image))\n",
" s1_images.append(img)\n",
"\n",
"s2_images = []\n",
"for image in s2_image_names:\n",
" img = cv2.imread(os.path.join(species2_img_dir, image))\n",
" s2_images.append(img)\n",
"\n",
"# Print the loaded image names\n",
"print(\"Species 1 images:\")\n",
"print(s1_image_names)\n",
"\n",
"print(\"Species 2 images:\")\n",
"print(s2_image_names)\n",
"\n",
"plt.imshow(s1_images[0])\n",
"plt.axis('off')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Chargement des jeux de test pour chaque espèce"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Species 1 images:\n",
"['1.jpg', '2.jpg', '3.jpg', '4.jpg', '5.jpg']\n",
"Species 2 images:\n",
"['1.jpg', '2.jpg', '3.jpg', '4.jpg', '5.jpg']\n"
]
}
],
"source": [
"# Define the directory where your images are stored\n",
"species1_img_dir_TEST = r'C:\\Users\\nico-dev\\Desktop\\fac\\birds database\\test\\MASKED BOOBY'\n",
"species2_img_dir_TEST = r'C:\\Users\\nico-dev\\Desktop\\fac\\birds database\\test\\CRESTED COUA'\n",
"\n",
"# Get the list of image file names\n",
"s1_image_names_TEST = os.listdir(species1_img_dir_TEST)\n",
"s2_image_names_TEST = os.listdir(species2_img_dir_TEST)\n",
"\n",
"# Load the images of each species\n",
"s1_images_TEST = []\n",
"for image in s1_image_names_TEST:\n",
" img = cv2.imread(os.path.join(species1_img_dir_TEST, image))\n",
" s1_images_TEST.append(img)\n",
"\n",
"s2_images_TEST = []\n",
"for image in s2_image_names_TEST:\n",
" img = cv2.imread(os.path.join(species2_img_dir_TEST, image))\n",
" s2_images_TEST.append(img)\n",
"\n",
"# Print the loaded image names\n",
"print(\"Species 1 images:\")\n",
"print(s1_image_names_TEST)\n",
"\n",
"print(\"Species 2 images:\")\n",
"print(s2_image_names_TEST)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dans cette étape, nous avons traité les images. C'est une étape importante car elle peut affecter considérablement les performances de notre modèle.\n",
"\n",
"Nous avons effectué deux opérations principales :\n",
"\n",
"1. **Redimensionnement** : Nous avons redimensionné toutes les images pour qu'elles aient la même taille (224x224 pixels). C'est nécessaire car l'entrée d'un modèle d'apprentissage automatique doit toujours être de la même taille.\n",
"\n",
"2. **Normalisation** : Nous avons normalisé les valeurs des pixels pour qu'elles soient comprises entre 0 et 1. Cela est généralement fait en divisant chaque valeur de pixel par 255 (puisque les valeurs RGB varient de 0 à 255). La normalisation aide à accélérer l'apprentissage du modèle et conduit souvent à de meilleures performances.\n",
"\n",
"Notez que pour un modèle plus complexe, il pourrait être nécessaire d'ajouter des étapes supplémentaires, comme la suppression de l'arrière-plan."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed images shape: (284, 224, 224, 3)\n",
"- len : 284\n",
"Processed images shape TEST: (10, 224, 224, 3)\n",
"- len : 10\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"# Process species 1 images\n",
"processed_images_species1 = []\n",
"for img in s1_images:\n",
" # Resize image to 224x224 pixels\n",
" resized = cv2.resize(img, (224, 224))\n",
" # Normalize pixel values\n",
" normalized = resized / 255.0\n",
" processed_images_species1.append(normalized)\n",
"\n",
"# Convert the list to a numpy array\n",
"processed_images = np.array(processed_images_species1)\n",
"\n",
"# Process species 2 images\n",
"processed_images_species2 = []\n",
"for img in s2_images:\n",
" resized = cv2.resize(img, (224, 224))\n",
" normalized = resized / 255.0\n",
" processed_images_species2.append(normalized)\n",
"\n",
"processed_images = np.concatenate((processed_images_species1, processed_images_species2))\n",
"\n",
"## Concatenate the test set\n",
"# Process species 1 images\n",
"processed_images_species1_TEST = []\n",
"for img in s1_images_TEST:\n",
" # Resize image to 224x224 pixels\n",
" resized = cv2.resize(img, (224, 224))\n",
" # Normalize pixel values\n",
" normalized = resized / 255.0\n",
" processed_images_species1_TEST.append(normalized)\n",
"\n",
"# Convert the list to a numpy array\n",
"processed_images_TEST = np.array(processed_images_species1)\n",
"\n",
"# Process species 2 images\n",
"processed_images_species2_TEST = []\n",
"for img in s2_images_TEST:\n",
" resized = cv2.resize(img, (224, 224))\n",
" normalized = resized / 255.0\n",
" processed_images_species2_TEST.append(normalized)\n",
"\n",
"processed_images_TEST = np.concatenate((processed_images_species1_TEST, processed_images_species2_TEST))\n",
"\n",
"# print len and shape of the processed images\n",
"print(\"Processed images shape:\", processed_images.shape)\n",
"print(\"- len :\", len(processed_images))\n",
"print(\"Processed images shape TEST:\", processed_images_TEST.shape)\n",
"print(\"- len :\", len(processed_images_TEST))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rappel\n",
"\n",
"**Features** are the inputs to the model. In your case, the features are the processed images of birds. \n",
"\n",
"**Labels** are what we want the model to predict. In your case, the labels are the species of the birds.\n",
"\n",
"Ici, `X_train` et `X_test` sont les features (images), et `y_train` and `y_test` sont les labels (espèces)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Labelisation"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"284\n",
"10\n"
]
}
],
"source": [
"# Get the length of the lists\n",
"num_s1_images = len(s1_images)\n",
"num_s2_images = len(s2_images)\n",
"\n",
"# Create labels\n",
"s1_labels = [1] * num_s1_images # for species 1\n",
"s2_labels = [2] * num_s2_images # for species 2\n",
"\n",
"# combiner les labels dans l'ordre des images\n",
"labels = s1_labels + s2_labels\n",
"print(len(labels))\n",
"\n",
"# Do the same for the test set\n",
"num_s1_images_TEST = len(s1_images_TEST)\n",
"num_s2_images_TEST = len(s2_images_TEST)\n",
"\n",
"s1_labels_TEST = [1] * num_s1_images_TEST \n",
"s2_labels_TEST = [2] * num_s2_images_TEST \n",
"\n",
"labels_TEST = s1_labels_TEST + s2_labels_TEST\n",
"print(len(labels_TEST))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Construction du model"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import tree\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"# x represents our images, the inputs of the model (bird images)\n",
"# y represents our labels, the outputs of the model (bird species)\n",
"\n",
"# We can use our dataset's test set to train the model and the test set to evaluate it\n",
"X_train = processed_images\n",
"y_train = labels\n",
"X_test = processed_images_TEST\n",
"y_test = labels_TEST\n",
"\n",
"# Initialize the model\n",
"clf = tree.DecisionTreeClassifier()\n",
"\n",
"# Flatten the images from 4D to 2D\n",
"X_train = X_train.reshape(X_train.shape[0], -1)\n",
"X_test = X_test.reshape(X_test.shape[0], -1)\n",
"\n",
"# Train the model\n",
"clf = clf.fit(X_train, y_train)\n",
"\n",
"# Predict on the test set\n",
"predictions = clf.predict(X_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Resultat des predictions"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Expected Result: [1, 1, 1, 1, 1, 2, 2, 2, 2, 2]\n",
"Predicted Result: [1 1 1 1 1 2 2 2 2 1]\n",
"Accuracy: 90.00%\n"
]
}
],
"source": [
"from sklearn.metrics import accuracy_score\n",
"\n",
"# Calculate and print the accuracy\n",
"# Print the test labels\n",
"print(\"Expected Result:\", y_test)\n",
"print(\"Predicted Result:\", predictions)\n",
"\n",
"# Calculate and print the accuracy\n",
"accuracy = accuracy_score(y_test, predictions)\n",
"print(\"Accuracy: {:.2f}%\".format(accuracy * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also try to split the train set in 80/20 to get a larger training set and compare the results."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# here we split our data into training and testing sets\n",
"X_train2, X_test2, y_train2, y_test2 = train_test_split(processed_images, labels, test_size=0.2, random_state=42)\n",
"\n",
"# And then we do the same as before, train the model and predict on the test set\n",
"\n",
"# Initialize the model\n",
"clf = tree.DecisionTreeClassifier()\n",
"\n",
"# Flatten the images from 4D to 2D\n",
"X_train2 = X_train2.reshape(X_train2.shape[0], -1)\n",
"X_test2 = X_test2.reshape(X_test2.shape[0], -1)\n",
"\n",
"# Train the model\n",
"clf = clf.fit(X_train2, y_train2)\n",
"\n",
"# Predict on the test set\n",
"predictions2 = clf.predict(X_test2)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Expected Result: [1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2]\n",
"Predicted Result: [1 1 1 2 1 2 1 2 1 2 1 2 2 2 2 2 2 1 2 2 1 1 1 2 1 2 1 2 1 2 2 1 2 1 2 1 1\n",
" 1 2 2 1 1 2 2 1 2 2 2 2 2 2 2 1 2 1 2 2]\n",
"Accuracy: 73.68%\n"
]
}
],
"source": [
"# Calculate and print the accuracy\n",
"# Print the test labels\n",
"print(\"Expected Result:\", y_test2)\n",
"print(\"Predicted Result:\", predictions2)\n",
"\n",
"# Calculate and print the accuracy\n",
"accuracy = accuracy_score(y_test2, predictions2)\n",
"print(\"Accuracy: {:.2f}%\".format(accuracy * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize the decision tree "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 2000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from sklearn.tree import plot_tree\n",
"\n",
"# Plot the decision tree\n",
"plt.figure(figsize=(20,10)) # Set the figure size\n",
"plot_tree(clf, filled=True, rounded=True, class_names=CLASS_NAMES)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Matrice de confusion set de test originale"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AAEDqSf4BACDBzD8AAJB6kn8AAEio3Nxf8g8AAJmx28n/li1bYv369dHY2Fi0f/DgwR+4KAAAKJeqCp75L7n5f/HFF+O8886Lxx57rGh/U1NT5HK5aGhoaLXiAACA1lNy8z958uTo3LlzLFq0KAYOHFjRd0MDAEAlKbn5X7lyZdTV1cXw4cPboh4AACirSs62S77h99BDD40NGza0RS0AAEAbalHyv2nTpub//+53vxsXX3xxXHnllTFixIjYY489ij7bs2fP1q0QAADaUSWPtbeo+e/Vq1fRD6GpqSlOOOGEos+44RcAADq2FjX/Dz/8cFvXAQAAHUIFB/8ta/7Hjh3b/P+vvfZa7L///tv8OaSpqSlef/311q0OAABoNSWv9jNkyJBYs2ZN9OvXr2j/xo0bY8iQIcZ+AABItUp+yFfJq/38dbb/f6uvr4+uXbu2SlEAAEDra3HyX1NTExF/ufv5sssuiz333LP5vYaGhnjiiSfiyCOPbPUCAQCgPVVw8N/y5v/Xv/51RPwl+X/mmWeiS5cuze916dIlRo4cGTNmzGj9CgEAgFbR4ub/ryv+TJkyJa699lrr+QMAUJEyv85/0vz589uiDgAAoI2V3Px/4hOf2On7//Vf/7XbxbSWx39eW+4SAFrVgV/5ablLAGhVa286s9wl7FDJK+KkSMnN/8iRI4teb926NVauXBnPPvtsTJo0qdUKAwAAWlfJzf8PfvCD7e6fPXt21NfXf+CCAACgnCp55r/V/qrxuc99Lm699dbWOh0AANDKSk7+d2T58uUe8gUAQOpVVW7wX3rzP3HixKLXTU1NsWbNmnj66afjsssua7XCAACA1lVy819dXV30uqqqKoYNGxaXX355nHTSSa1WGAAA0LpKav4bGhpiypQpMWLEiOjdu3db1QQAAGVTyWM/Jd3w26lTpzjppJPinXfeaaNyAACAtlLyaj+HH354vPzyy21RCwAAlF0ul2u3rb2V3Px/5zvfiRkzZsSiRYtizZo1sWnTpqINAADomFo883/55ZfH17/+9fjkJz8ZERF/93d/V/TbSlNTU+RyuWhoaGj9KgEAoJ1U8sx/i5v/OXPmxAUXXBAPP/xwW9YDAAC0kRY3/01NTRERMXbs2DYrBgAAyq0Mo/jtpqSZ/3LclAAAALSOktb5P/jgg3f5C8DGjRs/UEEAAFBOVRUceJfU/M+ZM2ebJ/wCAADpUFLz/+lPfzr69evXVrUAAEDZlbwWfoq0+LuZ9wcAgHQrebUfAACoZJWcebe4+W9sbGzLOgAAgDZW0sw/AABUukpe7aeS72cAAAASJP8AAJBQwcG/5B8AALJC8g8AAAlVkn8AACDtNP8AAJARxn4AACDBUp8AAEDqSf4BACChgoN/yT8AAGSF5B8AABIs9QkAAKSe5B8AABJyUbnRv+QfAAAyQvIPAAAJZv4BAIDUk/wDAECC5B8AAEg9yT8AACTkKvgRv5J/AADICMk/AAAkmPkHAABST/IPAAAJFTzyL/kHAICs0PwDAEBGGPsBAICEqgqe+5H8AwBARkj+AQAgwVKfAABAWdXW1saHP/zh6NGjR/Tr1y8mTJgQq1atKukcmn8AAEjI5dpvK8XSpUtj6tSp8fjjj8eDDz4YW7dujZNOOik2b97c4nMY+wEAgBS4//77i14vWLAg+vXrF3V1dXHccce16ByafwAASKiK9hv6LxQKUSgUivbl8/nI5/O7PPbdd9+NiIg+ffq0+HrGfgAAoExqa2ujurq6aKutrd3lcY2NjXHRRRfFxz72sTj88MNbfD3JPwAAJLTnMv8zZ86Mmpqaon0tSf2nTp0azz77bDz66KMlXU/zDwAAZdLSEZ+kCy+8MBYtWhTLli2L/fbbr6RjNf8AAJDQUdf5b2pqimnTpsU999wTS5YsiSFDhpR8Ds0/AACkwNSpU+P222+Pn//859GjR49Yu3ZtRERUV1dHt27dWnQOzT8AACRUtefQfwnmzp0bERHHH3980f758+fH5MmTW3QOzT8AAKRAU1PTBz6H5h8AABI6aPDfKqzzDwAAGSH5BwCAhI46898aJP8AAJARkn8AAEio4OBf8g8AAFmh+QcAgIww9gMAAAmVnI5X8ncDAAASJP8AAJCQq+A7fiX/AACQEZJ/AABIqNzcX/IPAACZIfkHAICEKjP/AABA2kn+AQAgoXJzf8k/AABkhuQfAAASKnjkX/IPAABZIfkHAIAET/gFAABST/IPAAAJlZyOV/J3AwAAEiT/AACQYOYfAABIPc0/AABkhLEfAABIqNyhH8k/AABkhuQfAAAS3PALAACknuQfAAASKjkdr+TvBgAAJEj+AQAgwcw/AACQepJ/AABIqNzcX/IPAACZIfkHAICECh75l/wDAEBWSP4BACChqoKn/iX/AACQEZJ/AABIMPMPAACknuQfAAAScmb+AQCAtJP8AwBAgpl/AAAg9TT/AACQEcZ+AAAgwUO+AACA1JP8AwBAght+AQCA1JP8AwBAguQfAABIPck/AAAk5Kz2AwAApJ3kHwAAEqoqN/iX/AMAQFZI/gEAIMHMPwAAkHqSfwAASLDOPwAAkHqSfwAASDDzDwAApJ7kHwAAEqzzDwAApJ7mHwAAMsLYDwAAJLjhFwAASD3JPwAAJHjIF9Dst/+9Iq66bHp8+exT4qwTj4knf7Wk3CUBtKoLTxkWa286My4/e2S5SwFameYfSlR4789x4EF/E+dPu6TcpQC0uiMP7B3njj0onnv9nXKXAmWTa8etvRn7gRIddezH4qhjP1buMgBa3Z75TnHDF46Nr/+oLqZ/6pBylwO0Ack/ABAREVd99qh46L/XxiPPry93KVBWVblcu23t/t3a/YoleP311+O8887b6WcKhUJs2rSpaNtSKLRThQBQGU7/8H4xYnDvuPLuZ8pdCtCGOnTzv3Hjxrjtttt2+pna2tqorq4u2m75t6vbqUIASL9BvbvFdz59ZHz15iej8H5jucuBsjPz30buvffenb7/8ssv7/IcM2fOjJqamqJ9q9Zt+UB1AUCWHHFA79inZ9d48LITmvd17lQVH/mbvnHeuA/F4K/cHY1NZSwQaDVlbf4nTJgQuVwumpp2/C9KbhezUPl8PvL5fNG+Lu/8sVXqA4AseOT59XH8rP8s2nfNlGPixTV/jBvuX6XxJ3us8982Bg4cGHfffXc0NjZud1uxYkU5y4Pteu/Pf4pXV6+KV1evioiI9Wv/EK+uXhUb1q8tc2UAu2dz4f144Y1NRdufCg3x9uYt8cIbm8pdHtCKypr8jxo1Kurq6uL000/f7vu7+qsAlMNLv/ttzJlxQfPrH837QUREjD3x/8TUi2eXqSoAoLXkKjj6L2vz/41vfCM2b968w/eHDh0aDz/8cDtWBLt22Mhj4q4Hny53GQBtauL3lpa7BKANlLX5//jHP77T97t37x5jx45tp2oAACCiDMvvt5sOvdQnAADQesqa/AMAQEdTwcG/5B8AALJC8g8AAEkVHP1L/gEAICM0/wAAkBHGfgAAIKGSH/Il+QcAgIyQ/AMAQIKHfAEAAKkn+QcAgIQKDv4l/wAAkBWSfwAASKrg6F/yDwAAGSH5BwCABOv8AwAAqaf5BwCAhFyu/bZSLFu2LE477bQYNGhQ5HK5WLhwYcnfTfMPAAApsHnz5hg5cmTccMMNu30OM/8AAJDQUSf+Tz311Dj11FM/0Dk0/wAAUCaFQiEKhULRvnw+H/l8vk2uZ+wHAACScu231dbWRnV1ddFWW1vbZl9N8g8AAGUyc+bMqKmpKdrXVql/hOYfAACKtOc6/2054rM9xn4AACAjJP8AAJAC9fX1sXr16ubXr7zySqxcuTL69OkTgwcPbtE5NP8AAJBQ6sO32svTTz8d48aNa37913sFJk2aFAsWLGjROTT/AACQAscff3w0NTV9oHNo/gEAIKGDBv+twg2/AACQEZJ/AABIquDoX/IPAAAZIfkHAICE9nzIV3uT/AMAQEZI/gEAIKGjrvPfGiT/AACQEZJ/AABIqODgX/IPAABZIfkHAICkCo7+Jf8AAJARkn8AAEiwzj8AAJB6kn8AAEiwzj8AAJB6mn8AAMgIYz8AAJBQwVM/kn8AAMgKyT8AACRVcPQv+QcAgIyQ/AMAQIKHfAEAAKkn+QcAgAQP+QIAAFJP8g8AAAkVHPxL/gEAICsk/wAAkFTB0b/kHwAAMkLyDwAACdb5BwAAUk/yDwAACdb5BwAAUk/yDwAACRUc/Ev+AQAgKyT/AACQVMHRv+QfAAAyQvMPAAAZYewHAAASPOQLAABIPck/AAAkeMgXAACQepJ/AABIqODgX/IPAABZIfkHAIAEM/8AAEDqSf4BAKBI5Ub/kn8AAMgIyT8AACSY+QcAAFJP8g8AAAkVHPxL/gEAICsk/wAAkGDmHwAASD3JPwAAJOQqeOpf8g8AABmh+QcAgIww9gMAAEmVO/Uj+QcAgKyQ/AMAQEIFB/+SfwAAyArJPwAAJHjIFwAAkHqSfwAASPCQLwAAIPUk/wAAkFS5wb/kHwAAskLyDwAACRUc/Ev+AQAgKyT/AACQYJ1/AAAg9ST/AACQYJ1/AAAg9ST/AACQYOYfAABIPc0/AABkhOYfAAAyQvMPAAAZ4YZfAABIcMMvAACQepJ/AABI8JAvAAAg9ST/AACQYOYfAABIPck/AAAkVHDwL/kHAICskPwDAEBSBUf/kn8AAMgIyT8AACRY5x8AAEg9yT8AACRY5x8AAEg9yT8AACRUcPAv+QcAgKyQ/AMAQFIFR/+SfwAAyAjNPwAAZITmHwAAEnLt+N/uuOGGG+LAAw+Mrl27xujRo+PJJ59s8bGafwAASIk777wzampqYtasWbFixYoYOXJknHzyybF+/foWHa/5BwCAhFyu/bZSff/7348vfvGLMWXKlDj00ENj3rx5seeee8att97aouM1/wAAUCaFQiE2bdpUtBUKhe1+dsuWLVFXVxfjx49v3ldVVRXjx4+P5cuXt+h6FbnU58jBPcpdAhlQKBSitrY2Zs6cGfl8vtzlUOHW3nRmuUsgA/y7Bn/RtR075NnfqY05c+YU7Zs1a1bMnj17m89u2LAhGhoaon///kX7+/fvHy+88EKLrpdrampq2u1qIcM2bdoU1dXV8e6770bPnj3LXQ7AB+bfNWh/hUJhm6Q/n89v9xfwN954I/bdd9947LHHYsyYMc37L7744li6dGk88cQTu7xeRSb/AACQBjtq9Lenb9++0alTp1i3bl3R/nXr1sWAAQNadA4z/wAAkAJdunSJUaNGxeLFi5v3NTY2xuLFi4v+ErAzkn8AAEiJmpqamDRpUhxzzDFx7LHHxjXXXBObN2+OKVOmtOh4zT/spnw+H7NmzXJTHFAx/LsGHd/ZZ58db775ZnzrW9+KtWvXxpFHHhn333//NjcB74gbfgEAICPM/AMAQEZo/gEAICM0/wAAkBGafwAAyAjNP+ymG264IQ488MDo2rVrjB49Op588slylwSwW5YtWxannXZaDBo0KHK5XCxcuLDcJQFtRPMPu+HOO++MmpqamDVrVqxYsSJGjhwZJ598cqxfv77cpQGUbPPmzTFy5Mi44YYbyl0K0MYs9Qm7YfTo0fHhD384rr/++oj4y9P19t9//5g2bVpceumlZa4OYPflcrm45557YsKECeUuBWgDkn8o0ZYtW6Kuri7Gjx/fvK+qqirGjx8fy5cvL2NlAAA7p/mHEm3YsCEaGhq2eZJe//79Y+3atWWqCgBg1zT/AACQEZp/KFHfvn2jU6dOsW7duqL969atiwEDBpSpKgCAXdP8Q4m6dOkSo0aNisWLFzfva2xsjMWLF8eYMWPKWBkAwM51LncBkEY1NTUxadKkOOaYY+LYY4+Na665JjZv3hxTpkwpd2kAJauvr4/Vq1c3v37llVdi5cqV0adPnxg8eHAZKwNam6U+YTddf/318a//+q+xdu3aOPLII+O6666L0aNHl7ssgJItWbIkxo0bt83+SZMmxYIFC9q/IKDNaP4BACAjzPwDAEBGaP4BACAjNP8AAJARmn8AAMgIzT8AAGSE5h8AADJC8w8AABmh+QcAgIzQ/AN0MJMnT44JEyY0vz7++OPjoosuavc6lixZErlcLt555512vzYAbUPzD9BCkydPjlwuF7lcLrp06RJDhw6Nyy+/PN5///02ve7dd98d3/72t1v0WQ07ADvTudwFAKTJKaecEvPnz49CoRC//OUvY+rUqbHHHnvEzJkziz63ZcuW6NKlS6tcs0+fPq1yHgCQ/AOUIJ/Px4ABA+KAAw6Ir3zlKzF+/Pi49957m0d1rrjiihg0aFAMGzYsIiJef/31OOuss6JXr17Rp0+fOP300+PVV19tPl9DQ0PU1NREr169Yu+9946LL744mpqaiq75v8d+CoVCXHLJJbH//vtHPp+PoUOHxi233BKvvvpqjBs3LiIievfuHblcLiZPnhwREY2NjVFbWxtDhgyJbt26xciRI+OnP/1p0XV++ctfxsEHHxzdunWLcePGFdUJQGXQ/AN8AN26dYstW7ZERMTixYtj1apV8eCDD8aiRYti69atcfLJJ0ePHj3ikUceiV/96lex1157xSmnnNJ8zNVXXx0LFiyIW2+9NR599NHYuHFj3HPPPTu95rnnnhv/8R//Edddd108//zzceONN8Zee+0V+++/f/zsZz+LiIhVq1bFmjVr4tprr42IiNra2vjRj34U8+bNi+eeey6mT58en/vc52Lp0qUR8ZdfUiZOnBinnXZarFy5Mr7whS/EpZde2lY/NgDKxNgPwG5oamqKxYsXxwMPPBDTpk2LN998M7p37x4333xz87jPj3/842hsbIybb745crlcRETMnz8/evXqFUuWLImTTjoprrnmmpg5c2ZMnDgxIiLmzZsXDzzwwA6v+7vf/S7uuuuuePDBB2P8+PEREXHQQQc1v//XEaF+/fpFr169IuIvfym48sor46GHHooxY8Y0H/Poo4/GjTfeGGPHjo25c+fGhz70obj66qsjImLYsGHxzDPPxHe/+91W/KkBUG6af4ASLFq0KPbaa6/YunVrNDY2xmc/+9mYPXt2TJ06NUaMGFE05/+b3/wmVq9eHT169Cg6x3vvvRcvvfRSvPvuu7FmzZoYPXp083udO3eOY445ZpvRn79auXJldOrUKcaOHdvimlevXh1/+tOf4sQTTyzav2XLljjqqKMiIuL5558vqiMimn9RAKByaP4BSjBu3LiYO3dudOnSJQYNGhSdO//PP6Pdu3cv+mx9fX2MGjUqfvKTn2xznn322We3rt+tW7eSj6mvr4+IiF/84hex7777Fr2Xz+d3qw4A0knzD1CC7t27x9ChQ1v02aOPPjruvPPO6NevX/Ts2XO7nxk4cGA88cQTcdxxx0VExPvvvx91dXVx9NFHb/fzI0aMiMbGxli6dGnz2E/SX//y0NDQ0Lzv0EMPjXw+H6+99toO/2JwyCGHxL333lu07/HHH9/1lwQgVdzwC9BGzjnnnOjbt2+cfvrp8cgjj8Qrr7wSS5YsiX/8x3+M3//+9xER8bWvfS2uuuqqWLhwYbzwwgvx1a9+dadr9B944IExadKkOO+882LhwoXN57zrrrsiIuKAAw6IXC4XixYtijfffDPq6+ujR48eMWPGjJg+fXrcdttt8dJLL8WKFSvihz/8Ydx2220REXHBBRfEiy++GN/4xjdi1apVcfvtt8eCBQva+kcEQDvT/AO0kT333DOWLVsWgwcPjokTJ8YhhxwS559/frz33nvNfwn4+te/Hp///Odj0qRJMWbMmOjRo0ecccYZOz3v3Llz48wzz4yvfvWrMXz48PjiF78YmzdvjoiIfffdN+bMmROXXnpp9O/fPy688MKIiPj2t78dl112WdTW1sYhhxwSp5xySvziF7+IIUOGRETE4MGD42c/+1ksXLgwRo4cGfPmzYsrr7yyDX86AJRDrmlHd5UBAAAVRfIPAAAZofkHAICM0PwDAEBGaP4BACAjNP8AAJARmn8AAMgIzT8AAGSE5h8AADJC8w8AABmh+QcAgIzQ/AMAQEb8fwumNrPOQq5/AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"import seaborn as sns\n",
"\n",
"# Calculate the confusion matrix\n",
"cm = confusion_matrix(y_test, predictions)\n",
"\n",
"# Visualize the confusion matrix\n",
"plt.figure(figsize=(10,7))\n",
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n",
"plt.xlabel('Predicted')\n",
"plt.ylabel('Truth')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Matrice de confusion set 80/20"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate the confusion matrix\n",
"cm2 = confusion_matrix(y_test2, predictions2)\n",
"\n",
"# Visualize the confusion matrix\n",
"plt.figure(figsize=(10,7))\n",
"sns.heatmap(cm2, annot=True, fmt='d', cmap='Greens')\n",
"plt.xlabel('Predicted')\n",
"plt.ylabel('Truth')\n",
"plt.show()"
]
}
],
"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
}