diff --git a/Model1.ipynb b/Model1.ipynb
index da1f4e952c4defca888780a8540c29e741180172..fd8f6bc5cdb9026f26295e5558fb839427a0e697 100644
--- a/Model1.ipynb
+++ b/Model1.ipynb
@@ -2,13 +2,13 @@
"cells": [
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "aZsTXyU2kzh_"
+ },
"source": [
"\n",
"# Classification de Genre avec CNN"
- ],
- "metadata": {
- "id": "aZsTXyU2kzh_"
- }
+ ]
},
{
"cell_type": "code",
@@ -17,14 +17,14 @@
"colab": {
"base_uri": "https://localhost:8080/"
},
+ "collapsed": true,
"id": "dJOfdXd0rLkq",
- "outputId": "13ab30ca-baf0-4cce-dbde-315b63871de9",
- "collapsed": true
+ "outputId": "13ab30ca-baf0-4cce-dbde-315b63871de9"
},
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"Mounted at /content/drive\n"
]
@@ -83,14 +83,14 @@
},
{
"cell_type": "code",
- "source": [
- "DATA_DIR = \"/content/UTKFace/UTKFace\""
- ],
+ "execution_count": null,
"metadata": {
"id": "a6Y6ISogUs21"
},
- "execution_count": null,
- "outputs": []
+ "outputs": [],
+ "source": [
+ "DATA_DIR = \"/content/UTKFace/UTKFace\""
+ ]
},
{
"cell_type": "code",
@@ -107,15 +107,18 @@
},
{
"cell_type": "markdown",
- "source": [
- "##Visualisation de la répartition des sexes"
- ],
"metadata": {
"id": "uZOOhUwt6CiH"
- }
+ },
+ "source": [
+ "## Visualisation de la répartition des sexes"
+ ]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "wG0g8LU_oBc4"
+ },
"source": [
"Avant de construire un modèle de classification basé sur un réseau de neurones convolutifs (CNN), nous analysons la répartition des données.\n",
"\n",
@@ -124,32 +127,29 @@
"Un déséquilibre dans les données pourrait entraîner un biais dans l’apprentissage du modèle, qui risquerait alors de mieux reconnaître la classe majoritaire au détriment de l’autre.\n",
"\n",
"Une visualisation sous forme d’histogramme permet donc d’identifier d’éventuelles disparités et d’envisager solutions comme l’augmentation des données ou la pondération des classes dans la fonction de perte."
- ],
- "metadata": {
- "id": "wG0g8LU_oBc4"
- }
+ ]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
- "id": "NXS9xwO2qlRq",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 478
},
+ "id": "NXS9xwO2qlRq",
"outputId": "8a8b5cfb-5273-49dd-ca6f-07f9dd6154f7"
},
"outputs": [
{
- "output_type": "display_data",
"data": {
+ "image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
- ],
- "image/png": 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\n"
+ ]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
@@ -205,14 +205,14 @@
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "yzjcIjIoqLxH"
+ },
"source": [
"Avant d'entraîner notre modèle CNN, nous prétraitons les images.\n",
"\n",
"Le code ci-dessus effectue plusieurs étapes pour charger, nettoyer et préparer les images du dataset UTKFace:"
- ],
- "metadata": {
- "id": "yzjcIjIoqLxH"
- }
+ ]
},
{
"cell_type": "code",
@@ -265,6 +265,9 @@
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "UNea5GFHqn41"
+ },
"source": [
"Tout d'abord, nous récupérons la liste des fichiers images présents dans le dossier contenant le dataset.\n",
"\n",
@@ -282,21 +285,11 @@
"Enfin, nous normalisons les valeurs des pixels en les divisant par 255 : ```(img.astype(\"float32\") / 255.0)```, ce qui permet d'avoir des valeurs comprises entre 0 et 1.\n",
"\n",
"Les images traitées sont stockées dans un tableau ```X```, et les labels correspondants dans ```y```."
- ],
- "metadata": {
- "id": "UNea5GFHqn41"
- }
+ ]
},
{
"cell_type": "code",
- "source": [
- "# Chargement des données\n",
- "X, y = load_data(DATA_DIR)\n",
- "\n",
- "print(\"Nombre d'images chargées :\", len(X))\n",
- "print(\"Dimension de X :\", X.shape)\n",
- "print(\"Dimension de y :\", y.shape)"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -304,21 +297,31 @@
"id": "3idVADgIqnkc",
"outputId": "f67d0997-62ab-4c5a-8006-1256249beeeb"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"Nombre d'images chargées : 23708\n",
"Dimension de X : (23708, 64, 64, 3)\n",
"Dimension de y : (23708,)\n"
]
}
+ ],
+ "source": [
+ "# Chargement des données\n",
+ "X, y = load_data(DATA_DIR)\n",
+ "\n",
+ "print(\"Nombre d'images chargées :\", len(X))\n",
+ "print(\"Dimension de X :\", X.shape)\n",
+ "print(\"Dimension de y :\", y.shape)"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "Yum7GH7crXKW"
+ },
"source": [
"Le chargement et le prétraitement ont permis d’obtenir 23 708 images, toutes converties au format RGB, redimensionnées et normalisées.\n",
"\n",
@@ -327,22 +330,22 @@
"```X.shape``` : (23708, 64, 64, 3), indiquant que nous avons 23 708 images de taille 64x64 avec 3 canaux de couleurs (RGB).\n",
"\n",
"```y.shape``` : (23708,), représentant le vecteur des labels associés à chaque image."
- ],
- "metadata": {
- "id": "Yum7GH7crXKW"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "## Division du jeu de données"
- ],
"metadata": {
"id": "yzTOCG_P54Cr"
- }
+ },
+ "source": [
+ "## Division du jeu de données"
+ ]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "LPIizvr8th4b"
+ },
"source": [
"Pour évaluer correctement la capacité de généralisation d’un modèle, nous séparons les données en plusieurs sous-ensembles :\n",
"\n",
@@ -364,10 +367,7 @@
" Si on prend trop peu de données en test (<10%), la mesure de performance sera peu fiable.\n",
"\n",
" Si on prend trop de données en test (>30%), on réduit trop l’ensemble d'entraînement et le modèle risque d’apprendre moins bien."
- ],
- "metadata": {
- "id": "LPIizvr8th4b"
- }
+ ]
},
{
"cell_type": "code",
@@ -381,8 +381,8 @@
},
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"Taille du jeu d'entraînement : (15172, 64, 64, 3) 15172\n",
"Taille du jeu de test : (4742, 64, 64, 3) 4742\n"
@@ -413,34 +413,34 @@
},
{
"cell_type": "markdown",
- "source": [
- "## I. Première Observation : Implémentation d'un Modèle Simple"
- ],
"metadata": {
"id": "x4TnxLl960zS"
- }
+ },
+ "source": [
+ "## I. Première Observation : Implémentation d'un Modèle Simple"
+ ]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "bmEatwHB17Kd"
+ },
"source": [
"Avant d'élaborer un grand modèle, nous commencerons par une première expérimentation avec une architecture simple.\n",
"\n",
"L'objectif ici est d'obtenir une première estimation de la performance d'un CNN minimaliste sur la classification de genre avec le dataset UTKFace.\n",
"\n",
"Cette approche permet d'identifier les améliorations pour les prochaines versions du modèle."
- ],
- "metadata": {
- "id": "bmEatwHB17Kd"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Implémentation 1"
- ],
"metadata": {
"id": "I2bOiv6-2hGz"
- }
+ },
+ "source": [
+ "### Implémentation 1"
+ ]
},
{
"cell_type": "code",
@@ -450,42 +450,26 @@
"base_uri": "https://localhost:8080/",
"height": 289
},
+ "collapsed": true,
"id": "yHtoQAKp3U32",
- "outputId": "5a7fc2a7-7335-484f-e5dd-e9fb81ed5eed",
- "collapsed": true
+ "outputId": "5a7fc2a7-7335-484f-e5dd-e9fb81ed5eed"
},
"outputs": [
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "\u001b[1mModel: \"sequential\"\u001b[0m\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1mModel: \"sequential\"\u001b[0m\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
- "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
- "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m31\u001b[0m, \u001b[38;5;34m31\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15376\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m246,032\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m17\u001b[0m │\n",
- "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
@@ -501,48 +485,64 @@
"│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">17</span> │\n",
"└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
+ "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+ "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
+ "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m62\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m31\u001b[0m, \u001b[38;5;34m31\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15376\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m246,032\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m17\u001b[0m │\n",
+ "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m246,497\u001b[0m (962.88 KB)\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">246,497</span> (962.88 KB)\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m246,497\u001b[0m (962.88 KB)\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m246,497\u001b[0m (962.88 KB)\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">246,497</span> (962.88 KB)\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m246,497\u001b[0m (962.88 KB)\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
@@ -575,6 +575,9 @@
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "CJCl-OLT74Bl"
+ },
"source": [
"Le modèle V1 a été conçu avec une architecture volontairement simple, utilisant peu de paramètres, afin de tester si une structure minimale permet déjà d’extraire suffisamment d’informations pour réaliser la classification.\n",
"\n",
@@ -588,22 +591,11 @@
"3. Couche de sortie Dense(1, activation='sigmoid') :\n",
" - Un seul neurone en sortie, car il s’agit d’une classification binaire (homme ou femme).\n",
" - L’activation sigmoïde est choisie car elle permet de produire une probabilité entre 0 et 1, ce qui est adapté aux problèmes de classification binaire.\n"
- ],
- "metadata": {
- "id": "CJCl-OLT74Bl"
- }
+ ]
},
{
"cell_type": "code",
- "source": [
- "history_v1 = model_v1.fit(\n",
- " X_train, y_train,\n",
- " validation_data=(X_val, y_val),\n",
- " epochs=10,\n",
- " batch_size=32,\n",
- " verbose=1\n",
- ")"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -612,11 +604,10 @@
"id": "LvGPGcXg6xUD",
"outputId": "fb6cab87-25b7-4993-ebd7-49191f9d61fb"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"Epoch 1/10\n",
"\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 41ms/step - accuracy: 0.7249 - loss: 0.5249 - val_accuracy: 0.8653 - val_loss: 0.3415\n",
@@ -640,32 +631,29 @@
"\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 41ms/step - accuracy: 0.9272 - loss: 0.1821 - val_accuracy: 0.8896 - val_loss: 0.2761\n"
]
}
+ ],
+ "source": [
+ "history_v1 = model_v1.fit(\n",
+ " X_train, y_train,\n",
+ " validation_data=(X_val, y_val),\n",
+ " epochs=10,\n",
+ " batch_size=32,\n",
+ " verbose=1\n",
+ ")"
]
},
{
"cell_type": "markdown",
- "source": [
- "### Analyse des métriques"
- ],
"metadata": {
"id": "in-jmVJD6O7E"
- }
+ },
+ "source": [
+ "### Analyse des métriques"
+ ]
},
{
"cell_type": "code",
- "source": [
- "# Évaluation sur le jeu de test\n",
- "\n",
- "test_loss_v1, test_acc_v1 = model_v1.evaluate(X_test, y_test, verbose=0)\n",
- "print(f\"[V1] Test accuracy: {test_acc_v1:.4f}\")\n",
- "\n",
- "# Prédictions sur le jeu de test\n",
- "y_pred_prob_v1 = model_v1.predict(X_test)\n",
- "y_pred_v1 = (y_pred_prob_v1 > 0.5).astype(\"int32\")\n",
- "\n",
- "# Rapport de classification pour le jeu de test\n",
- "print(classification_report(y_test, y_pred_v1, target_names=[\"Homme\", \"Femme\"]))"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -673,11 +661,10 @@
"id": "BuL1PPSt7xNp",
"outputId": "4e818b04-a698-4d77-ebe9-aa242ec54340"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"[V1] Test accuracy: 0.8764\n",
"\u001b[1m149/149\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step\n",
@@ -692,10 +679,26 @@
"\n"
]
}
+ ],
+ "source": [
+ "# Évaluation sur le jeu de test\n",
+ "\n",
+ "test_loss_v1, test_acc_v1 = model_v1.evaluate(X_test, y_test, verbose=0)\n",
+ "print(f\"[V1] Test accuracy: {test_acc_v1:.4f}\")\n",
+ "\n",
+ "# Prédictions sur le jeu de test\n",
+ "y_pred_prob_v1 = model_v1.predict(X_test)\n",
+ "y_pred_v1 = (y_pred_prob_v1 > 0.5).astype(\"int32\")\n",
+ "\n",
+ "# Rapport de classification pour le jeu de test\n",
+ "print(classification_report(y_test, y_pred_v1, target_names=[\"Homme\", \"Femme\"]))"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "ryCXTsIS_ji8"
+ },
"source": [
" **Métriques sur le jeu de test :**\n",
"\n",
@@ -710,25 +713,11 @@
"\n",
"\n",
"L’écart entre le rappel des deux classes montre que le modèle a un biais, possiblement dû à un déséquilibre dans les données ou à une difficulté du modèle à extraire des caractéristiques discriminantes pour la classe \"Femme\"."
- ],
- "metadata": {
- "id": "ryCXTsIS_ji8"
- }
+ ]
},
{
"cell_type": "code",
- "source": [
- "# Évaluation sur le jeu de validation\n",
- "test_loss_val, test_acc_val = model_v1.evaluate(X_val, y_val, verbose=0)\n",
- "print(f\"[V1] Validation accuracy: {test_acc_val:.4f}\")\n",
- "\n",
- "# Prédictions sur le jeu de validation\n",
- "y_pred_prob_val = model_v1.predict(X_val)\n",
- "y_pred_val = (y_pred_prob_val > 0.5).astype(\"int32\")\n",
- "\n",
- "# Rapport de classification pour le jeu de validation\n",
- "print(classification_report(y_val, y_pred_val, target_names=[\"Homme\", \"Femme\"]))"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -736,11 +725,10 @@
"id": "qO3KMv8i-4nU",
"outputId": "c3a74911-92ec-44d4-a20f-a00912b74204"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"Validation accuracy: 0.8896\n",
"\u001b[1m119/119\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 12ms/step\n",
@@ -755,10 +743,25 @@
"\n"
]
}
+ ],
+ "source": [
+ "# Évaluation sur le jeu de validation\n",
+ "test_loss_val, test_acc_val = model_v1.evaluate(X_val, y_val, verbose=0)\n",
+ "print(f\"[V1] Validation accuracy: {test_acc_val:.4f}\")\n",
+ "\n",
+ "# Prédictions sur le jeu de validation\n",
+ "y_pred_prob_val = model_v1.predict(X_val)\n",
+ "y_pred_val = (y_pred_prob_val > 0.5).astype(\"int32\")\n",
+ "\n",
+ "# Rapport de classification pour le jeu de validation\n",
+ "print(classification_report(y_val, y_pred_val, target_names=[\"Homme\", \"Femme\"]))"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "8FAmUXY6Aoa_"
+ },
"source": [
" **Métriques sur le jeu de validation :**\n",
"\n",
@@ -768,31 +771,49 @@
"On retrouve le même déséquilibre dans le rappel des classes : le modèle détecte mieux les hommes que les femmes.\n",
"\n",
"Le score F1 est équilibré, ce qui indique que les erreurs restent raisonnablement réparties malgré le léger biais observé."
- ],
- "metadata": {
- "id": "8FAmUXY6Aoa_"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Visualisations de la courbe de la fonction de perte et de l'accuracy"
- ],
"metadata": {
"id": "im4cEBHd8ao4"
- }
+ },
+ "source": [
+ "### Visualisations de la courbe de la fonction de perte et de l'accuracy"
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "Les courbes obtenues après l’entraînement du modèle V1 permettent d’évaluer la progression de l’apprentissage et d’identifier d’éventuels problèmes liés à la convergence du modèle ou à sa capacité de généralisation."
- ],
"metadata": {
"id": "6GayFRyRA0w5"
- }
+ },
+ "source": [
+ "Les courbes obtenues après l’entraînement du modèle V1 permettent d’évaluer la progression de l’apprentissage et d’identifier d’éventuels problèmes liés à la convergence du modèle ou à sa capacité de généralisation."
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 407
+ },
+ "id": "vay2vOkpAbOo",
+ "outputId": "4c679858-cd7f-4ccb-e2c4-3a51319f6157"
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1000x400 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.figure(figsize=(10,4))\n",
"\n",
@@ -816,31 +837,13 @@
"\n",
"plt.tight_layout()\n",
"plt.show()"
- ],
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 407
- },
- "id": "vay2vOkpAbOo",
- "outputId": "4c679858-cd7f-4ccb-e2c4-3a51319f6157"
- },
- "execution_count": null,
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "<Figure size 1000x400 with 2 Axes>"
- ],
- "image/png": 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\n"
- },
- "metadata": {}
- }
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "i4l9cu18BLzz"
+ },
"source": [
"- Analyse de la fonction de perte (Loss) :\n",
"La loss d’entraînement diminue de manière régulière, ce qui montre que le modèle apprend bien sur ses données d’entraînement.\n",
@@ -859,22 +862,22 @@
"Le modèle est performant sur l'entraînement, mais perd en généralisation après quelques époques.\n",
"L’instabilité de la validation loss et de la validation accuracy suggère que le modèle pourrait bénéficier de régularisation pour éviter qu’il ne s’adapte trop aux données d’entraînement.\n",
"La validation accuracy n’évolue plus après un certain point, ce qui signifie qu’un arrêt anticipé (early stopping) pourrait être pertinent pour éviter d’entraîner inutilement le modèle sur des époques supplémentaires.\n"
- ],
- "metadata": {
- "id": "i4l9cu18BLzz"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Améliorations possibles dans la version suivante "
- ],
"metadata": {
"id": "7h8SA78gCqQe"
- }
+ },
+ "source": [
+ "### Améliorations possibles dans la version suivante "
+ ]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "hcAYFABWCwZT"
+ },
"source": [
"De ce fait, nous pourrions améliorer notre modèle en :\n",
"\n",
@@ -890,93 +893,38 @@
"- Réduire le learning rate si nécessaire pour permettre un apprentissage plus progressif et éviter les oscillations de la validation loss.\n",
"\n",
"- Appliquant du data augmentation pour générer plus de diversité dans les images et éviter que le modèle ne s’adapte trop fortement aux données d'entraînement."
- ],
- "metadata": {
- "id": "hcAYFABWCwZT"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "## II. Second essai : Amélioration du premier modèle"
- ],
"metadata": {
"id": "UK29iAuIhoqO"
- }
+ },
+ "source": [
+ "## II. Second essai : Amélioration du premier modèle"
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "L'implémentation du modèle V2 repose sur l’analyse des résultats obtenus avec V1."
- ],
"metadata": {
"id": "YntGoOUJZdZh"
- }
+ },
+ "source": [
+ "L'implémentation du modèle V2 repose sur l’analyse des résultats obtenus avec V1."
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Implémentation 2"
- ],
"metadata": {
"id": "XddqjED2Foru"
- }
+ },
+ "source": [
+ "### Implémentation 2"
+ ]
},
{
"cell_type": "code",
- "source": [
- "# Définition du modèle\n",
- "def build_model_v2(input_shape=(64, 64, 3)):\n",
- " model = Sequential([\n",
- " # Data Augmentation\n",
- " Input(shape=input_shape),\n",
- " RandomFlip(\"horizontal\"),\n",
- " RandomRotation(0.1),\n",
- " RandomZoom(0.1),\n",
- "\n",
- " # Bloc 1\n",
- " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 2\n",
- " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 3\n",
- " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 4\n",
- " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " Flatten(),\n",
- "\n",
- " # Couche Dense + Dropout\n",
- " Dense(128, activation='relu'),\n",
- " BatchNormalization(),\n",
- " Dropout(0.4),\n",
- "\n",
- " # Sortie binaire (Homme/Femme)\n",
- " Dense(1, activation='sigmoid')\n",
- " ])\n",
- "\n",
- " # Compilation\n",
- " model.compile(\n",
- " optimizer=Adam(learning_rate=0.001), # LR initial\n",
- " loss='binary_crossentropy',\n",
- " metrics=['accuracy']\n",
- " )\n",
- " return model\n",
- "\n",
- "\n",
- "model_v2 = build_model_v2((64, 64, 3))\n",
- "model_v2.summary()\n"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -985,74 +933,22 @@
"id": "dhGgwldShrY3",
"outputId": "18f4129f-72f9-4086-e06d-f2b9fef2481e"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "\u001b[1mModel: \"sequential_4\"\u001b[0m\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_4\"</span>\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1mModel: \"sequential_4\"\u001b[0m\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
- "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
- "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ random_flip_3 (\u001b[38;5;33mRandomFlip\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_rotation_3 (\u001b[38;5;33mRandomRotation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_zoom_3 (\u001b[38;5;33mRandomZoom\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_15 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_13 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_16 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m128\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_14 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_17 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_15 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_18 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_16 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ flatten_4 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m262,272\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_19 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m129\u001b[0m │\n",
- "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
@@ -1103,53 +999,160 @@
"│ dense_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
"└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
"</pre>\n"
- ]
- },
- "metadata": {}
- },
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m361,313\u001b[0m (1.38 MB)\n"
- ],
- "text/html": [
- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">361,313</span> (1.38 MB)\n",
- "</pre>\n"
- ]
- },
- "metadata": {}
- },
- {
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- "data": {
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- "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m360,577\u001b[0m (1.38 MB)\n"
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- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">360,577</span> (1.38 MB)\n",
- "</pre>\n"
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- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">736</span> (2.88 KB)\n",
- "</pre>\n"
- ]
- },
- "metadata": {}
+ "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
+ "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+ "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
+ "│ random_flip_3 (\u001b[38;5;33mRandomFlip\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_rotation_3 (\u001b[38;5;33mRandomRotation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_zoom_3 (\u001b[38;5;33mRandomZoom\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_15 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_13 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_16 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m128\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_14 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_17 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_15 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_18 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_16 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ flatten_4 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m262,272\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_19 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m129\u001b[0m │\n",
+ "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">361,313</span> (1.38 MB)\n",
+ "</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m361,313\u001b[0m (1.38 MB)\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">360,577</span> (1.38 MB)\n",
+ "</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m360,577\u001b[0m (1.38 MB)\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">736</span> (2.88 KB)\n",
+ "</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m736\u001b[0m (2.88 KB)\n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
+ ],
+ "source": [
+ "# Définition du modèle\n",
+ "def build_model_v2(input_shape=(64, 64, 3)):\n",
+ " model = Sequential([\n",
+ " # Data Augmentation\n",
+ " Input(shape=input_shape),\n",
+ " RandomFlip(\"horizontal\"),\n",
+ " RandomRotation(0.1),\n",
+ " RandomZoom(0.1),\n",
+ "\n",
+ " # Bloc 1\n",
+ " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 2\n",
+ " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 3\n",
+ " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 4\n",
+ " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " Flatten(),\n",
+ "\n",
+ " # Couche Dense + Dropout\n",
+ " Dense(128, activation='relu'),\n",
+ " BatchNormalization(),\n",
+ " Dropout(0.4),\n",
+ "\n",
+ " # Sortie binaire (Homme/Femme)\n",
+ " Dense(1, activation='sigmoid')\n",
+ " ])\n",
+ "\n",
+ " # Compilation\n",
+ " model.compile(\n",
+ " optimizer=Adam(learning_rate=0.001), # LR initial\n",
+ " loss='binary_crossentropy',\n",
+ " metrics=['accuracy']\n",
+ " )\n",
+ " return model\n",
+ "\n",
+ "\n",
+ "model_v2 = build_model_v2((64, 64, 3))\n",
+ "model_v2.summary()\n"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "6m3ooAkbZpcm"
+ },
"source": [
"- Contrairement à V1, V2 introduit une phase de prétraitement des images directement dans le modèle avec des transformations aléatoires :\n",
" - RandomFlip(\"horizontal\") : Simule des variations en retournant aléatoirement les images.\n",
@@ -1170,39 +1173,11 @@
" 0.4 signifie que 40 % des neurones sont désactivés aléatoirement à chaque passage, renforçant ainsi la généralisation du modèle.\n",
"\n",
"- Augmentation du nombre de neurones dans la couche dense (128)"
- ],
- "metadata": {
- "id": "6m3ooAkbZpcm"
- }
+ ]
},
{
"cell_type": "code",
- "source": [
- "# Callbacks: EarlyStopping + ReduceLROnPlateau\n",
- "\n",
- "early_stopping = EarlyStopping(\n",
- " monitor='val_loss',\n",
- " patience=8,\n",
- " restore_best_weights=True\n",
- ")\n",
- "\n",
- "reduce_lr = ReduceLROnPlateau(\n",
- " monitor='val_loss', # Surveille la val_loss\n",
- " factor=0.5, # Divise le LR par 2\n",
- " patience=3, # Après 3 époques sans amélioration\n",
- " min_lr=1e-5 # LR plancher\n",
- ")\n",
- "\n",
- "\n",
- "history_v2 = model_v2.fit(\n",
- " X_train, y_train,\n",
- " validation_data=(X_val, y_val),\n",
- " epochs=50, # Nombre max d'époques\n",
- " batch_size=32,\n",
- " verbose=1,\n",
- " callbacks=[early_stopping, reduce_lr]\n",
- ")"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -1211,11 +1186,10 @@
"id": "thgT4OxPFBsc",
"outputId": "82519a74-89e7-4292-c91a-1c5a64febfae"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"Epoch 1/50\n",
"\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 148ms/step - accuracy: 0.6921 - loss: 0.6470 - val_accuracy: 0.6447 - val_loss: 0.6273 - learning_rate: 0.0010\n",
@@ -1297,31 +1271,46 @@
"\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m80s\u001b[0m 143ms/step - accuracy: 0.9248 - loss: 0.1798 - val_accuracy: 0.9101 - val_loss: 0.2131 - learning_rate: 1.5625e-05\n"
]
}
+ ],
+ "source": [
+ "# Callbacks: EarlyStopping + ReduceLROnPlateau\n",
+ "\n",
+ "early_stopping = EarlyStopping(\n",
+ " monitor='val_loss',\n",
+ " patience=8,\n",
+ " restore_best_weights=True\n",
+ ")\n",
+ "\n",
+ "reduce_lr = ReduceLROnPlateau(\n",
+ " monitor='val_loss', # Surveille la val_loss\n",
+ " factor=0.5, # Divise le LR par 2\n",
+ " patience=3, # Après 3 époques sans amélioration\n",
+ " min_lr=1e-5 # LR plancher\n",
+ ")\n",
+ "\n",
+ "\n",
+ "history_v2 = model_v2.fit(\n",
+ " X_train, y_train,\n",
+ " validation_data=(X_val, y_val),\n",
+ " epochs=50, # Nombre max d'époques\n",
+ " batch_size=32,\n",
+ " verbose=1,\n",
+ " callbacks=[early_stopping, reduce_lr]\n",
+ ")"
]
},
{
"cell_type": "markdown",
- "source": [
- "### Analyse des métriques"
- ],
"metadata": {
"id": "nJD1YwCJFs08"
- }
+ },
+ "source": [
+ "### Analyse des métriques"
+ ]
},
{
"cell_type": "code",
- "source": [
- "# Évaluation sur le jeu de test\n",
- "test_loss_v2, test_acc_v2 = model_v2.evaluate(X_test, y_test, verbose=0)\n",
- "print(f\"[V2] Test accuracy: {test_acc_v2:.4f}\")\n",
- "\n",
- "# Prédictions sur le jeu de test\n",
- "y_pred_prob_v2 = model_v2.predict(X_test)\n",
- "y_pred_v2 = (y_pred_prob_v2 > 0.5).astype(\"int32\")\n",
- "\n",
- "# Rapport de classification pour le jeu de test\n",
- "print(classification_report(y_test, y_pred_v2, target_names=[\"Homme\", \"Femme\"]))"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -1329,11 +1318,10 @@
"id": "HV0pLdYdGSpR",
"outputId": "0b87b847-8321-439a-bcf6-0b52d313b1fa"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"[V2] Test accuracy: 0.9142\n",
"\u001b[1m149/149\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 33ms/step\n",
@@ -1348,33 +1336,34 @@
"\n"
]
}
+ ],
+ "source": [
+ "# Évaluation sur le jeu de test\n",
+ "test_loss_v2, test_acc_v2 = model_v2.evaluate(X_test, y_test, verbose=0)\n",
+ "print(f\"[V2] Test accuracy: {test_acc_v2:.4f}\")\n",
+ "\n",
+ "# Prédictions sur le jeu de test\n",
+ "y_pred_prob_v2 = model_v2.predict(X_test)\n",
+ "y_pred_v2 = (y_pred_prob_v2 > 0.5).astype(\"int32\")\n",
+ "\n",
+ "# Rapport de classification pour le jeu de test\n",
+ "print(classification_report(y_test, y_pred_v2, target_names=[\"Homme\", \"Femme\"]))"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "Dlvx4_mQe-G1"
+ },
"source": [
"L’accuracy du test est passée de 87.64 % (V1) à 91.42 % (V2), soit une amélioration de près de 4 %. L’accuracy en validation suit également cette progression, montrant que le modèle V2 généralise mieux que V1.\n",
"\n",
"L’augmentation du nombre de couches et l’utilisation de Batch Normalization semblent avoir stabilisé l’apprentissage, tandis que l’ajout de Dropout et de l’Early Stopping a permis de limiter le surapprentissage."
- ],
- "metadata": {
- "id": "Dlvx4_mQe-G1"
- }
+ ]
},
{
"cell_type": "code",
- "source": [
- "# Évaluation sur le jeu de validation\n",
- "test_loss_val, test_acc_val = model_v2.evaluate(X_val, y_val, verbose=0)\n",
- "print(f\"[V2] Validation accuracy: {test_acc_val:.4f}\")\n",
- "\n",
- "# Prédictions sur le jeu de validation\n",
- "y_pred_prob_val = model_v2.predict(X_val)\n",
- "y_pred_val = (y_pred_prob_val > 0.5).astype(\"int32\")\n",
- "\n",
- "# Rapport de classification pour le jeu de validation\n",
- "print(classification_report(y_val, y_pred_val, target_names=[\"Homme\", \"Femme\"]))"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -1382,11 +1371,10 @@
"id": "R1GDy7YYGGf-",
"outputId": "f421bfeb-5728-4ae8-edcd-0dcdeddffea8"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"[V2] Validation accuracy: 0.9125\n",
"\u001b[1m119/119\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 37ms/step\n",
@@ -1401,10 +1389,25 @@
"\n"
]
}
+ ],
+ "source": [
+ "# Évaluation sur le jeu de validation\n",
+ "test_loss_val, test_acc_val = model_v2.evaluate(X_val, y_val, verbose=0)\n",
+ "print(f\"[V2] Validation accuracy: {test_acc_val:.4f}\")\n",
+ "\n",
+ "# Prédictions sur le jeu de validation\n",
+ "y_pred_prob_val = model_v2.predict(X_val)\n",
+ "y_pred_val = (y_pred_prob_val > 0.5).astype(\"int32\")\n",
+ "\n",
+ "# Rapport de classification pour le jeu de validation\n",
+ "print(classification_report(y_val, y_pred_val, target_names=[\"Homme\", \"Femme\"]))"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "6UHsDSo9fLJi"
+ },
"source": [
"Contrairement à V1, où l’équilibre entre les classes était légèrement biaisé en faveur des hommes, V2 montre des scores parfaitement équilibrés entre les classes \"Homme\" et \"Femme\".\n",
"\n",
@@ -1412,22 +1415,40 @@
"\n",
"La précision des deux classes est maintenant symétrique (0.91-0.92), ce qui signifie que le modèle fait aussi bien pour identifier un homme qu’une femme.\n",
"\n"
- ],
- "metadata": {
- "id": "6UHsDSo9fLJi"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Visualisations de la courbe de la fonction de perte et de l'accuracy"
- ],
"metadata": {
"id": "tv-7opVcF3W0"
- }
+ },
+ "source": [
+ "### Visualisations de la courbe de la fonction de perte et de l'accuracy"
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 407
+ },
+ "id": "b6r6JdXFFc-s",
+ "outputId": "7b488e89-6a4c-4def-c1d4-51438ad08181"
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1000x400 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.figure(figsize=(10,4))\n",
"\n",
@@ -1451,31 +1472,13 @@
"\n",
"plt.tight_layout()\n",
"plt.show()"
- ],
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 407
- },
- "id": "b6r6JdXFFc-s",
- "outputId": "7b488e89-6a4c-4def-c1d4-51438ad08181"
- },
- "execution_count": null,
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "<Figure size 1000x400 with 2 Axes>"
- ],
- "image/png": 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\n"
- },
- "metadata": {}
- }
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "RYGtLqgdkmgJ"
+ },
"source": [
"La loss d’entraînement diminue progressivement, sans oscillations excessives.\n",
"\n",
@@ -1489,22 +1492,22 @@
"L’accuracy d’entraînement et de validation sont très proches, signe que le modèle généralise bien sans apprendre excessivement les données d’entraînement.\n",
"\n",
"L’accuracy de validation dépasse légèrement celle de l’entraînement à certaines époques, ce qui peut être dû aux effets du Dropout et de la régularisation, qui rendent le modèle plus robuste sur des données non vues."
- ],
- "metadata": {
- "id": "RYGtLqgdkmgJ"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "## III. Adaptation du Modèle à une Résolution de 128×128"
- ],
"metadata": {
"id": "zzor8VEsdZ7f"
- }
+ },
+ "source": [
+ "## III. Adaptation du Modèle à une Résolution de 128×128"
+ ]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "X2IgsqzunRhC"
+ },
"source": [
"Dans le cadre d'une potentielle amélioration du modèle, nous avons testé un redimensionnement des images en 128×128 au lieu de 64×64.\n",
"\n",
@@ -1529,37 +1532,39 @@
"\n",
" - Utiliser le prefetching et le batching, afin d’optimiser la rapidité du pipeline.\n",
"\n"
- ],
- "metadata": {
- "id": "X2IgsqzunRhC"
- }
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "AIu1cth8dZlI"
+ },
+ "outputs": [],
"source": [
"IMG_HEIGHT = 128\n",
"IMG_WIDTH = 128\n",
"BATCH_SIZE = 32\n",
"TEST_SIZE = 0.2\n",
"VAL_SIZE = 0.2"
- ],
- "metadata": {
- "id": "AIu1cth8dZlI"
- },
- "execution_count": null,
- "outputs": []
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Prétraitement des images et chargement des fichiers"
- ],
"metadata": {
"id": "ZD2y0BKSpQpi"
- }
+ },
+ "source": [
+ "### Prétraitement des images et chargement des fichiers"
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "wVC5-zfWeHlr"
+ },
+ "outputs": [],
"source": [
"# --- PRÉTRAITEMENT D'UNE IMAGE ---\n",
"def preprocess_image(image_path, label):\n",
@@ -1571,15 +1576,27 @@
" image = tf.image.resize(image, (IMG_HEIGHT, IMG_WIDTH)) # Resize en 128*128\n",
" image = image / 255.0 # Normalisation entre [0,1]\n",
" return image, label"
- ],
- "metadata": {
- "id": "wVC5-zfWeHlr"
- },
- "execution_count": null,
- "outputs": []
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "lAUEk3zpojLb",
+ "outputId": "34d7476b-be6e-481e-9a4d-1c7d6d2b99a4"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Nombre total d'images : 23708\n"
+ ]
+ }
+ ],
"source": [
"# --- CHARGEMENT DES FICHIERS ---\n",
"file_paths = []\n",
@@ -1602,36 +1619,38 @@
"labels = np.array(labels)\n",
"\n",
"print(f\"Nombre total d'images : {len(file_paths)}\")\n"
- ],
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "WH7CSJgQowsb"
+ },
+ "source": [
+ "### Division du jeu de données"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
- "id": "lAUEk3zpojLb",
- "outputId": "34d7476b-be6e-481e-9a4d-1c7d6d2b99a4"
+ "id": "HfRrONVIon5e",
+ "outputId": "ebea2c51-2526-48b6-ae15-6c4a45c4ae63"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
- "Nombre total d'images : 23708\n"
+ "Taille du jeu d'entraînement : 15172\n",
+ "Taille du jeu de validation : 3794\n",
+ "Taille du jeu de test : 4742\n"
]
}
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "### Division du jeu de données"
],
- "metadata": {
- "id": "WH7CSJgQowsb"
- }
- },
- {
- "cell_type": "code",
"source": [
"# --- SPLIT TRAIN / TEST / VALIDATION ---\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
@@ -1651,38 +1670,24 @@
"print(f\"Taille du jeu d'entraînement : {len(X_train)}\")\n",
"print(f\"Taille du jeu de validation : {len(X_val)}\")\n",
"print(f\"Taille du jeu de test : {len(X_test)}\")\n"
- ],
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "HfRrONVIon5e",
- "outputId": "ebea2c51-2526-48b6-ae15-6c4a45c4ae63"
- },
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Taille du jeu d'entraînement : 15172\n",
- "Taille du jeu de validation : 3794\n",
- "Taille du jeu de test : 4742\n"
- ]
- }
]
},
{
"cell_type": "markdown",
- "source": [
- "### Création des datasets tf"
- ],
"metadata": {
"id": "mTsSvGQGo0YT"
- }
+ },
+ "source": [
+ "### Création des datasets tf"
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "eOaciUJZotr6"
+ },
+ "outputs": [],
"source": [
"# --- CRÉATION DES DATASETS TF ---\n",
"def create_tf_dataset(X, y, batch_size=BATCH_SIZE):\n",
@@ -1694,80 +1699,20 @@
"train_dataset = create_tf_dataset(X_train, y_train)\n",
"val_dataset = create_tf_dataset(X_val, y_val)\n",
"test_dataset = create_tf_dataset(X_test, y_test)\n"
- ],
- "metadata": {
- "id": "eOaciUJZotr6"
- },
- "execution_count": null,
- "outputs": []
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Implémentation 3"
- ],
"metadata": {
"id": "VB0_QMvZpcVF"
- }
+ },
+ "source": [
+ "### Implémentation 3"
+ ]
},
{
"cell_type": "code",
- "source": [
- "def build_model_v3(input_shape=(IMG_HEIGHT, IMG_WIDTH, 3)):\n",
- " model = Sequential([\n",
- " # Data Augmentation\n",
- " Input(shape=input_shape),\n",
- " RandomFlip(\"horizontal\"),\n",
- " RandomRotation(0.1),\n",
- " RandomZoom(0.1),\n",
- "\n",
- " # Bloc 1\n",
- " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 2\n",
- " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 3\n",
- " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 4\n",
- " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 5\n",
- " Conv2D(256, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " Flatten(),\n",
- "\n",
- " # Couche Dense + Dropout\n",
- " Dense(256, activation='relu'),\n",
- " BatchNormalization(),\n",
- " Dropout(0.5),\n",
- "\n",
- " # Sortie binaire (Homme/Femme)\n",
- " Dense(1, activation='sigmoid')\n",
- " ])\n",
- "\n",
- " # Compilation\n",
- " model.compile(\n",
- " optimizer=Adam(learning_rate=0.001), # LR initial\n",
- " loss='binary_crossentropy',\n",
- " metrics=['accuracy']\n",
- " )\n",
- " return model\n",
- "\n",
- "model_v3 = build_model_v3((IMG_HEIGHT, IMG_WIDTH, 3))\n",
- "model_v3.summary()"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
@@ -1776,81 +1721,22 @@
"id": "iFbhk8keeWyF",
"outputId": "62c5ab81-28d0-424e-d05c-b18f2e93befd"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "\u001b[1mModel: \"sequential_6\"\u001b[0m\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_6\"</span>\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1mModel: \"sequential_6\"\u001b[0m\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
- "text/plain": [
- "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
- "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
- "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ random_flip_5 (\u001b[38;5;33mRandomFlip\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_rotation_5 (\u001b[38;5;33mRandomRotation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_zoom_5 (\u001b[38;5;33mRandomZoom\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_26 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_22 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_27 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m128\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_23 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_24 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_28 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_24 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_25 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_29 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_25 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_26 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m295,168\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_30 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_26 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ flatten_6 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4096\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_12 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,048,832\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_31 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │\n",
- "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dropout_5 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
- "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_13 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m257\u001b[0m │\n",
- "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
- ],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
@@ -1908,77 +1794,168 @@
"│ dense_13 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">257</span> │\n",
"└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
"</pre>\n"
+ ],
+ "text/plain": [
+ "â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
+ "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+ "┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
+ "│ random_flip_5 (\u001b[38;5;33mRandomFlip\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_rotation_5 (\u001b[38;5;33mRandomRotation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_zoom_5 (\u001b[38;5;33mRandomZoom\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_26 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_22 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_27 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m128\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_23 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_24 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_28 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_24 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_25 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_29 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_25 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ conv2d_26 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m295,168\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_30 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_26 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ flatten_6 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4096\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dense_12 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,048,832\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ batch_normalization_31 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dropout_5 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ dense_13 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m257\u001b[0m │\n",
+ "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
]
},
- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "output_type": "display_data",
"data": {
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"</pre>\n"
+ ],
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+ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,444,705\u001b[0m (5.51 MB)\n"
]
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- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
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{
- "output_type": "display_data",
"data": {
- "text/plain": [
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"</pre>\n"
+ ],
+ "text/plain": [
+ "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,443,201\u001b[0m (5.51 MB)\n"
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- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
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+ ],
+ "text/plain": [
+ "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m1,504\u001b[0m (5.88 KB)\n"
]
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- "metadata": {}
+ "metadata": {},
+ "output_type": "display_data"
}
+ ],
+ "source": [
+ "def build_model_v3(input_shape=(IMG_HEIGHT, IMG_WIDTH, 3)):\n",
+ " model = Sequential([\n",
+ " # Data Augmentation\n",
+ " Input(shape=input_shape),\n",
+ " RandomFlip(\"horizontal\"),\n",
+ " RandomRotation(0.1),\n",
+ " RandomZoom(0.1),\n",
+ "\n",
+ " # Bloc 1\n",
+ " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 2\n",
+ " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 3\n",
+ " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 4\n",
+ " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 5\n",
+ " Conv2D(256, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " Flatten(),\n",
+ "\n",
+ " # Couche Dense + Dropout\n",
+ " Dense(256, activation='relu'),\n",
+ " BatchNormalization(),\n",
+ " Dropout(0.5),\n",
+ "\n",
+ " # Sortie binaire (Homme/Femme)\n",
+ " Dense(1, activation='sigmoid')\n",
+ " ])\n",
+ "\n",
+ " # Compilation\n",
+ " model.compile(\n",
+ " optimizer=Adam(learning_rate=0.001), # LR initial\n",
+ " loss='binary_crossentropy',\n",
+ " metrics=['accuracy']\n",
+ " )\n",
+ " return model\n",
+ "\n",
+ "model_v3 = build_model_v3((IMG_HEIGHT, IMG_WIDTH, 3))\n",
+ "model_v3.summary()"
]
},
{
"cell_type": "code",
- "source": [
- "# --- CALLBACKS ---\n",
- "early_stopping = EarlyStopping(\n",
- " monitor='val_loss',\n",
- " patience=5,\n",
- " restore_best_weights=True\n",
- ")\n",
- "\n",
- "reduce_lr = ReduceLROnPlateau(\n",
- " monitor='val_loss',\n",
- " factor=0.5,\n",
- " patience=5,\n",
- " min_lr=1e-5\n",
- ")\n",
- "\n",
- "# --- ENTRAÃŽNEMENT ---\n",
- "history_v3 = model_v3.fit(\n",
- " train_dataset, # On utilise tf.data.Dataset\n",
- " validation_data=val_dataset, # Dataset de validation\n",
- " epochs=50,\n",
- " verbose=1,\n",
- " callbacks=[early_stopping, reduce_lr]\n",
- ")\n"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -1986,11 +1963,10 @@
"id": "L6uV8910qU68",
"outputId": "abf8475e-6e74-40dd-e6b5-bf94660f869f"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"Epoch 1/50\n",
"\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m378s\u001b[0m 787ms/step - accuracy: 0.7022 - loss: 0.6864 - val_accuracy: 0.7483 - val_loss: 0.5096 - learning_rate: 0.0010\n",
@@ -2036,46 +2012,56 @@
"\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m342s\u001b[0m 720ms/step - accuracy: 0.9119 - loss: 0.2084 - val_accuracy: 0.8951 - val_loss: 0.2594 - learning_rate: 0.0010\n"
]
}
+ ],
+ "source": [
+ "# --- CALLBACKS ---\n",
+ "early_stopping = EarlyStopping(\n",
+ " monitor='val_loss',\n",
+ " patience=5,\n",
+ " restore_best_weights=True\n",
+ ")\n",
+ "\n",
+ "reduce_lr = ReduceLROnPlateau(\n",
+ " monitor='val_loss',\n",
+ " factor=0.5,\n",
+ " patience=5,\n",
+ " min_lr=1e-5\n",
+ ")\n",
+ "\n",
+ "# --- ENTRAÃŽNEMENT ---\n",
+ "history_v3 = model_v3.fit(\n",
+ " train_dataset, # On utilise tf.data.Dataset\n",
+ " validation_data=val_dataset, # Dataset de validation\n",
+ " epochs=50,\n",
+ " verbose=1,\n",
+ " callbacks=[early_stopping, reduce_lr]\n",
+ ")\n"
]
},
{
"cell_type": "markdown",
- "source": [
- "### Analyse des métriques"
- ],
"metadata": {
"id": "_GgawPG0rDF6"
- }
+ },
+ "source": [
+ "### Analyse des métriques"
+ ]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "L8Y2fhwdGp0a"
+ },
"source": [
"L’objectif de V3 était d'observer l’impact de l’augmentation de la résolution des images (128×128) et de la nouvelle méthode de gestion des images sur les performances du modèle.\n",
"\n",
"\n",
"Cette version est comparée à V2 (64×64) afin d’observer les éventuelles améliorations en termes de précision, de généralisation et de stabilité de l’apprentissage."
- ],
- "metadata": {
- "id": "L8Y2fhwdGp0a"
- }
+ ]
},
{
"cell_type": "code",
- "source": [
- "# --- ÉVALUATION SUR LE TEST SET ---\n",
- "test_loss_v3, test_acc_v3 = model_v3.evaluate(test_dataset, verbose=0)\n",
- "print(f\"[V3] Test accuracy: {test_acc_v3:.4f}\")\n",
- "\n",
- "# --- PRÉDICTIONS SUR LE TEST SET ---\n",
- "y_pred_prob_v3 = model_v3.predict(test_dataset)\n",
- "y_pred_v3 = (y_pred_prob_v3 > 0.5).astype(\"int32\")\n",
- "\n",
- "# Récupération des vraies étiquettes du test set\n",
- "y_true_v3 = np.concatenate([y for _, y in test_dataset], axis=0)\n",
- "\n",
- "# Rapport de classification pour le jeu de test\n",
- "print(classification_report(y_true_v3, y_pred_v3, target_names=[\"Homme\", \"Femme\"]))\n"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -2083,11 +2069,10 @@
"id": "9Vf2xuFvqnqJ",
"outputId": "9dc8d344-1a8d-4ff9-967d-e43e75fea019"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"[V3] Test accuracy: 0.9062\n",
"\u001b[1m149/149\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 149ms/step\n",
@@ -2102,10 +2087,28 @@
"\n"
]
}
+ ],
+ "source": [
+ "# --- ÉVALUATION SUR LE TEST SET ---\n",
+ "test_loss_v3, test_acc_v3 = model_v3.evaluate(test_dataset, verbose=0)\n",
+ "print(f\"[V3] Test accuracy: {test_acc_v3:.4f}\")\n",
+ "\n",
+ "# --- PRÉDICTIONS SUR LE TEST SET ---\n",
+ "y_pred_prob_v3 = model_v3.predict(test_dataset)\n",
+ "y_pred_v3 = (y_pred_prob_v3 > 0.5).astype(\"int32\")\n",
+ "\n",
+ "# Récupération des vraies étiquettes du test set\n",
+ "y_true_v3 = np.concatenate([y for _, y in test_dataset], axis=0)\n",
+ "\n",
+ "# Rapport de classification pour le jeu de test\n",
+ "print(classification_report(y_true_v3, y_pred_v3, target_names=[\"Homme\", \"Femme\"]))\n"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "Ad7ms1_5G1-B"
+ },
"source": [
"L’accuracy du test a légèrement diminué de 91.42 % (V2) à 90.62 % (V3), tandis que celle de validation a également baissé d’environ 1.2 %.\n",
"\n",
@@ -2113,28 +2116,11 @@
"\n",
"La résolution 64×64 capturait déjà suffisamment d’informations pour la classification, et la montée en 128×128 n’a pas ajouté de valeur discriminante.\n",
"La montée en résolution a augmenté la complexité du modèle, mais sans un gain clair en termes de généralisation."
- ],
- "metadata": {
- "id": "Ad7ms1_5G1-B"
- }
+ ]
},
{
"cell_type": "code",
- "source": [
- "# --- ÉVALUATION SUR LE VALIDATION SET ---\n",
- "val_loss_v3, val_acc_v3 = model_v3.evaluate(val_dataset, verbose=0)\n",
- "print(f\"[V3] Validation accuracy: {val_acc_v3:.4f}\")\n",
- "\n",
- "# --- PRÉDICTIONS SUR LE VALIDATION SET ---\n",
- "y_pred_prob_val_v3 = model_v3.predict(val_dataset)\n",
- "y_pred_val_v3 = (y_pred_prob_val_v3 > 0.5).astype(\"int32\")\n",
- "\n",
- "# Récupération des vraies étiquettes du validation set\n",
- "y_true_val_v3 = np.concatenate([y for _, y in val_dataset], axis=0)\n",
- "\n",
- "# Rapport de classification pour le jeu de validation\n",
- "print(classification_report(y_true_val_v3, y_pred_val_v3, target_names=[\"Homme\", \"Femme\"]))"
- ],
+ "execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
@@ -2142,11 +2128,10 @@
"id": "EolP29CtrITN",
"outputId": "8e1a5304-3992-4a6a-f162-6538019ef76f"
},
- "execution_count": null,
"outputs": [
{
- "output_type": "stream",
"name": "stdout",
+ "output_type": "stream",
"text": [
"[V3] Validation accuracy: 0.9006\n",
"\u001b[1m119/119\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 145ms/step\n",
@@ -2161,32 +2146,68 @@
"\n"
]
}
+ ],
+ "source": [
+ "# --- ÉVALUATION SUR LE VALIDATION SET ---\n",
+ "val_loss_v3, val_acc_v3 = model_v3.evaluate(val_dataset, verbose=0)\n",
+ "print(f\"[V3] Validation accuracy: {val_acc_v3:.4f}\")\n",
+ "\n",
+ "# --- PRÉDICTIONS SUR LE VALIDATION SET ---\n",
+ "y_pred_prob_val_v3 = model_v3.predict(val_dataset)\n",
+ "y_pred_val_v3 = (y_pred_prob_val_v3 > 0.5).astype(\"int32\")\n",
+ "\n",
+ "# Récupération des vraies étiquettes du validation set\n",
+ "y_true_val_v3 = np.concatenate([y for _, y in val_dataset], axis=0)\n",
+ "\n",
+ "# Rapport de classification pour le jeu de validation\n",
+ "print(classification_report(y_true_val_v3, y_pred_val_v3, target_names=[\"Homme\", \"Femme\"]))"
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "cKdWpfH8HFSv"
+ },
"source": [
"Les scores montrent une légère baisse du rappel pour la classe \"Homme\" dans V3 (de 0.92 à 0.90), tandis que la précision de la classe \"Femme\" diminue également légèrement (de 0.91 à 0.89).\n",
"\n",
"Ces changements indiquent que le modèle V3, composé de couches et paramètres plus importants, a plus de difficultés à identifier correctement certaines classes par rapport à V2.\n",
"\n",
"Il n'y a pas d'amélioration.\n"
- ],
- "metadata": {
- "id": "cKdWpfH8HFSv"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "### Visualisations de la courbe de la fonction de perte et de l'accuracy"
- ],
"metadata": {
"id": "r-4iSKFuGjNC"
- }
+ },
+ "source": [
+ "### Visualisations de la courbe de la fonction de perte et de l'accuracy"
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 407
+ },
+ "id": "3mqS6oMFfVBV",
+ "outputId": "ababf710-998f-44a1-8fbd-efba6729931f"
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 1000x400 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.figure(figsize=(10,4))\n",
"\n",
@@ -2210,31 +2231,13 @@
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
- ],
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 407
- },
- "id": "3mqS6oMFfVBV",
- "outputId": "ababf710-998f-44a1-8fbd-efba6729931f"
- },
- "execution_count": null,
- "outputs": [
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "<Figure size 1000x400 with 2 Axes>"
- ],
- "image/png": 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\n"
- },
- "metadata": {}
- }
]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "XgQF8-bpH-ul"
+ },
"source": [
"Fonction de Perte (Loss)\n",
"\n",
@@ -2248,22 +2251,22 @@
"L’accuracy d’entraînement et de validation suivent une trajectoire similaire, bien que l’accuracy de validation fluctue davantage que dans V2.\n",
"\n",
"À partir de la 10ᵉ époque, l’accuracy de validation cesse de progresser, ce qui peut indiquer que le modèle ne bénéficie pas autant de l'augmentation de la résolution."
- ],
- "metadata": {
- "id": "XgQF8-bpH-ul"
- }
+ ]
},
{
"cell_type": "markdown",
- "source": [
- "#Conclusion"
- ],
"metadata": {
"id": "nyw3d2o6IfbB"
- }
+ },
+ "source": [
+ "# Conclusion"
+ ]
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "4xBAksX0IiL6"
+ },
"source": [
"L’amélioration du modèle V3 n’a pas entraîné une augmentation des performances, contrairement aux attentes. La montée en résolution à 128×128 ne semble pas apporter de bénéfice pour la tâche de classification de genre avec ce modèle.\n",
"\n",
@@ -2273,31 +2276,29 @@
"Cette v3 montre que l’augmentation de la résolution ne garantit pas une amélioration automatique des performances.\n",
"\n",
"Par conséquent, nous sauvegarderons le modèle v2 pour entamer les questions suviantes, sur Gradio et HuggingFace."
- ],
- "metadata": {
- "id": "4xBAksX0IiL6"
- }
+ ]
},
{
"cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "5JTu1SUkJRmh"
+ },
+ "outputs": [],
"source": [
"model_v2.save(\"model_v2_Q1.keras\")\n",
"\n",
"from google.colab import files\n",
"files.download(\"model_v2_Q1.keras\")"
- ],
- "metadata": {
- "id": "5JTu1SUkJRmh"
- },
- "execution_count": null,
- "outputs": []
+ ]
}
],
"metadata": {
+ "accelerator": "GPU",
"colab": {
+ "gpuType": "T4",
"provenance": [],
- "toc_visible": true,
- "gpuType": "T4"
+ "toc_visible": true
},
"kernelspec": {
"display_name": "Python 3",
@@ -2305,9 +2306,8 @@
},
"language_info": {
"name": "python"
- },
- "accelerator": "GPU"
+ }
},
"nbformat": 4,
"nbformat_minor": 0
-}
\ No newline at end of file
+}
diff --git a/Model2.ipynb b/Model2.ipynb
index 110205398740ca6000c34be953792407f2c1f0ff..ea5298c1fbe88c26204b260cee1e1850c18af444 100644
--- a/Model2.ipynb
+++ b/Model2.ipynb
@@ -1,22 +1,14 @@
{
- "nbformat": 4,
- "nbformat_minor": 0,
- "metadata": {
- "colab": {
- "provenance": [],
- "toc_visible": true,
- "gpuType": "T4"
- },
- "kernelspec": {
- "name": "python3",
- "display_name": "Python 3"
- },
- "language_info": {
- "name": "python"
- },
- "accelerator": "GPU"
- },
"cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#Classification d’âge avec une Approche de Régression"
+ ],
+ "metadata": {
+ "id": "aTryE0ABUTcR"
+ }
+ },
{
"cell_type": "code",
"execution_count": 1,
@@ -25,7 +17,7 @@
"base_uri": "https://localhost:8080/"
},
"id": "XBytl6aJHuS5",
- "outputId": "8b5cae04-42f9-4c61-9483-cc049f2f9b15"
+ "outputId": "4f4faded-175f-4497-c726-ade516e9359f"
},
"outputs": [
{
@@ -43,71 +35,111 @@
},
{
"cell_type": "code",
- "source": [
- "!unzip -qq \"/content/drive/MyDrive/UTKFace.zip\" -d \"/content/UTKFace\""
- ],
+ "execution_count": 2,
"metadata": {
"id": "cbGOH7OBHwPv"
},
- "execution_count": 2,
- "outputs": []
+ "outputs": [],
+ "source": [
+ "!unzip -qq \"/content/drive/MyDrive/UTKFace.zip\" -d \"/content/UTKFace\""
+ ]
},
{
"cell_type": "code",
+ "execution_count": 72,
+ "metadata": {
+ "id": "i5O8QF2NHzW_"
+ },
+ "outputs": [],
"source": [
+ "# Importation\n",
"import os\n",
- "import cv2\n",
+ "import random\n",
"import numpy as np\n",
+ "import pandas as pd\n",
+ "import cv2\n",
+ "import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
+ "\n",
+ "# TensorFlow et Keras\n",
"import tensorflow as tf\n",
"from tensorflow import keras\n",
- "from tensorflow.keras import layers\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.metrics import classification_report\n",
- "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau\n",
- "from sklearn.metrics import mean_absolute_error, accuracy_score\n",
- "import random\n",
- "import matplotlib.pyplot as plt\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import (\n",
" Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization,\n",
- " Input, RandomFlip, RandomRotation, RandomZoom\n",
+ " Input, RandomFlip, RandomRotation, RandomZoom, GlobalAveragePooling2D\n",
")\n",
"from tensorflow.keras.optimizers import Adam\n",
- "from sklearn.metrics import classification_report\n",
- "from tensorflow.keras.preprocessing.image import ImageDataGenerator # Import ImageDataGenerator\n",
- "from tensorflow.keras.losses import Huber\n",
- "import pandas as pd\n",
- "import keras\n"
- ],
+ "from tensorflow.keras.callbacks import (\n",
+ " EarlyStopping, ModelCheckpoint, ReduceLROnPlateau\n",
+ ")\n",
+ "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
+ "\n",
+ "# Importation de scikit-learn\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.metrics import classification_report, mean_absolute_error, accuracy_score"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
"metadata": {
- "id": "i5O8QF2NHzW_"
+ "id": "0FSAIAIMH0zR"
},
- "execution_count": 3,
- "outputs": []
+ "outputs": [],
+ "source": [
+ "DATA_DIR = \"/content/UTKFace/UTKFace\""
+ ]
},
{
"cell_type": "code",
"source": [
- "DATA_DIR = \"/content/UTKFace/UTKFace\""
+ "#Redimensionnement\n",
+ "IMG_HEIGHT = 64\n",
+ "IMG_WIDTH = 64"
],
"metadata": {
- "id": "0FSAIAIMH0zR"
+ "id": "KTKzm7ZGc1-K"
},
- "execution_count": 4,
+ "execution_count": 8,
"outputs": []
},
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "MxNbsO35H2rj"
+ },
+ "source": [
+ "## Extraction des âges"
+ ]
+ },
{
"cell_type": "markdown",
"source": [
- "# Répartition des âges"
+ "L’objectif de cette étape est de préparer les données du dataset UTKFace afin d’entraîner un modèle de régression qui prédira l’âge des individus à partir de leurs images faciales.\n",
+ "\n",
+ "Contrairement à une classification binaire (comme la distinction homme/femme), il s’agit ici d’une prédiction continue de l’âge, qui sera ensuite convertie en classes d’âges pour l’évaluation.\n",
+ "\n",
+ "Avant d’entraîner le modèle, il est important de comprendre comment les âges sont répartis dans le dataset.\n",
+ "\n",
+ "Les images du dataset UTKFace sont nommées sous la forme \"âge_genre_ethnie_dateNaiss.jpg\".\n",
+ "\n",
+ "\n",
+ "La première information dans le nom de fichier est l’âge de la personne sur la photo.\n",
+ "\n",
+ "La première partie du code extrait donc l’âge à partir du nom du fichier :"
],
"metadata": {
- "id": "MxNbsO35H2rj"
+ "id": "bqc48rxIVbQ_"
}
},
{
"cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "id": "165-E_DAIEeC"
+ },
+ "outputs": [],
"source": [
"# Extraction des âges depuis le nom des fichiers\n",
"ages = []\n",
@@ -116,8 +148,42 @@
" age = int(filename.split(\"_\")[0]) # Extraction de l'âge (1ère partie du nom de fichier)\n",
" ages.append(age)\n",
" except ValueError:\n",
- " pass # Ignorer les fichiers mal formatés\n",
+ " pass # Ignorer les fichiers mal formatés\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Ce code parcourt tous les fichiers du dataset et extrait l’âge,\n",
+ "ignore les fichiers mal formatés qui pourraient ne pas contenir l’information d’âge sous le bon format et stocke les âges dans une liste pour une analyse statistique."
+ ],
+ "metadata": {
+ "id": "kx1pJg5FWofH"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Visualisation sur la répartition des âges"
+ ],
+ "metadata": {
+ "id": "3eI7sQljV9t6"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Une fois la liste des âges extraite, un histogramme est généré pour observer la distribution des âges dans le dataset.\n",
"\n",
+ "L’analyse de la distribution des âges dans le dataset UTKFace met en évidence plusieurs difficultés potentielles qui peuvent impacter la performance du modèle de régression :"
+ ],
+ "metadata": {
+ "id": "f47PlP-vWzPL"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
"# Création de l'histogramme\n",
"plt.figure(figsize=(10, 5))\n",
"plt.hist(ages, bins=30, color=\"royalblue\", edgecolor=\"black\", alpha=0.7)\n",
@@ -129,17 +195,17 @@
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"\n",
"# Affichage\n",
- "plt.show()\n"
+ "plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 496
},
- "id": "165-E_DAIEeC",
- "outputId": "06e4abc1-9db8-41c3-8f29-a9109253fb76"
+ "id": "vUyOc0qBV6Rx",
+ "outputId": "d6d53d34-1581-45c1-b3a8-350c33d8bbbd"
},
- "execution_count": 5,
+ "execution_count": 7,
"outputs": [
{
"output_type": "display_data",
@@ -156,44 +222,72 @@
{
"cell_type": "markdown",
"source": [
- "L'un des principaux défis de ce modèle est la distribution déséquilibrée des âges dans le dataset.\n",
- "\n",
- "L'histogramme montre une concentration d'images autour de 20 ans, tandis que les extrêmes (0-3 ans et 80+ ans) sont sous-représentés.\n",
- "\n",
- "Cela risque d'entraîner un biais du modèle en faveur des classes d'âge majoritaires, réduisant ainsi sa capacité à bien généraliser sur les tranches d'âge moins fréquentes.\n",
- "\n",
- "Ensuite, le choix de la régression pour prédire un âge exact représente un défi supplémentaire. La variabilité de l’âge et la difficulté à obtenir une prédiction précise augmentent le risque d'erreurs élevées (ex. confondre un individu de 30 ans avec un de 50 ans est plus problématique que de prédire 10 ans au lieu de 12).\n",
- "\n",
- "Enfin, un dernier point à ne pas négliger est la présence de biais dans le dataset, notamment liés au sexe et à l’ethnie, pouvant affecter la capacité du modèle à généraliser sur différentes populations."
+ "Dans l'histogramme ci-joint, il est possible d’observer une forte concentration d’images autour des jeunes adultes (environ 20 ans), tandis que les âges plus élevés sont moins représentés. Cette répartition peut influencer l’apprentissage du modèle, car celui-ci risque d’être moins performant pour les classes sous-représentées (ex. les personnes âgées)."
],
"metadata": {
- "id": "ug9LMaXRIIhz"
+ "id": "vn4NYC4rW4mm"
}
},
{
"cell_type": "markdown",
+ "metadata": {
+ "id": "ug9LMaXRIIhz"
+ },
"source": [
- "# Traitement des images"
- ],
+ "Par ailleurs, Les âges du dataset sont fournis à partir des noms des fichiers et peuvent ne pas être parfaitement fiables.\n",
+ "\n",
+ "En effet, un âge biologique ne correspond pas toujours à un âge visuel, certaines personnes paraissant plus jeunes ou plus âgées que leur âge réel.\n",
+ "\n",
+ "De plus, il est difficile pour un modèle de capturer des indices précis pour différencier un âge de 30 ans et un âge de 32 ans, car les différences physiques sont souvent faibles.\n",
+ "\n",
+ "Les facteurs externes (lumière, expressions faciales, maquillage, qualité d’image) peuvent influencer la perception de l’âge et perturber les prédictions.\n",
+ "\n",
+ "UTKFace contient également des informations sur le genre et l’origine ethnique des individus.\n",
+ "\n",
+ "Si certaines catégories d’âges sont sur-représentées par un certain groupe démographique, le modèle pourrait apprendre des biais non désirés : Le modèle pourrait associer des caractéristiques spécifiques (ex. couleur de peau, traits du visage) à certaines tranches d’âges, ce qui introduirait un biais dans la prédiction.\n",
+ "\n",
+ "Une faible diversité dans les âges élevés pourrait limiter la capacité du modèle à généraliser sur différentes populations."
+ ]
+ },
+ {
+ "cell_type": "markdown",
"metadata": {
"id": "Rv2pW5zzJB3C"
- }
+ },
+ "source": [
+ "## Chargement et Prétraitement des Images"
+ ]
},
{
- "cell_type": "code",
+ "cell_type": "markdown",
"source": [
- "#Redimensionnement\n",
- "IMG_HEIGHT = 64\n",
- "IMG_WIDTH = 64"
+ "Une fois les âges extraits, les images doivent être chargées et préparées pour l’entraînement du modèle.\n",
+ "\n"
],
"metadata": {
- "id": "JRMWRmNQIHev"
- },
- "execution_count": 6,
- "outputs": []
+ "id": "3XCh5JK0ZKqC"
+ }
},
{
"cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "czFLskjLJHOk",
+ "outputId": "8f335397-4a7c-4095-971f-65139f34226c"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Nombre d'images chargées : 23708\n",
+ "Dimension de X : (23708, 64, 64, 3) Dimension de y : (23708,)\n"
+ ]
+ }
+ ],
"source": [
"def load_data_age(data_dir=DATA_DIR, img_size=(64,64)):\n",
" X = []\n",
@@ -225,8 +319,45 @@
"\n",
"X, y = load_data_age(DATA_DIR, (IMG_HEIGHT, IMG_WIDTH))\n",
"print(\"Nombre d'images chargées :\", len(X))\n",
- "print(\"Dimension de X :\", X.shape, \"Dimension de y :\", y.shape)\n",
+ "print(\"Dimension de X :\", X.shape, \"Dimension de y :\", y.shape)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Ce code effectue:\n",
"\n",
+ "- Un chargement de chaque image du dataset en lisant son chemin d’accès.\n",
+ "- Une extraction de l’âge à partir du nom du fichier.\n",
+ "- Une conversion des images en format RGB, (car cv2.imread() charge les images en BGR par défaut.)\n",
+ "- Un redimensionnement en 64×64 pixels, afin de réduire la taille mémoire et uniformiser les entrées du modèle.\n",
+ "- Une normalisation des pixels entre [0,1], pour faciliter l’entraînement et accélère la convergence."
+ ],
+ "metadata": {
+ "id": "vDkDe-1KcjOI"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Division du jeu de données"
+ ],
+ "metadata": {
+ "id": "Ap4mDb3vcsds"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Une fois les images et leurs âges récupérés, le dataset est divisé en trois parties :"
+ ],
+ "metadata": {
+ "id": "YzCQZS9KdVv5"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
"# Split Train / Val / Test\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y,\n",
@@ -247,17 +378,15 @@
"colab": {
"base_uri": "https://localhost:8080/"
},
- "id": "czFLskjLJHOk",
- "outputId": "4df9b528-2a90-4d2e-b34e-ececd7dea1dd"
+ "id": "J5Zc28FAclrW",
+ "outputId": "ae2977e2-69e6-4dc2-d0d0-926fe73b6390"
},
- "execution_count": 7,
+ "execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
- "Nombre d'images chargées : 23708\n",
- "Dimension de X : (23708, 64, 64, 3) Dimension de y : (23708,)\n",
"Taille du jeu d'entraînement : (15172, 64, 64, 3) 15172\n",
"Taille du jeu de validation : (3794, 64, 64, 3) 3794\n",
"Taille du jeu de test : (4742, 64, 64, 3) 4742\n"
@@ -268,146 +397,113 @@
{
"cell_type": "markdown",
"source": [
- "# Définition des tranches d'âges"
+ "- L’entraînement permet au modèle d’apprendre sur une grande quantité de données.\n",
+ "- La validation permet d’ajuster l’entraînement et de détecter si le modèle commence à mémoriser les données (surapprentissage).\n",
+ "- Le test est une évaluation finale sur un ensemble de données non utilisées, afin de mesurer la généralisation du modèle."
],
+ "metadata": {
+ "id": "H5L-TWLoclcS"
+ }
+ },
+ {
+ "cell_type": "markdown",
"metadata": {
"id": "0tb9a9kPJUT4"
+ },
+ "source": [
+ "## Définition des tranches d'âges"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Bien que le modèle entraîne une régression continue pour prédire l’âge exact, l’évaluation sera effectuée en classant les prédictions dans des tranches d’âges, conformément aux consignes de la SAE."
+ ],
+ "metadata": {
+ "id": "Pbd0gqsfgUoZ"
}
},
{
"cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "id": "-3wBldPlJULY"
+ },
+ "outputs": [],
"source": [
"# Définition des Tranches d'Âge\n",
"age_brackets = [\n",
" (0,3), (4,9), (10,19), (20,29), (30,39),\n",
" (40,49), (50,59), (60,69), (70,79), (80,116)\n",
"]"
- ],
- "metadata": {
- "id": "-3wBldPlJULY"
- },
- "execution_count": 8,
- "outputs": []
+ ]
},
{
"cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "id": "uiJ2zhPnL4R9"
+ },
+ "outputs": [],
"source": [
"def bracket_index(age):\n",
" for i, (low, high) in enumerate(age_brackets):\n",
" if low <= age <= high:\n",
" return i\n",
" return None"
- ],
- "metadata": {
- "id": "uiJ2zhPnL4R9"
- },
- "execution_count": 9,
- "outputs": []
+ ]
},
{
"cell_type": "markdown",
"source": [
- "# V1"
+ "En effet, les erreurs en régression peuvent être trop pénalisantes si le modèle prédit un âge légèrement incorrect (ex. 21 ans au lieu de 22 ans).\n",
+ "\n",
+ "Ainsi, en regroupant les âges en catégories cohérentes, on réduit l’impact des erreurs."
],
"metadata": {
- "id": "3BsCtz5GL78w"
+ "id": "3J-PuvEMgc1j"
}
},
{
"cell_type": "markdown",
- "source": [
- "Dans cette première version ci-dessous, nous adoptons une approche par régression pour prédire l’âge à partir des images, conformément à la consigne : le réseau utilise une seule sortie (Dense(1)) et une loss adaptée (ici Huber, qui est moins sensible aux outliers qu’une MSE classique). En réalité, il s'agit du même modèle utilisé pour la question précédente à quelques excpetions près afin de correspondre aux exigences.\n",
- "\n",
- "À chaque époque, on surveille la Mean Absolute Error (MAE) pour vérifier la précision moyenne en années. On ajoute également de la data augmentation au début du réseau (flip, rotation, zoom), puis des blocs convolutionnels (16, 32, 64, 128 filtres) avec BatchNormalization et MaxPooling.\n",
- "\n",
- "Après l’entraînement, on transforme chaque prédiction d’âge en classe (ex. 0–10, 11–20, etc.) afin de mesurer également l’accuracy par tranches, comme demandé.\n",
- "\n",
- "Pour chaque version du modèle, on affiche des courbes (scatter plot de l’âge réel vs. prédit, histogramme de l’erreur, etc.) afin de visualiser la dispersion des prédictions et diagnostiquer la performance."
- ],
"metadata": {
- "id": "Vs48UZrZMAau"
- }
+ "id": "3BsCtz5GL78w"
+ },
+ "source": [
+ "# Implémentation 1"
+ ]
},
{
- "cell_type": "code",
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Vs48UZrZMAau"
+ },
"source": [
- "# Modèle de la première consigne, adapté pour la régression d'âge\n",
+ "L’approche effectuée pour cette seconde partie repose sur une adaptation du modèle V2, utilisé précédemment pour la classification du genre.\n",
"\n",
- "def build_model_age_v1(input_shape=(64,64,3)):\n",
- " model = Sequential([\n",
- " # Data Augmentation\n",
- " Input(shape=input_shape),\n",
- " RandomFlip(\"horizontal\"),\n",
- " RandomRotation(0.1),\n",
- " RandomZoom(0.1),\n",
+ "Le modèle de classification a été modifié pour fonctionner en régression, c'est-à -dire qu'il prédit une valeur continue (l'âge).\n",
"\n",
- " # Bloc 1\n",
- " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
+ "Le modèle ne prédit plus une probabilité de classe (sigmoid), mais une valeur continue représentant l'âge.\n",
"\n",
- " # Bloc 2\n",
- " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
"\n",
- " # Bloc 3\n",
- " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " # Bloc 4\n",
- " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
- "\n",
- " Flatten(),\n",
- "\n",
- " Dense(128, activation='relu'),\n",
- " BatchNormalization(),\n",
- " Dropout(0.4),\n",
- "\n",
- " # Sortie régression => 1 neurone (pas de sigmoid)\n",
- " Dense(1)\n",
- " ])\n",
- "\n",
- " # Compilation : Huber comme loss, et on surveille la MAE\n",
- " model.compile(\n",
- " optimizer=Adam(learning_rate=0.001),\n",
- " loss=Huber(),\n",
- " metrics=['mae']\n",
- " )\n",
- " return model\n",
- "\n",
- "model_v1 = build_model_age_v1((IMG_HEIGHT, IMG_WIDTH, 3))\n",
- "model_v1.summary()\n",
- "\n",
- "\n",
- "# Callbacks: EarlyStopping + ReduceLROnPlateau\n",
+ "La dernière couche contient un seul neurone sans activation (Dense(1)).\n",
"\n",
- "early_stopping = EarlyStopping(\n",
- " monitor='val_loss',\n",
- " patience=7,\n",
- " restore_best_weights=True\n",
- ")\n",
+ "La Mean Absolute Error (MAE) est utilisée, comme suggéré dans la consigne.\n",
"\n",
- "reduce_lr = ReduceLROnPlateau(\n",
- " monitor='val_loss',\n",
- " factor=0.5,\n",
- " patience=3,\n",
- " min_lr=1e-5\n",
- ")\n",
- "\n"
- ],
+ "Pour comparer les performances du modèle, les âges prédits seront convertis en classes d’âges définies et évalués via l’accuracy."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 849
},
"id": "pjsNUt-XOUYx",
- "outputId": "e650f842-4606-4b6e-87e1-2ecaf2e20fbb"
+ "outputId": "d4a908dd-029f-4f15-a956-2be7c9880482"
},
- "execution_count": 12,
"outputs": [
{
"output_type": "display_data",
@@ -568,470 +664,647 @@
},
"metadata": {}
}
+ ],
+ "source": [
+ "# Modèle CNN pour la régression d'âge basé sur la V1\n",
+ "\n",
+ "def build_model_age_v1(input_shape=(64, 64, 3)):\n",
+ " model = Sequential([\n",
+ " # Data Augmentation\n",
+ " Input(shape=input_shape),\n",
+ " RandomFlip(\"horizontal\"),\n",
+ " RandomRotation(0.1),\n",
+ " RandomZoom(0.1),\n",
+ "\n",
+ " # Bloc 1\n",
+ " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 2\n",
+ " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 3\n",
+ " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 4\n",
+ " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " Flatten(),\n",
+ "\n",
+ " Dense(128, activation='relu'),\n",
+ " BatchNormalization(),\n",
+ " Dropout(0.4),\n",
+ "\n",
+ " # Sortie régression => 1 neurone (pas d'activation)\n",
+ " Dense(1)\n",
+ " ])\n",
+ "\n",
+ " # Compilation : Utilisation de MAE comme fonction de perte pour la régression\n",
+ " model.compile(\n",
+ " optimizer=Adam(learning_rate=0.001),\n",
+ " loss='mae', # Mean Absolute Error pour la régression\n",
+ " metrics=['mae']\n",
+ " )\n",
+ " return model\n",
+ "\n",
+ "# Instanciation du modèle\n",
+ "model_v1 = build_model_age_v1((IMG_HEIGHT, IMG_WIDTH, 3))\n",
+ "model_v1.summary()"
]
},
{
- "cell_type": "code",
+ "cell_type": "markdown",
"source": [
- "# Entraînement\n",
- "\n",
- "history_v1 = model_v1.fit(\n",
- " X_train, y_train,\n",
- " validation_data=(X_val, y_val),\n",
- " epochs=50,\n",
- " batch_size=32,\n",
- " verbose=1,\n",
- " callbacks=[early_stopping, reduce_lr]\n",
- ")\n"
+ "Ici, aucune activation (sigmoid ou softmax) n’est appliquée, car l’objectif est de prédire une valeur numérique et non une classe."
],
+ "metadata": {
+ "id": "cUehF0Cf0SDe"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lz6jd9YXOpn5",
- "outputId": "c4b00bfe-53b6-4ec2-cab1-0dac9ec9f9ec"
+ "outputId": "d187f045-7d0e-4d6e-a664-d7732bf76309"
},
- "execution_count": 15,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m117s\u001b[0m 246ms/step - loss: 9.3980 - mae: 9.8853 - val_loss: 8.7227 - val_mae: 9.2102 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 273ms/step - loss: 29.4102 - mae: 29.4102 - val_loss: 12.2430 - val_mae: 12.2430 - learning_rate: 0.0010\n",
"Epoch 2/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m112s\u001b[0m 237ms/step - loss: 9.0250 - mae: 9.5119 - val_loss: 8.5413 - val_mae: 9.0248 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 239ms/step - loss: 12.6700 - mae: 12.6700 - val_loss: 12.3550 - val_mae: 12.3550 - learning_rate: 0.0010\n",
"Epoch 3/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 293ms/step - loss: 8.6375 - mae: 9.1236 - val_loss: 9.4656 - val_mae: 9.9539 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 244ms/step - loss: 11.6142 - mae: 11.6142 - val_loss: 9.8625 - val_mae: 9.8625 - learning_rate: 0.0010\n",
"Epoch 4/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m111s\u001b[0m 228ms/step - loss: 8.4198 - mae: 8.9046 - val_loss: 8.3268 - val_mae: 8.8122 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m156s\u001b[0m 273ms/step - loss: 10.6106 - mae: 10.6106 - val_loss: 11.6403 - val_mae: 11.6403 - learning_rate: 0.0010\n",
"Epoch 5/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m148s\u001b[0m 240ms/step - loss: 8.5140 - mae: 8.9990 - val_loss: 9.9742 - val_mae: 10.4622 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m127s\u001b[0m 267ms/step - loss: 10.0847 - mae: 10.0847 - val_loss: 8.9926 - val_mae: 8.9926 - learning_rate: 0.0010\n",
"Epoch 6/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 235ms/step - loss: 8.2505 - mae: 8.7366 - val_loss: 6.9971 - val_mae: 7.4780 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m131s\u001b[0m 245ms/step - loss: 9.6378 - mae: 9.6378 - val_loss: 10.5826 - val_mae: 10.5826 - learning_rate: 0.0010\n",
"Epoch 7/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 225ms/step - loss: 8.3124 - mae: 8.7971 - val_loss: 7.0737 - val_mae: 7.5556 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 239ms/step - loss: 9.2769 - mae: 9.2769 - val_loss: 8.0161 - val_mae: 8.0161 - learning_rate: 0.0010\n",
"Epoch 8/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 235ms/step - loss: 7.9588 - mae: 8.4431 - val_loss: 6.6946 - val_mae: 7.1750 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 243ms/step - loss: 9.0056 - mae: 9.0056 - val_loss: 8.4451 - val_mae: 8.4451 - learning_rate: 0.0010\n",
"Epoch 9/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m150s\u001b[0m 251ms/step - loss: 7.8700 - mae: 8.3559 - val_loss: 6.9904 - val_mae: 7.4714 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m114s\u001b[0m 240ms/step - loss: 8.9729 - mae: 8.9729 - val_loss: 8.9231 - val_mae: 8.9231 - learning_rate: 0.0010\n",
"Epoch 10/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m129s\u001b[0m 224ms/step - loss: 7.8177 - mae: 8.3028 - val_loss: 8.2781 - val_mae: 8.7619 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 248ms/step - loss: 8.8195 - mae: 8.8195 - val_loss: 8.1517 - val_mae: 8.1517 - learning_rate: 0.0010\n",
"Epoch 11/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 236ms/step - loss: 7.8240 - mae: 8.3084 - val_loss: 8.2852 - val_mae: 8.7707 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 237ms/step - loss: 8.5411 - mae: 8.5411 - val_loss: 7.3510 - val_mae: 7.3510 - learning_rate: 5.0000e-04\n",
"Epoch 12/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 223ms/step - loss: 7.4248 - mae: 7.9085 - val_loss: 6.8916 - val_mae: 7.3721 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m112s\u001b[0m 235ms/step - loss: 8.2853 - mae: 8.2853 - val_loss: 7.3160 - val_mae: 7.3160 - learning_rate: 5.0000e-04\n",
"Epoch 13/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 238ms/step - loss: 7.3519 - mae: 7.8350 - val_loss: 6.5325 - val_mae: 7.0146 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 245ms/step - loss: 8.2217 - mae: 8.2217 - val_loss: 7.4821 - val_mae: 7.4821 - learning_rate: 5.0000e-04\n",
"Epoch 14/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 223ms/step - loss: 7.3831 - mae: 7.8666 - val_loss: 6.7419 - val_mae: 7.2229 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m115s\u001b[0m 242ms/step - loss: 8.1241 - mae: 8.1241 - val_loss: 7.5356 - val_mae: 7.5356 - learning_rate: 5.0000e-04\n",
"Epoch 15/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 232ms/step - loss: 7.2282 - mae: 7.7117 - val_loss: 7.1977 - val_mae: 7.6824 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 238ms/step - loss: 8.1956 - mae: 8.1956 - val_loss: 7.1307 - val_mae: 7.1307 - learning_rate: 5.0000e-04\n",
"Epoch 16/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 221ms/step - loss: 7.2031 - mae: 7.6860 - val_loss: 7.7789 - val_mae: 8.2632 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 237ms/step - loss: 7.9708 - mae: 7.9708 - val_loss: 7.1315 - val_mae: 7.1315 - learning_rate: 5.0000e-04\n",
"Epoch 17/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m110s\u001b[0m 232ms/step - loss: 7.0502 - mae: 7.5327 - val_loss: 6.8510 - val_mae: 7.3336 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 237ms/step - loss: 7.9825 - mae: 7.9825 - val_loss: 6.9967 - val_mae: 6.9967 - learning_rate: 5.0000e-04\n",
"Epoch 18/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 221ms/step - loss: 7.1555 - mae: 7.6384 - val_loss: 6.7355 - val_mae: 7.2171 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m149s\u001b[0m 251ms/step - loss: 7.8704 - mae: 7.8704 - val_loss: 7.1182 - val_mae: 7.1182 - learning_rate: 5.0000e-04\n",
"Epoch 19/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 222ms/step - loss: 6.9858 - mae: 7.4689 - val_loss: 6.3684 - val_mae: 6.8496 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 239ms/step - loss: 8.0065 - mae: 8.0065 - val_loss: 6.8797 - val_mae: 6.8797 - learning_rate: 5.0000e-04\n",
"Epoch 20/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 222ms/step - loss: 7.0191 - mae: 7.5013 - val_loss: 6.3066 - val_mae: 6.7879 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m116s\u001b[0m 245ms/step - loss: 7.9859 - mae: 7.9859 - val_loss: 7.4661 - val_mae: 7.4661 - learning_rate: 5.0000e-04\n",
"Epoch 21/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 222ms/step - loss: 6.9433 - mae: 7.4277 - val_loss: 6.2447 - val_mae: 6.7258 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 244ms/step - loss: 7.8637 - mae: 7.8637 - val_loss: 7.0396 - val_mae: 7.0396 - learning_rate: 5.0000e-04\n",
"Epoch 22/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 227ms/step - loss: 6.9376 - mae: 7.4212 - val_loss: 7.0916 - val_mae: 7.5731 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 239ms/step - loss: 7.7924 - mae: 7.7924 - val_loss: 7.1534 - val_mae: 7.1534 - learning_rate: 5.0000e-04\n",
"Epoch 23/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m111s\u001b[0m 235ms/step - loss: 6.7821 - mae: 7.2643 - val_loss: 6.8159 - val_mae: 7.2988 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 239ms/step - loss: 7.7658 - mae: 7.7658 - val_loss: 7.2321 - val_mae: 7.2321 - learning_rate: 2.5000e-04\n",
"Epoch 24/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 222ms/step - loss: 6.7966 - mae: 7.2796 - val_loss: 6.1606 - val_mae: 6.6409 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 241ms/step - loss: 7.6996 - mae: 7.6996 - val_loss: 6.9241 - val_mae: 6.9241 - learning_rate: 2.5000e-04\n",
"Epoch 25/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 232ms/step - loss: 6.7789 - mae: 7.2618 - val_loss: 6.3094 - val_mae: 6.7919 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 242ms/step - loss: 7.5869 - mae: 7.5869 - val_loss: 7.0385 - val_mae: 7.0385 - learning_rate: 2.5000e-04\n",
"Epoch 26/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 222ms/step - loss: 6.8124 - mae: 7.2946 - val_loss: 6.5725 - val_mae: 7.0530 - learning_rate: 2.5000e-04\n",
- "Epoch 27/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 225ms/step - loss: 6.7990 - mae: 7.2820 - val_loss: 7.6412 - val_mae: 8.1262 - learning_rate: 2.5000e-04\n",
- "Epoch 28/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 222ms/step - loss: 6.7042 - mae: 7.1861 - val_loss: 6.2487 - val_mae: 6.7292 - learning_rate: 1.2500e-04\n",
- "Epoch 29/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m111s\u001b[0m 234ms/step - loss: 6.7447 - mae: 7.2279 - val_loss: 6.2903 - val_mae: 6.7703 - learning_rate: 1.2500e-04\n",
- "Epoch 30/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 218ms/step - loss: 6.7767 - mae: 7.2602 - val_loss: 6.0807 - val_mae: 6.5609 - learning_rate: 1.2500e-04\n",
- "Epoch 31/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 222ms/step - loss: 6.7774 - mae: 7.2591 - val_loss: 6.1671 - val_mae: 6.6461 - learning_rate: 1.2500e-04\n",
- "Epoch 32/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 219ms/step - loss: 6.5367 - mae: 7.0176 - val_loss: 6.4824 - val_mae: 6.9620 - learning_rate: 1.2500e-04\n",
- "Epoch 33/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 230ms/step - loss: 6.5140 - mae: 6.9962 - val_loss: 6.0580 - val_mae: 6.5373 - learning_rate: 1.2500e-04\n",
- "Epoch 34/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 218ms/step - loss: 6.6013 - mae: 7.0831 - val_loss: 6.4931 - val_mae: 6.9747 - learning_rate: 1.2500e-04\n",
- "Epoch 35/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 222ms/step - loss: 6.6245 - mae: 7.1072 - val_loss: 6.1784 - val_mae: 6.6602 - learning_rate: 1.2500e-04\n",
- "Epoch 36/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 222ms/step - loss: 6.6563 - mae: 7.1375 - val_loss: 6.0834 - val_mae: 6.5632 - learning_rate: 1.2500e-04\n",
- "Epoch 37/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 223ms/step - loss: 6.6274 - mae: 7.1099 - val_loss: 6.2665 - val_mae: 6.7472 - learning_rate: 6.2500e-05\n",
- "Epoch 38/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 219ms/step - loss: 6.6049 - mae: 7.0874 - val_loss: 6.1300 - val_mae: 6.6091 - learning_rate: 6.2500e-05\n",
- "Epoch 39/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m149s\u001b[0m 235ms/step - loss: 6.4793 - mae: 6.9612 - val_loss: 5.8951 - val_mae: 6.3742 - learning_rate: 6.2500e-05\n",
- "Epoch 40/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 239ms/step - loss: 6.6180 - mae: 7.1001 - val_loss: 5.9392 - val_mae: 6.4181 - learning_rate: 6.2500e-05\n",
- "Epoch 41/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m109s\u001b[0m 230ms/step - loss: 6.5945 - mae: 7.0772 - val_loss: 5.9884 - val_mae: 6.4668 - learning_rate: 6.2500e-05\n",
- "Epoch 42/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m112s\u001b[0m 235ms/step - loss: 6.6084 - mae: 7.0911 - val_loss: 5.8665 - val_mae: 6.3451 - learning_rate: 6.2500e-05\n",
- "Epoch 43/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 235ms/step - loss: 6.4244 - mae: 6.9055 - val_loss: 6.0428 - val_mae: 6.5203 - learning_rate: 6.2500e-05\n",
- "Epoch 44/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 241ms/step - loss: 6.7527 - mae: 7.2350 - val_loss: 6.1241 - val_mae: 6.6034 - learning_rate: 6.2500e-05\n",
- "Epoch 45/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 221ms/step - loss: 6.6139 - mae: 7.0951 - val_loss: 6.0173 - val_mae: 6.4959 - learning_rate: 6.2500e-05\n",
- "Epoch 46/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m108s\u001b[0m 228ms/step - loss: 6.5114 - mae: 6.9944 - val_loss: 5.9222 - val_mae: 6.4004 - learning_rate: 3.1250e-05\n",
- "Epoch 47/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 221ms/step - loss: 6.5931 - mae: 7.0752 - val_loss: 6.1641 - val_mae: 6.6443 - learning_rate: 3.1250e-05\n",
- "Epoch 48/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m150s\u001b[0m 238ms/step - loss: 6.4485 - mae: 6.9302 - val_loss: 6.0391 - val_mae: 6.5179 - learning_rate: 3.1250e-05\n",
- "Epoch 49/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m134s\u001b[0m 222ms/step - loss: 6.4038 - mae: 6.8855 - val_loss: 6.0356 - val_mae: 6.5140 - learning_rate: 1.5625e-05\n"
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 241ms/step - loss: 7.4992 - mae: 7.4992 - val_loss: 7.5485 - val_mae: 7.5485 - learning_rate: 1.2500e-04\n"
]
}
+ ],
+ "source": [
+ "# Callbacks: EarlyStopping + ReduceLROnPlateau\n",
+ "\n",
+ "early_stopping = EarlyStopping(\n",
+ " monitor='val_loss',\n",
+ " patience=7,\n",
+ " restore_best_weights=True\n",
+ ")\n",
+ "\n",
+ "reduce_lr = ReduceLROnPlateau(\n",
+ " monitor='val_loss',\n",
+ " factor=0.5,\n",
+ " patience=3,\n",
+ " min_lr=1e-5\n",
+ ")\n",
+ "\n",
+ "# Entraînement\n",
+ "\n",
+ "history_v1 = model_v1.fit(\n",
+ " X_train, y_train,\n",
+ " validation_data=(X_val, y_val),\n",
+ " epochs=50,\n",
+ " batch_size=32,\n",
+ " verbose=1,\n",
+ " callbacks=[early_stopping, reduce_lr]\n",
+ ")\n"
]
},
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Analyse des métriques"
+ ],
+ "metadata": {
+ "id": "qM7hyyFA5Qh9"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Dans cette partie, nous avons choisis de visualiser le jeu de validation pour surveiller l’apprentissage et éviter l’overfitting ainsi que le jeu test pour mesurer la vraie performance du modèle sur des données non vues.\n",
+ "\n",
+ "Le jeu d'entraînement est utilisé pour ajuster les paramètres du modèle.\n",
+ "Les performances sur train ne sont pas représentatives de la capacité du modèle à généraliser.\n",
+ "Une très bonne performance sur train ne signifie pas nécessairement que le modèle fonctionne bien sur des données inconnues."
+ ],
+ "metadata": {
+ "id": "KXamqBnmG-1x"
+ }
+ },
{
"cell_type": "code",
"source": [
- "# Évaluation du modèle sur l'ensemble de test\n",
+ "# Évaluation sur le jeu de TEST\n",
"test_loss_v1, test_mae_v1 = model_v1.evaluate(X_test, y_test, verbose=0)\n",
- "print(f\"[V1] Test Loss (Huber): {test_loss_v1:.4f}\")\n",
- "print(f\"[V1] Test MAE : {test_mae_v1:.4f}\")\n",
- "\n",
- "plt.figure(figsize=(10,4))\n",
- "\n",
- "# Courbe de la Loss (Erreur Huber)\n",
- "plt.subplot(1,2,1)\n",
- "plt.plot(history_v1.history['loss'], label='Train Loss') # Erreur sur les données d'entraînement\n",
- "plt.plot(history_v1.history['val_loss'], label='Val Loss') # Erreur sur les données de validation\n",
- "plt.xlabel('Époques')\n",
- "plt.ylabel('Loss (Huber)')\n",
- "plt.legend()\n",
- "plt.title('[V1] Training & Validation Loss')\n",
+ "print(f\"[V1] Test Loss (MAE): {test_loss_v1:.4f}\")\n",
"\n",
- "# Courbe de la MAE (Erreur Moyenne Absolue)\n",
- "plt.subplot(1,2,2)\n",
- "plt.plot(history_v1.history['mae'], label='Train MAE') # MAE sur les données d'entraînement\n",
- "plt.plot(history_v1.history['val_mae'], label='Val MAE') # MAE sur les données de validation\n",
- "plt.xlabel('Époques')\n",
- "plt.ylabel('MAE')\n",
- "plt.legend()\n",
- "plt.title('[V1] Training & Validation MAE')\n",
- "\n",
- "plt.tight_layout() # Ajuste automatiquement l'espacement des subplots\n",
- "plt.show()\n",
- "\n",
- "\n",
- "# Prédiction des âges pour l'ensemble de test\n",
- "y_pred_v1 = model_v1.predict(X_test).flatten()\n",
- "\n",
- "# Graphique en nuage de points\n",
- "plt.figure(figsize=(6,6))\n",
- "plt.scatter(y_test, y_pred_v1, alpha=0.3, color='steelblue', edgecolor='k') # Points des prédictions\n",
- "plt.plot([0,120],[0,120], color='red', linestyle='--', linewidth=2) # Diagonale\n",
- "plt.xlabel(\"Âge réel\")\n",
- "plt.ylabel(\"Âge prédit\")\n",
- "plt.title(\"[V1] Comparaison Âge Réel vs. Âge Prédit (Test)\")\n",
- "plt.xlim([0,120])\n",
- "plt.ylim([0,120])\n",
- "plt.show()\n",
- "\n",
- "# Calcul de l'erreur de prédiction (différence entre âge prédit et âge réel)\n",
- "errors_v1 = y_pred_v1 - y_test\n",
- "\n",
- "# Histogramme de la distribution des erreurs\n",
- "plt.figure(figsize=(8,5))\n",
- "plt.hist(errors_v1, bins=50, range=(-50,50), alpha=0.7, color='skyblue', edgecolor='black')\n",
- "plt.axvline(0, color='red', linestyle='--', linewidth=2) # Ligne rouge à zéro (aucune erreur)\n",
- "plt.title(\"[V1] Distribution de l'Erreur (Âge Prédit - Âge Réel)\")\n",
- "plt.xlabel(\"Erreur (années)\")\n",
- "plt.ylabel(\"Nombre d'exemples\")\n",
- "plt.show()\n",
- "\n",
- "# Conversion des âges prédits en catégories\n",
- "y_pred_brackets_v1 = [bracket_index(int(round(age_pred))) for age_pred in y_pred_v1]\n",
- "\n",
- "# Conversion des âges réels en catégories\n",
+ "# Conversion des âges prédits en catégories (tranches d'âge) pour TEST\n",
+ "y_pred_v1_test = model_v1.predict(X_test).flatten()\n",
+ "y_pred_brackets_v1_test = [bracket_index(int(round(age_pred))) for age_pred in y_pred_v1_test]\n",
"y_test_brackets_v1 = [bracket_index(int(age_true)) for age_true in y_test]\n",
"\n",
- "# Suppression des valeurs None (âges hors tranches définies)\n",
- "valid_idx_v1 = [i for i, br in enumerate(y_pred_brackets_v1) if br is not None]\n",
- "y_pred_brackets_v1_valid = [y_pred_brackets_v1[i] for i in valid_idx_v1]\n",
- "y_test_brackets_v1_valid = [y_test_brackets_v1[i] for i in valid_idx_v1]\n",
- "\n",
- "# Conversion en numpy array pour calcul des métriques\n",
- "y_pred_brackets_v1_valid = np.array(y_pred_brackets_v1_valid, dtype=int)\n",
- "y_test_brackets_v1_valid = np.array(y_test_brackets_v1_valid, dtype=int)\n",
- "\n",
- "# Calcul de l'accuracy en classification par tranches d'âge\n",
- "acc_brackets_v1 = accuracy_score(y_test_brackets_v1_valid, y_pred_brackets_v1_valid)\n",
- "print(\"[V1] Accuracy (classes d’âge) :\", acc_brackets_v1)\n",
- "\n",
- "# Rapport de classification détaillé\n",
- "print(\"[V1] Classification report sur les tranches d'âge :\")\n",
- "print(classification_report(y_test_brackets_v1_valid, y_pred_brackets_v1_valid))\n",
- "\n",
- "\n",
- "def visualize_predictions_v1(X, y_true, y_pred, n=5):\n",
- " \"\"\"\n",
- " Affiche n images avec l'âge réel et l'âge prédit.\n",
- " \"\"\"\n",
- " import random\n",
- " indices = random.sample(range(len(X)), n) # Sélection aléatoire d'images\n",
- " plt.figure(figsize=(15, 3*n))\n",
- "\n",
- " for i, idx in enumerate(indices):\n",
- " ax = plt.subplot(1, n, i+1)\n",
- " img = X[idx] # Image correspondante\n",
- " plt.imshow(img)\n",
- " real_age = y_true[idx] # Âge réel\n",
- " pred_age = y_pred[idx] # Âge prédit\n",
- " ax.set_title(f\"Âge Réel: {real_age:.1f}\\nÂge Prédit: {pred_age:.1f}\")\n",
- " ax.axis('off') # Supprime les axes\n",
+ "# Suppression des valeurs None (hors tranches définies)\n",
+ "valid_idx_test = [i for i, br in enumerate(y_pred_brackets_v1_test) if br is not None]\n",
+ "y_pred_brackets_v1_test_valid = np.array([y_pred_brackets_v1_test[i] for i in valid_idx_test], dtype=int)\n",
+ "y_test_brackets_v1_valid = np.array([y_test_brackets_v1[i] for i in valid_idx_test], dtype=int)\n",
"\n",
- " plt.tight_layout()\n",
- " plt.show()\n",
+ "# Accuracy sur TEST\n",
+ "acc_brackets_v1_test = accuracy_score(y_test_brackets_v1_valid, y_pred_brackets_v1_test_valid)\n",
+ "print(\"\\n[V1] Accuracy :\", acc_brackets_v1_test)\n",
"\n",
- "# Affichage de quelques exemples prédits\n",
- "visualize_predictions_v1(X_test, y_test, y_pred_v1, n=5)\n"
+ "# Rapport de classification sur TEST\n",
+ "print(\"\\n[V1] Classification report sur les tranches d'âge sur TEST:\")\n",
+ "print(classification_report(y_test_brackets_v1_valid, y_pred_brackets_v1_test_valid))"
],
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 1000
+ "base_uri": "https://localhost:8080/"
},
- "id": "Q_TKGyyuSKh2",
- "outputId": "938855f3-9b78-45d4-c44d-bd3ddf9ea5b1"
+ "id": "YEzwKgNIm47m",
+ "outputId": "f65629cb-6ff0-4f8d-e144-440c27cd8c25"
},
- "execution_count": 16,
+ "execution_count": 51,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
- "[V1] Test Loss (Huber): 5.9401\n",
- "[V1] Test MAE : 6.4189\n"
- ]
- },
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "<Figure size 1000x400 with 2 Axes>"
- ],
- "image/png": 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\n"
- },
- "metadata": {}
- },
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "\u001b[1m149/149\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 53ms/step\n"
- ]
- },
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "<Figure size 600x600 with 1 Axes>"
- ],
- "image/png": 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\n"
- },
- "metadata": {}
- },
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "<Figure size 800x500 with 1 Axes>"
- ],
- "image/png": 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\n"
- },
- "metadata": {}
- },
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "[V1] Accuracy (classes d’âge) : 0.4725747472574747\n",
- "[V1] Classification report sur les tranches d'âge :\n",
+ "[V1] Test Loss (MAE): 7.0131\n",
+ "\u001b[1m149/149\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 44ms/step\n",
+ "\n",
+ "[V1] Accuracy : 0.45268207588312254\n",
+ "\n",
+ "[V1] Classification report sur les tranches d'âge sur TEST:\n",
" precision recall f1-score support\n",
"\n",
- " 0 0.83 0.53 0.64 317\n",
- " 1 0.38 0.38 0.38 239\n",
- " 2 0.35 0.33 0.34 294\n",
- " 3 0.66 0.65 0.65 1453\n",
- " 4 0.38 0.46 0.42 885\n",
- " 5 0.31 0.38 0.34 466\n",
- " 6 0.41 0.32 0.36 476\n",
- " 7 0.31 0.31 0.31 251\n",
- " 8 0.28 0.28 0.28 143\n",
- " 9 0.51 0.38 0.44 125\n",
+ " 0 0.74 0.44 0.55 241\n",
+ " 1 0.45 0.36 0.40 241\n",
+ " 2 0.32 0.35 0.34 296\n",
+ " 3 0.63 0.66 0.64 1456\n",
+ " 4 0.38 0.47 0.42 881\n",
+ " 5 0.26 0.29 0.27 474\n",
+ " 6 0.40 0.30 0.34 482\n",
+ " 7 0.26 0.24 0.25 250\n",
+ " 8 0.20 0.20 0.20 139\n",
+ " 9 0.55 0.33 0.41 126\n",
"\n",
- " accuracy 0.47 4649\n",
- " macro avg 0.44 0.40 0.42 4649\n",
- "weighted avg 0.49 0.47 0.48 4649\n",
+ " accuracy 0.45 4586\n",
+ " macro avg 0.42 0.36 0.38 4586\n",
+ "weighted avg 0.46 0.45 0.45 4586\n",
"\n"
]
- },
- {
- "output_type": "display_data",
- "data": {
- "text/plain": [
- "<Figure size 1500x1500 with 5 Axes>"
- ],
- "image/png": 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\n"
- },
- "metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
- "Courbes d’Apprentissage\n",
+ "Les jeunes adultes (20-29 ans) sont les mieux prédits :\n",
"\n",
- "Sur les deux graphes, on voit d’abord une chute rapide de la perte (loss) et de la MAE pendant les premières époques, puis une stabilisation plus progressive.\n",
- "La val_loss (et val_mae) descend également au fil des itérations, présentant parfois des fluctuations (pics). Globalement, le réseau apprend et ne montre pas de surapprentissage excessif (pas d’explosion de la validation).\n",
- "Test Loss (Huber) ~5.94 et Test MAE ~6.42\n",
+ " - Nous avons une meilleure précision (0.63), un rappel élevé (0.66), et un meilleur F1-score (0.64).\n",
+ " \n",
+ " Cela est probablement dû au grand nombre d’exemples dans cette classe (1456 images), ce qui permet au modèle d’apprendre efficacement les caractéristiques faciales associées à cet âge.\n",
"\n",
- "Avec ~6.4 ans d’erreur moyenne, le réseau se trompe en moyenne de 6 ans sur l’âge. C’est un résultat convenable pour un entraînement from scratch sur UTKFace, compte tenu de la répartition très inégale des âges (beaucoup de visages jeunes).\n",
- "On pourrait descendre plus bas (4–5 ans d’erreur) en utilisant par exemple un modèle pré-entraîné (Transfer Learning dans le modèle 3 de la SAE) ou plus de données pour les âges extrêmes.\n",
+ "Les enfants et adolescents (0-19 ans) ont une performance variable :\n",
"\n",
+ " - (0-3 ans) : Nous avons une précision correcte (0.74) mais un faible rappel (0.44), ce qui indique des faux négatifs fréquents (de nombreux bébés sont classés dans d’autres catégories).\n",
"\n",
- "Scatter Plot (Âge Réel vs. Âge Prédit)\n",
+ " - (4-9 ans) et (10-19 ans) : Nous observons une précision et un rappel moyens (~0.32 à 0.45), ce qui suggère des confusions fréquentes avec les âges voisins.\n",
"\n",
- "La majorité des points s’alignent globalement près de la diagonale. Plus l’âge est élevé (60–100), plus on observe une dispersion.\n",
- "Cela reflète la pénurie d’exemples dans les classes seniors, d’où la difficulté de généraliser correctement pour ces tranches.\n",
+ "Les tranches d’âge supérieures à 30 ans ont des scores faibles :\n",
"\n",
- "Histogramme de l’Erreur\n",
+ " - Une précision modérée (0.38 à 0.40) et un rappel faible (0.20 à 0.30), indiquant que ces âges sont souvent mal prédits.\n",
+ " \n",
+ "Plus l’âge augmente, plus le F1-score diminue, ce qui confirme la difficulté du modèle à bien estimer les âges avancés.\n",
"\n",
- "Il est centrée autour de 0, avec la majorité des écarts entre -15 et +15 ans.\n",
- "Le pic au milieu indique que le réseau prédit souvent proche de l’âge réel. Les extrêmes (±30–40 ans) sont rares, correspondant généralement aux âges très minoritaires dans UTKFace.\n",
+ "Les personnes âgées (70+ ans) sont mal classées :\n",
"\n",
- "Classification par Tranches (Accuracy ~47 %)\n",
+ " - (70-79 ans) : une très faible précision (0.20) et un faible rappel (0.20).\n",
+ " - (80-116 ans) : La précision (0.55) est relativement correcte, mais le rappel (0.33) reste faible, ce qui signifie que beaucoup de personnes âgées sont classées dans des tranches inférieures.\n",
"\n",
- "Avec ces tranches d'âges, on obtient ~47 % de bonnes tranches. Cela veut dire que sur 10 classes définies, près de la moitié des images tombent dans la bonne plage d’âge.\n",
"\n",
- "Les tranches dominantes (ex. 20–29) affichent généralement une précision/rappel plus élevés, alors que les classes plus rares (ex. 5–9, 60–69) peuvent avoir des f1-scores plus modestes, faute d’exemples nombreux."
+ "Ainsi, les classes ayant le plus d’exemples (20-29 ans) sont les mieux prédites, confirmant un biais du modèle en faveur des classes majoritaires.\n",
+ "\n",
+ "Les âges extrêmes (0-9 ans et 70+ ans) sont souvent mal classés, probablement à cause du faible nombre d’exemples dans ces tranches.\n",
+ "\n",
+ "Le modèle fait souvent des erreurs entre classes voisines, ce qui est logique étant donné la difficulté à distinguer des âges très proches.\n"
],
"metadata": {
- "id": "B6_-Projzol2"
+ "id": "pOH0b0tn8Jke"
}
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
"source": [
- "# V2"
+ "# Évaluation sur le jeu de VALIDATION\n",
+ "val_loss_v1, val_mae_v1 = model_v1.evaluate(X_val, y_val, verbose=0)\n",
+ "print(f\"[V1] Validation Loss (MAE): {val_loss_v1:.4f}\")\n",
+ "\n",
+ "y_pred_v1_val = model_v1.predict(X_val).flatten()\n",
+ "y_pred_brackets_v1_val = [bracket_index(int(round(age_pred))) for age_pred in y_pred_v1_val]\n",
+ "y_val_brackets_v1 = [bracket_index(int(age_true)) for age_true in y_val]\n",
+ "\n",
+ "# Suppression des valeurs None\n",
+ "valid_idx_val = [i for i, br in enumerate(y_pred_brackets_v1_val) if br is not None]\n",
+ "y_pred_brackets_v1_val_valid = np.array([y_pred_brackets_v1_val[i] for i in valid_idx_val], dtype=int)\n",
+ "y_val_brackets_v1_valid = np.array([y_val_brackets_v1[i] for i in valid_idx_val], dtype=int)\n",
+ "\n",
+ "# Accuracy sur VALIDATION\n",
+ "acc_brackets_v1_val = accuracy_score(y_val_brackets_v1_valid, y_pred_brackets_v1_val_valid)\n",
+ "print(\"\\n[V1] Accuracy sur VALIDATION :\", acc_brackets_v1_val)\n",
+ "\n",
+ "# Rapport de classification sur VALIDATION\n",
+ "print(\"\\n[V1] Classification report sur les tranches d'âge sur VALIDATION:\")\n",
+ "print(classification_report(y_val_brackets_v1_valid, y_pred_brackets_v1_val_valid))\n"
],
"metadata": {
- "id": "4hRpGuJ80V6P"
- }
- },
- {
- "cell_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "1s_smJiD3NJa",
+ "outputId": "04f40534-6dcb-4994-ff5d-b009f52de0ec"
+ },
+ "execution_count": 50,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "[V1] Validation Loss (MAE): 6.8797\n",
+ "\u001b[1m119/119\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 48ms/step\n",
+ "\n",
+ "[V1] Accuracy sur VALIDATION : 0.4623362445414847\n",
+ "\n",
+ "[V1] Classification report sur les tranches d'âge sur VALIDATION:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.78 0.47 0.58 193\n",
+ " 1 0.42 0.34 0.38 171\n",
+ " 2 0.30 0.32 0.31 253\n",
+ " 3 0.62 0.68 0.65 1159\n",
+ " 4 0.39 0.44 0.42 736\n",
+ " 5 0.31 0.34 0.32 377\n",
+ " 6 0.38 0.31 0.34 337\n",
+ " 7 0.27 0.23 0.25 212\n",
+ " 8 0.27 0.28 0.28 114\n",
+ " 9 0.60 0.38 0.46 112\n",
+ "\n",
+ " accuracy 0.46 3664\n",
+ " macro avg 0.44 0.38 0.40 3664\n",
+ "weighted avg 0.47 0.46 0.46 3664\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
"source": [
- "# Modèle de la première consigne, adapté pour la régression d'âge\n",
+ "Ici, la MAE est légèrement meilleure que sur l'ensemble de test, ce qui indique que le modèle généralise relativement bien et ne souffre pas d’un surapprentissage sévère.\n",
"\n",
- "def build_model_age_v2(input_shape=(64,64,3)):\n",
- " model = Sequential([\n",
- " # Data Augmentation\n",
- " Input(shape=input_shape),\n",
- " RandomFlip(\"horizontal\"),\n",
- " RandomRotation(0.1),\n",
- " RandomZoom(0.1),\n",
+ "De même ici, l’accuracy des tranches d’âges est faible (≈ 45-46 %)\n",
"\n",
- " # Bloc 1\n",
- " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
+ "L’accuracy sur validation (0.46) est proche de celle du test (0.45), ce qui indique une bonne stabilité du modèle.\n",
"\n",
- " # Bloc 2\n",
- " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
+ "La macro-average du F1-score est un peu meilleure en validation (0.44 vs 0.42 sur test), suggérant une légère amélioration des performances moyennes sur les tranches d’âge.\n",
"\n",
- " # Bloc 3\n",
- " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
+ "Les âges extrêmes restent le point faible du modèle."
+ ],
+ "metadata": {
+ "id": "apo4Dpi89elU"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Visualisations : diagrammes de points, courbes d'apprentissage"
+ ],
+ "metadata": {
+ "id": "__h4Mcod5W6q"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Ces scatters plot représentent la comparaison entre l’âge réel (axe des abscisses) et l’âge prédit par le modèle (axe des ordonnées) sur l’ensemble des jeux de test et de validation.\n",
"\n",
- " # Bloc 4\n",
- " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2, 2)),\n",
+ "La ligne rouge en pointillés représente la diagonale parfaite, où l’âge prédit serait exactement égal à l’âge réel."
+ ],
+ "metadata": {
+ "id": "C_casxKdO5oX"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "fig, axes = plt.subplots(1, 2, figsize=(12,6)) # 1 ligne, 2 colonnes\n",
+ "\n",
+ "# Scatter plot : Comparaison âge réel vs âge prédit (TEST)\n",
+ "axes[0].scatter(y_test, y_pred_v1_test, alpha=0.3, color='steelblue', edgecolor='k')\n",
+ "axes[0].plot([0,120],[0,120], color='red', linestyle='--', linewidth=2) # Diagonale parfaite\n",
+ "axes[0].set_xlabel(\"Âge réel\")\n",
+ "axes[0].set_ylabel(\"Âge prédit\")\n",
+ "axes[0].set_title(\"[V1] Comparaison Âge Réel vs. Âge Prédit (Test)\")\n",
+ "axes[0].set_xlim([0,120])\n",
+ "axes[0].set_ylim([0,120])\n",
+ "\n",
+ "# Scatter plot : Comparaison âge réel vs âge prédit (VALIDATION)\n",
+ "axes[1].scatter(y_val, y_pred_v1_val, alpha=0.3, color='darkorange', edgecolor='k')\n",
+ "axes[1].plot([0,120],[0,120], color='red', linestyle='--', linewidth=2) # Diagonale parfaite\n",
+ "axes[1].set_xlabel(\"Âge réel\")\n",
+ "axes[1].set_ylabel(\"Âge prédit\")\n",
+ "axes[1].set_title(\"[V1] Comparaison Âge Réel vs. Âge Prédit (Validation)\")\n",
+ "axes[1].set_xlim([0,120])\n",
+ "axes[1].set_ylim([0,120])\n",
+ "\n",
+ "plt.tight_layout() # Ajuste l'espacement entre les graphiques\n",
+ "plt.show()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 607
+ },
+ "id": "Tsdd-N4m3DG9",
+ "outputId": "6882c833-c28f-4e77-d0df-a861a3c3f69e"
+ },
+ "execution_count": 40,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1200x600 with 2 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Pour les deux graphiques, la majorité des points se trouvent proches de la diagonale, ce qui signifie que le modèle capte une tendance générale entre l’âge réel et l’âge prédit.\n",
"\n",
+ "Cela confirme que le modèle n’est pas complètement aléatoire et qu’il a appris à estimer approximativement l’âge.\n",
"\n",
- " # Bloc 5\n",
- " Conv2D(256, (3,3), activation='relu', padding='same'),\n",
- " BatchNormalization(),\n",
- " MaxPooling2D((2,2)),\n",
+ "De plus, plus l’âge augmente, plus la dispersion est forte. Cela indique que le modèle est moins précis pour les âges avancés.\n",
"\n",
- " Flatten(),\n",
- " Dense(256, activation='relu'),\n",
- " BatchNormalization(),\n",
- " Dropout(0.4),\n",
"\n",
- " # Sortie régression => 1 neurone (pas de sigmoid)\n",
- " Dense(1)\n",
- " ])\n",
+ "Pour les personnes âgées (70+ ans), beaucoup de points se situent en dessous de la diagonale : Le modèle a tendance à prédire un âge inférieur à l’âge réel.\n",
"\n",
- " # Compilation : Huber comme loss, et on surveille la MAE\n",
- " model.compile(\n",
- " optimizer=Adam(learning_rate=0.001),\n",
- " loss=Huber(),\n",
- " metrics=['mae']\n",
- " )\n",
- " return model\n",
"\n",
- "model_v2 = build_model_age_v1((IMG_HEIGHT, IMG_WIDTH, 3))\n",
- "model_v2.summary()\n",
+ "Pour les jeunes (0-40 ans), le modèle semble mieux suivre la diagonale, même si des erreurs existent.\n"
+ ],
+ "metadata": {
+ "id": "cNzmAns0PJ5u"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Courbes d'apprentissage (Loss et MAE sur TRAIN et VALIDATION)\n",
+ "plt.figure(figsize=(10, 4))\n",
"\n",
+ "# Courbe de la Loss (Erreur MAE)\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.plot(history_v1.history['loss'], label='Train Loss')\n",
+ "plt.plot(history_v1.history['val_loss'], label='Val Loss')\n",
+ "plt.xlabel('Époques')\n",
+ "plt.ylabel('Loss (MAE)')\n",
+ "plt.legend()\n",
+ "plt.title('[V1] Training & Validation Loss')\n",
"\n",
- "# Callbacks: EarlyStopping + ReduceLROnPlateau\n",
"\n",
- "early_stopping = EarlyStopping(\n",
- " monitor='val_loss',\n",
- " patience=7,\n",
- " restore_best_weights=True\n",
- ")\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 407
+ },
+ "id": "CrgIU57O22Hl",
+ "outputId": "3c74acb2-51d4-4c4c-d272-78eb0a9a1940"
+ },
+ "execution_count": 54,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1000x400 with 1 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Les courbes d’entraînement et de validation restent proches, ce qui indique peu de surapprentissage.\n",
"\n",
- "reduce_lr = ReduceLROnPlateau(\n",
- " monitor='val_loss',\n",
- " factor=0.5,\n",
- " patience=3,\n",
- " min_lr=1e-5\n",
- ")\n",
+ "La diminution ralentit après ~10-15 époques, suggérant une convergence du modèle.\n",
+ "\n",
+ "Le modèle a une bonne dynamique d’apprentissage mais atteint rapidement une limite en termes de précision.\n",
"\n"
],
+ "metadata": {
+ "id": "wS0HkZD587Lm"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def visualize_predictions(X, y_true, y_pred, n=5):\n",
+ " \"\"\"\n",
+ " Affiche n images avec l'âge réel et l'âge prédit.\n",
+ " \"\"\"\n",
+ " import random\n",
+ " indices = random.sample(range(len(X)), n) # Sélection aléatoire d'images\n",
+ " plt.figure(figsize=(15, 3*n))\n",
+ "\n",
+ " for i, idx in enumerate(indices):\n",
+ " ax = plt.subplot(1, n, i+1)\n",
+ " img = X[idx] # Image correspondante\n",
+ " plt.imshow(img)\n",
+ " real_age = y_true[idx] # Âge réel\n",
+ " pred_age = y_pred[idx] # Âge prédit\n",
+ " ax.set_title(f\"Âge Réel: {real_age:.1f}\\nÂge Prédit: {pred_age:.1f}\")\n",
+ " ax.axis('off') # Supprime les axes\n",
+ "\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "\n",
+ "#Test\n",
+ "visualize_predictions(X_test, y_test, y_pred_v1_test, n=5)\n",
+ "\n",
+ "#Validation\n",
+ "visualize_predictions(X_val, y_val, y_pred_v1_val, n=5)\n"
+ ],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 849
+ "height": 717
+ },
+ "id": "o4Q13Pl-1Hrs",
+ "outputId": "7c2738c8-d6cc-4db5-fa49-868d9dbe3ae0"
+ },
+ "execution_count": 55,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1500x1500 with 5 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1500x1500 with 5 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "4hRpGuJ80V6P"
+ },
+ "source": [
+ "# Implémentation 2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Dans cette V2, plusieurs modifications ont été apportées par rapport à la V1 pour améliorer la précision des prédictions d'âge.\n",
+ "\n",
+ "L’objectif principal était de revoir les tranches d’âge et d'améliorer l’architecture du modèle CNN.\n",
+ "\n",
+ "Dans la V1, les tranches d’âge étaient trop nombreuses et contenaient trop peu d’exemples pour certaines catégories, ce qui a probablement entraîné une mauvaise performance du modèle.\n",
+ "\n",
+ "Dans la V2, nous avons regroupé certaines tranches pour obtenir des catégories plus équilibrées."
+ ],
+ "metadata": {
+ "id": "U2MJ7UcE6H_b"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "age_brackets = [\n",
+ " (0, 3), # Nourrissons\n",
+ " (4, 9), # Jeune enfant\n",
+ " (10, 19), # Adolescents\n",
+ " (20, 39), # Jeunes adultes (fusion de 20-29 et 30-39)\n",
+ " (40, 59), # Adultes (fusion de 40-49 et 50-59)\n",
+ " (60, 116) # Seniors (fusion de 60-69, 70-79 et 80-116)\n",
+ "]"
+ ],
+ "metadata": {
+ "id": "AKQkfuOPS6Yf"
+ },
+ "execution_count": 58,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Par rapport à la V1, nous y avons ajouté un 5ᵉ bloc convolutionnel (Conv2D(256)) dans la V2."
+ ],
+ "metadata": {
+ "id": "zWRZho1r6bug"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 961
},
"id": "9ETAqdyD0b7v",
- "outputId": "e4cc6757-d549-4550-89cc-53c3ca35c095"
+ "outputId": "a32e0414-c7b3-46e6-9fb6-2d75ae2dd9c3"
},
- "execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
- "\u001b[1mModel: \"sequential_2\"\u001b[0m\n"
+ "\u001b[1mModel: \"sequential_4\"\u001b[0m\n"
],
"text/html": [
- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_2\"</span>\n",
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_4\"</span>\n",
"</pre>\n"
]
},
@@ -1044,100 +1317,114 @@
"â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
"┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
"┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ random_flip_2 (\u001b[38;5;33mRandomFlip\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ random_flip_4 (\u001b[38;5;33mRandomFlip\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_rotation_4 (\u001b[38;5;33mRandomRotation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_zoom_4 (\u001b[38;5;33mRandomZoom\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_rotation_2 (\u001b[38;5;33mRandomRotation\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_zoom_2 (\u001b[38;5;33mRandomZoom\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ batch_normalization_22 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │\n",
+ "│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_18 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m448\u001b[0m │\n",
+ "│ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_10 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m64\u001b[0m │\n",
+ "│ batch_normalization_23 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m128\u001b[0m │\n",
"│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_8 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ max_pooling2d_19 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m4,640\u001b[0m │\n",
+ "│ conv2d_20 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_11 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m128\u001b[0m │\n",
+ "│ batch_normalization_24 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n",
"│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_9 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ max_pooling2d_20 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m18,496\u001b[0m │\n",
+ "│ conv2d_21 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_12 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m256\u001b[0m │\n",
+ "│ batch_normalization_25 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
"│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_10 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ max_pooling2d_21 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m73,856\u001b[0m │\n",
+ "│ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m295,168\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_13 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
+ "│ batch_normalization_26 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │\n",
"│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_11 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ max_pooling2d_22 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ flatten_2 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ flatten_4 (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_4 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m262,272\u001b[0m │\n",
+ "│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m262,400\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_14 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m512\u001b[0m │\n",
+ "│ batch_normalization_27 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m1,024\u001b[0m │\n",
"│ (\u001b[38;5;33mBatchNormalization\u001b[0m) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
+ "│ dropout_4 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m129\u001b[0m │\n",
+ "│ dense_9 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m257\u001b[0m │\n",
"└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
],
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┳â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┓\n",
"┃<span style=\"font-weight: bold\"> Layer (type) </span>┃<span style=\"font-weight: bold\"> Output Shape </span>┃<span style=\"font-weight: bold\"> Param # </span>┃\n",
"┡â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”╇â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”┩\n",
- "│ random_flip_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomFlip</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ random_flip_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomFlip</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_rotation_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomRotation</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ random_zoom_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomZoom</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_rotation_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomRotation</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ conv2d_18 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ random_zoom_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">RandomZoom</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ batch_normalization_22 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │\n",
+ "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>) │ │ │\n",
+ "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+ "│ max_pooling2d_18 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">448</span> │\n",
+ "│ conv2d_19 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">4,640</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_10 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span> │\n",
+ "│ batch_normalization_23 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
"│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ max_pooling2d_19 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">4,640</span> │\n",
+ "│ conv2d_20 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_11 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
+ "│ batch_normalization_24 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
"│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ max_pooling2d_20 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_10 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
+ "│ conv2d_21 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_12 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
+ "│ batch_normalization_25 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
"│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_10 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ max_pooling2d_21 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ conv2d_11 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
+ "│ conv2d_22 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">295,168</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_13 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
+ "│ batch_normalization_26 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │\n",
"│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ max_pooling2d_11 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ max_pooling2d_22 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ flatten_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ flatten_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1024</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">262,272</span> │\n",
+ "│ dense_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">262,400</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ batch_normalization_14 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
+ "│ batch_normalization_27 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │\n",
"│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>) │ │ │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dropout_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+ "│ dropout_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
"├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
- "│ dense_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
+ "│ dense_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>) │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>) │ <span style=\"color: #00af00; text-decoration-color: #00af00\">257</span> │\n",
"└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
"</pre>\n"
]
@@ -1148,10 +1435,10 @@
"output_type": "display_data",
"data": {
"text/plain": [
- "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m361,313\u001b[0m (1.38 MB)\n"
+ "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m658,273\u001b[0m (2.51 MB)\n"
],
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- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">361,313</span> (1.38 MB)\n",
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">658,273</span> (2.51 MB)\n",
"</pre>\n"
]
},
@@ -1161,10 +1448,10 @@
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- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">360,577</span> (1.38 MB)\n",
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">656,769</span> (2.51 MB)\n",
"</pre>\n"
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@@ -1174,372 +1461,688 @@
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],
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- "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">736</span> (2.88 KB)\n",
+ "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,504</span> (5.88 KB)\n",
"</pre>\n"
]
},
"metadata": {}
}
- ]
- },
- {
- "cell_type": "code",
- "source": [
- "history_v2 = model_v2.fit(\n",
- " X_train, y_train,\n",
- " validation_data=(X_val, y_val),\n",
- " epochs=50,\n",
- " batch_size=32,\n",
- " verbose=1,\n",
- " callbacks=[early_stopping, reduce_lr]\n",
- ")"
],
+ "source": [
+ "# Modèle de la première consigne, adapté pour la régression d'âge\n",
+ "\n",
+ "def build_model_age_v2(input_shape=(IMG_HEIGHT, IMG_WIDTH,3)):\n",
+ " model = Sequential([\n",
+ " # Data Augmentation\n",
+ " Input(shape=input_shape),\n",
+ " RandomFlip(\"horizontal\"),\n",
+ " RandomRotation(0.1),\n",
+ " RandomZoom(0.1),\n",
+ "\n",
+ " # Bloc 1\n",
+ " Conv2D(16, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 2\n",
+ " Conv2D(32, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 3\n",
+ " Conv2D(64, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ " # Bloc 4\n",
+ " Conv2D(128, (3, 3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2, 2)),\n",
+ "\n",
+ "\n",
+ " # Bloc 5\n",
+ " Conv2D(256, (3,3), activation='relu', padding='same'),\n",
+ " BatchNormalization(),\n",
+ " MaxPooling2D((2,2)),\n",
+ "\n",
+ " Flatten(),\n",
+ " Dense(256, activation='relu'),\n",
+ " BatchNormalization(),\n",
+ " Dropout(0.4),\n",
+ "\n",
+ " # Sortie régression => 1 neurone (pas de sigmoid)\n",
+ " Dense(1)\n",
+ " ])\n",
+ "\n",
+ " # Compilation : Utilisation de MAE comme fonction de perte pour la régression\n",
+ " model.compile(\n",
+ " optimizer=Adam(learning_rate=0.001),\n",
+ " loss='mae',\n",
+ " metrics=['mae']\n",
+ " )\n",
+ " return model\n",
+ "\n",
+ "\n",
+ "model_v2 = build_model_age_v2((IMG_HEIGHT, IMG_WIDTH, 3))\n",
+ "model_v2.summary()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Vvdx5yaY0_qL",
- "outputId": "661c741d-cba1-4280-b2a2-693f7e04cba3"
+ "outputId": "0ac22d6a-013a-47b8-9486-a9c8148a8dc1"
},
- "execution_count": 18,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m115s\u001b[0m 233ms/step - loss: 28.8108 - mae: 29.3069 - val_loss: 19.1401 - val_mae: 19.6352 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m155s\u001b[0m 294ms/step - loss: 28.3115 - mae: 28.3115 - val_loss: 16.2695 - val_mae: 16.2695 - learning_rate: 0.0010\n",
"Epoch 2/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 223ms/step - loss: 10.8167 - mae: 11.3050 - val_loss: 8.7817 - val_mae: 9.2685 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m133s\u001b[0m 275ms/step - loss: 12.3248 - mae: 12.3248 - val_loss: 10.1469 - val_mae: 10.1469 - learning_rate: 0.0010\n",
"Epoch 3/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 232ms/step - loss: 9.6734 - mae: 10.1609 - val_loss: 11.9983 - val_mae: 12.4888 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m131s\u001b[0m 277ms/step - loss: 10.7634 - mae: 10.7634 - val_loss: 8.9420 - val_mae: 8.9420 - learning_rate: 0.0010\n",
"Epoch 4/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 221ms/step - loss: 9.2272 - mae: 9.7137 - val_loss: 7.7917 - val_mae: 8.2762 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m148s\u001b[0m 289ms/step - loss: 9.7303 - mae: 9.7303 - val_loss: 9.2991 - val_mae: 9.2991 - learning_rate: 0.0010\n",
"Epoch 5/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m110s\u001b[0m 232ms/step - loss: 8.5614 - mae: 9.0482 - val_loss: 10.3922 - val_mae: 10.8828 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 282ms/step - loss: 9.4647 - mae: 9.4647 - val_loss: 9.6573 - val_mae: 9.6573 - learning_rate: 0.0010\n",
"Epoch 6/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 222ms/step - loss: 8.4288 - mae: 8.9156 - val_loss: 7.2225 - val_mae: 7.7051 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 285ms/step - loss: 9.2810 - mae: 9.2810 - val_loss: 10.6174 - val_mae: 10.6174 - learning_rate: 0.0010\n",
"Epoch 7/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m151s\u001b[0m 241ms/step - loss: 8.1275 - mae: 8.6132 - val_loss: 10.8796 - val_mae: 11.3702 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 275ms/step - loss: 8.6990 - mae: 8.6990 - val_loss: 9.0876 - val_mae: 9.0876 - learning_rate: 5.0000e-04\n",
"Epoch 8/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 227ms/step - loss: 8.0424 - mae: 8.5282 - val_loss: 8.6946 - val_mae: 9.1799 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 287ms/step - loss: 8.4147 - mae: 8.4147 - val_loss: 8.1033 - val_mae: 8.1033 - learning_rate: 5.0000e-04\n",
"Epoch 9/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 228ms/step - loss: 8.0510 - mae: 8.5364 - val_loss: 8.7663 - val_mae: 9.2509 - learning_rate: 0.0010\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m131s\u001b[0m 275ms/step - loss: 8.2455 - mae: 8.2455 - val_loss: 7.2928 - val_mae: 7.2928 - learning_rate: 5.0000e-04\n",
"Epoch 10/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 231ms/step - loss: 7.8501 - mae: 8.3357 - val_loss: 7.1796 - val_mae: 7.6624 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 287ms/step - loss: 7.9896 - mae: 7.9896 - val_loss: 7.2692 - val_mae: 7.2692 - learning_rate: 5.0000e-04\n",
"Epoch 11/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 237ms/step - loss: 7.4952 - mae: 7.9791 - val_loss: 6.6393 - val_mae: 7.1202 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 284ms/step - loss: 8.0077 - mae: 8.0077 - val_loss: 7.5384 - val_mae: 7.5384 - learning_rate: 5.0000e-04\n",
"Epoch 12/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 232ms/step - loss: 7.6632 - mae: 8.1485 - val_loss: 6.6291 - val_mae: 7.1117 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 282ms/step - loss: 8.0069 - mae: 8.0069 - val_loss: 7.3337 - val_mae: 7.3337 - learning_rate: 5.0000e-04\n",
"Epoch 13/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 233ms/step - loss: 7.3732 - mae: 7.8562 - val_loss: 6.7604 - val_mae: 7.2429 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 286ms/step - loss: 7.8471 - mae: 7.8471 - val_loss: 7.4113 - val_mae: 7.4113 - learning_rate: 5.0000e-04\n",
"Epoch 14/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 236ms/step - loss: 7.4071 - mae: 7.8913 - val_loss: 6.4634 - val_mae: 6.9455 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 279ms/step - loss: 7.5181 - mae: 7.5181 - val_loss: 6.8783 - val_mae: 6.8783 - learning_rate: 2.5000e-04\n",
"Epoch 15/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m107s\u001b[0m 225ms/step - loss: 7.3811 - mae: 7.8654 - val_loss: 6.7150 - val_mae: 7.1993 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 281ms/step - loss: 7.5091 - mae: 7.5091 - val_loss: 7.3880 - val_mae: 7.3880 - learning_rate: 2.5000e-04\n",
"Epoch 16/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m106s\u001b[0m 222ms/step - loss: 7.1850 - mae: 7.6691 - val_loss: 7.2561 - val_mae: 7.7365 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 291ms/step - loss: 7.3382 - mae: 7.3382 - val_loss: 7.9242 - val_mae: 7.9242 - learning_rate: 2.5000e-04\n",
"Epoch 17/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 233ms/step - loss: 7.1782 - mae: 7.6615 - val_loss: 6.7191 - val_mae: 7.2015 - learning_rate: 5.0000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 279ms/step - loss: 7.3452 - mae: 7.3452 - val_loss: 7.4715 - val_mae: 7.4715 - learning_rate: 2.5000e-04\n",
"Epoch 18/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 221ms/step - loss: 7.2453 - mae: 7.7285 - val_loss: 6.2407 - val_mae: 6.7220 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 285ms/step - loss: 7.0809 - mae: 7.0809 - val_loss: 7.0779 - val_mae: 7.0779 - learning_rate: 1.2500e-04\n",
"Epoch 19/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 226ms/step - loss: 7.1131 - mae: 7.5970 - val_loss: 6.6586 - val_mae: 7.1411 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 288ms/step - loss: 7.0935 - mae: 7.0935 - val_loss: 7.1564 - val_mae: 7.1564 - learning_rate: 1.2500e-04\n",
"Epoch 20/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 223ms/step - loss: 7.1518 - mae: 7.6357 - val_loss: 6.1532 - val_mae: 6.6309 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 294ms/step - loss: 7.0399 - mae: 7.0399 - val_loss: 6.5763 - val_mae: 6.5763 - learning_rate: 1.2500e-04\n",
"Epoch 21/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 225ms/step - loss: 7.0320 - mae: 7.5141 - val_loss: 6.2040 - val_mae: 6.6856 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m131s\u001b[0m 276ms/step - loss: 7.2048 - mae: 7.2048 - val_loss: 6.7377 - val_mae: 6.7377 - learning_rate: 1.2500e-04\n",
"Epoch 22/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 226ms/step - loss: 6.9620 - mae: 7.4442 - val_loss: 6.4228 - val_mae: 6.9044 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 282ms/step - loss: 6.9888 - mae: 6.9888 - val_loss: 6.3753 - val_mae: 6.3753 - learning_rate: 1.2500e-04\n",
"Epoch 23/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 222ms/step - loss: 6.9830 - mae: 7.4670 - val_loss: 6.0971 - val_mae: 6.5799 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m134s\u001b[0m 283ms/step - loss: 7.0001 - mae: 7.0001 - val_loss: 6.4957 - val_mae: 6.4957 - learning_rate: 1.2500e-04\n",
"Epoch 24/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m107s\u001b[0m 224ms/step - loss: 6.9026 - mae: 7.3861 - val_loss: 6.2061 - val_mae: 6.6874 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 280ms/step - loss: 6.9847 - mae: 6.9847 - val_loss: 7.4808 - val_mae: 7.4808 - learning_rate: 1.2500e-04\n",
"Epoch 25/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m107s\u001b[0m 225ms/step - loss: 6.9643 - mae: 7.4478 - val_loss: 6.1388 - val_mae: 6.6204 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m149s\u001b[0m 294ms/step - loss: 7.0714 - mae: 7.0714 - val_loss: 6.5662 - val_mae: 6.5662 - learning_rate: 1.2500e-04\n",
"Epoch 26/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 232ms/step - loss: 7.0145 - mae: 7.4971 - val_loss: 5.9854 - val_mae: 6.4647 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 291ms/step - loss: 7.0465 - mae: 7.0465 - val_loss: 6.4196 - val_mae: 6.4196 - learning_rate: 6.2500e-05\n",
"Epoch 27/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 239ms/step - loss: 7.0306 - mae: 7.5135 - val_loss: 6.7175 - val_mae: 7.2006 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 282ms/step - loss: 6.9459 - mae: 6.9459 - val_loss: 7.5897 - val_mae: 7.5897 - learning_rate: 6.2500e-05\n",
"Epoch 28/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 239ms/step - loss: 6.9214 - mae: 7.4043 - val_loss: 6.6857 - val_mae: 7.1674 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 274ms/step - loss: 6.8274 - mae: 6.8274 - val_loss: 6.5872 - val_mae: 6.5872 - learning_rate: 6.2500e-05\n",
"Epoch 29/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 233ms/step - loss: 6.8631 - mae: 7.3467 - val_loss: 6.0744 - val_mae: 6.5552 - learning_rate: 2.5000e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m131s\u001b[0m 276ms/step - loss: 6.7890 - mae: 6.7890 - val_loss: 6.3078 - val_mae: 6.3078 - learning_rate: 3.1250e-05\n",
"Epoch 30/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 222ms/step - loss: 6.7231 - mae: 7.2067 - val_loss: 5.9697 - val_mae: 6.4503 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m148s\u001b[0m 289ms/step - loss: 6.8660 - mae: 6.8660 - val_loss: 6.4839 - val_mae: 6.4839 - learning_rate: 3.1250e-05\n",
"Epoch 31/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 226ms/step - loss: 6.6457 - mae: 7.1275 - val_loss: 5.9885 - val_mae: 6.4709 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 278ms/step - loss: 6.8677 - mae: 6.8677 - val_loss: 6.5083 - val_mae: 6.5083 - learning_rate: 3.1250e-05\n",
"Epoch 32/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 222ms/step - loss: 6.7545 - mae: 7.2368 - val_loss: 5.9152 - val_mae: 6.3964 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 277ms/step - loss: 6.7264 - mae: 6.7264 - val_loss: 6.9146 - val_mae: 6.9146 - learning_rate: 3.1250e-05\n",
"Epoch 33/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 226ms/step - loss: 6.8448 - mae: 7.3271 - val_loss: 5.8892 - val_mae: 6.3686 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 296ms/step - loss: 6.8336 - mae: 6.8336 - val_loss: 6.5548 - val_mae: 6.5548 - learning_rate: 1.5625e-05\n",
"Epoch 34/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 221ms/step - loss: 6.7378 - mae: 7.2204 - val_loss: 6.2749 - val_mae: 6.7554 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 288ms/step - loss: 6.8456 - mae: 6.8456 - val_loss: 6.1799 - val_mae: 6.1799 - learning_rate: 1.5625e-05\n",
"Epoch 35/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m149s\u001b[0m 235ms/step - loss: 6.6695 - mae: 7.1534 - val_loss: 6.0702 - val_mae: 6.5514 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 284ms/step - loss: 6.8887 - mae: 6.8887 - val_loss: 6.3151 - val_mae: 6.3151 - learning_rate: 1.5625e-05\n",
"Epoch 36/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m111s\u001b[0m 233ms/step - loss: 6.7091 - mae: 7.1916 - val_loss: 5.8416 - val_mae: 6.3199 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 283ms/step - loss: 6.8723 - mae: 6.8723 - val_loss: 6.3238 - val_mae: 6.3238 - learning_rate: 1.5625e-05\n",
"Epoch 37/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m110s\u001b[0m 232ms/step - loss: 6.6748 - mae: 7.1569 - val_loss: 6.5670 - val_mae: 7.0492 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 287ms/step - loss: 6.8726 - mae: 6.8726 - val_loss: 6.3183 - val_mae: 6.3183 - learning_rate: 1.5625e-05\n",
"Epoch 38/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m110s\u001b[0m 232ms/step - loss: 6.6875 - mae: 7.1703 - val_loss: 5.7720 - val_mae: 6.2498 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 279ms/step - loss: 6.7011 - mae: 6.7011 - val_loss: 6.3127 - val_mae: 6.3127 - learning_rate: 1.0000e-05\n",
"Epoch 39/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 228ms/step - loss: 6.6362 - mae: 7.1191 - val_loss: 5.9754 - val_mae: 6.4565 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m148s\u001b[0m 291ms/step - loss: 6.7803 - mae: 6.7803 - val_loss: 6.4351 - val_mae: 6.4351 - learning_rate: 1.0000e-05\n",
"Epoch 40/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 232ms/step - loss: 6.8365 - mae: 7.3199 - val_loss: 5.7697 - val_mae: 6.2498 - learning_rate: 1.2500e-04\n",
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m137s\u001b[0m 280ms/step - loss: 6.8619 - mae: 6.8619 - val_loss: 6.2590 - val_mae: 6.2590 - learning_rate: 1.0000e-05\n",
"Epoch 41/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m107s\u001b[0m 225ms/step - loss: 6.5416 - mae: 7.0237 - val_loss: 5.9202 - val_mae: 6.4011 - learning_rate: 1.2500e-04\n",
- "Epoch 42/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 226ms/step - loss: 6.6681 - mae: 7.1513 - val_loss: 5.7834 - val_mae: 6.2621 - learning_rate: 1.2500e-04\n",
- "Epoch 43/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 221ms/step - loss: 6.6792 - mae: 7.1630 - val_loss: 6.0397 - val_mae: 6.5200 - learning_rate: 1.2500e-04\n",
- "Epoch 44/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m107s\u001b[0m 226ms/step - loss: 6.6262 - mae: 7.1087 - val_loss: 5.8788 - val_mae: 6.3573 - learning_rate: 6.2500e-05\n",
- "Epoch 45/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m106s\u001b[0m 222ms/step - loss: 6.5459 - mae: 7.0268 - val_loss: 5.9048 - val_mae: 6.3847 - learning_rate: 6.2500e-05\n",
- "Epoch 46/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 225ms/step - loss: 6.7110 - mae: 7.1933 - val_loss: 5.8875 - val_mae: 6.3663 - learning_rate: 6.2500e-05\n",
- "Epoch 47/50\n",
- "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 221ms/step - loss: 6.5489 - mae: 7.0298 - val_loss: 5.8641 - val_mae: 6.3420 - learning_rate: 3.1250e-05\n"
+ "\u001b[1m475/475\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 282ms/step - loss: 6.9726 - mae: 6.9726 - val_loss: 6.5208 - val_mae: 6.5208 - learning_rate: 1.0000e-05\n"
]
}
+ ],
+ "source": [
+ "# Callbacks: EarlyStopping + ReduceLROnPlateau\n",
+ "\n",
+ "early_stopping = EarlyStopping(\n",
+ " monitor='val_loss',\n",
+ " patience=7,\n",
+ " restore_best_weights=True\n",
+ ")\n",
+ "\n",
+ "reduce_lr = ReduceLROnPlateau(\n",
+ " monitor='val_loss',\n",
+ " factor=0.5,\n",
+ " patience=3,\n",
+ " min_lr=1e-5\n",
+ ")\n",
+ "\n",
+ "history_v2 = model_v2.fit(\n",
+ " X_train, y_train,\n",
+ " validation_data=(X_val, y_val),\n",
+ " epochs=50,\n",
+ " batch_size=32,\n",
+ " verbose=1,\n",
+ " callbacks=[early_stopping, reduce_lr]\n",
+ ")"
]
},
{
- "cell_type": "code",
+ "cell_type": "markdown",
+ "source": [
+ "### Analyse des métriques"
+ ],
+ "metadata": {
+ "id": "OabBLoQnVNLT"
+ }
+ },
+ {
+ "cell_type": "markdown",
"source": [
- " # Évaluation du modèle sur l'ensemble de test\n",
+ "Voici les résultats obtenus après l’entraînement du modèle V2 sur l’ensemble de test.\n",
"\n",
+ "L’objectif est d’analyser si les modifications apportées (nouvelles tranches d’âge et nouvelle couche) ont permis d’améliorer les performances par rapport à la V1.\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "BMcGOeFI7ND4"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
"test_loss_v2, test_mae_v2 = model_v2.evaluate(X_test, y_test, verbose=0)\n",
- "print(f\"[V2] Test Loss (Huber): {test_loss_v2:.4f}\")\n",
- "print(f\"[V2] Test MAE : {test_mae_v2:.4f}\")\n",
+ "print(f\"[V2] Test Loss (MAE): {test_loss_v2:.4f}\")\n",
"\n",
- "plt.figure(figsize=(10,4))\n",
+ "y_pred_v2_test = model_v2.predict(X_test).flatten()\n",
+ "y_pred_brackets_v2_test = [bracket_index(int(round(age_pred))) for age_pred in y_pred_v2_test]\n",
+ "y_test_brackets_v2 = [bracket_index(int(age_true)) for age_true in y_test]\n",
"\n",
- "# Courbe de la Loss (Erreur Huber)\n",
- "plt.subplot(1,2,1)\n",
- "plt.plot(history_v2.history['loss'], label='Train Loss') # Erreur sur entraînement\n",
- "plt.plot(history_v2.history['val_loss'], label='Val Loss') # Erreur sur validation\n",
- "plt.xlabel('Époques')\n",
- "plt.ylabel('Loss (Huber)')\n",
- "plt.legend()\n",
- "plt.title('[V2] Training & Validation Loss')\n",
+ "valid_idx_test = [i for i, br in enumerate(y_pred_brackets_v2_test) if br is not None]\n",
+ "y_pred_brackets_v2_test_valid = np.array([y_pred_brackets_v2_test[i] for i in valid_idx_test], dtype=int)\n",
+ "y_test_brackets_v2_valid = np.array([y_test_brackets_v2[i] for i in valid_idx_test], dtype=int)\n",
"\n",
- "# Courbe de la MAE (Erreur Absolue Moyenne)\n",
- "plt.subplot(1,2,2)\n",
- "plt.plot(history_v2.history['mae'], label='Train MAE') # MAE entraînement\n",
- "plt.plot(history_v2.history['val_mae'], label='Val MAE') # MAE validation\n",
- "plt.xlabel('Époques')\n",
- "plt.ylabel('MAE')\n",
- "plt.legend()\n",
- "plt.title('[V2] Training & Validation MAE')\n",
+ "acc_brackets_v2_test = accuracy_score(y_test_brackets_v2_valid, y_pred_brackets_v2_test_valid)\n",
+ "print(\"\\n[V2] Accuracy :\", acc_brackets_v2_test)\n",
+ "\n",
+ "print(\"\\n[V2] Classification report sur les tranches d'âge sur TEST:\")\n",
+ "print(classification_report(y_test_brackets_v2_valid, y_pred_brackets_v2_test_valid))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "-LsGcfvDTbHi",
+ "outputId": "08558b38-2dbd-4cb7-87ba-5bf7e8176484"
+ },
+ "execution_count": 63,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "[V2] Test Loss (MAE): 6.3742\n",
+ "\u001b[1m149/149\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 67ms/step\n",
+ "\n",
+ "[V2] Accuracy : 0.7132196162046909\n",
+ "\n",
+ "[V2] Classification report sur les tranches d'âge sur TEST:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.85 0.64 0.73 334\n",
+ " 1 0.46 0.45 0.46 253\n",
+ " 2 0.40 0.32 0.36 296\n",
+ " 3 0.81 0.86 0.83 2336\n",
+ " 4 0.58 0.55 0.57 956\n",
+ " 5 0.69 0.74 0.72 515\n",
+ "\n",
+ " accuracy 0.71 4690\n",
+ " macro avg 0.63 0.60 0.61 4690\n",
+ "weighted avg 0.71 0.71 0.71 4690\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Le MAE est passé de 7.01 à 6.37, ce qui signifie que l’erreur moyenne de prédiction d’âge a diminué.\n",
+ "\n",
+ "L’accuracy a bondi de 0.45 à 0.71, confirmant une meilleure classification des tranches d'âge.\n",
"\n",
- "plt.tight_layout()\n",
- "plt.show()\n",
"\n",
+ "- Les prédictions des jeunes adultes (20-39 ans) sont excellentes (Précision 0.81, Rappel 0.86, F1-score 0.83).\n",
"\n",
- "# Prédiction des âges sur le jeu de test\n",
+ "- La tranche des seniors (60-116 ans) a une meilleure performance (F1-score 0.72) qu’en V1, signe d’une meilleure distinction.\n",
"\n",
- "y_pred_v2 = model_v2.predict(X_test).flatten()\n",
+ "- Les nourrissons (0-3 ans) ont une très bonne précision (0.85), ce qui montre que la V2 est plus efficace pour identifier les très jeunes visages.\n",
"\n",
- "# Graphique en nuage de points (réel vs prédit)\n",
- "plt.figure(figsize=(6,6))\n",
- "plt.scatter(y_test, y_pred_v2, alpha=0.3, color='steelblue', edgecolor='k')\n",
- "plt.plot([0,120],[0,120], color='red', linestyle='--', linewidth=2) # Diagonale\n",
- "plt.xlabel(\"Âge réel\")\n",
- "plt.ylabel(\"Âge prédit\")\n",
- "plt.title(\"[V2] Comparaison Âge Réel vs. Âge Prédit (Test)\")\n",
- "plt.xlim([0,120])\n",
- "plt.ylim([0,120])\n",
- "plt.show()\n",
+ "Cependant, les enfants (4-9 ans) et les adolescents (10-19 ans) ont encore une précision faible (~0.40), ce qui signifie que ces classes restent difficiles à prédire.\n",
"\n",
- "# Calcul de l'erreur (différence entre âge prédit et âge réel)\n",
- "errors_v2 = y_pred_v2 - y_test\n",
+ "En bref, toutes les tranches d’âge ont vu leur F1-score s’améliorer."
+ ],
+ "metadata": {
+ "id": "6THdwa2-7WHu"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "val_loss_v2, val_mae_v2 = model_v2.evaluate(X_val, y_val, verbose=0)\n",
+ "print(f\"[V2] Validation Loss (MAE): {val_loss_v2:.4f}\")\n",
"\n",
- "# Histogramme de la distribution des erreurs\n",
- "plt.figure(figsize=(8,5))\n",
- "plt.hist(errors_v2, bins=50, range=(-50,50), alpha=0.7, color='skyblue', edgecolor='black')\n",
- "plt.axvline(0, color='red', linestyle='--', linewidth=2)\n",
- "plt.title(\"[V2] Distribution de l'Erreur (Âge Prédit - Âge Réel)\")\n",
- "plt.xlabel(\"Erreur (années)\")\n",
- "plt.ylabel(\"Nombre d'exemples\")\n",
- "plt.show()\n",
+ "y_pred_v2_val = model_v2.predict(X_val).flatten()\n",
+ "y_pred_brackets_v2_val = [bracket_index(int(round(age_pred))) for age_pred in y_pred_v2_val]\n",
+ "y_val_brackets_v2 = [bracket_index(int(age_true)) for age_true in y_val]\n",
"\n",
+ "valid_idx_val = [i for i, br in enumerate(y_pred_brackets_v2_val) if br is not None]\n",
+ "y_pred_brackets_v2_val_valid = np.array([y_pred_brackets_v2_val[i] for i in valid_idx_val], dtype=int)\n",
+ "y_val_brackets_v2_valid = np.array([y_val_brackets_v2[i] for i in valid_idx_val], dtype=int)\n",
"\n",
- "# Conversion des âges prédits en catégories (brackets)\n",
+ "acc_brackets_v2_val = accuracy_score(y_val_brackets_v2_valid, y_pred_brackets_v2_val_valid)\n",
+ "print(\"\\n[V2] Accuracy sur VALIDATION :\", acc_brackets_v2_val)\n",
"\n",
- "y_pred_brackets_v2 = [bracket_index(int(round(age_pred))) for age_pred in y_pred_v2]\n",
- "y_test_brackets_v2 = [bracket_index(int(age_true)) for age_true in y_test]\n",
+ "print(\"\\n[V2] Classification report sur les tranches d'âge sur VALIDATION:\")\n",
+ "print(classification_report(y_val_brackets_v2_valid, y_pred_brackets_v2_val_valid))\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ymdM5XvdTgsw",
+ "outputId": "394f2b98-a4e8-433e-ec66-5b811e3a3855"
+ },
+ "execution_count": 64,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "[V2] Validation Loss (MAE): 6.1799\n",
+ "\u001b[1m119/119\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 49ms/step\n",
+ "\n",
+ "[V2] Accuracy sur VALIDATION : 0.7223113964686998\n",
+ "\n",
+ "[V2] Classification report sur les tranches d'âge sur VALIDATION:\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.89 0.58 0.70 254\n",
+ " 1 0.47 0.57 0.52 182\n",
+ " 2 0.47 0.34 0.39 254\n",
+ " 3 0.82 0.87 0.84 1895\n",
+ " 4 0.56 0.55 0.56 714\n",
+ " 5 0.72 0.73 0.72 439\n",
+ "\n",
+ " accuracy 0.72 3738\n",
+ " macro avg 0.65 0.61 0.62 3738\n",
+ "weighted avg 0.72 0.72 0.72 3738\n",
+ "\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "L’objectif ici est de vérifier si les améliorations observées sur le jeu de test se confirment sur le jeu de validation.\n",
"\n",
- "# Suppression des None (hors tranches définies)\n",
- "valid_idx_v2 = [i for i, br in enumerate(y_pred_brackets_v2) if br is not None]\n",
- "y_pred_brackets_v2_valid = [y_pred_brackets_v2[i] for i in valid_idx_v2]\n",
- "y_test_brackets_v2_valid = [y_test_brackets_v2[i] for i in valid_idx_v2]\n",
+ "Cela nous permet d’évaluer si le modèle est stable et généralisable.\n",
"\n",
- "y_pred_brackets_v2_valid = np.array(y_pred_brackets_v2_valid, dtype=int)\n",
- "y_test_brackets_v2_valid = np.array(y_test_brackets_v2_valid, dtype=int)\n",
+ "- Le MAE a encore diminué (6.18 contre 6.87 en V1) : le modèle fait en moyenne une erreur plus faible sur l'âge.\n",
"\n",
- "# Calcul de l'accuracy en classification par tranches d'âge\n",
- "acc_brackets_v2 = accuracy_score(y_test_brackets_v2_valid, y_pred_brackets_v2_valid)\n",
- "print(\"[V2] Accuracy (classes d’âge) :\", acc_brackets_v2)\n",
+ "- L’accuracy sur les tranches d’âges est passée de 0.46 (V1) à 0.72 (V2), signe d'une amélioration de la classification.\n",
"\n",
- "# Rapport de classification détaillé\n",
- "print(\"[V2] Classification report sur les tranches d'âge :\")\n",
- "print(classification_report(y_test_brackets_v2_valid, y_pred_brackets_v2_valid))\n",
+ "- Le Macro F1-score est passé de 0.38 à 0.62.\n",
"\n",
"\n",
- "# Visualiser quelques prédictions\n",
+ "En d'autres termes, fusionner certaines tranches a permis d'avoir plus d’exemples par classe, améliorant ainsi la généralisation.\n"
+ ],
+ "metadata": {
+ "id": "K4yQ-Csi8V4g"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Visualisations : diagrammes de points, courbes d'apprentissage"
+ ],
+ "metadata": {
+ "id": "EYB3VSxAVUQ2"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "fig, axes = plt.subplots(1, 2, figsize=(12,6)) # 1 ligne, 2 colonnes\n",
+ "\n",
+ "# Scatter plot : Comparaison âge réel vs âge prédit (TEST)\n",
+ "axes[0].scatter(y_test, y_pred_v2_test, alpha=0.3, color='steelblue', edgecolor='k')\n",
+ "axes[0].plot([0,120],[0,120], color='red', linestyle='--', linewidth=2) # Diagonale parfaite\n",
+ "axes[0].set_xlabel(\"Âge réel\")\n",
+ "axes[0].set_ylabel(\"Âge prédit\")\n",
+ "axes[0].set_title(\"[V2] Comparaison Âge Réel vs. Âge Prédit (Test)\")\n",
+ "axes[0].set_xlim([0,120])\n",
+ "axes[0].set_ylim([0,120])\n",
+ "\n",
+ "# Scatter plot : Comparaison âge réel vs âge prédit (VALIDATION)\n",
+ "axes[1].scatter(y_val, y_pred_v2_val, alpha=0.3, color='darkorange', edgecolor='k')\n",
+ "axes[1].plot([0,120],[0,120], color='red', linestyle='--', linewidth=2) # Diagonale parfaite\n",
+ "axes[1].set_xlabel(\"Âge réel\")\n",
+ "axes[1].set_ylabel(\"Âge prédit\")\n",
+ "axes[1].set_title(\"[V2] Comparaison Âge Réel vs. Âge Prédit (Validation)\")\n",
+ "axes[1].set_xlim([0,120])\n",
+ "axes[1].set_ylim([0,120])\n",
+ "\n",
+ "plt.tight_layout() # Ajuste l'espacement entre les graphiques\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 607
+ },
+ "id": "k2crGLkhTmmU",
+ "outputId": "ece88396-6efe-4ca2-8e04-eaa303075d11"
+ },
+ "execution_count": 71,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1200x600 with 2 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Les deux graphiques présentent une distribution similaire, ce qui indique que le modèle généralise bien et ne souffre pas de surapprentissage.\n",
+ "\n",
+ "La tendance à sous-estimer les âges avancés est présente dans les deux ensembles, confirmant que c’est une faiblesse du modèle.\n",
+ "\n",
+ "En effet, la majorité des points après 60 ans se situent sous la diagonale, ce qui signifie que le modèle prédit des âges trop jeunes pour ces visages.\n",
+ "\n",
+ "Cependant, concernant les âges 20-39 ans, les points sont bien alignés sur la diagonale, confirmant que le modèle est performant pour cette tranche d’âge."
+ ],
+ "metadata": {
+ "id": "SNPgfx2B9vfH"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "plt.figure(figsize=(10, 4))\n",
+ "\n",
+ "plt.subplot(1, 2, 1)\n",
+ "plt.plot(history_v2.history['loss'], label='Train Loss')\n",
+ "plt.plot(history_v2.history['val_loss'], label='Val Loss')\n",
+ "plt.xlabel('Époques')\n",
+ "plt.ylabel('Loss (MAE)')\n",
+ "plt.legend()\n",
+ "plt.title('[V2] Training & Validation Loss')\n",
"\n",
- "def visualize_predictions_v2(X, y_true, y_pred, n=5):\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 407
+ },
+ "id": "hlHKRDZGTzBS",
+ "outputId": "7fc17cae-88a0-49cc-8b71-e80ac71ea062"
+ },
+ "execution_count": 70,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<Figure size 1000x400 with 1 Axes>"
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Ce graphique représente l’évolution de la loss (MAE - Mean Absolute Error) au cours des époques pour l'entraînement et la validation du modèle V2.\n",
+ "\n",
+ "L’objectif est d’évaluer la convergence du modèle, son potentiel surapprentissage et sa stabilité.\n",
+ "\n",
+ "Entre 0 et 5 époques, la loss chute rapidement. Cela indique que le modèle apprend efficacement dès le départ.\n",
+ "\n",
+ "Après 10-15 époques, la loss commence à se stabiliser autour de 6-7 MAE.\n",
+ "\n",
+ "La convergence est bien visible, montrant que le modèle a atteint un plateau d'apprentissage.\n",
+ "\n",
+ "Le modèle n'a pas l'air de souffrir d'overfitting.\n",
+ "\n",
+ "La validation loss ne remonte pas en fin d’entraînement, ce qui signifie que le modèle ne mémorise pas trop les données d'entraînement."
+ ],
+ "metadata": {
+ "id": "RqsIrmom-ueE"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "def visualize_predictions(X, y_true, y_pred, n=5):\n",
" \"\"\"\n",
- " Affiche n images avec l'âge réel et l'âge prédit (V2).\n",
+ " Affiche n images avec l'âge réel et l'âge prédit.\n",
" \"\"\"\n",
" import random\n",
- " indices = random.sample(range(len(X)), n)\n",
+ " indices = random.sample(range(len(X)), n) # Sélection aléatoire d'images\n",
" plt.figure(figsize=(15, 3*n))\n",
"\n",
" for i, idx in enumerate(indices):\n",
" ax = plt.subplot(1, n, i+1)\n",
- " img = X[idx]\n",
+ " img = X[idx] # Image correspondante\n",
" plt.imshow(img)\n",
- " real_age = y_true[idx]\n",
- " pred_age = y_pred[idx]\n",
+ " real_age = y_true[idx] # Âge réel\n",
+ " pred_age = y_pred[idx] # Âge prédit\n",
" ax.set_title(f\"Âge Réel: {real_age:.1f}\\nÂge Prédit: {pred_age:.1f}\")\n",
- " ax.axis('off')\n",
+ " ax.axis('off') # Supprime les axes\n",
"\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
+ "# Test\n",
+ "visualize_predictions(X_test, y_test, y_pred_v2_test, n=5)\n",
"\n",
- "visualize_predictions_v2(X_test, y_test, y_pred_v2, n=5)\n"
+ "# Validation\n",
+ "visualize_predictions(X_val, y_val, y_pred_v2_val, n=5)\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 1000
+ "height": 717
},
- "id": "ke6D0xsA4Tw5",
- "outputId": "1d336f68-12f6-48b0-da08-1497d9ebf0b4"
+ "id": "8BeH94Z7UBdD",
+ "outputId": "dfab9e21-fa05-4c67-f6f3-f273dba70f4d"
},
- "execution_count": 19,
+ "execution_count": 67,
"outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "[V2] Test Loss (Huber): 5.9698\n",
- "[V2] Test MAE : 6.4501\n"
- ]
- },
{
"output_type": "display_data",
"data": {
"text/plain": [
- "<Figure size 1000x400 with 2 Axes>"
+ "<Figure size 1500x1500 with 5 Axes>"
],
- "image/png": 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\n"
+ "image/png": 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7cgFI/phgHrXr86iRkRH3ve99z912223uwgsvdC996UvdN7/5zactP52N9DAMzV/23XXXXU5E3K233jqNNydk9sEYNXNrvRtuuMEdd9xx7p//+Z/dN77xDfe2t73NBUHgrr322gnvy7Xe7COe7C/WyXNPmqZy0003ydFHHy2rVq3aef6QQw6Rq6++Wu666y459thjRUTk8ccflwULFkipVPLusddee3nHjzzyiDjn5B/+4R/kH/7hH8znbtq0SRYtWjThu5188sly3nnnSavVkgceeECuvPJKqdVq3n97W7lypaxYsULmzJnztM/ZUc45J3vvvbdZLkmSCd9lqvzP//yP3HDDDXLXXXep/543FYrFovlfrBuNxs6fE/KHCGPRdnZVLEL+6q/+Su68807593//d3nxi188afm99tpLTj75ZLnlllskTVOJosgstyMmMW6RPwaWL18u8+bNk6OPPlpEtkuRnHHGGfLlL39Zrr766p3j5M4775QkSeQd73jHzmvDMJT3vOc9cvfdd+88t23bNrn77rvlQx/6kIyNjXn/Nfa4446TSy65RNatWzdpjPrCF74gX/jCF3YeJ0kiF154obzvfe/bee7mm2+W/fffX/bbbz/ZsmXLzvPHHHOMiIjcc889cvjhh8stt9wiWZbJ6aef7pWbP3++7L333nLPPffI3//93z/tu1x//fVKumYqZFkmb37zm2V4eFiuvfbaCcveeOONkiSJnH766ZPet16vi8h2DWOkUCh4ZQj5fYZ51HZ2dR7V3d0tr371q3d+x4033ignn3yy/OxnP5tSPjUVuP4jfwwwRm1nJtZ6N910k7zzne+U3/3ud7J48WIRETn11FMlyzJ5//vfL2eeeaYMDAyY9+Vab/bBjfRZwN133y3r16+Xm266SW666Sb18+XLl+8MaFMlyzIREfnbv/1bOe6448wyGAQtFi9evDNxOf7442VwcFDOO+88Ofroo3easWRZJi960YvkE5/4hHmPJUuW7CwXBIH8x3/8h7khVKlUJv+wKXDhhRfKEUccIbvvvrusXr1aRGTnQnT9+vXyxBNPyG677fa01y9YsEDuuececc5JEAQ7z69fv15ERBYuXLhL3pOQ2QZj0XZ2VSx6Kpdddplcd9118pGPfETOOuusKV+3ZMkSabVaUq1Wpbu72yzT398v+Xx+Z4x6Koxb5A8JLgC3M9O/7BsfH5fbb79djjvuuKdd9D0VLgDJHwvMo7bzXORRT+XUU0+Vs846S2666aZdtpG+YMEC5lHkDx7GqO3MxFrvuuuuk5e85CU7N9F3cNJJJ8n1118vDz300M7vR7jWm31wI30WsHz5cpk7d6585jOfUT+75ZZb5NZbb5XPfe5zUiwWZenSpXLPPfdIrVbzFoePPPKId90ee+whItsXW083IKfDX/zFX8gnP/lJufjii+UNb3iDBEEge+65p/z85z+XV73qVd7GM7LnnnuKc05233132WeffXbZOyFPPPGEPP7447L77rurn5100knS09MzocHEQQcdJP/6r/8qK1askBe84AU7z9933307f07IHyKMRc8Nn/nMZ+TSSy+V9773vfL+97//GV372GOPSaFQmDDhC8NQXvSiF5nGpPfdd5/sscce0tXV9Yzfm5DZBheA25npX/bddtttUqvV5M1vfvOU7s0FIPljgXnU80Oz2ZQsy2RkZGSX3fOggw6SH/7wh5JlmfcL0Pvuu09KpdKMfCchuxrGqOeGqaz1Nm7c6Bmn7mCHMXyn03na+3OtNwuZATkZ8hRqtZrr6uoyzU2c225AJyLupptucs459/Wvf33Kmp9HHXWU6+/vN82iNm3aNOm7iWGe5Zxz1113nacVd/311zsR2Wnsid83Pj7unHPukUcecVEUuTe96U0uyzKvXJZlbsuWLTuPLa2qJ5980q1YscK1Wq0J3/u73/2uu/XWW71/f/VXf+VExH384x933/rWt3aWHR4editWrHDDw8M7z61Zs8YlSeJ9e5Zl7ogjjnCLFi3ytMMI+UOBsWg7uzIWOefcTTfd5MIwdG9+85vVs56KVQ//+7//65IkcSeddJJ3/vHHH3crVqzwzn3kIx9RPhC/+c1vXBRF7v3vf/+k70nI7wNnn322mzt3rrv55pvVvzPPPNN1dXW5Wq3mnJu6tufGjRudiLgPfOAD034vK0a122235557uv3333/n2D/++OPdokWLJowFzjn30Y9+1ImI++1vfzvps3eFtuenP/1pJyLuve9975TKv/a1r3WVSkXV7US8/OUvd694xSvU+de85jWmwTshv28wj9rOrsyjhoaGzDIf//jHnYi4L3zhC+Z1k2mkW8+/6aabnIi4m2++eee5zZs3u97eXnfGGWdM+J6E/D7AGLWdmVrrvf71r3e5XE7ldqeccooLw9CtW7du5zmu9WY/3EifYXZM2rfddpv58zRN3Zw5c9yJJ57onHOu0+m4gw8+2EVR5M477zz36U9/2h177LHuoIMOciLirr/++p3X/vrXv3Z9fX1uYGDAXXTRRe6f//mf3eWXX+6OP/54d+CBB076bk8X0Gq1mhscHHSHHnroznc8/vjjXRAE7o1vfKO79tpr3TXXXOPe9a53uf7+fm+w/+M//qMTEXf44Ye7j370o+6zn/2su/DCC93ee+/tGXLtavOspzMb3XEeE62/+7u/cyLi3vnOd7p/+Zd/cSeccIITEbd8+fJn/GxCfh9gLNr1sei+++5zuVzOzZkzx/3bv/2bu+GGG7x/jz766M6yRx99tDv++OPdhz/8YffP//zP7r3vfa8rlUqup6fHPfzww959X/nKVzr8Pfjo6Kjbc8893dy5c91HP/pR98lPftItWbLELVy4cEoJLCGzHS4AtzNTC8AdbNq0ycVx7M4666ynLcMFIPljhHnUrs+jbr31VrdkyRJ3wQUXuOuuu85dc8017s/+7M9cEATu5S9/uWs2m175a6+91l1++eXu3e9+txMRd+qpp7rLL7/cXX755d4fTVnP73Q67tBDD3WVSsVddtll7jOf+Yw74IADXFdXF82QyR8EjFEzu9b7wQ9+4KIocnPnznUf+tCH3Gc+8xn3ute9zomI+z//5/949+Vab/bDjfQZ5sQTT3SFQmHCv+o555xzXJIkOxdOmzdvdm9605tcV1eX6+npceecc45aQO7g0UcfdW9961vd/PnzXZIkbtGiRe71r3+9+/rXvz7puz1dQHPOuUsvvdSJiLvnnnucc861Wi131VVXuQMOOMDl83nX19fnXvayl7nLLrvMjYyMeNd+4xvfcH/6p3/qyuWyK5fLbr/99nPvec97vN/OzfRGepqm7sorr3RLly51uVzOHXDAAe7LX/7yM34uIb8vMBbt+li0I7483b+nxp1PfepT7uCDD3b9/f0ujmO3YMEC95a3vMWtXLlS3ddKrpzb/r9pTjvtNNfd3e0qlYp7/etfb15PyO8jXADO7AJwB9dee60TEXfnnXc+7X25ACR/jDCP2vV51COPPOLe+ta3uj322MMVi0VXKBTcAQcc4C655JKdv3h8KkuXLn3anOupz3q652/bts29/e1vdwMDA65UKrlXvvKVau1IyO8rjFEzu9Zzbnve9brXvW5nHe2zzz7uiiuucO122yvHtd7shxvpfyDceuutTkTcj370o5l+FULIHzGMRYSQ5wIuAGd+Aeicc4ceeqibO3fuhDJ3XAASMn2YRxFCZjOMUYQ4FzjnnJDfK+r1uhSLxZ3HaZrKscceKw8++KBs2LDB+xkhhDxXMBYRQn7fuO222+QNb3iD/OhHP5I/+ZM/menXIYT8EcM8ihAym2GMIsQmnukXIM+cv/qrv5J6vS6HHXaYNJtNueWWW+QnP/mJXHnllQxmhJDnDcYiQshsxloAXnvttdLd3S0vfelLZ/DNCCGEeRQhZHbDGEWIDTfSfw855phj5Oqrr5Zvfetb0mg0ZK+99pJrr71WzjvvvJl+NULIHxGMRYSQ2QwXgISQ2QzzKELIbIYxihAbSrsQQgghhJA/OG688Ua5+uqr5ZFHHtm5AHz3u9/NBSAhhBBCCCFkWnAjnRBCCCGEEEIIIYQQQgiZgHCmX4AQQgghhBBCCCGEEEIImc1wI32GWLlypVx66aVy8803z/SrEEL+iGEsIoTMZhijCCGzGcYoQshshjGKkF0PN9JngC1btsiJJ54ovb29cvHFF8vtt98+069ECPkjhLGIEDKbYYwihMxmGKMIIbMZxihCnhu4kT4D3H///fKJT3xC3vve98pdd90lK1eulDRNZ/q1dhkjIyPyoQ99SH74wx/O9KsQQiaAsYgQMpthjCKEzGYYowghsxnGKEKeG2g2SnY5p512mqxbt07uvvtuKRaLk5a/9NJL5bLLLpOndsVly5bJUUcdJddff/1z+KaEkD9kGIsIIbMZxihCyGyGMYoQMpthjCIzBf8ifYa47rrrJAgCOeSQQ2b6VSQIgp3/wjCUhQsXyrHHHivf//73n/G9PvWpT8kvfvEL+eY3vzmlYDZVHn74Ybn00ktl9erVz/pen/70p2X//feXfD4vixYtkve9731SrVandO2yZcu8+trx713vetezfi9CZgLGomfGrohFWZbJ9ddfLyeddJIsWbJEyuWyvPCFL5QPf/jD0mg0vLLXX3+9GXN2/Fu+fPmEzzrnnHMmvH7dunXT/g5Cng8Yo54ZuzJf2kG73ZYXvOAFEgSBfPzjH1c/z7JMPvrRj8ruu+8uhUJBDjzwQPnKV74y5fv/9Kc/lde//vUyf/58qVQqcuCBB8o//dM//UH91Rz5w4Ux6pmxq2LUv/zLv8grX/lKmTdvnuTzedl9993l3HPPVfet1+vy9re/XV74whdKT0+PVCoVefGLXyyf+tSnpN1uT/qc1atXP20OddNNNz2rbyDk+YAx6pnBtR6ZCvFMv8AfK8uXL5dly5bJ/fffL4888ojstddeM/o+r3nNa+Stb32rOOdk1apVct1118kxxxwj3/72t+V1r3vdlO7RarWkWq3KnXfeKYODg8/qfX77299KGP6/3/M8/PDDctlll8lRRx0ly5Ytm/Z93//+98tHP/pROe200+T888+Xhx9+WK699lr59a9/Ld/97nendI+DDjpI/uZv/sY7t88++0z7nQiZSRiLJua5iEW1Wk3OPfdcOfTQQ+Vd73qXzJ07V+6991655JJL5K677pK7775bgiAQEZEjjzxSbrjhBnWPT37yk/Lzn/9cXvWqV034rL/4i7+QV7/61d4555y8613vkmXLlsmiRYum9Q2EPF8wRk3Mc5UvPZVrr71Wnnjiiaf9+Qc/+EH5yEc+Iu94xzvkFa94hdx+++3ypje9SYIgkDe+8Y0T3vunP/2pHH744bL33nvL+9//fimVSvIf//Efcv7558ujjz4qn/rUp3bJNxDyXMEYNTHPVYx66KGHZPfdd5eTTjpJ+vr6ZNWqVfIv//Iv8q1vfUt+/vOfy8KFC0Vk+0b6r3/9azn++ONl2bJlEoah/OQnP5ELLrhA7rvvPrnxxhun9LwzzzxTjj/+eO/cYYcdNu33J+T5gjFqYrjWI9PCkeedxx57zImIu+WWW9ycOXPcpZdeOqPvIyLuPe95j3fuF7/4hRMRd+yxxz7tdfV63aVp+qyff8kll7jJuuLNN9/sRMTdc889037Ok08+6eI4dmeddZZ3/tprr3Ui4u64445J77F06VJ3wgknTPsdCJlNMBb5PF+xqNlsuh//+Mfq/GWXXeZExH3ve9+b8Pparea6urrca17zmmk9/4c//KETEXfFFVdM63pCni8Yo3yerxj1VDZu3Oh6enrchz70ISci7mMf+5j387Vr17okSbx6ybLMHXHEEW7x4sWu0+lMeP93vOMdLpfLua1bt3rnjzzySNfd3b1LvoGQ5wrGKJ+ZiFFP5cEHH3Qi4v7xH/9x0rLnnXeeExG3fv36CcutWrXKjH2E/D7AGOXDtR7ZVVDaZQZYvny59PX1yQknnCCnnXba0/53ja1bt8pZZ50l3d3d0tvbK2effbb8/Oc/lyAIlIbTb37zGznttNOkv79fCoWCvPzlL5c77rhj2u/4ohe9SAYHB2XVqlUiIvL9739/539hu/jii2XRokVSKpVkdHRURETuu+8+ee1rXys9PT1SKpXkla98pfz4xz9W9/3Rj34kr3jFK6RQKMiee+4pn//8583nL1u2TM455xwR2f7fXf78z/9cRESOPvronf9NZcd/ARoZGZHf/OY3MjIyMuE33XvvvdLpdNRfR+04fib/PW/Hb0EJ+X2GsWhmYlEul5PDDz9cnX/DG94gIiIrVqyY8PpvfvObMjY2Jm9+85snLPd03HjjjRIEgbzpTW+a1vWEPF8wRs1MjHoqF110key7777ylre8xfz57bffLu12W/7yL/9y57kgCOTd7363rF27Vu69994J7z86OiqFQkF6e3u98wsWLNil/1WbkOcCxqiZj1H4LBGR4eHhXVp2B9VqVVqt1jN/MUJmCMYorvXIcwM30meA5cuXy6mnniq5XE7OPPNMWblypTzwwANemSzL5MQTT5SvfOUrcvbZZ8sVV1wh69evl7PPPlvd79e//rUceuihsmLFCrnooovk6quvlnK5LKeccorceuut03rHoaEhGRoakoGBAe/85ZdfLt/+9rflb//2b+XKK6+UXC4nd999txx55JEyOjoql1xyiVx55ZUyPDwsxxxzjNx///07r/3lL38pxx57rGzatEkuvfRSOffcc+WSSy6Z9B2PPPJI+eu//msREfn7v/97ueGGG+SGG26Q/fffX0REbr31Vtl///0nvU+z2RQRUQuzUqkkItv/e/FUuPvuu6VUKkmlUpFly5bxvx2T31sYi2YmFj0dGzZsEBGZ9L8oLl++XIrFopx66qnP+Bntdlu+9rWvyeGHH77LZB8Iea5gjJrZGHX//ffLl770Jbnmmmt2/hdk5KGHHpJyubzzGTs4+OCDd/58Io466igZHR2Vv/iLv5AVK1bI448/Lp/73OfklltukQ984ANTek9CZgrGqJnPo7Zu3SqbNm2SBx98UM4991wREVMKodVqyZYtW2TNmjVy6623ysc//nFZunTplGUuLrvsMqlUKlIoFOQVr3iF/Od//ueU35GQmYIxauZj1FPhWu8PiJn+k/g/Nnb8l7Md/50jyzK3ePFid/7553vlvvGNbzgRcddcc83Oc2maumOOOcaJiPviF7+48/yrXvUq96IXvcg1Go2d57Isc4cffrjbe++9J30nEXFvf/vb3ebNm92mTZvcfffd5171qlc5EXFXX321c865e+65x4mI22OPPVytVvOes/fee7vjjjvOZVm283ytVnO77767999RTjnlFFcoFNzjjz++89zDDz/soihS/8Vm6dKl7uyzz955PNF/sfniF7+o6sTipz/9qRMRd/nll3vn77zzTicirlKpTHi9c86deOKJ7qqrrnK33Xab+8IXvuCOOOIIJyLuwgsvnPRaQmYTjEUzF4uejle/+tWuu7vbDQ0NPW2ZrVu3ulwu504//fRpPeOb3/ymExF33XXXTet6Qp4vGKNmNkZlWeYOPvhgd+aZZzrnnl7e4IQTTnB77LGHur5arToRcRdddNGEz+l0Ou68885zSZI4EXEi4qIocp/97GcnfUdCZhLGqNmRR+Xz+Z2xY2BgwP3TP/2TWe4rX/nKznIi4l7+8pe7X/ziF5Pe//HHH3fHHnus++xnP+vuuOMOd80117jddtvNhWHovvWtb035PQl5vmGMmh0x6qlwrfeHAzfSn2cuuOACN2/ePE8z8m/+5m/UuXe84x0uSRJXrVa963cEuh2Dd+vWrS4IAnf55Ze7zZs3e/92aDCtXbt2wnd6alKx41+hUHDve9/7dmpR7Qhol112mXftz372Myci7ktf+pJ6/v/5P//H5fN5l6ap63Q6rlgsuje+8Y3q+ccff/yzCmjPhEMOOcRVKhX3b//2b27VqlXuO9/5jlu6dKlLksRFUfSM75dlmTvuuONcHMduzZo1z+rdCHk+YSya2ViEXHHFFVNKej7/+c87EXG33377tJ5z5plnuiRJ3JYtW6Z1PSHPF4xRMxuj/u3f/s0Vi0X3xBNPOOeefiP9mGOOcfvvv7+6Pk1TJyJqwW7xyU9+0r3+9a93X/rSl9xXv/pVd8opp7g4jt2tt976rL6BkOcSxqjZkUfdfffd7jvf+Y67+uqr3Ute8pKn1UffsGGD+973vuduvvlm9653vcsddthh7t57753WM7du3ermzZvn9t1332fz6oQ8pzBGzY4YtQOu9f6wiIU8b6RpKjfddJMcffTROzWgREQOOeQQufrqq+Wuu+6SY489VkREHn/8cVmwYMFO2ZEd4H8/e+SRR8Q5J//wD/8g//AP/2A+d9OmTZO69Z588sly3nnnSRAE0tXVJQcccICUy2VVbvfdd/eOV65cKSJi/tefHYyMjEiz2ZR6vS577723+vm+++4r3/nOdyZ8v13FN77xDTnjjDPkbW97m4iIRFEk73vf++QHP/iB/Pa3v33G9wuCQC644AL57ne/K9///vefVkOUkNkEY9HMx6Kn8tWvflUuvvhiefvb3y7vfve7Jyy7fPly6e/vn7Kr/VMZHx+X22+/XY477jj13ycJmU0wRs1sjBodHZUPfOAD8nd/93eyZMmSCcsWi8Wd0nlPpdFo7Pz5RHzkIx+RT33qU7Jy5UqpVCoiInL66afL0UcfLe95z3vk9a9/vcQxlytkdsEYNXvyqKOPPlpERF73utfJySefLC984QulUqnIeeed55WbN2+ezJs3T0RETjvtNLnyyivlNa95jaxcuVLmz5//jJ7Z398v5557rnzkIx+RtWvXyuLFi3fNxxCyi2CMmj0xSoRrvT9EmJk+j9x9992yfv16uemmm0xjy+XLl+8MaFMlyzIREfnbv/1bOe6448wyU9F+W7x4sbz61a+etBwuiHY8/2Mf+5gcdNBB5jWVSsVcZM0EixYtkh/96EeycuVK2bBhg+y9994yf/58Wbhwoeyzzz7TuueORea2bdt25asS8pzBWDR7+N73vidvfetb5YQTTpDPfe5zE5Z94okn5Ic//KG8853vlCRJnvGzbrvtNqnVatM2riHk+YIxamb5+Mc/Lq1WS8444wxZvXq1iIisXbtWRLZrma5evVoWLlwouVxOFixYIPfcc4845zwd9fXr14uIyMKFCyd81nXXXSfHHHPMzk30HZx00knyvve9T1avXj1lDWNCni8Yo2Yne+65p7zkJS+R5cuXq4105LTTTpMPfvCDcvvtt8tf/MVfPONnPXX9x410MttgjJo9cK33hwk30p9Hli9fLnPnzpXPfOYz6me33HKL3HrrrfK5z31OisWiLF26VO655x6p1WrebwcfeeQR77o99thDRESSJJlSQNrV7LnnniIi0t3dPeHz58yZI8VicedvEp/KVP4S/OlMrqbL3nvvvfO3lA8//LCsX79+p1vzM+Wxxx4Tke3fSMjvA4xFsyMW3XffffKGN7xBXv7yl8vXvva1Sf/q8itf+Yo456adHC1fvlwqlYqcdNJJ07qekOcLxqiZjVFPPPGEDA0NyQEHHKB+duWVV8qVV14pDz30kBx00EFy0EEHyb/+67/KihUr5AUveMHOcvfdd5+IyNMudnewceNGSdNUnW+32yIi0ul0nsWXEPLcwBg1O/Ioi3q9PqWNtHq9LiLb/4J1OnD9R2YzjFGzI0ZxrfcHzMypyvxxUavVXFdXl3vb295m/vzHP/6xExF30003Oeec+/rXvz5l04ejjjrK9ff3uyeffFLdd9OmTZO+m4i497znPROW2aFVdfPNN3vn0zR1e+65p9t7773d2NjYhM9/NqYP//Ef/+FExNTLHB4editWrHDDw8MTfoNFmqbuhBNOcKVSyXuvVqvlVqxY4dXp1q1bPT2xHeX+5E/+xOVyObd+/fpn/HxCnm8Yi2ZHLHr44YfdwMCAO+CAA9y2bdsmLe+ccwceeKDbbbfdPIOdp7J582a3YsUKpXHo3Pbvj+PYnXXWWVN6FiEzBWPUzMeon/70p+7WW2/1/u3Q7DznnHPcrbfeuvMea9ascUmSePWSZZk74ogj3KJFi7y86cknn3QrVqxwrVZr57kXvvCFrr+/39Py7HQ67mUve5nr6uryyhIyG2CMmvkY1W63zdzpvvvuc1EUebnO5s2bzbzpvPPOcyLi7rrrrgmfb9X72rVrXV9fnzvwwAMnfE9CZgLGqJmPUTuex7XeHy78i/TniTvuuEPGxsae9rdDhx56qMyZM0eWL18uZ5xxhpxyyily8MEHy9/8zd/II488Ivvtt5/ccccdO+VDnvqbss985jPyp3/6p/KiF71I3vGOd8gee+whGzdulHvvvVfWrl0rP//5z5+z7wrDUP71X/9VXve618kBBxwg5557rixatEjWrVsn99xzj3R3d8s3v/lNERG57LLL5M4775QjjjhC/vIv/1I6nY5ce+21csABB8gvfvGLCZ9z0EEHSRRFctVVV8nIyIjk83k55phjZO7cuXLrrbfKueeeK1/84hcn/avy888/XxqNhhx00EHSbrflxhtvlPvvv1++9KUvyW677baz3Lp162T//feXs88+W66//noR2d6GH/7wh+W0006T3XffXbZt2yY33nij/OpXv5Irr7zyGevrETITMBbNfCwaGxuT4447ToaGhuTv/u7v5Nvf/rb38z333FMOO+ww79yvfvUr+cUvfiEXXXTR0/6lxKc//Wm57LLL5J577pGjjjrK+9lXv/pV6XQ6/K9+ZNbDGDXzMeqlL32pvPSlL/XO7ZB4OeCAA+SUU07ZeX7x4sXy3ve+Vz72sY9Ju92WV7ziFXLbbbfJD3/4Q1m+fLlEUbSz7Ac+8AH50pe+JKtWrZJly5aJiMhFF10kb3nLW+SQQw6Rd77znVIsFuUrX/mK/PSnP5UPf/jD0/qvzYQ8lzBGzXyMGh8flyVLlsgZZ5yxU1/5l7/8pXzxi1+Unp4eT7/5y1/+snzuc5+TU045RfbYYw8ZGxuT7373u/K9731PTjzxRDnmmGN2lrWef+GFF8qjjz4qr3rVq2ThwoWyevVq+fznPy/ValU+9alPTb/CCXmOYIya+RjFtd4fATO9k//HwoknnugKhYL526MdnHPOOZ7D7ubNm92b3vQm19XV5Xp6etw555yjfoO4g0cffdS99a1vdfPnz3dJkrhFixa517/+9e7rX//6pO8mz+I3gzt46KGH3KmnnuoGBgZcPp93S5cudaeffrr3W37nnPvBD37gXvayl7lcLuf22GMP97nPfc5dcsklk/5m0Dnn/uVf/sXtscceO3+TuMNJ+Ytf/KL6benT8cUvftG9+MUvduVy2XV1dblXvepV7u6771blVq1a5UTEe4cHH3zQnXjiiW7RokUul8u5SqXi/vRP/9R97Wtfm/S5hMwWGIu2M5OxaEd8ebp/+DznnLvooouciLhf/OIXT3vfHe9vucwfeuihbu7cuep/1RAy22CM2s5M50vIjrj1sY99TP0sTVN35ZVXuqVLl7pcLucOOOAA9+Uvf1mVO/vss52IuFWrVnnn77zzTvfKV77SDQ4Oulwu5170ohe5z33uc8/4HQl5PmCM2s5Mxqhms+nOP/98d+CBB7ru7m6XJIlbunSpe/vb367iywMPPOD+/M//3O22224un8+7crnsXvrSl7pPfOITrt1ue2Wt5994443uyCOPdHPmzHFxHLvBwUH3hje8wf30pz+d8B0JmSkYo7bDtR55Lgmcc27Xbs2T55LbbrtN3vCGN8iPfvQj+ZM/+ZOZfh1CyB8pjEWEkNkMYxQhZDbDGEUImc0wRhHy9HAjfRZTr9c9t+I0TeXYY4+VBx98UDZs2KCcjAkh5LmAsYgQMpthjCKEzGYYowghsxnGKEKeGdRIn8X81V/9ldTrdTnssMOk2WzKLbfcIj/5yU/kyiuvZDAjhDxvMBYRQmYzjFGEkNkMYxQhZDbDGEXIM4N/kT6LufHGG+Xqq6+WRx55RBqNhuy1117y7ne/W84777yZfjVCyB8RjEWEkNkMYxQhZDbDGEUImc0wRhHyzOBGOiGEEEIIIYQQQgghhBAyAeFMvwAhhBBCCCGEEEIIIYQQMpvhRjohhBBCCCGEEEIIIYQQMgHcSCeEEEIIIYQQQgghhBBCJiCeasHH77jJOy73DKgyrU7mHWdpS5VpN6resYsi/4WSvLomTVPvuJDXzsFRlHjHHXiXXYbz3zcMJ/9dhCVDH8cxlNHXBYF/706n4x1jvYiIBJl/I+eMMqFfN3gf65uwTJbp+s3SwH8O/LzT1P0hgA/PMl0RIdwI36XV0vdFsO5ERNJ2He7b9o6d8Y0Cz65Vx1SR4bFR/5KC36f3Pfil6pqhuv/s+YsWqTJhVPCOkySnyuB35nN+mRDGm4hIO/Xr/De/+pUq88AP/tu/j/OfE4iuKwf9qNhbUGXOPOd073jhAa9UZabKly491zvesGGDKpOD+iiXy6rMtm3bvOMk7PaOs6ikrnn48bXe8ZoNW1SZ4aEh73jB4KB33Go11DWu459bMn9QlSmX/W/qKfnv113U9b54cI53vHDRfFVmwaJ53nFvn352Lvb7dqHkx+Yo1lNMgPEl0vEmiPzrQujrLtT9OIX7ZhiARCSSZ24JgrHOin0iflxwHf84SHX8yToQt6x43oRY1/T7Q6et+0yzPu4dWzFq44j/7N+tWuMfr92ornlis99/m6lut/GmH8dGq3VVBuONQL8POk11zWCP38/SZlWVeckBe3nHxbz/fqsff1xdEyZ+P2vqR0uSdHnHX/zefbrQFPnaeWd5x10lHUvKMF/kjPm4mPj5Tg6O85GeG+LA/9bYJapM4CbOZ0IjUWnDXBDmdUwd6/jXbR7y+8XDj+m22Vjz++jWVMeScfimsZYeQ+Mt6IOJ/y7ttj9eRETitv/srFlTZQIoI22/80SBrstO5setttNBCvNo5/wx1ajrd8F2KRgxP3P+fZuQNyWRrt8U5vXQ6B+hus4vU2/qGBDn/L6X5HTeH+gQ7z8l1t/YhLqLQt3H8wX/XGbE5gD6dAoxKcGkVEQOPfJw73jvffdRZVp1v85/9rOfecdDW/3cQ0TkhS/x88VTzzhdlfnmHd/2jj9w2YWqzFT50xce4h0HxjwahH5/s5ZBuO7B4yTWF+Vi/2FJaMzX2F6p37+yjj9eRERy0JdKBd3X+7r9OD/Q3+sd9/b6xyIiXSW/D+byur8lkHPnAp0/xKEft5Kc/35Jot83hvqLYj1gXADtBLmWHrui8rHA6OsJzDcBDNbMyA0C2G7IMA8Qndc5aOvA6bZ1mX8uy4y1HqztUlgnuVTfN8MyTt/XwRzaSSfu8yIi1bofS1odPWfV2n491Jv6/RpwrtHw+9XImM6Rtg75ueDQiM4Nx+H9Gm3/GzrG318meT9+5xO9RxNDDv/dB/9HlZkq/d093rHLdN+PYf6NI90WMA1JpeCP5668Hh+L+vz14B7z5qky8/v89yt2+WOoUtLzXQnGfN4IqgVYvxYgBhSLut5zMLfi2BURiUL/vklOz625YsU7jgt+nhcXdS6bFOCcEUsytXfgf5MzciTc38M4ISISG+sI7xrR485luM+ly7Qc5H0wfl3TWMe3YG8Jc0cR6Tj/ugbkZ23jGxtwH2svrFmD8QxlGkbsq7f8a0arOkceGve/e9uYzvNWb/TXjI9vHvGON43qXHYU9zmtRBDibgT9IW/MATnoZwfut7cqc/Lxx3rH77riY/rZBvyLdEIIIYQQQgghhBBCCCFkAriRTgghhBBCCCGEEEIIIYRMADfSCSGEEEIIIYQQQgghhJAJmLJGegBCeXhsXqNUso37hKCFa+hCxaB/bknUon5ZGE7505723SyiyNegarcNnSWH+oGG5jh8g6XrJoF/LkMtc1PuF08amqagVY7fneLLGWUiQ6MY2zuEa7K2pRM8uT67uIn17q12s/TjkRD0VZ2qUH2PJojoOkMzNIa6aYPmE36ziMiGdU96xwODc1WZXNHXOsP+IDI1zX7EQf12dXXpMtCPUhiEoaGRnoW+Zla1PqTKDI2s9o4XyvQ10tetW+e/k1EX3d2+vl2jofXMsD/1glbmk1u0rmAeNGktzcUK6GlivVdHfW19EZGeLv8aq3VBVlRyid//5s3V2uaLFy7wjgf6+1QZ1NtLDL1zpbmJccEYm6hdjj4JItpfAeNYang/ZBi3LI1iQ2duMnTsszwkUE/Tf9/AmLQcvK/lyaDH1eRzSwy6wJbvSCH271uG/ltG8UgRKUBHq9W1Jl4K2nrthqGRDnp2Mc4TlmZx4OsxWnqw2P5Jzu+/PT2+bqWIyGjV1xG1vDSicPK5ZKr09C/2jstF3TZF0LQMDJ3GMMR8DMaQMVZdBhq1RjSJQI8Sh2YTdf1FpNFAbxEdU0chHI7U/TJVwz+lBtr5mZGuZjD/hkaOEYPPRAv6ZNbU8Xxk2J+r2jVdRuC+EbSTlf9G0CejnNYVRZ8JbOtu45o86KuWClrjtFb3+3q9jrmX8b6gtd+x8irwtanDc1otrYPZboD3g/Fs1CsVzNeM/hsm/ncXUKNVRFptiG3GHNUG7dEG6Lyj3ryIyH/ddY93/OP/uV+VwZmt2fCfMzCg5+oIvHGGNuu+uHmDzq12FdYco6d5YzGCwQPK5IwYnkA+kRh64imslRzMkagdLiKSB5F0nO9ERLoqvgYw+ufkDf1zlWIY4wPfLzOSONQJxlzA8mVB7WBLjxv1zTGXwbxeRMsYR4avEnaADJI6N4W1dGbkZ4GhhwwljHN4n+fv7wNVXgdxwfRHs+oTQP+ZyIrNuJcC61VLE7yQ9+N5qWT5TPjjqwVzvuVBkKX+2EgjPQ4i01vo+cPaJ4ghBpUgLvRUDA8biAuW5ji2cT7GY+1hk4vBN8SIuxHua0FMtYYPrtWTwNgbg2cFRh/Vaz3/51iXIjp2BIYfloqP4LWH7y+iPtva5poWKeQcuK6zHobrDiv6oC8Y+seJiAQQQ2MoYyxNVD2YOSfEWbWeta6BZ+OelohIPsGxo9+vu+LHjuKYnzPHVb1WiNHvwOjUKqzinoLlFwL7btYaslbVvhJTgX+RTgghhBBCCCGEEEIIIYRMADfSCSGEEEIIIYQQQgghhJAJ4EY6IYQQQgghhBBCCCGEEDIB3EgnhBBCCCGEEEIIIYQQQibgmTtyToA2pdH79E0Q5o8SEMK3DIRA6N4yeES1+emYo1rGIHiuCaZYUaiNJtCgwDIsCJUBgH42mkmiKR8aX4qIxDL5fadjSInq/pb5DZpBoSGTaboKJrGWsY3LnrmThDL7s0wPlWGF/35mu6HpgtFnlMkq9gfDNaJR9Q25srY2dAnAzCEzno0mEeoTLUMiqJqy4RqB/SjNwGDOMBttwViJQ11m69YRdW66oOlLqaSNYmIw4bPMBZWZTN43/6s3N+r7ovGK0dfzYN4ZgCFpwYjGlaJvSlMp6XjT2+V/55JF8/zjhfPVNQN9vrlouVRWZZLAf5ZlQIPn0BfE9I7Cc0aZLECzIv85YTC5YZPlQDOp3ZERJ/CMafwFwSQ0xtlk9zV81cShCXWAcc0wrYE2iSNtbFQs+g/r6/Lbv6+iTTC3jPgdtFnXL9xp++/XY/TXkXEwu4b6tMyu63V/rkuMea3VAvNE6CPFgu7jm7ZuhTN6EFqmqtOl0LPQO87ndT0nYBwZGAZ2AfS3KID5wjTt9g8zY15VJnfw6JZh8jvehmuMMmMtv0wdAkPDMG/E+3Ra2pioUffnzW0jw6pMs+GXCSHuRk4bnXaDcVu5S/eLUsGPoQUwNMzntZFboeIb3uZK3apMsYJmZmDqZNwXzUbjSMexZtOvB5z7LBPlCOdLw8y1Wffrc2xs3D8e949FRMZrYHxqmH5jj0g7fn+tNXT+24T4k4keuw2IJda8hnE3TP1r0JRMRGTTet8svGPME3mIQaWy3/5hqOtqxYpHvONqVbfBI79bpc7tKqzceVKzY9G5JvrMRYbxHPZbex6F94GcPEH3dREpQx7VXdFzQbHgl0GDwMj6RhhDzjTmnHyNq9arcI21LsL1lNVOk62Dzdqdwtp5Mq8/c42OuYqVG6qEEe9j5WdTSCjVqWm4E5p+urDGhf5qm42iSaxhggkG55GxdtLjyT/OG4bxpRKu43T+0YB9hRasRduW3zQYknbQFFNEginl7LsO7LeWmTbuw6CpYj6Z3BQ0tLoSnMtBfSRGXSSwlxQZpsnKPFgVsYwZYV/DNH31X9iau2KYkQM8NvK+IMN+bO3DTDxmrPpFH12jS+4SrPGb4dwP6xVnrF8EjC6zjmFKjfk5FDGqVxzkRHhs3ViZFBuXYJ1buWECjRAbbZuDvBTzVKs/4H2c4c6tqgK+qYPrZhHJJ/6zCzk9tvNG7jAV+BfphBBCCCGEEEIIIYQQQsgEcCOdEEIIIYQQQgghhBBCCJkAbqQTQgghhBBCCCGEEEIIIRMwZY30NmgjWtrCndTXzMkZGk+oL5sLUc9V63o52O+3NMVQlxoVFp2prTb5GaWTjVpHTus05uAbOqnWu0Z90o4z9LhR5xJ1iwzF3wAKaf040ZpO0Caoz2dhlcjwUfC+U9LwM+6Lml7Yh0wNvylouqPeObaJ1c8cfGSaaoGpwOE3+cdjQ8Pqmj7QrG4YuryVvkH/fQ1tK9TVR21Fqx6w/opFrZsXw1hu1vw+HVp9ETTfUONURGR4SGujThf81kqlMuk1Vn309vZ6x0Pj27zjRluP+WoVdFctNW7QEm42fD3Uvm79vovmzfGO5w32qDJ9Pb7eZ3+vf5+eLq0V31X2z+UNvbAINOcj9AcQraGLMcCypohAe9SUGIQA4yA+hkYEQt08CzMePvU5xqBCLVLLm8B60qTPdRMebj8HWpmoieg6up+l6pye5vOgu9xd8fvD3H7dz8Zrfn9NG1VVpgVa2KmhBZiL/DJjVf8+lhbtOOgszx/Q2tLj4/59gvl+vJw7V3sFDI35usajo/qbarVdF6OKfb5/QWzoBOOYiYyegRrpgfPjMeYB28tAvzBiXwf0UdswnzTUJC8y3ITcsKWfPVT3yww1/PuizrqIyOj4mH/N2DZVZmR02Duujg+rMiHkO/P6/L4zr1f3pTkQZ+cO9qky8wZ6veOubt8DI1fUcTcq+LE5zGs/klzBn39Rp7VcsObniX1ZRESCFDxLIHZbOsyYG6BHkIhIG3KBGmjZj1f1mKrCOdTlFdHdsw7PrtV1Xr1p67B3PDykPVg2bvHH/JahIVVmS83vewHoBGM+JCLSm4e1S6S17FHPO+v4992yaYN+l02+j8NPH3hQldmV+sPT0d629M611i3O4YbHD76L5emDfjSw3irkdV10lf1xVjF8gCpFv70SaGNzVQTCtZmxHpAI5l+jqSIog2PT8peaipa5PvfMvcNMXxmlgQ66toZ3i1pPGWW02DomPFY9RHBsrYvxvqhTPg3NdBEJQa0X72LpD4tDTWUdxzD4hYZAcgx5VJJgzqnzPkxvWy0dz3H8VOugNa78i0Q68E2p4esShrtOyVr5u0zBS8EcH6DHHME1qJkuIpKDsVoq6lhSzPlzdOLA48nQfc4gb3fGsx1qSqu1ibEuUvsclvY63MfaNgrAU0VwX8bQ/UYPiSn4EGJXd0ZMVdrgxhjqKCVtuMZQVsd9TcuvyeF3Yl+09prgODZiXwqVrsKYNbfAOdNPUK0V/B9PRRXcet9CHvKEql4n4b1zoFOOPiQiIrWmX79W1EjRhxDiT8vQSC/Dfka7pXPOVY89ZjxtcvgX6YQQQgghhBBCCCGEEELIBHAjnRBCCCGEEEIIIYQQQgiZAG6kE0IIIYQQQgghhBBCCCETwI10QgghhBBCCCGEEEIIIWQCpmw2itimhWBYYAjfo6FRiEYslkkJ3Ecbi2qzFgeOBZanCppP1BtaLL8Opo9xyxexR9MvEZFRuKZtGLOimUxmiO6jsUQ4BfPOEOT9C3ltTNUBIxBlCjQFs1HLoSAAAzvVTma7gRHGFExfpmMMY5rqKMMZMHgxDJzQRMcysUXjE2wTy3hwwXzfhG54eFiV6Z+/yDtOjb6XN9p7MtDTJE50WCiDOeXY8Bbv2DLucGhaZdgWPbn+iam+5qQkYCaRMww0N23a5B13dXepMiG0MZql1Zs1dc3IqG9OZj27NuqbnLm2b/RTLmlDOzRsrpR0+/Z2VaCMb5qVM8y30Bw2wTgsOkbhsYhIAH0lVPHdMLZBs1HDkSmDc3rIGxZY0G6BESfQYBixTJKmwuRj3IgTGGeNORXrBg3aMjOuQYyagvlNDswK+7rLgszr7/WO62A+KiJSA/OqVtsyG/XbIIH+0Dbm4QIYNyY5PQ6aDf/Zw8O+0eC8edpsdHDQNyRFs9RdTVz2x2oODcVFt01kzXdwLgFTpMAwJ8NzzjDbycAQDP2h24YBdwdMksbb2vipCoakT272DR7XrF+vrlm7dpV3XK9rU8hyyY/5uy+eq8rM7/WNQ5eAsffuYEorItIL/b9U1v2tu8s3GYvA7Tg25oAOGIdmkS6D8xiG3VxsGc/BmDdiapwDIzUY8+hjJiKSwbweGyamndhvb6yp3ryOJcGgP+9iTioi0oHOV6/7/RX7nYhIB/pno6H74tiIP5+vXb9RlVmz1c9vVkPe8Njateqa0aqfA6B5mIhIG2JzvtzvHxv9AeeJGE1NRaQ6rs3pp8v0TCwnvw/GNWsdp56Nix7Rcy3OH4Wcrp8iGvgadZjA+gXHlJVPxGhWaMTzGM5Z6ys8F8M3WUbAavwaZTAOTM9SU3+TtfaY+ArR6z9jLtFhawp5FJ4z7jsZZn+ewvpVA8Z+Ro07MGDvGDFVmRyiUbiIygHyMFHg2kFEJIO6arV0vKkX/XPjNf++De1PKm34JjuPNkxVp4nqFcaYwjGUy+n1S6Hgx4ESrHMrFT13dXf5c1fFMBUvFPw1WAwdOzCMIzuQn5kGziHELdwvs/ZucM1jTfTYt40yOJ05QYNZ3b4hOCsHovsb7hNiV88wCRVt6uwsU9Bw4lw+M9aQaDba6VjfhEbA/s/jqcQoI5Ykgd+2Kdw4iox1HOTraAArolfKah9RXSESwd5XZJldw43jRM8/RciBY7iP1RUj6NNWM+KaFvcEEyP3ziDOPvnkGv2+mV4TTQX+RTohhBBCCCGEEEIIIYQQMgHcSCeEEEIIIYQQQgghhBBCJoAb6YQQQgghhBBCCCGEEELIBExdIz30NWcMCUZJYFte6XyJSJLzdSXjFC4ydL1cjLo6xv6/0pxCzVr9LtXhbd7x8JYtqky76WsPJqmvAzQ+rnViWy1fV6lWq6oyqMnWMITHtm3b6peB+/R0+9qfIiKDA77mYlev1oDumuNrghYKoPGVaD3QTFDDT2sQuQw0WEGbq2NoHWWgxYR6+CIiIbYt3sjSg8VnGfqGGUg6OeyLpiwdaJHiNaJ10x3qdBpa02HFr8/mk2OqjNR8je3QaIMM9FVRM82SiFb6gMb7lXv8PpM+7muEJk7r/LmsDce6nVpjw/qFpkke9LpbDa0bWgW987333V+V2bBhg3eMWpmF2Ne/ExHptP22adUNbVb41gro5XZ1aa29YhG0q3uKqkxXGe6T898vL0ajY1tkOv7E0NeLRvvpsQfadWaHg2OjTAjxJgAxNfQz2A7opll+G/C6GBVQm11EpBP4F1lapFHq970o9LXWUqN+I9C3C4x6cB0/Foegw5x1jHYr+O/SMfwLciB4WII+Xi/oGFAp+mX6urTO7EjNf996U+udN0AvuwAa/qNV/b6lwK/P2viwKpOADm4TxmBqaMV3d/t62Zs26RwgTUfVuelSLvka6YkhEhjCOdT2ExFxmX8uh2PT8GWRzG8/S5cax6sLIIYb+rPFvB+36i1dX2PbfB3qjase845rW3W9F8XvOz19Wq90/gJ/Xjpgv/1UmYWDfhsPFv0Y2m14SJRAOzVf1N+dT0AfGQJbZOSyKehculjPE5hbxQnGPn1Nhl4ERh6FvkEd0LK3tDJT6Ff1qvYHadT9GIT+SaaXD+QlbUNXvwF+C004To3lSxj6MaAQ61w26QcPkeIcVWbOQj+3Xjzk97MFA7ovbgQd9U1btab/pm3+eqFZ9XP8TmZ4lRT8/trp6PwjDqZtd6XowJgPQqOeUS93Cv3Noear8ewMfU5MbxH/ELWFO06/r4r8RhwLId/B8WytO9EXLI71nBhE/jlL9x39sDKoHcvbReU3hqdTCOueNEBtWT0npugvlhpa5hnsB8Cz8VjE8HMxZdbhOsjHMme0gbH20HeFeoBrLC1zfDbWi4hICrkV6j1bXnIp6i639ftn8H5GE2gPNdBYzow+nsAmTaS7q8o/QlhXZUaswVQi7ei8L85NT6HfIp+HfSRjTEUwT+aMbaMyrMF6CpDjlnUFFfLohaJz8ADydIkwJzd8EnDfwIhjSIb7cqHeE4gceD9Y3gTQ12NLwxuuyyAHbRnjMA39ugmMNWQkfh07XENay1d4vbYxNqPJPAaNvZsI4k+W6bykDZdFqH9vzFkBxNnIaP8s5z8LZckDI5ZEsDcWdIwYBV0Yt2Wt/CwHuZUz8hIHzy4b/XUs8vtEEdaVJWN8DUOOae0jYz/Hb7D6TByh14POZbcNbVDnpgL/Ip0QQgghhBBCCCGEEEIImQBupBNCCCGEEEIIIYQQQgghE8CNdEIIIYQQQgghhBBCCCFkAqYsrBeBbnJmaIqhtlanZegWwX1C0OfOIkObKUQdIK3FFIe+jk4bNLq2bva1CEVEtm0GXc621uKB20qj4evqNGpaZ2fTRl8rsWHoxA5t8/UTw0RrW+XzvhZiqdTtHRcLWi/58VWrveNyl9Zy7AFt+K4eXw+yq7tXXZMDTbI86qqLSAhaqUEM7WbolKtuZBRBnTnUXkwNHasO9BFLCzCPfQ3u0zH0h7O2r9XrDO3jDj4rnFz3Ec9t3ab7a6vpPztnaKSHoBWFGo6ouyUi4qBdUL9URKSry+97qK/brGuvANQPTMo63NRrWsd8usSgj7ply7AqMzg44B0HoY5RzZavT690Dq1+DNqIrUZTFQnhPnN6/XFXyWk9174u3+Ogu6zHczfEhTLEhVxihHnQykRNRhERB+c6hlazgDa4KB1MS1cdjg19wwB1yFEDzWoDhaGtlqEGtF/G0kHNoK87Q1sar8K6Cw3tdTxlfVEco1Yd6HbGxhwL3xgZ47kDenECsSQ0tBZj8Dcplg3/jZIfD7cNab3sBOJuCTSri0U9dlAfecTQWiziN0FbNpv6voWi/52odygial54NuRhbCaxFvPD0Zqmeo5xEEtyqEds5EgOtFkzS3sQtKpd5B/HOd0vCnCb2sb1qsy6tU94x+vX+ce9vX4MExHZd58XeMeD83pVmTmD/rkF8wZVmXndfl6CmUvijDm87c9LOUN0MQRt2wh0gRNl1CKSQJnMiFERztkwnttt/b6tup9j1ut6Xs2gbVGXPDXiWgbjrFY1fEcgB263/HrBe1jPahv9FfXZcRpOMx3XHOj3Jnmdp+KQi/N63s2Bz8iSAT/Wze/3+6aIyOZtC7zjx9fqcfDYE74G57qNfi6+ddTQoB/36zwwPIxcTn/ndMF1nCGhqr1FjDbuoBY0jAdLL9d1/IfFxvhQesgh5jLGXAvHkeFzonRWp5AX5yAe4nxtXRfhPCVavzWCXDa0sgP0azKXV6jf62PVVQRayNZ6BdsAfRs6Zj4J72uo5AfZxOuVIDLGPPiWWc/GWRXzfmu+xLzfkB+WFMTL0Ycl7ej6bbXxvpY+O+haW4MQjQqwagwboThGXw+j/SFAJrhnY+nfOz+3yozYbMWI6ZIDwfOSkZfg+r5oeJb0wHqqt9v3sKlU9B5LGXSesX5EdH7mEv8Y22H7OWjznOHjkMB4xuUWbliJ9lcwLC/0Rpe1dsIOpuKP4S8F8zz6jdnXQR81YjXGVMuTAdeeyrPDyHdw3AWG50UEnlmoXW75bKH/VWDkhsqfCGOs0XCpQE5v1ANqwYeQI8VG/abQJjEaYIpIDHE2F+tvKkF/7Sv7ef5wSeeT652/92X5V+Rh/Ddxv89o20DN1dprJsrrc1OBf5FOCCGEEEIIIYQQQgghhEwAN9IJIYQQQgghhBBCCCGEkAngRjohhBBCCCGEEEIIIYQQMgHcSCeEEEIIIYQQQgghhBBCJmDKZqOhYRIwnWtKJd8Upw1C95lhaIdGWp1WVZXZAAZX4+NgGNgxnDfACCQ1zFGrVd9EozrmmwEZPnnSavrPKhe1kVbW7ddN1TBCa8H7xWDeOTqujYkG5/iGR9uGtqgypRp8kxvxjp1hutoNxohimHei6Qaa92irG1EOOaaJIJqUTME0As85McyQ6n5fq4NpFh6LiDSgnarj2mSzAaOqCEatpYI2NEBjGzT3FBFpgeFermKYlioTjsmNo9CYNTHMJ7p7e73jegvqoarroQMmeRWnv3t8RJt5TJd6zX+e7n8iu+22xDtev+EJVaZWH/aPa359jFV1/InByAYNSUREKgX/W3vByKZimJ7NH/DN83orPapMV5d/LlcqwLE2zEnAuMQyyUrB9K5tmXiBYaGqc2d0OLyHZTYK4xfvaxl/TQmIW2jiZYQ1iZVJkv4mHL8BGBii+ej2i+DVUsOgKUXTZP/nzZYxbzT9Z6Npn4hIG0yyJPb7Xg4dJEWkUvHvW6tr08Nyzp93uwraBGp4zB8/GGcXzp+rrln9+Cr/mqo2AC2AYRvGtZoxbvv6fbOpckmPwVp1ymnSpBSLfv5jGSmh4WnantxIKUJzq9gyG4X52ZjnJUazUb9/pUZMRcPMMWNOrI77prNdZb9fvPAF+6pr9tl3mXc8OKBjXwZzTOi0sXt73D/nwHw5NmJ1hAazNV1XxSLMXan/nESMuQ1Np5wuk0GOoUwQm7rvN0f8+h0b1m0wNuaXQZPQTlvfF01B8RoRkSrkoY2GXw9oaiqijX87bd1f4wSMgHF8o/uoiARgpGWZhaGpW7lSUWVKYEKXr/jjduHCReqarjl+ztZjND8a366d6/fpJzdpk/k1G/1zw3Xdx6tGbNtVWHkUGoDZZqNwTpm0Gea28KhWqvtODnKtnoofs9EsUUQkTvzGmJqB3eQG5zg+zHgO5wLDNM5BHMjAyE9VjBhGoUZ9hiq2oVGrukStIRLDGDEQMBTGujLW224KuSEawMUwnq38rCOYexnzpfixJMN6MPp4Cg9LO/q+mBOnHb/uLB/RDLZdLIPAEJNDI41G/78MCgVG22bYxw0jvxjbH0xNIyNfd7hv44ycyYjX06Vc9vtJT1GbLZeh3xbQnFVE5vT48XcA1t29ZeO+YFpobY2h+W4KOZ1lMh/m/BiQGPsEGNvCHBiUJpY5JrRnTrdNBmajkXEfdW80TTZMlLFvR6FeDwQQ69Ac1er8oTIPtgxfYR0Eax40bhURCdHo3YjnzRQMMjGUJPpdMKaagQxjPnxTEBnvC48KjTVk1MF1kV8vbTQFFx1LUmO9HUB7hzn9fjnYw6wU/eP+ss69+rv83Cs1DNg7mR9vQhhfoWHmmsFeRbFLryfmwH7LVOFfpBNCCCGEEEIIIYQQQgghE8CNdEIIIYQQQgghhBBCCCFkAriRTgghhBBCCCGEEEIIIYRMwJTFPxPQ70VtOBGRNpwrgs6giEgLdEujAHSfDU2xTY+v9Y6Ht25UZTqgh9Rs+Bo/jbrWku3t7fOOy11aS7gIEj65oq9FOLJtSF2zYLdl3nHe0D5eBJrEQ8MjqgzWJ0rVjY4Mq2tC0JjrH9R6s5KBXlcEOmCo1SQiacdoGKBVB/140NmNQl0PKLdm6XQ60AZHjaeOofHkQDsV9cVFRJqgM4varus36n62foOvxT9stFur6Nff7vMXe8f7RC9R16AOWLmixw5qnPbOna9vM4n0n6XziLpgLtNlurq7vOM21F29rcdXhM82tM46rV2nm+cCP7bMnav1rkLocEPDw6pMAL9f3LLN1ygdG9capSjlmUMBQxEpgOZrV9mPN0t207qrg3P98Vsw+kUZdP7yRb8M6iKKiDiIP3p0iCSgVZcaOp0R9hXQutV6dyIC2syRocGJcnvYI1GTU2RqOuoBaKmhVp3lpRFCGVP/EzQRM9BERw317Y8GDfqWoYMKcwDeB7WGRXQ9WLqtCUy0cebHZkvTvVX3y3SM+b0BcWLUGF/bEv99hsG/YnR8m7omX/LvW2+PqjK1mj8uUc85ig2N25avidnXo79p25YN6tx0SfL+XIv9RES3cZhYupKg7Q95lTPGHcb1zNCPzkArHzXTU9H9bQT0mavVMVWmr9ev533229M7XrxYx74CfMLWddrPol73+0EY6FygK+8Hk7Tox11X1lqkCcwl6IEhItIR/1kJxp/E0PYEHWMz31F/3wJxwph/6pALjg3pvHTLkF9XIyN+7mLpbLda/vvVakaZpl9XVq6FoCeHpcPdBs+TEK6x9EtLFb9MMa+XOBgPs7ahOT7s66COD/ljsrpVx4RSyY8dfYM6/xhYMuAdLxz0FxjD8HMRkcfX+z5Hv1uzXpV54kmtrb6rMH2LQG/Y8lhR2rag1x0Z+syiPEEm1yVvtdGPZHIPohT120WkE/p9vdMGnyXjXRLQDS4YusaYh4SGnm8Hvxvy4hCTaRGJIsx3VBH1p3Ih5gbGWi/qgN456nWLSAD5bQJzSWToUWOqaGX+IawrMBc3PXc6OBfqMi1ou0bDf07b8JpJIfalHT1X4xoS+0hq5op+/LE+Kev476P08I1nORhf5n2V95Aug75B2Mdzlg8AHKeZngMCVWr69IJnxQDknSIiJRAvL6S6LRZAXtLX7cfwopF75VAb2tBjDsXPMQIYq1mk7+sg9+oEOj8Lo2TC4zi2ckV4tvH3s/q+xpoB3lnp7RvfFED9WbFPYDwEqFMe6npAifHQ0A+PA//ZDr0WjT0LB9rbHSOXycD4IIXFP3oKiBiefcb+aZT579tx/vtZ+WQEa8jQWKMHcN8gBB+KgjHHQp9pNnSO1Ez9/bKO0bZBHp4F+wOlgt5zHejt95/T0f11rIXrdmgDY9xCui6VWPsfzOnW+ddU4F+kE0IIIYQQQgghhBBCCCETwI10QgghhBBCCCGEEEIIIWQCuJFOCCGEEEIIIYQQQgghhEwAN9IJIYQQQgghhBBCCCGEkAmYstloEKIhoRbLT3K+KUA71eYcIRhANDb7pj1DGzfph4NJRKwfLbkSmEb0zvOOS2VwDRWRKhonBfrGDszpKr2+GP2CZcvUNe2mb1DQaNZVGfTZ6ZunjSMb43AdmCXMmTNHXwOGn2lbf1MQgJFECGZ66AAqIgGYWIyO11SZYsVv2w6as0SW+R8YP2WW+Zp/Ds2GUqOftcEkolYb12XAqGG06ps7bBvT3zhc88u0DFO3JphPrF67xjuujul3KYGJJI4TEZF2W38nYpnHTAoaIQb62ZWKP37Q+KtptAGaSSVNbdzRNszWpku54rfF3Hm9qszmLX58KeS12UWj4bcx9jfTOBKMfwqx7hchjMX+AXg/Y9xt3OIb3m4b02ZWW6A/xQU/ForRR3NgDlXMaSPgctk348gneroognEkmm3lc5P/rtbw6jHNWJ5KarSBNhs1LoRYh96jRhOo+Scwni1oLgpmxx3jezpgomL4XakYavU9BI3fLCO4HBjiRFBZBSMzKEH9lgwDtHbDn1MtE+0tY36ZBOaSppFbtMFEp20YRzXBQK7VRFNqbVrUgkrv7+9VZR55ZOK++EzIFcBQygh/aAgWZkZHxn4MMTuz5sQQDI8sQzi8BhziWka9t+AjCkUdS+bkfePF7i4/towM+4aKIiKbxoa946HN2mSx1fBjX6msnz3Q5xuRpV3+ccswGy3mIzg2jFlzfk5UKUCZhpF7gYlTJzVyLTDXCsDECecjER0n0ABURKQGucvoiD8Ox8e1SWwdTKYadW06hT54GG/yed0m3d2+QXaxaBhEtv26wtwmwfoWkULJv0+lu1uVSRK/TLulvwnNB2s136i1aZiuNlt+vt7J63FbAsPj+WBu113Q1yQQZy0j8x6j308XnEctI1g0rbRMxRMwR4sg5wiMOI9GkR10cRcRB05znQ6uByYfH01jsnUdMC3N0HxUvwsaiWKeLKLn7HzRMGKEfD8H8SaX0xNyHtZkITq0i15fJfC+sTEHoNlkgKaxIuIcGi76x4mRc2RwHyuVydr+szvQJhg/RbS5caOm19tVyMdqEOtaTR0D0MDOskdNYWwqY3enx0Wa4jca+QWUwT6//W2gnTAsGGtBzKsTY52JvtoYf6x6yGAsh0Y7hdYLTRN8p75uPe4Gwfy5ZBi2zunx56F8Gfq18ewI6sz61nLZfzbWWGyYIaJRaJzoOTEG41eMu2Go74v1HlpjHtarcajnkwjii4rnxvqwDXVjxahiwa+rCOohQ5diERGH+5HWmhwMnMH4N5fosYm5d9uIY2HHP9cG09LYWBfhOsPaL0mg7XCbLjAM7yGlF8vLtQXz1raqnzPXDRPlFtR5taHnrFYDcyBjbQDHbYhjSUH3194u32zU2GqURgviN4ztrK3fJYYKLSV676c7LqtzU4F/kU4IIYQQQgghhBBCCCGETAA30gkhhBBCCCGEEEIIIYSQCeBGOiGEEEIIIYQQQgghhBAyAVPWSEdto8jQ1cnDvnyroXXHtmzwNX+b4772oCEFJnHO17IpV7TuYanLPxdHvr6UpcfWDfpYHUsDDc6Fqa9/ZOmx5fK+/mcYax2gVsvXLXKi67NQ9jWosszXrQoMHeak6LdT5gytVNCXCkAPydK/F9DAszQtY/HfL8Q2QGF4EQlAAzE09A1boGGJmumdttZvGh/3daCqVS201AENzjEoEwRag7NvwNfe7xjftG7TE97xKGhu/+rXK9Q1h83xNWRRS1dEpNnwdaFQh1lEJBJ/rISoC2fojaEGpqXHlweNRhyDzUzXVQ00tHJ53WfKxtiYLl1d/v2jSPel6viQ/06xfqdH1q72jseG/X4x0K29CbbUt3rHlpZ1kvd1/FLQHXv0t4+oazqgqRoUSqpMmPN1vZKCrwGcL2gtMDRpKBsa6X2gMdhV1m3cVfbvPdjd5x9DjBURCUCjL1fQbRCCfl0uhjgc6riGeueWYUAGPhh4TWboKGJ8tHT94wx1Wv33rbf0WAXJPmm0DF3jcbgOYn6Y022SwrwbZroecpH/TfkYNU/VJRJCDChVdJ/pHfDHxmBdz49PjPhjJYigbY25OoGGqhti9mOgUdwET5GSoXON2oUFQy+7q7tXv9A0iXPgCeIMLVnog874c4cATmITZ0abZ87vS6mhvd6BTtnK/PetZTrnaEd+P8iXe1WZsOXH0E2bNnvH69atUte0xn19/bSpvUU6dX+O6e7W8bHT9OfWDDQiM0NHuwd03l3Z0DQtgaZpBtqeovuSg7iQGRl4nEA7QR9pd3TfR0nItqG93m76fb0DFxnpujQafpm2IVeaB61UzA1QD11EpLfHnyfKhrZ0B8ZvCCLAZUOLP4Z1CmrViojEkIdkRv6YdkBDO/Xf98m1a9U16C3Uquucswp5fiXzKx3rUkRkTrf/neXSAlWmv1f3teniUGzZmkeV3rGhuwt60Q5zZcPEpINrj0h3OIemKvB+qbE2RR8lo4gS+w9B69byOcG1Umpo5zegTNLQ/TYPfbLU8Y+Lqe4XkUCOFOkyMWqig8ZyoJImrfuO/j8iIg49S5rgI2RouqOId9PId1qwVnKYexl5VLXq1/no6Kgq04TrmhALLflu7J2oYS0iEqH+NGo3G/rZDta8HaMe2qDPbmlAoy1BDto2ivWzUTM/NESVsY9k4tdV5qz9AfBZQ614kacxIJoeecgZKzn9rf0l/9sqkY6ROdAqj1r+fZXmvWivsoIxxySxn4dUUz/naLd0XpyB9jr2k+0nYYxDDhcbW3rFxI83iZXcw9iMc8a6HLXhIU6gT4KISAT9zbAhlKCNazuMw9bf+8KehRj9DYZMJ0C/Keu+EMcsDxso48DjoNOx1luwL2Os2+rgw4LeD6PGHtYIxLr1GzaoMus2+nseW7dt8+9R1Xn1yJh/38zoMwXYA5w3d64qUwHvygTaKW/svxRBWb2/pPPz4XHQnG+BH5/RxWOYS0Jj7dWu6/llKvAv0gkhhBBCCCGEEEIIIYSQCeBGOiGEEEIIIYQQQgghhBAyAdxIJ4QQQgghhBBCCCGEEEImYMoa6ahLbWl21UEPtT6mtXcKRV8rqAT6UoGxtx8X/DI5QycYZIokBr2mjiGK12r6ejiGFKBkoF8WwHdHhn5c1vR1Dy3NPrzO0rtGUqxzQxYKJZ2SoqHtCTqnqD1pgVJ6lvZbDDrLqLXW6RiaX4BVV6jJhhrFSu9ORMag71m6xmnH/+4INL96DG3PcdBAHK1rTcTesn/dSOZrvW7c6PsEiIjqfIGhH9kGXX2ju+rbwn1SQ3cNNdJRK1JEJAEN5f6+fu8YtXVFtAZi3WgDQ2J+2vSBHnetpuNPBFpfVt9p1f1zAbxkEuma7yr6MWl4SGvgBXm/Dtdv8vXMevt71TUDc3xN/qSs9cI6oFGcORjzhr4ZeidUm1ogd3zY10kLnI5RObg36qovmj9fXbN48ULvuGJoFCdQVwHIioaBoZE+hRGRgb6d0vkz7oEaeA1LTBh0djsQH0fHdV+sNf0xs3VoWJXZMuQ/qwExtCladFB9gTE248y/T4T6h+oKkTL4NnT3dKkyIWgi9kKcEBGZD1p6G4b8uhnf4Gv4iYgUcr6W3migdVBRWxx9JlrGWO+0QOfa0GPsKut8Y7o4GC9hbOQ7kJahTqyISAZ6vVikY1zThvyhkep+UYOYPdaAnK6l+34T3sUZdTgy5vt7PPHEau9404Y16prY+X00Nvq6A73S4WHdL0LwykggnygY2q2h8/PUONIa3glo0Gagwxy3dX/LwPMCj0VEcqCfGYKOZLNpaEu3IUcydHfroP9YrcLx+ORti7rXIiIharBCvl4s6zwKc3pn6KuqhBxEgTHGiohkkD86I+4Gdf87E2MM4hyfh2+cB542InpuCUTnO1EIZTr++HLGvJbA5Fc2vB7mDuj+OV0CWA8EKMYseo6xtLaVTwxeZHgx4TW43hIRiaC94hh1v3V7ZhAPrXUmakon4EeSGPr1uCbrGP5CdcgXmm3dxpgroxZ41tE6zCH0fyv7iUp+HMN6MHWr8RuMIujBgUM1NeIP6mijT5iISKvpX4f5OXpfiWhNdNRMF9E673icMzShc7BXUSxqryGMHXhf1OYX0W3gnJ4nHOg3W55L2EwdMJcxpneUgDb177EnpRl+kyF0LdgfLH32qaxYpwb6AeSM9TKO1sjwwFMeYvCORholETzbSK9l05Yt3vGGYX+tVzO8g2LQa09i7aVQAL+rEGJUJaf7aBf07e6yLtPb58/R/QO9qky54H93Hp6VK1r1C+s4IzdEvwW1V2f1G1yDG2VC9M6AseiMfLIzhb2ltOm3Ha4rwlDPE1u3+GuatWu0x8q2Ib/PVGu+JvrmrXpdNDzix76h4RFVZmgU9sJgPds0PGKUV5ix5zE05N/H2u9dOM9f6ydGDEXK4D1UM/aswApHQvBQw1xcRCSEfZJqdUyV2bbN2FSdAvyLdEIIIYQQQgghhBBCCCFkAriRTgghhBBCCCGEEEIIIYRMADfSCSGEEEIIIYQQQgghhJAJ4EY6IYQQQgghhBBCCCGEEDIBUzYbTcEgBU3aRLTJS7GszcgiMCNrgwGJ4dWizIzaltkF3LfWASNRwzWi1fJNAjJ0LBURl6LRpX9fy7wRzU8scw40HDG0/CUK0FQHjBsMk6QghyYl+sYJmAehgVRgmBMqXyfD6CnJ++0U5fz3zSxzoQ6Yb1ltAMYHaEZhmf/V675RQz6vjTvyed9ErgtMvjLDZWf+PN8or2N80+jokHf8u8cf868xOjmaO1geQGjEanlwoKELmiFNxQTGGbZFaMbT3++bCMaxYdIA/ahlGMk2W5ZxzfQogRHL0NBWVQa/dXRkWJXBWFcugomu9etHMMZrNrThEZqzzNltiXe87/77qGvmgjFnXDJiasE36+zq8Y3Qqg1tbFOD90sN46ct6570jke26foc2bzZOx7f6l+zbbNvoCIismGjX2bpHrupMr29/jf19oChndHf8jk069EGUjho0ITY8EyTdsOfJ2pgAiMi0gDT4dFxv87Xb9R1t2mrbwwzPKr7zDB43YTwjR0jUOTBtCgyxnOMJoIwnwdGXHOZb3YThdo02aX+C1cq2qizUvCN8XrBQPexlt+nRESazq9Pyzy6lPjzTQpuWzh/ioikOJ83tLlQeQoGOVMFzZ9D453QNNeaE9F8DOcPa45pghN5ra37zjjMx2hIWjXqvYaGpB1tXjQ07hv7JNBWy5YtU9d0Gv44q4/oMdQY93MtZxiKjcC4iiEGRJaJqTJKNIwt4TgPZoVhwzCIA1MkMcxGMY6hf1gQ+OajIrqv12o6Jxob99tl24hfv+M1wxgPAmKhoGNqGvnn2pAbVtu6fqvboN2MvD/NMNf23y/t6LGKJqGloq6rEpitdRtmwmgw7BL/vl0wP4mIRJADBKlugyDwy2D+WE/12HEZfLdlrLYLXdvRiDMQy4ALzTs1uO7B9usYZrwhmKDHxp3R0FoZiRpmozEYBMZGblAAg3OcR601bwod18q10DTOMo6UwK+rCIxqa4HOObDNLbP1GNZ6Kv83Eh70Ezb9KB3e1z/Gtd/2+8Baz7hvs+HXw9hYbcJjEZFqze9HLtP9FdcnSeL3h0LBiBOlMpTRa0hcKndwv6Cl+3gOYkknpyvCZX4/soyVca7rtNHEVPezNswTbcP4ttPBvQm/LdFsU0QkCBpw/NyajQZYHx1dh2jI7kR/ayp++wQwXxjVLjH07fWbdR78xBNPeMdbIHcJLNNuHENGPWOZFOaGYkHnqiWYs4uJHptdXX5fn9ffp8oM9vnn5vQPeMeVija87uny58liWZsmBzhG1H6EYQYP9RcaMV/gXOYm3ssT0WOmY+SyAudwD2ELrOtERFY++qh3vH697jNopDw65ufMaFotIqJSK6MeSnmIbSW/jDJ3FZEI9wSNsTtS99+vYxjobt6w3jvunzvPO86MeULANFlC/X6Ntl9XGewjh3gPEemI325bjf2hbje9/Sj+RTohhBBCCCGEEEIIIYQQMgHcSCeEEEIIIYQQQgghhBBCJoAb6YQQQgghhBBCCCGEEELIBExZIz0AnaLI1BuFE5HWoUOtrwC0y8ydfdBWiwwNb9Tfi5x/p3pVa6uhhtbYiNY2Ghv2tRyHq/5xy9AMXbt2nXdcqWhdqOFh/1lDhv7wXNCk2mepryXc26s1qRLQpAryWmcLKzmK4IShP6w0vSyNL9AdzEDDLc7r/pCBPlNq3Ne1/PZHfdxx0F8V0Rp4lkZ6BHUTRX6ftjR1oxj1GbUWU9T09TUXz1/gX9Ol9fhQf7G3t1eV2bJ5vTqncJNrV07KFLTXe/t6vWNLPxJ1zFCfT0RkvKp1v6YL6nw36/renaavx1YdG1dlUtAkLnX5/baQszQ4/W8rFnTfmT9vEI7ne8d9Pb3qmgKMqW7DdyJM/P6WC0H/sVv3/XlzfH27dlNrwfWV/fgyvGWbKjPc499nFPQCh7duUtes3+iXySKtgbZH5I+ZXK7XO7Z0qxPob1mk+xtKveH47Rha8Z2WXzeoZSciMgpazY+tXuMdr1uv627bGGh7Glq0lQG/jwwu8o+L3bo/VECHsBDrOQClmnF8Nxt6vhSYY4cNjbmxIb+9169/UpUZH/c1q6OO/+y8oV87POLHeNTwE9HxugXtJoGehwVygI6hcdtj6LxPF/SJQA8WEa1ZGBpish3UGwYvFEP+XDqhXz9to7/VMj+2jdT959TqekzVmv7DWh0dH5Oin5ckkX9NDjukiCSgXd7s0brU48O+B0Otqsdmteaf2zrk979GTevYjnT5ZYZhvhMRWTDHj+d9FT/OhoGOay4E7x5jLmnGfpkcdONqzfdgEREZAjOFrduGVZkN2/x62Dbiz4/Nlm6DPPiDZKLnknHQNU5B3znI6fv2gwZrsaDHGGqjom9Du609JZoN/xurNZ0bbhnyPRjyRo480O3HigXz5njHoTG3lHP+eCqV9BwVh+j3BPONsZ7APCYwcs7YWBNNH79PWvr1qB2cRDrfSUALGrW2A2N84I1Re1tEJIQ4hrl+kug+iudyOV2mAFqyAaxfcH0gIhKCxngp1O8bwfzbTnVwRi+jTsc/bjZ1vwjQ/8oQdEYLFVw7JYnxvlPRSIetAwfPjg1fhAzKNFu6/auwHhgFf4vxcWMdD3VntW0MbYBlLD1q/KaWER8dzMMZaiwb9dBqgna3qekOWt3OmCeafl1gvLQ00lPIJVJDWzyCPoz9F3W6Rax8zPBvU2emD64lU+PuWPNpYPRJ8PTptP33zqG+tIisXuPn9qtWPabKDA8Pe8cV8OUoJbq/FYr+nGN7U8AYgvHc6hjrl6ZfV6OGd8uTW/y8/fHHn1BliuAh19Plrw8He7Su+m6LFvnHy5aqMl39fl7noG3zRl0l0CctX4wAxrRDPwjDBwrHlKWRHsCYX/+kv8b55a8fVtds3OqvlYZHdV6C6z8Ha7J8Ra/1uiFv6u3rV2Xmot9Yd493HOL+n4jUYI3WNPTZay3/3Miw3j/dvMX/7jasr4JY50jYloHxfhjrquCJWDT27tqgfx4Udb/a3fBrmwr8i3RCCCGEEEIIIYQQQgghZAK4kU4IIYQQQgghhBBCCCGETAA30gkhhBBCCCGEEEIIIYSQCeBGOiGEEEIIIYQQQgghhBAyAVM2G0VTFWcYYAmYwKSpYX4CBqRoYormX9ufBUUyyxDOP5eBQaUzzFo2b/FNh9Y8uU6VWbFihXe8HgxJ54KZgojItq2+sVx+RBtWoBmFM0yG5s6d6x2vWvWod7zHIt+QT0SkP/JNVCyjGCgiDkwk0CRSRCTI+W1rmbPk0OQn9BvOGeYyaC4aohugiDj4iFrNNxao17VBXKnkG3ekRr+qjvoGgWhImstp07tiDutXV7Ay94OxsnSpNtxIwIjVdfT7Co6VKZSYisELfoN1DZqJDg74RmulkjYLGwKjr9Qw92gYfWK64JgSw9wUTTTqVW1Yhl2wv9c356gZBqloENjfr43xBvr8c8UExpRhQlUG48VSqMddueCbkOTAlKTRMUzv4BvzeT3m871+oXKijUEqRf9ZLTA7Gdnq152ISLXu94s4b7QTlKnXwQAptAzX/PoMDXMw5TcDRlWWeTDGl5oRb0bA8HgTzAGGT5UMzvWNQ3t756gyC5b55icLdlvsHZf7dP329fqmPyXDaDlJ/focGvZNYUa2aUPDVtP/7tbC+apMbdyfDx8t6Lnvt7/059QqzH3lojYFzYb8eRfNUUW0AY0yGzUiWwiGckXD2Khtue1Nkya8U2bExKwN49WYY7BMA0zD2kZcbUCOVDXmmGobTO7ACLbZ0XGi2fHHWbOt/z4jC2F+iP13cXqqFfSPKhomtCkYn1lGp1HDr5smxJbhus69GvVh77jWMExhYX5pQ8wv6mEn5S4wSjRMujPIF9DceHhEG2Bt2ep/09BWbbo6NIRGnH4faXeMfg75OuaOIiIBzFshHFuxL0DzR8NEu1QEIy0w/Y0i3SZjI35Ov37DGlVmQxsMC3FSEJEIcmI0Eay3tEFtMYY+Hhhm9WAum8L4ckbaF4B5qxjzeWSYa02fybPGAMqExrcGaP4Nc2u7rfuxCoeREbNDXIv4x4Hx92E4plqGqXgDvxsaw8r1wxjWL0Y7oLGlkbpIB2NxhoaU+tmtpt8HE+PZVfH7ehP6baFgGXNCPRhzbQhzLa6v2uNGXg0mlqERTDrgkp3BHoJljonGrIExiFS/cmioq7+xA3Nhp2N8E+QP1joTQcNXK5dJce1iGMkGAcQoMC42UlllamuZ+cbQp+PYr3Nr7R/husQIIda+wnSBKV3axjzqYM8CzQZFRAKwJG3VwWRxSOfB62CfqG3kcLvvtad3vGSw1zsuF/RaqqfHz+XjyMh3oE0b0C9G24Zxet2f92vGmndki2/aPrptmyozCvsutaYfv6110TgYvTtjmlrk/H2sIqwZIqfXEBGMs8Bof4F+i3sYqWEk2qr539BsaXPjkSG/blY96u/Lbd3q16WIyMiIv9dUqOj9khjyh1LJN3MtlPS6qAhlevp6VZmBkl9/bZg3nBEouqAN8kaMSiBOlBPdXytl//22jvl56raG7jMCeX6rrWN+EKLZLJhfG0a9Lcg3OgWdR1V69L7NVOBfpBNCCCGEEEIIIYQQQgghE8CNdEIIIYQQQgghhBBCCCFkAriRTgghhBBCCCGEEEIIIYRMwJSF9Rzo30SB1snKQHImtLTqQAtOSeAZusZ4Lm1ofTsUBMtAi+e3v/mtuiTp9rVkV6xarcpsbPl6yFvF/8hVv/uluiaK/e9OYq2H9Wcnv9k7bo1pbat1v/65d7zvoK8/3G5o/aYQ3i9GbdLtJ71D1BdCDUIRkRh0v/EbRUSSPFwHbdLKtCYVSt41DR1w1IMdHR6BElq/6ZHVT3jHUVHrbNVA6joJ/WfP6TV0rrt9Lc+KoTHoQL+rAtfssfd+6hoBbd5qdVjfF3WqQkO7ENolw7oxtK5wfBmSoZLBs1BLKjPGbQpagKZulSXkN01QwzkQQ++44X9HZuj59nb57VUGvbAtGzepa0Lx+/a8gXmqTF+XX2flvP9+HUPfrgYaYm03rMps3ebHugy09TqWxjJo66G+9P9fyDssVbQed7Hkf1MhAW01QyO7XvM15upNrceXA/3bDsT8jhixJPSviSNDRz1BbUz/5y1D43IE5oARI+52UvAQGPS1whckvlaciEj/4EL/2OgzXT1+XyyA5lyhqO9bBO3R+oh+30bq198Y6P5VR33NdBGRGDROUU9SRCQPOq0L5gyqMp29fI+I365e7x3nhvX7luC7h6taA7oDz0ZN8MgQa45Rt9OIj1Gy62IUase2DV8ErbNq6OOCTnIKeq4tQyO9WvPjS72my6B0MMoYN1Mjp4t97cYsMu6b+m2K963WdZt3Q+jIhfq+Ceiglvv0nB3AnIhymtVRP36KiIyBJnqtqcu0IS+pQ6xetLBXXVMZ8PMxHN8iIhHM2bU6zAujuu9XwY9k28iwKtOo+pXeaoJmtbrC8BZKdG5YTrB+/WMchyIiG7f57zfS1G2bh/t0lf08ulTQ+UQZctC5g9rHoa8PPESMvheBdm4KwtaZ6HmiirqtxrybgjZzCqKxDhdRIuJAhzkztH5Dw49qumD7WSmj0gsPdIwMwOTAwbGlJ+0gHjrjT72wXiPIK9O24cUDYyhr6lyrHvn9IIYP154bIgn6KhW0Tmy+6Pdb9FYQEUnhm9RnGzrMMeTkDeObAkjmc5ATd1Ld3+LEr8+coX2LfSQE3Wwrn6zW/TyqZegPQ1oitQZc0zH80XDcxTouBLDVgeuiakPXHWqZNxraG6kNuSF6tVlrNPQ8ccb6NYK+l8O1tYjkEtQFhvFmbO+EsI5PjLQfNdtDmHctOWqlPz0FP69nA2r0R4ZHg/ZtMNZBsF/SbPrtOTamc9zubj8XXTBPzzFz5/u5fKHj96+SsS6K0RTGWrcprwS/PQt5vd/T1Q++VcNa970Ca8b5/XNVmSrsqTVBe71taI6PgXfUho0bVZkemI9x+LasDQnYo0piXZ8ZBhOYR+sdPZ6rTb+9x2o679sy4n/D1lFfEz0z3ndwjt8GVjuFcK4G881wXb/LKOQuI2PDqswaCPEpJN+h4b+BXoBqc1dEiglotseGljnkBcUC5Ouh4QPQ9DtA0fCFC8HTAr02O4b/SgzvEhreV5s36L2dqcC/SCeEEEIIIYQQQgghhBBCJoAb6YQQQgghhBBCCCGEEELIBHAjnRBCCCGEEEIIIYQQQgiZgClrpKNuNupxiWg9NkP6S+trgV6cMzSTrXPI2Oiod/zkE4/7jzF0v+/4zn94x1tTrb9WnOPrAj/yW1/PdfEirWu7bs0q73iPZXupMo/97jHv+OQ3vFGVWTLPv/dv//ub3vHSAa2zNA6aToWc/u58ztc2Qq3PKKf1pqLA1y1KDB26UOnB+Y2dy1t64qBbVaurMjV4v83Q1j1z5qhrBnb3dXifWPOkKlOF5m6ArujadWvVNQfuv49/D6N+e0ETvadvwDuO8kb95n2tqLStNYrzUH+BJVY3DSwJsskogMZbd7fWpnXr/fprG3qBbRTJfxZkqMmP+q4i0qj7fSln9PW583xd5xHQ5G9VdR8tQduUDU3+JPL7Spr571fP9PuObdwMN9E6aTXQvm1mfr8Yr2mdPwca6Xvtua8qg208tGGzKoOygwM9vu9Ed6lX3xd1jTu6rlpVX3euDZrPaaL7vstQ21WPzQheuA06hOjHYJ1rG/0KpTv7+nxNvN5+Xw9dRKSrx49btbrWdXsM9MM3DvlxYd1mrTmIGpep8b550LNzoBfX16PH8+5Ld/OOxyEOi4j0dPtxzOp7qO06AM/q3qw1oBPMPwz9yA7oyCpNUyONQM+WhqH7nlS0Rt90acD81jY0alOIY5ZtDF7Xafnf0Wrri2pV/5paTevCYnxsgvZyx0gZM/BFCAu6v7Wh/YZG/WcHmdardKCDWDa06kuxH3crvTrH6Ont9Y5HYf4dMfQ1h0aHveNaVb/flm2+PiVOb3MG/eeKiOSLkBv0DKgyqP+aJH6fGRvTcSIM/LjQRF11EcFgjfYAliB1BjmxIcMsDvKQOvS9xkadyzRBlzMwtDJzUKE50LrPBVo3GjXSSzn9TfmCf66nW/tMDAz4Mam/29e5ttY/GdSvYX8gbfRyQv8nQzccz2HMEhFbi/k5BecPS88Xtd2hQKDXEOo7jNjXAa+LpoBOtZEWp+CfY3QLpc2LOtVW20Tgi5BvaT+sHOi1WstZ1MnOgU55YuT6AeRwhjS8hM2J20nFABHJII9yhoYuanangR8nlK+DiIyAt8NY1fAmSP25FvuQ6WECH5Eker6OwD+lDR4j9bqx7qzVJjwWEWmDrxHq6Hc6en7vwPiNjbV0EdYlpZKeo4pwDtsSdctFRILQaHAgg9im9PCNeyh5byP4YX72bIggN0BfERGR0KGOsi7j4J2K0E+6B/X8nED+kIt02+QTPw/JIL/eMqR1ypvgEzIyptd6w7AWzWJ/Dyjp0nPZgkULvON1a9eoMg604XtK2rulWPBjW1+Xv48UGN4dMQTwnDE2q2N+XMjFOAcYOTL4DnYyq6/DfgDo1OOxiEgLYnWzqXOtdsvv2wXwCcvl9dopSvz3tfw2yj3+vkNnxG/rtWt0u8WxnzeFxhDbtNnX/W7COhO92kREStDWvZWyKjM44I+VfN7YEwQfhwjWLXkjj6qq0KHvm0LehPWQtnTb4rxg+YOsW79OnZsK/It0QgghhBBCCCGEEEIIIWQCuJFOCCGEEEIIIYQQQgghhEwAN9IJIYQQQgghhBBCCCGEkAngRjohhBBCCCGEEEIIIYQQMgFTNhuNA1+o3TJeQZMkZT4qIlkA5qJgUJAahp9orjNqGDWMj/jGZ6Ve3+zt7v+6W12zYE/fBDStafO0egRmmGAs8crXnaKuWX79Z73jIDJMLhyYDRgt0TffNxtdvPue3nHJaWO0NPAF9INItwGah8Tx5EZu6hrDNEIZmUD7R8Y3JnkwkzHcbzY3fJOXriVLvOP/+vGP1TXrNmzwjnt6e1SZhYv8+hyD/js2rPtDca1vRrBs8VxVJqj7dbXfiw/0juO8NtZCnDG+imBgiaaCzyfabFTXL/YHNAXafnJX/i7Pr49mQxtO1MFgr7e3T5VBf6PhbX68QdNQEZHuim/yUjQMZfOJ3+51MORZu9Y3lhQRaeX8a9ZvHlZltmzx328MTAU7hlsh+v789nH97AQMPPor2kRlTq9vxjNU8t9v8Xxt1tMN5o25vDZNbolff1nqx0vndBuEYBqYy+n75iP4cDAtamTadCpET5K2jo8ODFH6B/y4kBnGp4+t9Q2QN2/S89rmcf99hsZ9A6K1G7SJMrq6NQ1z3A64BubA8KqrrM1lfv0b38B7yZJFqkylAmYymR6DEcyHFYiHvcbckodYYhmgpWAK22z7uUSQ6PjT6aDppSpinpsutbpvINQxvqMDBsxppuN8C3KiDvTJZku/dLXmjyHL3LYOhldVOK6bfmEQ541xl1R6/TJVf251bT0PpLH/DW3RfWm07rdxYuQ7scA3NP2PaBoufRkYb1ombXifGhj7BYYJWS7xTbxykR5nCZhkpZCDlgwj674ef/6dP1e3ba7k11W14b9/tab7zDiYKWboqiwiQeI/u6vHz72jpjZ1Gt+8zTveNqpjH3qOYQskRvrTU/RPDvZp87V5Of99c7E2qM1HcA7WPxLrHC6G+T2MLQM0MHIEc01nfFMAfTF0ui/Gxnz4fKJMIUWvI/A4sNYZ4FqYWUZzYOA43vL7qDNM22M02hU95tHMNg/rIivfxvZLLHNtmN+iSM9v2Hdcwe9/zjCkdJg7GxNVoAwewSivoPsxtlNmmAg2W745YQrXtAyTzSYYvjab2sA5ALM/NLbMDMNKNPREA1ARkQTMH3H/YnxcG5yPgdmjZRyag/wcy1gGpdWq30csU9AymP11Um3+iOvrfMHvV8WCnidC6NPYbiI6l8X3iwxj4wjWRNb4wtj3bMjDeMgbsTYH680g1f0C+3YR4nqlrOsd6yNLdX20od1HIG9ftWqVumbbqF8GjalFRDrQXs102DuuPa5j36rH/by9UdV9PY/zkGFovWSxn+/P6fPXg5WyYbQMsc/q62rsgYl4p6zzyZ5ufzwnxj5CGE1sNpsaOTIacW7duNl4Xz9uFWI/x2iaCwa/HkpGv2rU/etGx/13Ga/q+ONgv3R0aESVaWD8hiHfMubLYfjGhmEeXIe/w+7p0u3f0+PHoHIRDGoNZ/A69L0AE0ERkRDyHegzliFyCO0fx3oeTqdp2s6/SCeEEEIIIYQQQgghhBBCJoAb6YQQQgghhBBCCCGEEELIBHAjnRBCCCGEEEIIIYQQQgiZgCkL6yl9uylcExjaauJ8nR8H+pWB0/pCaRs0Xg3dvFp12Dv+7wd+7h13g2a6iMjCPfbwjp944D593wbomcHvHpZ/Zbm6JkFNvLzW6ymBdpCkWsc2Bj3K+b2D3vH4Jq3H19vtf2ehrDUio5yvLxWhRrq6Qp+zNBEF9IVQk8iJ0bbYRQwd7WHQvLvjv/7bO15vaJnn8v43FgwNrTro7R3x6mO94xUP+X1IROSJVSu84yA29Kfnz/GO++f7esk5Q+M0bfltHRmaVKjxZWnZY0MF0CaZqUsJZYy2RX3IBHSMBwb0+MKhjLq+IiJN4zunS9rxH1g1tKGbLV93LDX0w7es3+pfU/f1wioVPabKRV/HzdJIR83CjSO+Jt6ja9aqa9aN+JpncUnrlBdKvt5aBLrUSxfvpq7ZuMHXfntys9aCw++MAz2GqsP+++29h+87gHqQIoYmraGbF+dAIxK0kA1paQlgjMd5rYEWgVZ5DKK0oaFfihq1kVLrFSkW/LoaG/fboNrWeqCr123xjtdv2arKoEb6eMO/T93wAejAuZ6i1mFuw1iMQZNz0zZfw1hE65422lpbr6/bv+/cbj0OBkCXNYHmj2MjRkFgC6cwSTk4YUiNq/tUjHGb7kKR9FbLHw/NjjEndkDLMdP9rQ1xE8KaNAxd6nod9M9rhodEw2/TVuqPlywz/vYCTqF/hohIkvf7cbHox7HxVI+P8bo/r482tP5jBrq7WVNr0gpoKLfG/TJZw/DlAf1ZZ/zNSb4AurA5/7sTQys+B7rpSajjTS6GsQlZeqWsdY3nzgHdb8OHZbAJGulVv+8Nj+l62DLktwH6DoiIFMAfpben1z9GPUsRwVQgMwJ6HnKMIhxXCrpN+rv8+h3o0fPlYK8fD0tGfRZL/rNCEGQvGHqwcQ40eY1cVmmgY86c0/0hqfvn3C7UGrbA/C80dEMxjZxKzhhAmbyhUdoBL5TY+FYHOVsKeXwbg6GIdGAtGjpDex10lh30N8vjJwCt5o6h4R2Bjm0up/sO9n+c71yixxDqpmfWBGdoqz8Vy8csCPzxgGsIEZHA4Tzht0mzpeMEytZa3TiACTnJ+YWqNWOeqPp5tKXFXYEcudNBjXS9hhwa8nMga14rlfwYj32kbcRLpbFtjJ0meNgU29rHAXXek9jvV1Z/DeFcZnhxof+MWmcaXgHYR0Kn28D0yJomFYgdOWP+iLBejeGBexL41skU3rlW15rj9Zqfc6Af0pqNG9U1I+N+bnjAS16iygzOX+Ad//Tnv/KOi3ndnq94+Su845//9EFVpln3c6Ld91ymyqQtv082oI8O9Peqa8owT6Ifn4hIBrEDfQaahjdBGzX4c7q/lSugx13zOwB6IIiIjMB6tjZqra/898Ea7+7WvmtJ2c9Dnlir1/pxzn/fJbv5+5MPP6J19V984Iu94w2Gz9rPVvzaO5434PuW7buP7xUpIrJ2tf+sMWMdj/4gYvgTFct+3CqDj0OW6Xwd43euYHiKwFwd1MCby+hnEczNFcMHLMhPz2uGf5FOCCGEEEIIIYQQQgghhEwAN9IJIYQQQgghhBBCCCGEkAngRjohhBBCCCGEEEIIIYQQMgHcSCeEEEIIIYQQQgghhBBCJmDKyuqhMljTwvIZGIembS3U32z5ZiEtMEZzbW0sgGXaLW0iWAfDh2OPOdI7zpd71TWbt/lmA6968UtVmZGqb0Jy2F4v9I5XrvyNukbEF+YvGGZhh+y5r3dcbhp1Ne4bHzTHfGH+dFSb6uRS3ygmn2hjmzDnl+mg0Y1h1hLBudAwHswC/ztTdJtUTksiGZxLjTKrwKhjKxjwLdxjH3XN+icf947rhvnNFjDUK+R9w8Alu2kThs1PrvGON23VBoF77+ubRNQ70E6GAY2AocbYiDa/KfT6pgto5rT9pD71XIDGMXPmzFFlMEK0OzpmWGaJ0yUEU7OhoWH9TvAKI0Y9Dw35464Q+fe1jEQLYOBrmWSNDPvvU6v5/aJpGASGoT9W585bqMosXuYbfD7x6GrveGBAm58sWOCb1jz6yGOqzNy587zjA/fR4+yxh/34t2atb1LSqmvTyuI+S73jnj5tVJslfkN1mnDsdL/JBOaSUNdnkPfNoXJgSpLU9NziIK5lxu+fIzBQjQr+c0aHdZwYq/vPOvAlB+syMNc98eQ677inxzf6ExF56P4HvOOwrc2sFi30x+veYLx9993/pa6pjQ95x0msjY16F8z3jrsso5jAvy6K/aAVG8ZBaPoUGbEvA+OoDhhpWf6kONfVx7WpTliZngGNxVjVjy0dIyamYPCZZvr5GEubHb9+6nU9x9Trfn1U6zp/aLb8MhncNwq1MWO+AIZC2hdNWiHkMpDvbNywQV0zttWfa5ujW1SZHBrBGsZtOegqMdSdZSeGZtqxYfZXqPjzQLnLH/OFkq4INKS0emUAeXQMcSw2xt3AgJ/n9fZ3qTI16BLNpv8u20Z1n+nZMuwd1xva7K+KZq2Q7/T0aNPVZQt9A/YFcwZVmQqYspeLfn12F3VsKUEsSULdH5QHteVcHPh13s784ySvTUzzkBcksY5jIZg76jBmxAPILZSJ3vY7G+emB5oYyhS8lp1hCIc5YgRrhtAwG00cjBnDpDsHJmcJmGmHFb3mSdGUuK1jXwJDE81uC0V9XzQ4V2seEQkhdhQKejwkKn8Eo1arX0A7hejmKdrsEvtbYBhpx1ARkWFYmoGBKpqlWksTB3WDhnEiInHkzy/FIhpoWmtTyB8Mo7lKxY+HOP90Up1PVquQG6rYrfs45hOWQWkLzHAts9FCAvVQ0n0G66YIhvFWuwVQN9bQxr6GZqPWEhP3A6x+leHi61nQBd+aGPsRAuaCRteRHIxN3OcKEv21DvYoQgwcIjJa8/eWhsHgvG6s9Q46+BDv+LgTT1JlwrwfJx7dsMk7Htqk1xlbtvprsOqoznH32Wdv7/ics9+i77PRN7L8nx//t3ds9eOFC/31qjUnNsAsWHDtZ/RSNCCNLJNuyA/iNrRTqu/rIDdMIn3frn5/LBa7/FygodMz2TLq7zMs3WOZKnPIoX/qHQewT/fIE6vVNZu3+jlxta7btgBxa8lif+1/wP7+XqSISKfmv+8Tq7UxawvWD2GPbtsCjNMcxKxcWY+DuOrv5Rqe8lKBNWId15TGfl+l7O/vDYDpqohIT5c2IJ0K/It0QgghhBBCCCGEEEIIIWQCuJFOCCGEEEIIIYQQQgghhEwAN9IJIYQQQgghhBBCCCGEkAmYsvhnDBpEWWZolTn/drGhgRejFlwetMoMbZuk5OvodPdrbZtFoDnUTH0dK+f0+/bP8XUadze0ZGt1//2yhv8uR73oAHXN2IivW7Rxvdb/bK/3ta3WgxaliEgONOWKOajfRb4erYhIPfW1ALvyWnsyA53GMPLrKjJ0wWLQawoNHTq8CjVrM1OlFnT+LP1H0L4OE78tq01fU0lEZLzhn+utaJ3oEmhbRaCXFjgtdgVNIIOGvvPCPUBbHbQWLa24PAq4dbRmXxj6+lKBoYmIEvOoSxgazw5Uyxm/XwPRwxC0AQf7dT8r5Hx9wEZb6093jDqeLm3wZKg2aqpMvQnakw1dHzmo58j5MQnHoYhITwn0NFGYV0QaDb8tSmVfa22wR/fRDLX1RnRf3/iE7yGAOpKW/nCx6D97oE9rbZfgO0eGtN55qey3cQqappu36meXn/Tfb84CHc9RezKG48TQf0Rt7bik9ZwFNNtQyjExtKWTsq+vWW5pXbfufl9zfPU6/7vXrH1CXRPk/DbYum2jKlPs9tulPu63vxUvF87zte2rY7rPLJzvx63quN+28/p9PTkRkQboPs7v15qxJRC066tobc9SBBrVkT9uyz362QXoi5Ymr4RK/Ng7yud0fyhg/WU6HsSx0Y+myTD4cqSpjhMppGWZ03kU+prU2/47NgyhxiZopDebuoyqVkOfHUFZ4HZL3zeCXLBS9ufeYl73pRrMOZGhlYl60VFgxHPQzc6D7mVkzHeFUnHCYxGRnl7/3OBcf6xifN/+Ln7cyps6wX79oTx7l6UNXvDb39LI7zR9Tcs08+ulkje0kPv8sdhOtfZ6tY56w6AzasyXSeDXTWp4BSSgPRtD/hgYHkwCWrlpquuhDdqo+YLxflAXBdDOLBX1NUUIE5aeMyZoDnR8g8xYMyX+HBtlRs6UWcrF0wPvpPNDEdRyz1LdflkK/Q3GmbHMkBjGfJLXPgOYl5TL4Atl6OW2QDs2bercMIRcNIbndPfovh+DlnXT8D/CtVOppOe3UsnvX9j3O02tFY9+Y1Zu327539ns+O+H/iQiWuvY0hx3oEuO83Gno+vBdUDHVpUQATsi9X45ZXAg4iCWdMO6TkSkp7vXO66DP40l6t6Bb7K8w3LQ/lh3OaMv9kA/Cgx97yJoq/f26vy8u9v/zgJ4lViy4Q7Hckt7BbQxv8WYZcQD9OsKjDnVtHaYJvkI1rVi9DfoYc5ovyT067kCWvQ5Y25A34HQGEO4l9ANOW0NfShEBLef1q5br8osWbqbd3zQ/r5n34PD96lrVj3yqHc8Z672MzvggP2942ZDr9Vj2CcqQV2Njfk+OCLah25wUO+XgA2P2rPIGf0tg4VbO9P9uAE+CG0Yz8oLRERC6MfFnPY4wLHZBr+Nxx5fra7pHvD3GufOnavKtCFm5mEOOPzgl6trvvWtb3vH9Zpe6+2x22L/eHe/D6UtnUclEIgjY68pBv+ZckGX6QbfoDIYKHUMnfox8OGpN7XuexeMyxqs/XNG3rD/Pv6+3FxDI92at6YC/yKdEEIIIYQQQgghhBBCCJkAbqQTQgghhBBCCCGEEEIIIRPAjXRCCCGEEEIIIYQQQgghZAK4kU4IIYQQQgghhBBCCCGETMCUzUZDEL4PDLNRNG5zyvxLJIp8EfhcCU2HtImYMrFs6zIZGAdUwFDK8BWQJphidfdpE5iRYV+8vzTgm4uMbtuqrimDUP9gWRuFZCDw30LzExHJwMSgDaYWhV5tgFXo8+uzYRhxJgXf7CQG885cQbdbCCZZlkFKiMZJyrXIMJSCMrlQG0ssAVPYPRYu8I5XGWaK88p+3fQk+pt6875pxGCXf836+pC6pr/b778DA7rPLNtnH++4DUZQBeP3V2nLN1QII23CEOfBzcowT0nBvAGbKTQMX1VbGr9ey9BsFMzj+g2jzErRr99mqg2esl1pNpr6cWGspsdUvel/XNkwA0oCv55z4KFRNsyXuop+v6iAOZmISDLPN3lpgIlgX7+uwyoYAjZFGx+mgf+CKYyhfEEbb+Sg/YqJvi8O114wbBIRKcBYxKqxzf/AFNQw3MP3C6B+0UBQRBsa5gyzP9flj9cAnG7imu6PxS4/fmforigixZLf13vAXOhlLztQXSM5P94YHqZSh7nu8Jcf5B3H6M4l2lRw00YdH8eGN/vPafpjZeE8bR7cVfTNrXdbvFiVKZX8thwwjBHzaOIFZp5JoudU9LqxfPwyNMWC+swMYxsBAyXTZzmccpo0KZs3+EbkbcMgzgVgGhYZYx5etN3xr2m2LPM0OE61OVAABl0RGkVadQF1hibjIjq2zenZ1zsuxdosak3o98nxvDHu4HWSUI/fPBjc5+CFQ8OoMYbcoNyl5/meXj+Pmjfol6l0a6OqBHKtCJNmEYkCMD1Ec16nDZEaNT+fjA2DWjRo68BzirGeJxxU8HhDB6lxGFdoKpiJkdtCsKtXtZliFYyfQphLCgVjDdLtz7sDAzr3HoR2KZX1dxcrYGBZhrmlaJjpgeGdkZ5JlsLcB/HHGYHN4dxsuPYFu9BsVKWIxhyOpmyZYQjXhrkrhjyzY/T9GOb1UlGPoW7I7Xt7wAjWyHfaDT8XaIJxtohICuadqfj9GL9ZRCSDysrljTEP8adQ1HkJnksgJ2oZ6yIHz3apHpuYU6TQJmmm5wAH3x3hHCkiMdRx1PbjRMtKZvA5hmluW/w4FsC0EBnzTwH6SGAMvJYy1PPrrmyYSffDnIUmkyLaJDnLMEbpvliGvDRvGONVKmU41ka3xaL/zlHktyUan4rob4iMdWYA8zeuD621fwAJmpWf6Z2c6ZNPcI1j5SWwZjX6RbHg12EXrNvyhoEi1mveMErPgUllz6AfWwaGRtU1m0f8PYDf/epXqsyWNU/4z0n8Z++1ROfk3bDH1mOsTfu6/dxl1aMrVZlO2/+G+fP99WwwT5s39vXB/Gv0ixzMvw5yYjSyFdGmkGj4KaJzYmfcB8ExVMA9FxE1P+KzFy/010kiIrmKbww8PqqNWR/+9S+94wT2rJxhOH3gfv5e08aNG1WZCIzoN61b6x3/auMm/b6wruwxDJz7evx+tWCBXjP2dvtlYljrZWU9BwyPwHxpGMYPQB+OIZfoLuv3fREY6qoFkYhsA3PcqcK/SCeEEEIIIYQQQgghhBBCJoAb6YQQQgghhBBCCCGEEELIBHAjnRBCCCGEEEIIIYQQQgiZgCmLf+ZApy819LdC1Eg3yjgUKwf9G7yHiEir6eubWRrprZavU9RCHVYUWRWRAPThWg3UUROpgKZ7a8zXNkpSrc0UwEdYer5teDZqzomItECbMIW6qo5r/fOxtq9H2TNX61aVcn5bFkBDKzT0xAPQfnOGDmoAGmgorWjI/Cnx25zRTnv1+t+w9JWv9o4fW7dOXTM67Oubt+u6rvr6+r3jNT+93zuubVijrklCv18t3Ws3VaZcAT1V0EIuGJp4tbqv2RhGRn8FjS9LO8zSr3suwLbu69P63t1QD7W61gXLG985XcbHfQ2xRkvrb7XafqfMx4ZOZ4QaeP54Qf1CEZF+0IIrlnWZCMZdUPNjR9xl6IGWQIMxMMYmaHDmS/6zE0MHHnXoUkP/ETWl06bW9WvV/f6WhqARiQLzIhKBxmkp1t+N2o0F0JXEGCuix4Mz+laK2p6ZPwVGFa1fWga9c0uOsQ16n5WK/5y4o3VmNw35MSo02rYAuu8JzCXtpq+rKCLSrvmxrpLTcaJ7rj9eR4b9nyeB1n2cN9f3qtht0QJVpqvL7+PFTPerzpgf66oNX6OvZMw/IcSbyBDhDEGgvwPzJeYIIiKuDP3X0IPNjHPTZeMmX68+c4YmcuSPhzDWfTIAPesM8pA0M7Tz4VxgtHEUo94sXGONqdTPm3COFNG6nAOgaxs2/b4lItIZ8/voeKR1jQuosxzoZyud2pY/Fi2N9Dxo5vYPzFFlFs6Z5x3PnQN6q3mdTxYLqNuq+2QCsdlB4pQaU3wV+rYzfBzyMA/Eid8GaaDzkgK+3pDOo2qx/74N1J5s63fJIKd3ba3/6UDXOAdan/0VrYO5ZKHfTvMMr4f+Xv87S4aPQ7EE4wfyhFZb+71U26gtbPkfgN4w6FHjsYhICB4oWWTkALtQf1hUbm/lmdiP9V0S9NXC6kh1/URwoyTRcawE+UM35GPlko6XKfg+NYw1WR2m0lTNXUY/TifXURfIDTJDy7zThliRwpg3dGIDGONhqOszhtgRQ5tYazJ1jelhA/eBn+djPU800Q/AsEdKIfZl6JNg5F4xzkmG9nqrhfEFv1G/bwnmgGpV3xe1mnH5iv4cIiJF6J+odb792ZPrqMeQ72RYd0Y/S1Psi0afzjCOQe5l1FUE72I6X7ldF6NQ77xj6B2jzjP6k4jo/Qb0cUgC/a0xzBflvI43PRV/PTgIe1bz5/u5g4j2H0mN9nMQJ3q7/Tlwz4U6j+ru9vX1EyN3boJHXxBobfBWE+YhjH1GfCxAG0RoiieijLWw/1n1kLX9ZzfG9XwcyyRta6wzYtQlN/Yj83lYk0EOn+/S/aEB4TtnjPk6+ErkIFYnob4mXOTrsS+ap/PUJzet947HoP1j5++DiYikUL9dxpy6ZLH/7ME5vfr9wN9HxYCc7mfYBvmOjn24tzRvjp/ndZf0/ktXyb/vmjVP6vv2aC+KqcC/SCeEEEIIIYQQQgghhBBCJoAb6YQQQgghhBBCCCGEEELIBHAjnRBCCCGEEEIIIYQQQgiZgClrpKMmlaXPjBpyhvyW0uYNQGfJ0lVPQMeq5bRmUgLiaSHoNrYNfdR2yxcuGh3TOksOPiLKULfc0E0DbWarrlDGrZ1qPc1W5r9zBFp1pYqh51P2NYdyhlZQDFqTQYh6h/r3K6hdaGlHiYBGGxyjzrp1DnWsRER6URMStD27Fy5V16TzfP3ezKjfDmhapnW//QtztO53M9frHS/ZbXdVBr8yBp3HpiEO2AIdMKt6UdMrNOoKJahQN88ct7pZJsXBRTlD66q/y9dvGx3ZosoUDL226dLs4LdqDbQmaCUWC8b4Bc2zGPp+qai/tZDz27hS1Lpe2SR68O2O8S4Yb4zGAvsKiWPQrjMGa6fjn8sMPdc26A1Hho9DEfQB89BHu7oMfTPQS7Y0OAPU+4TbNJu+pp+IjlvGVCJR4uvMYRx2OT0l5kDPObY0s0HT3cH7j4xpbeH+bv9Z7ZahnQrzS6cGmpyGNmQ59K9px1pfVTr+3JJU/E5UMvrvQJ8/nksFPb66QPsvn+m2bTX8tiuC5mDZGF+YN1geEh0og7qZzZaeAwLQM0StTxGdfzwbRrf5GumWFqWLweMg0W0cgpZ5hgMk1O3nIl9XMMDAISIO86gEtNgtDWfQooxiQ6ccqjUXpXBseFVk0F5t7QfQbPpzdqujtbYbEJOKUOdJpOuhAjqofSVdZrcFvrZk/6Df9+NMa7rnxO/71pSgpJlhUo9CQ9O74Pfj1NB9jyGPyuX8/hAZWvxZ6H/3YKVXlZnXBzEKxl3L8DRq1v2PbBtlIohjvRB/Bufq/Kyn1/+GQlmPgzTFucPQok38WBJBPA+NxU0CerCplSSjjjFMQBjnpkrH0IWeLiHMb7b+uv9t1hyu/B9UNRva61DPlkZ6AdYvhTwe62uwH0epHs9R4I+HRgPmbEODPHWgFW4M6CSPebtxHxj0qItv5XABzkvoFyEiRdTWhrWzpQ2O2tv5SNcnanZ3wBejlTdyb/BoSI0xr1Y+2eRrSKybwFhfOaXPjWsF/Sbow1IoaC+fED1E4EbWugjvg3roInqtZ3nC4Dc4FQMm72epETdUroU+ZkbekOSgPo1x2zY8EaYLxtbImkixjLFeRo30BHMZw8OmBP405rNl4pyxYcwfzZYyGTTuCnk76GYnOd1HczAWG8ZemIB2ubVPUC768y/m8c7QMg/F72+xGP5H6AECj24Z3SaEOIDHIqI2IFPBNa/+RvQTaxvrK5zIYqi7tKPrNw9eV6ERo3KQW0dqTtDf2AfrF2fUQ6Gw0H8/2J+sjuk8deOGjd5xb4/2o1kA+Ve5rPteCnuYzab/TTljTsUxmTPWZHk4N2+g1zvuyut3qY0Pe8ebNq9XZXr7qJFOCCGEEEIIIYQQQgghhOxyuJFOCCGEEEIIIYQQQgghhEwAN9IJIYQQQgghhBBCCCGEkAngRjohhBBCCCGEEEIIIYQQMgFTNhu1zUVVIe8wtK5BQzgsY5lqYJlEGznkwXDGgalB0tEmB67pm1mVjPumYMxQr/qGV0HHMPQAkw80bxHR5ic5wxysJ8H6nNy0Mun2xfKTSlGVQUOcFMxFEsO3wfA5UCgjWTROmkIfsowFCmD8tXn9Ju+4WNSGqoEypNUfEKNpChivhF3aYGEIDBgH5yxQZQoV/30yMDlxhokIvh2aeYpokxrTKMYwInsuwLZG8yERkcF+34xi0wZj3BoGMNMlBWPDak0bUgqYA7U6hhEjmJQUC357oqGmiEgMhr1JTn9rmAOTmtjvf62WfpdmG8yBLMMeMPRoj/vHgWEolQPjUNMkC6aHrm49HsrlHu+4iEZgiR7zOYizzjJeCdHEC0x1EsPcDNolMIyCpAYxCuomNIyUIjDVROPE7e/j95lczjci7K5o85ORcX8uGR4eVmXqVX+OctDPmg3DZA5Mx9pGvEFDn2KXP29Ybd3d7bd1X2+vKlMqgFlTQ/fXCPpIGWJHzuiL7bZfD2hoKCKSGSbZT6XZ1CZAocDc0db1mTWNGDFNxjevgxfQcTNK/LpvJzqO5Qp+maDk97cop++LpmGWaaUDU750CmlfhLEvNkyc4Fwp5x/P6fON/kREmgvneMdFN6TKjG3xzUWDMd1+ZTBm7QFDrnxe50jLFvnz+rJli1SZeQN+HWMMSC2XLBiKqVXB2AZwkYuNMVX0g1LOMNpGM9EIzTEzHdgC6CM5wzy6Al55OahfZxif4li0PDYdmNbmIG5UerVJXwht0EHDWhHpQB5qzqlgnJaAKVZqLlMgbnV0ITRYDDIwFTS6QwBzXceI52m668xGcT52himogwVBEOoyaAyZYedXxyK5HJhVG4bWCeQPaDJuuYxH0OZFw+CxAMaQjYJ/jZWTo6mvZWAXgdFcbOSPAcx5GEIDYzwLGHxabaBMBAUNh/WY7yr5bVA0TOYLcK4N6/ZG3cgnoQzmgSIinUn8Fi3DvQCNQ41+ZZlkw0UKzOGjWNdDEczVp2I2mkCOiXsXInrPwNp/wTGP351lRo6UYZnJY4k2H9VxLYI8um3si+jxP30aDX/et0yaQ1hbGr6GEkGMQs9zY6qVCDplzqgPbC80TU6MOacI811k9NnWuD+fFSDPqze1cWS94Z8LDXP1IrxfaOSGaEzcA/syVtzNUj93tkyx8RQafKIBrIhICAM2NvYRYiiDfd0yWg6hHgJjPyoCY91cDp5txOEY6hyN30VEHOQ3GfTNel2vAzptfxzUxsdVGdwniuCbivj+IrLfXsu843JB58ilEu4h6D7daoMhMiQ4mNuK6Jg6buyL4DSwcO5c77ivrOf3X//2t97x5k16PbF0N8tcdnL4F+mEEEIIIYQQQgghhBBCyARwI50QQgghhBBCCCGEEEIImQBupBNCCCGEEEIIIYQQQgghEzBljXQUEbOkM1FLz9L1wnNKk8hp3SI8Y2nMocgiajNZ+nEOdJUiS2MVNPpi0JRLO1rzqQNCby1DY7UDOsyoHSSi9fYieHa5oLXBI9RsMzTatP4aaHgb7Yb6gKEzyqBEUoYnjG9EXXVDI7+rx9eDHd026h2nLV8nSkSkAxqXYc7QmIPvzEMb5Ay95DLozI5uHVZlKot3858DP0dtUhGRFmjxW7p5SQLao6aWPWhSyeQ6j1OQv1cthzp5hZLW0BocHPSOu4pat8qQaJw+Dr9Vx5LRUV9nzBnyx5VeXy+6XATd75yOP6g1iZqcIiIhaLIVoB/kDF3jIjROZOjbtSfRNJTQ0KYHzbNcWbdfAn0wMnTwEziXh2/MGxrpqDHYMbSrHeiiZZl/jHrPIiJuCr8XDhzOUaAZauglpxhDjU6D75dAPfQN+n4BIiIR3LdojKE6aN7Vx/1Yl7X1mGo1QEvP0qDP+7GkXPb7fKWs55YE+mcc63FQzEO7pDo2B6gXCeMpMvTvO1C/maEJjLq9qLXXaNT0+xbne8eGbKLkdqHvRKM27B1Hsa5nl/ovETjj+TAXYL5jjQT0rLG8OjLo267l3ymwNGpBqzcz9OvDwG+vUsnv+6V5/lwhIlKSZd7x/B5VRMa39vrHoyP6PtBvu3K+HjvqjIqILFi42H/2XD1+82W/Pjsd6OvKp0UkBB1t1E4VEcmcr4Oa1jE+Wvrn/n1zsY4lOHcEkP4nhh5oloFOsDE+4hhyAYhrqBEtIiJd0O+NBUUHBWpjv78WSnouDEBntmOMBAe+I65p5ETQzzG+Y64hIpKB/rklpB6BzxHqkVvrH0xjLC1SUwB4ujg8tDTkUYve8P1B8VsoExoawDHEfkvDG/ubg7ZpGz4XMbSnIQsrxYofB4roGWBc04b1Xzs1dKBDzDkmT3oxVgeh/qYA+ldgrF/jCNe4/n0Lxlq6VPTnlmJRx0dsJ/RBsNotD7kBxhYRkQh8jlAnWPkQiF7PRkaQyiz9+KdijGdc41j3xaumopGO9zG1mqGPW4s9XDvr5bc1JkEj3cijMuWR4F+Dev4iIiH0s2Aq5irPgp5ePxloNrUXRtj237tirNsiWPNnKr8x8h2cloy1CK6dEnhO0dD0DkKYs1OdPwSwH5WCD1R3RY/VJmpMG+2Hfl3YniJG7qf6n+FD4MAHzGinZsv/zhTnTbWPpONjZARn1PpvG3PUZATG2qkN69V84ucypbxek+E609q7Qf82DOeFHh1TO9DeA4bXUKOF/lL+N8WBTqwLsA5OjZw+jjH/1W2LPU3lXkaMyuXB68zIbWLwARuEeLDPnnuqa+594Kfe8eNrN6gye+6lPQamAv8inRBCCCGEEEIIIYQQQgiZAG6kE0IIIYQQQgghhBBCCCETwI10QgghhBBCCCGEEEIIIWQCuJFOCCGEEEIIIYQQQgghhEzAlK3+HJp+TOUiw1ABzU6mY30YBVqgHo0FUOQ+yIw3TvxSHeOrOm1fQD8Gw5TIMIGJIv9cPtaGIxkI/ncME68UzU7AFCswTEqSCMxRI20+0YE2QFOVwDB30FVutBMYByh/F+O+aJLV6eg2QBPG3l7ffHRkyzZ1TQJmOB00PhKRtO0bk9XA9MIymsiBwdX45vWqTNbe3ztGs62spftvq4GGENqAEdvfGl8BmsJC22aGmRVeY/hkKpShZaLvO2feXO+4u2iY46Z1dW66tDq+kcWWLcO6TNtvv4GSYZiI4wN+bviwSAInnRGj2hBL8mA0VzIMHvMV3wQyzBVUmSDx+wWanqGpsohIBNfEBR0nHMafki4T5f0yeTQuNsxl0EjUjiVQBkym4tAwXoH3TU1DFzgE4x1njQ8whXWWsRvUeQRmQ4HR93tLvd5xqaPv22lUveNGFerT8M+JoD4TNO0TkQzibgKGSXnLKBzitxWjgjaeM+YSMKnBPhTmdX9tOd/I0RljMB/7/TOBcZwZ5o9t579vbKREhUgbN+4qMB8S0cZyQWSYhgmOD/+a0DK6RGPDQLcfGtOG6cSmpiIiaeDH8LhiGAjBN3VVwOy2VxsezSn5hp/tQR376tVFfplmVZUJwGQqSP2Ynzdi6rz+fng/3Qcamf+sTtuvB/OvVKC5LXP1AOIAGtqjWZT1rMww+cUpOwLTSsP3STownjPDRC6CWNxGA3ljLoxg7rNyWbRpD5ULpmEqCfUZW8aOkBvGxvgSNM7qgLmmYQSHsQ5N+0REshQN2vAOVtv6/dXyTYyiXWeIHEBvsvJg9W2pjiUpGoTDNWjILSISw9yKZoD//wv67xKAwawx8YdwH+x/IiIh5LAlmE8wV9j+LP+bmka/SDOMu0bMR3NRHEPGhOfA5DkIdT+OYe2JHpaRYVCaJGiGaZiYQju1MF9Dc14RSWDeD4ycE5fp2pRPv0sIOWdgmD/qRQ3sQxj7A2mGeZTuM5ZZtPduRv3i2gnHxfYyYPhp7V9A8tcGs2srP8syOGc+O4NjiFmGMasKzYabIu7RPBsqZX/O7tT0t8YxGnMa+0YwhlKB+wQ6NwihLWK12yTiMhybuH7RdZhAHw0T/ewOmFbigImMPtoBA2TLNDcMMO4aa0ZcB2H/M+YAXPNmxoIF1ycBzHc4Z4ro+my3dbzJgWFmIe/HGxzfIjrHyFntFEK7tP0yieh2KxV8E1DLNLmR4rjz+1CGOb+IBLhXYbR/GcyiO2AcisfbHw7PMeaACN/HGN8BGEq34LjT0nlqC+7TaddUma6i30eUwb1h+DrahLFutO3qNevUuanAv0gnhBBCCCGEEEIIIYQQQiaAG+mEEEIIIYQQQgghhBBCyARwI50QQgghhBBCCCGEEEIImYApa6SjhqElE4vqR6bWMmgxoZawubOPzzIkDbGQkhw3dBrdZNeISAj6V6j3mBk1iJ+dZvrZqJ0WGvpdSsIpRe1UrbOE+leBodEWQ1vG0FCofSWi68bSQLP04J5KaugHojagqSkX+npIlYqvN9UY97XORUSaHV9XKZcY2noCOsbQ1jlDwzHLgQ5zTetWNYeG/fcd9DWqmsbACEHzy9KTU3qGUxEzf46wdB6ReXPneMc5Q8ZT6Z4+C0AiXcbHtP5WkvdfwtKVDEA3L4O2SA09tnYLtJaNj0Wt/DxoRMZ545qcH2CSstbqjYu+HlgEemFJoj0aAtDOdEZfT2GMZ1PQiAzaoO1o6Aeifq8LdX1i7EtQt9XSwYRnGRJ4ai5R8cbQBkStxczQiERdWdTfCzrGpFXy6y7u0tp6ucz3gyhmoEFvaBajfm1k6O4K6Nuhrn6qtM5FYtDwC6qWBjDEeByUIpI28dn+fSxNxE4L9ZI1BRg/cey/b72pv6nThPnc6jO7UNszF/n1kxh9Pwj8c4mhjajP+WMqFu1NEIH+Z+D0eE4FcwMU1tYVFMd+/VS09K1UIGzl4LvziZEjFfz362T6xkXQ1+w09Tc50BTPx77vRLmk/QvKJf+FXaT7QAJ6pVke9OQNfecIdC9bhpY9aqK3Id5khl4u6jdbYwgFh1U+ZlyCeuxGKisC4ww16a3Qh/4goZGfBZCH4vyJuq4iIg7GamjE8xzUlfKeEZEOxNB2e3Id7hZ47KSW58UksqIum/xvm6z7OrNhpgdqJFs6yngONZ1FtI58BP4KHWP5mYKus7O06PFbM1xD6EtQa93SBs+BNngImsCW/nAM52JjQdgCDdrMWOvhegrHkLU4xSWYlZJj9w9Ri90Y9MoTyFoYTwLqlouIxDDuQsO/IBXcD5jCmkflY0YHUO0Nx5buN6zk0atr++v4ZfQa15gDMFYb/l0qJzKGdwvyqA4cp209djLI4TIr4YFTGTzcWptmuFYwXrhjvM90GQRPlS1t7ZOGus4d41vxU0LoB4GV+uGEZk1wAe4bQYwyNLJD9LkwxlACazscHx1jXyYAn7zQ8jyAuTVn+BfgXIq5ftY05kTQ5I+M8Yv7cCHGACNWt2F9gu+/485PRa1V9faAXjsZe2yYuwRGOyHY/rmcXpMnEe4BQf2iv4GIdFLcz9DPxpifQc7cbOiKaLb89UNq6agL9gcdz8EqQJcx1iA5aP+i4f+SlP11caUIe4JN/b5jdfD7CfV9120eUuemAv8inRBCCCGEEEIIIYQQQgiZAG6kE0IIIYQQQgghhBBCCCETwI10QgghhBBCCCGEEEIIIWQCpqyRLiHoaBvSWhFonlm6fRlqlYPOpEstfW7UxDP2/0HLsQMaY6l1X3w/QyfNgRYi6g1ZoD6YpSeNmmKW5nyEOrvhM3+2Ja6WgzrHuzpD1w0/Ad9fxND5Qz0+q+7gnKV1Feegroq+fml3t695KiKyeWjcOy6WtLZ0iNrS8EmWTnCr5etJhYY+2viT67zjnr4B7ziX1++SQh+vVmuqDGLp1Ku2xDKWtv0u0Fq33qVU8bVnXWyMg/au1Pb0jy3tsqlo0aMeZdYCTeeOvqYNZfLGfRN4H9SHt3T88wXQxJuCjrrAsSsYGumgm+6MPoA65HE0hekCu5ul1QvnLO1E1KSNQL/U0q4L4P2C0HhfPOdQe93QQYW6ShNDjw/06zot/CYdSwKIA87STYQ+kYT+NWFgtC00paVfG6V1/wT013Z9VF3jICYFViwBLb12U+vvNepV7xh1OgMjLUkC0Hm0NMCh+uK8f6Jl6O22QWO+Y4zbVlpV56ZLMfHvH0da/zyM8R3qqkwEc3iY+W2Td4bGJZwztR2hDyYwKYZGopLA+3YXdCzJB9Dmbf+b6k1dx1Ft2D9hlEEd2Nj42xCUoI0TzDl0f+vARamhT4mPysN4jora86AN312tjakyTdREh5iUGPqlFciJLN3WOmjoNhv+cQ3rW0TaSqvXyKMn01A28tZ58+d7x129vapMkkctUr+tnaF56yCfcM6IqSqZVUWkA7rbuJ74/9p7r17Lsiw7b25/3HXhMiNtZZnu6qpmi1YiIUiQABEEJID6CXrVH9OToBcCkiiJFK3U7Ga76m52ucys9Bnu+mO233pIAqo55uC5h7eiSEoY39s6sbZbZq65VlyM0Q9xnDWgy9mT3KZrUW8YKpD3Re8etpcZ2Dp7T1CzGTVrv3kn/I3pfoPGK2qFE9+qHnJuloNPoLWemo+FGfM5SXEdjWMyh99QVx3Ho1n0oOqIlmw5+v5je2fMd0YQ02f3xXW9IN+Ne1zcQzLN4tC35H3xMtScZxr0mD92KKBr8RtCnjexv/3DfotzCHMr1F1mvhN43yJnuRZqpINXDpmruFcikvnhx4HEc/RuwrId8GzWuahZHd6X7v39szriI4WeCb8K33nvHVdutjHP7GEdpXLn4DeBliVZEcdFBvF4In2DHgHBX4F4G/WQW2XEtyoBXecUxuSiimN0tgDdb5LvIMxnooD3aRufy/Rt7PN54XOgieVa4GeXGuYlsW9bWGvp7IUfMd2ldgsQ+5h/QQK5d4H7QXJjjEnMtwz3uEXuz0/6gfhNwZxqyH4LfW7Q3yT4UJhZiXt9MnfRz4UdpfQ9xkc/xjuSI+H5Skn2xXgusjg5deUvnr0K13x97ve069ic1hBfvUPQX6QLIYQQQgghhBBCCCGEEHvQQboQQgghhBBCCCGEEEIIsQcdpAshhBBCCCGEEEIIIYQQe9BBuhBCCCGEEEIIIYQQQgixh4PNRokPZ+A+toEjCPMzk5IBjH4SYqIRHg6i9sTXJpj4JMSOosjAlG/yCvXMQDOYGZE64UnMgQa+YUxB8H+MIvzousCMJNGgC1ucGUoFU6+SGO4BaDbL2gp/G4kJ0ASdh0Yxi8VJuGaOBhXETCZbeSOMHA1Cujg9yt6Ph24XTUFfff6ZK7/13d9w5aEgZnqlv29C/o/r9dlJwX3Z2Pu3hPVtBgavPTGrnJjh3T1BQ7gU3WPNLIXxlSbMOHL/2Ma5YBZNkqkpG5RzqJMTwzA0HCZ+rcF/KSnQdJOMJeivlBg0jWA2iiasZmZjD6aPO18e22iU2N1604/tbTTcGwbfl2UGRn74bma2WIC5bRb7sb/D5JlNBTQgzYhRzADfWa+92XE/RWeTAuL3vFiEOin4FYZ5RtohBXOWidksYdxF8840Ghra5GNqzgyTWn+foYmmoC2METQTut3EMTN0vmNmpA/KCo1j/fvtggGsWVL6a3ZTNLQcybPuywzW8ImYpuK6zkxBsxHWi9G/dzrEd057MOVjZlYZmphCvkPjmq9TWJx3CcSJm0v/vjma35rZDIw584EY9oLRV55Fg8/FzMcFNDQfiDFaDWZWhrmXmVUL38bVzD87IevPkEIu08X+T8G4LQdDsZIY7qGJdlrGuTkzf5+28XGX5wHQ30mMJSPEthZMTXtidpy88vdtx2jytAKz8hJMVjNiTJ/maATHYp8vTsyEGPq/BVOston3RXPRlsQbNHgdwIyLTC9LIJ6Pv2az0bBZ4m6Id5Tjb8G0lG3joC+GnpiNokklGLRmLF4GI9H47Bzym2A2SvYmBnVSYlY+gCkbzTHgx26627gW2zMhcQGNgLFGThoCDT9zat7qv7OHNkdzVzOzAeqw3H+EXAVDR0KdT/19MP8xM8tyMJsFg8AkIUch0J4YY7+5Do2AcyjHOIG/sR1QDXsM3F988xu2FRhkE4NaPEvpiFEmGpviXoZ9E9bhptQHHCIdyKOjI1c+I2bVL2/B4Jy9N5iNJmg+2pE9D5pek3GBcSGk/wUZSxPmfWx982tgCjnHfOnXTLNodMnMeNEUt8d9nUVD2aSFPVoZ9ww4P+qG7PVwfEE+1tZsPwDjjeSy+L6hTBYgnDMdyc96yDtmM//sirTDDPqpIqawJfyGe9x+iDEK51mexft2kIfUYBI75XFedBBnBxLPWzQ7HmMePRms55DDo2G2WWzzkSyYJZwtdbAG/NM/+sNwzddX/txhIvvtLTHMPQT9RboQQgghhBBCCCGEEEIIsQcdpAshhBBCCCGEEEIIIYQQe9BBuhBCCCGEEEIIIYQQQgixh8M10qFM1a5Qe5BpRwWxddRgJJreoN9UMMk+0MBG7TemvY1aeqhXaGbWTaDpM4JeO9ENDprE4wH6hUwcEa5D/cB0jHpIPWirDRY1Bovcdzvq1KPWmplZgbpzRFvNUJ8SRs1ItKVR77xk+sMlvE8LZaINuJqfuvIl6DKbmc3OQPsYNLzJbcM3VVXUwzoF7f0vPvq5Kx995zvhmgVomx2isX2IKiZqQFO1y3topOM1THdtuTr2P+RRv3bTXvxbP/vfxAA6q0yjFmUZmaalQf/hnKp3RPcbtKCT6SjUyaAH8fXI61oG7cz0XJOgGYraZWQswRzvR6Jji5qWRGt7bHybD2vvGZBsovZtt/X64WMX60wQrwf8JqbbCvp2BTH26EFLFjXa8iLqEo6gEcrCOeqm56AxfnN5Ha/Bpa8g2nonfs5MJcwznOBGtO3J2pfCmOhBlxDHs5lZBfpxE9GWHjq/3nRtXH/axv+Gmui3G6JTDu/L4m4FfTD2/r5ZHuf6+fWlKz84i3GsmeJ8vy/JhJqBTPvU91dC9B9H1P/HXIboa06gXT4w35DK18lBV5vmKSm0z3HUHswm6K/Wx4mxj32eQrxJic9ACrGaeUgsYKy0rZ8zNxCPzMwGeHZRkWQAvSkgl0lwgpsZdvdENC1xmKK+b07i2ghzE3M8M7MGYjX6ZIwko0BdW3Zf9NfAXKDuYgy4hXysH2LfbrZeB3O19PlESWIA/pYTvdIMlsuO6HDXWz8+69rX6XuWM6HeOYnN8BvOf5J6B41yNgWZbvF9QY3+gyAmVEHPOmivkzaEXAb3PGZmI+Y7sI3FmGBmlgdvHOIzkKGOOu4piccTzPmeanj7IvtsXLKnBn2sSCwJ7Xu3Tj2W8RvNojYv6qGbWUiCJsyriGb/GOrEbwr9zTZhAObwTHs9gdwgQy8QopGO+W9BvVIgNwRPho6MX8y1mHZ3+AIyaNArAZ/N8v6+vzv/6O/QSKfa0ljnNfhu7QPPYR4+fhDqXO3ivgJBH50Jz1yIx0Y4LyFrYoJjHXMBsoajZx/zrUIPEPQNYetdkeG5TKQH7eqG5O1jD3458I3zMu7vB/BVurmK+4pN7XO/Fp69a2L+jUM7J2dh6ESIez2cC2ZmDXg8NcQDD8/CZnOfp6TEUwLjO4u7CSwU6OOAZbPYDiXRO9+Mvv0wD8RxZ2ZhkKDfoZmZhVjNvBOgzWGcUV113Jta7KejRw9d+V/+2Z+58v/5z/95uGYN5zYjOf5mPhiHoL9IF0IIIYQQQgghhBBCCCH2oIN0IYQQQgghhBBCCCGEEGIPOkgXQgghhBBCCCGEEEIIIfagg3QhhBBCCCGEEEIIIYQQYg8Hm40i3KQPTLKYkRYI22coJE9E7fPcGwkkxMBjGNGYCoxiiFB/D/+NMBEDADQ/HTowrZmIgSaY9aC52jfvC6YWU6wz4b1H/w199G0IJqtFTkzHwAgEzSgOMZdJiJnIBCYlaGY1MIMfEPevZtEsY9v5Z7WDNwdD01izOLBnxGKjgPGZ52g2Gu87JviNsd+q3n/T7VdfuvL8oTdKMDMrH73p321GzDOIiQWCRg1oYJGSdpiIUdRdoCcwGnmYRfO/WbUMdb7axPa7Lx0YgBUlGfuZf89dH81Exsm/dw9mQDUxYqw3/j79bTRImeD7+8yXEzT0NbPwf50kpqZofAZGVdPIzAqhPMR+SNEIhJhLjo3/rQWz0WEbDX+S1r/foopjPZmh8RcYn5LxVjRgBH0T+7bMwAixhDlPTAVHWBf6gRh0wbpQHa/8uxBDw4vzZ648K4kp6ACmtTM/rpI8xssBxxEaU5pZAcZkKfRJXscxnoFpYNNFA+eu89dtiWnR5dbXud36b9rUsd8GyBMqEksKMG68vfEGr7My9m0NucQwxrVvaKm1+r1I4XlFGsc+xuMsJWZkYOKEY7Jt4pxPIJ3IcmLk1/qxMoIJG2lCm88g7nZxjUnBDLNKfB+n/W24Jk/BcI/ct2vBiDMOdbPK36ff+fusb+IYTWAuovmxmRn6sDZrMDNKiZke5IY9MTPDfkphDahjt1kGc/6mjnG3AePnLcy7XRPju8EaUFWxgTFnqyCPShpi+nwDc/4qmo7fXPnrLkpfhxkOH61OXXmxiMa31cKbg7VkXauh/XbEkBQZwby3a+N47cOSCuaaJBVDM7CEGCMeZj1/GAkYPE7E7AvzTGYKimaS/YhGl/HZaCQ6jWRuwr4oPcA0F83Kje5f4f0SNPyMwQ89A5lP64h7JdJVOfyYGJo3soHh348ZW5ZopghjiRl+4n4wI/ugAR1U4b4jyZGCkSNtK3i/Ca+JF2WQ0+c5M+ZM95ZzslfAvWlKDLwzeNQI7c22ViOM35yZ48Kellrgwb4E+3JqyZxsYU6SMdPCdTvIx9ox5oY9mssS077Xl0WZ3XT+nZiRfIZrbRvfG9IH20GYKMg5x7LASU/WcDSRhnGQkHEcTZ7J4MHYB/dJyVo24Tgh39SBuXa7jebvuEec4Flbcs51feHX7KubV/G+EMfq1j+7IWtvlvm1H81uzcw6MApN0Nh9IskixB92MrKGs8bhxu+DNnXc+9eN/6YHZyehztHyiSujaTvugc3MUozNOTExzWGMpLD3I8El7/AsNz57Bo3DDM83sP/rMScgpu0j5ERnZ49CnSfvfeDKv/t//ENX/vr5ebgGE46yiB/etiQHPgD9RboQQgghhBBCCCGEEEIIsQcdpAshhBBCCCGEEEIIIYQQe9BBuhBCCCGEEEIIIYQQQgixh8M10lHbhujmoS55ggJyZkEfLgFtrWRk+mag/UV03RIUbS78p41ED8dQz4xoR+H7odYn0yweoA77JnzW0EZ9oQkUmkbQ4mLa1qhvZjnRl0ItexAWTfLYVqh/NJJvykFbMYU6TMcKtSg3V9ehTrv135CjFjvRGR1BjHIgOlstXDdfge5WwrTPQFN3iLprCbxfDmNoB7phZmbHb77jyrPVKtT5/xqoxXZ8dhrqbHdE6P+elKBzuFpFHeXNDuIY0/1G/U8Yx0zXFrW1mPZg3/nr+h7GUh+vyUEvjGn1Jpkf28kI/z9KtIUn0NSdiOFC8G0g74dzswPdXSNtVUKcOFrGsd7n0FZh3hGh4Ml/Q97E5W1sQZu5A008IorX117frm6ihvcMvBIqiKkPjr0ur5nZ9uKFK19+8Wmo83B627/v3MfLfB41gBPQf53I/5cnsHbgOpcRjeWk9X2bdmTMDHfrtqIm8Q7mTtuQtRCE/GaLo1AH/y6ggbVwLKOmcg+aoSNqfZpZW99PN4+xWMLaSvw9JvgNfTm+qePfKUthDR9j/6H+LAO11hNIEVOiJTur/BjMs9heOxhPee7HUknet239b92GaE/CZZskxpLNrX+f9cZ/080u5gblaubKiz5q2ae1b88e8rOe6Du36DPQxu/uwZ+g2YImZxPnVAJa5n0X26pHvwJ431kVx8d85vv7mOgll7DOV5WPdTPie4MbgcuLqJ2KuUF3A944ROd6c+Tbc7WKcQI10pm6OK4vO1iHC7KfmCb0KYj91ICObIw3ZH2Hn5i2OPr7/CqEbRvZxwU1X+bDMvkxOcG6309xLPWgBt1iLmNmkF6HNZts44I+9yF18L4DWRvGAfYZZD+I2vlmcX3DPHTAMtGfHXrUPibrBOjhFjnui2NcQ78x9mz8pAHaIUnJnhcGMo7rb26MWub4LiSXhY5q0WTCzEbIz9BngPkTBUliMl7xm7CtsI/Yb0yzGscM22/jZdhWHdnbYFeyOi14ZdQ1rlnkvmGMR15njBohTuJeyizYutFcC4M/+i1kZJBinfgg8luIP6w/QVedzTto+nQHWuYYHC1+Qz8SLetbv7Zu26iRju+3BW3w68vLcE2383kIs3lD7e8CctkOP9rMCvC2WsxmoU5aQN6B+6KJ5MjQVjUZ65Aahji23kQ/rBo059sm5mftqb/RCs6AmCcMxh/mIYG+I0FX/QB/lZScOwQPRHIf1ETvIH43HdnHA2VF9s4733dff/0c3oW0A/qDsOPp7H4xSn+RLoQQQgghhBBCCCGEEELsQQfpQgghhBBCCCGEEEIIIcQedJAuhBBCCCGEEEIIIYQQQuzhYEGYFHW1iZYsapUNTNcLJHFK1NkhmkQZatURHaAEHtWDzndOtOBS0GaaiF7PCLpod2mimUUNtJ58U3hhQteBfitodpcl0SWEpmmJBnUB39mDttHAdMFAmBH1BM1i33agydk1RFsNNNqYxpOBZmgP2pOby6g5Xtdex3i7vY11Zv6bHjz2esRBI9rMUhhXqLtkZpaBzlLe+LbavIp6oBW0eTmL2sdx3Me2yvP9/US1rsIv//Ywzbey8nPuyZM3Q52bbdSbvi8z0EmbzaK21i3olwVvBTOboEVG+Damkd7A2N4R3d0KtAbzCuYHi32gqZoTjdoMAiTq5QZBSzMz0E3rmUZ673Xchj6+X7MDbd4GdXjZ6AIdTDICU9RTbSEGEE3E+Qw8Gogm9gB6590V6Mflsa36zZUrT02MJRvQD9+CNtzxLOr1p9CebJ3YXvnYVtipK6MXhFnUSGdLTWKopwla/EQ7s0OfiTbq/KGeIWpCm5nVsC7sQIP8Zkt8J/CbiJbdDvWHMSdgWpagm5lOUQO8eY0a6U8enbjyMMXvGOAdevJOPWqogq4kCVFRw3uIWo4T5HlYTvI4p8rM/9bVcVzctn7OJIXvq8KiXqXt/DWbq5tQZer9d88Kov8JyerN2n/T1SaOt/kJ6HzXcS1JF359m6B9my5+083Gf9PV1VWoc3HhtUZvL/w1fX23RnpIxsxsufBtdXLiNTjffPQwXnPk6xTEmyCD4Vks/HiYE139AdaflrRV2/tY3dS4XsbY0nW+7Ta3sW/TEvYCZHnE/UIL7zufx/GAaxK+r1nUeMblEXNHM7M0He6sw/KY+zLA2kC9o2A/kExEBx++dYCGJtYtNow5lGO+g8O/Rf164vFksFdCvxozsxE1nMFTomtjvo3eS0wTG/Mb3CebmXWwTvZg/jCSfAefhVq4ZmY9NN9U+R8G1m0d6k8T7VvQS8a9akc8v9BHaCB6zlH/Hp8dxwPOKepzA33XgJ8Oy5HBZs3GnngFoFw2+oKR84EJLhpI+7L9VHg23Bp11YeB5LKQL+K7mMVcEH0dOjJ30MOG6aETae57c7Q6duW0iJ2e5l43uSCeGrj7xXHNXhnPtZjmeA73TfFOzPdmuns+x6QW4gbJtzsQg95syP5l4/fhO7Kv6KBtbq+vXBn97szMjsGn7MmjB6FOBt95fvXSlVFn28ysgDx0uToNdc4eP/E/wHlAnxK/H9B9326jVnxRYB7lnz0SP76Ll/6bzolPXg8xdLfzudbRsR/zZvHMA30SzGJM7Qf0iwiXhN/IsYN1eE5CfFJwzceuZHsy9PTaNTGH++nPPnTlT7/4HGoc4OtCQiyecx6K/iJdCCGEEEIIIYQQQgghhNiDDtKFEEIIIYQQQgghhBBCiD3oIF0IIYQQQgghhBBCCCGE2IMO0oUQQgghhBBCCCGEEEKIPRxsNjoOaGhHFOpBvJ0ZkgZ3HTDpG4g5Zg/XjMy8E8XlK/9pEzMUAoOMYKZmZiko9aNhSk8MStHtZJqYSY2/jhk1hKty//8eTRufXYLxYEOE+nvomBTetyDOAijMz0wNLi/BHGrrTcf6XfzGReUNILBdzMzawbd5CiY7zNwMf5uICVABZoQDjs2UGA+gYQkzh+p8+1VgYHC7jgYWIxhnZdUs1Omxn7LXZzD168G3w5tP3wo1ejYx70kHBokZMY5AE5yUjHU0CEJjKjQFMYsGpBgnzMxqMM0tKj8f6l0cx5aAiQ8ZxxOYCqUlPDtnxjFgtEzM6bqtNyOsiQHlDkylZjCnsGxmttv48f/85Xmog0Zzde3fBY15zMwWc2/keHpGTARxvEHcRaM1M7MU3qW9ugx1bs+9SU0N8ecij2bXOZjdlPPYViO0bw/mrt02rlkzMPlNkjjGQ3+DGVdHjI46GJ9TG9t3B/20JWN6C23ewHzabuI3TYmft8woBo2qW1y7mUnwDoz1iHn0QEwD78sbYIA0EIOeDgz32iH2Xwdzvm7hGnSZM7Ou93U6YuTXjmDYikZoQ3zfCYypuiEaSNdg0DuB0fIRMQmtYZ5tb+K6OS9P/eulJNeCWLFZ+3F7cRlNV8dr/+z5cTSXzFfeEDyB9XhHzHhfvPIGaM+ePQ91Xr3yRlS7tX//lDigQbpriwXJS3Jv/PW49O9/dBqNwFYn/jc04TQzSzIwsIM8KuRVFk2dmDldVfl4WMM8HIY4L3twsOza2Lf1lR8jNE9Ap0F4P2YQiCaHLKdHY8QM8smcmF1XFRjIk/Y8xJzwUEZiYo+EaUbXGP9tPaw5ZAm3BpclEvt6+G2A9aPP4427zN+4IkZz2H8dvgwxRcf9yjQQI2D40IHUQQO4CdYuLJuZ9Q3sg8j6lsC4xZyj2cX23UHTJBkZ6zDe6q1/9nYTv7GpwUyRreHmY0nMXdg4R3NUYv4IY2+APLAbYywZ4bvTNH5Tmu7fv2BO8s379XvLZmYN7AfbhozpDseVfxae2ZiZTfDdzAAUYxS250C+aYJ9CmsVtte6L8tjn+t/+tOPQ53rGx/7l7O4py7BCBt7oidHADuolSSxUga5ABzdUIPHCeLuSAJkAsO/bv0aw4yMd1ufj9XkTAj3vAnpqxRyTlYHScD4Oa1i/lAmYE4++vfbEOPTo2Ofl5w+fhTqLE9PXbk68mPG8pjTXV1fu/LI4jlMGsxdMA80MyvR4JzEsQTO5ZrO99t0Q84aE/9NOTHaroM5PZz/kcGY4EAj79tBDoRGvewqNBdlxtAYtpip/A5i1Hrtc+1uiO9bzPw4w5j1b3qfQ9BfpAshhBBCCCGEEEIIIYQQe9BBuhBCCCGEEEIIIYQQQgixBx2kCyGEEEIIIYQQQgghhBB7OFgjPeh+H6CRnpI6E2rkoOY40cNB7a+MaDOhLBG+39hG8Zu2A43im6inmKMOEOgEMw2lCfWmqE4a3IfUaUAXb156TafZ3GtcmpklhdcBKoqou3tz/sKVd7dee3SGOuBmloAe29dffR3qtNBWbz15w5Wvnr8K17zc+j54EzRkzcx6EAUdGn9N10YtypcXXmc0QxFRM3vnyZvwC45Xoh0FY49qiYFuXgJ6TTkTpgMdOtRvN4t6jKxvcRxFzd/Xp6V5F6iJ9+DBw1AnJ99wXxrQIEfNdLOoiZeXUSszCNihnjh7OGgPDkzTEvoPfQaY3wLqg41Ez2wcIW6hTlrQZzNrMQ4TjfQe9K4boj2ZYUxa+pjE9B+/fOXjT0t0tK9ePnPli0uvJXy0WoVr3n7rPVce2vi+qw3o6MP4a/oYS9ra659/9ulH8X1f+LZCTbzTs7Nwzfd/6/v+fYnO7fXa6+Td3vryvCIa9PANWUZ8ANCjA8oN0ddsQfd9JBrQu51/P6qR3vgx3cG439ZRwxFjMZMERv09lMMvSUwNHiIsZ3mNf2/wzlvvunJHnteCDnnTxTrQhLZr/DvWTWygHVyzIfMjaf19UDuWeaPUG/BCGYjfSwdjB8bFluiq9xuvV5mRZfN47udZVUYd1HH0MX4YwL/gInoenN9434ZiGcdOuvCxrwD9T6Zx+uLC3/fFq5gTNTvfdxXoZpfEb+H0xOufv/c25jZmb73tY9Abb/r87Jh8Y1b48ZASLfMctIRRnrIjGqcNrM0tGVcJ+M9U4BvD9Cw7GNM74rnUQp1qHrUye1i/McdMiX/OBHlCGzS2414GtUirKsaa+dz/xvTkX6f+MGp4o66ymVmOmsgTaQ+I2cOIMZz5IYHeOdE6beG3Dq5B7Wgzsybx460g29cC+nTMD8iVwVcL9dDNzNIRtcHJnhEGcwZ53shUp+Ea9AcwMxta9LgAfWfiM5CanzMDEYqeQCR/A3nV1WX0s2iJp1d8uK+DXgVRa9isQD8D2lb7ywPJbYM/SEL8iWA3gJrubA1AbXg8UzAza2CBZ55LGFdRI5/lkyPuU8gQ7yD2BY10Ni1giKQkZ0qY59g9Qe3/Fy9fhjpt59uwyuJebyjAJw/27sRqxmrwD8pTovuN2vkwnydiIIjjgvoQQuPvYH+42cQzLNQ/Z54gC/B7YTG/BE+dAX0HyLnGGvYD9ir2E+5hevRnCvPbLAW9a1YH98pBG56smXnlxwjrggrG3hY06Dv8ZoseJsdk/7pc+nwS1/SW7KWvb8DLh5wJWuK/Cc9gMYaZBWs26puC/c3OMDHe4P6hI2MGPbOmNvbttPD9P8I3MJ+MCTx2MuL3k5Ozz0PQX6QLIYQQQgghhBBCCCGEEHvQQboQQgghhBBCCCGEEEIIsQcdpAshhBBCCCGEEEIIIYQQe9BBuhBCCCGEEEIIIYQQQgixh4OV1VM0z2NuX/DTRMzz8OS+h4tGYoyG5ggJefaA5nlgJJoNxPxi8t+UDtGYqAZjywQMLIYmmqkNYEzUEwO73c6bQoxE+D6de/OBCgzr8lk0LJgyf59higYAD9/5wJXbrTeGOf86GolOYH5y9tbboY7B+44g+H/23lvhku2VN0u4am5DnQRMI243vs4rYtiVL7wx1Q9/57dDnTHzxgwdmDukxBAkBVMlfDczszH1bZVn0C5kXjS1N6g4WZyGOh0YiRTEWGJM/JRGk4tpjKY1OCuJz8j9AOOd5VEcrw8eP35NDzNbghnZ5dVFqDM/euDKYx77eJv6ODCm3qwjK4hpDYwLZqLRjWBu3PvnFB0x6UMXZdJ/KbxPWXnjuYQYb7STv0/dRIOUDZimJMSkZlX639CApiMGKeXMz4ddHWNocey/4dH8fVduiInlLRgXd8OLUKeC2IFmVsx06vLqypWffR0Nc7YQQ49PTl35bOWN/czMMjD4QTNPs2hK3bV+zPToOmlmuWEcI8ZBsC7s0LCNrBtDjybP0VCs28G4qok5JQyJGpbzDVsDJv/dk8W1OsnB6AviTz8Q084dpEDDPNTp2jg37ks1x7lJHBPB3A2NtczMLIPcJffmO1kZ233Ywdwk7p09GHKNE8wXYirYNz7nYPGm30LfgOFnksSxhGvV8XIZ6ljp2ybNiDHR6N8ZTQ4bEncvr73B8LAmiyKYOg9gcses9dYwf7c4+M1sAZ8wh7zq8dFxuObtx49c+d23Yq718Ilf+x6enbhyURLTKTD/I35tNg7wY+/bAc2EzcxamIvdFPut7n2+M6Rg2l6RnBnMO5mv+2Q+ZqLRo5lZD7+haVbbxGsmiDc7YviLJlgpfJMRs6sa2i/tYicUxesz8kOHNZoOwnuPRuY8mDMOg5/PzHSz7X1caLvYx13vY13XgSlbGu+LrdNiXmVmG4N9G8QWI2tiAgOsIGttDi2YJbH/Uuj3IcGxE/evNZiqhj26mY3BiNWP/R15X4M9xK4hfQumcU0NuQExPh2Zcx+QTr6/Uwg4yRjHOf6WkhE7pWiM6NsFY7cZyXdZW0E7tNAHaLhrZoYepj3JkSeYKw0xhd1CXLjFviVxNyv9WtKRb2pgbnQw9jKSj2SlX5tZe5K04N78/o/+xJX/4ic/DXUWld9vni6OQp0czl2yDMYJiRMDjIspRBezCWJF3aHZMRlv0KzMEBkNhne3Pp9omrg/zOFMbTaP/VeAYfhI5lkHa2A18/vtqo05eQNnYbfrmNvXO8j9IIdrydndtPbrRHkTTVZvIW7hWWPXxfddX/u93c153EOWKZzLQT/NyJiZwT5ztiDG7oNv8wzOHQY0sDWzLRio1kPcqywXfm4WsE9qidlxCuN3JGdhNezBepLxTmAciwaqs2U8E6onP2aq41jnJaw3txs/hhZHsX1Tg31KEnOL4Ph7IPqLdCGEEEIIIYQQQgghhBBiDzpIF0IIIYQQQgghhBBCCCH2oIN0IYQQQgghhBBCCCGEEGIPB2ukj6gjSHTKg9Yg0R5EzWa8T54zLXNf7tuo6YM6YxPoDTGtqxTej9136lEDDep0ROMUdKuY9u0w802fzaP+52LhtTDL0mtSJWlsqxG0t6o8agWhrnd15LWY3pxHTaIGNd2ZriTo9bagcVoTnbcNaMHtiM7WzcbrlWap79s3v+s1383MVo+9nrwdRe3bxEAHCvUriS4Uaj4lSeyDFH7DmcKkAkecB7Oo33T53Ot1nT4KVUK/MA33f1ckMHGrKmpD/o2//ldf2/OypdecrocoypeDpuWc6CaXoAWXgiYe6nyZmaWgl2tEzwz1wjFmtV2cHwOM9ZHomWV4H/gm1IM0M2tBn/16fR3q4H+zzohGcTv4Z9+Ajv8wEN1daKsctPbMzE7n8bdfJiPjGvXNWXuer1FDDjREiZDjDrTiM6LrNge986PTU1denkI8MrN+Qr1cMq5gWG22/l16En8y+I3FgBTmQT9BzCLjd+h9ezKd+nrjf1tvov40TssGtDyZvuoEUbQn+p/jCDrcoHc3kHiAc5KtPwmu+b8CE+rykXZOQe+4mOIaHtaQzM+XMY3fWky+/yrUZ7boGYH5Q0KEvwfQxB6a2OfbFsbb1r9LmsY2PjvycyqrosbpBN+NusFmZg3MGRxeixXx7nj40JXXbRzraxj/6NHQsLaCMlkSbQWx7xG8y6MTr21uZvboifcaOSHxJkf9e3iZLI3jDEcIkYm2FHLrEeJax/oEQnM/RE3Wtvfzuan9GJmV8X2LCmIfEXVPoN92xGcCpKUtBx8SFlP7AXVmSY5M9JB/GbYGlLV/do65xmsm7NEIMbbGb+0gV8H2mIbYFl0HWvRkT9bBb3UBGs4JGRfQrj3RQk1gTUGd45zE6hzGAfMXSuC6nHle4ExDDW9y4wx01bOUTM7wE9yHdPUAY3Qge1zsWxwzmIOYRYnxlK190E855N4F8cDAvk3JGUJoCOw30g4j5AvM7wf7KcjUk3aYIKlj+XkD+s0tyUuZD9NdDOhJR+p0KOIOY2ZGvLmqpV+bb0netyP54n35H/+nv+fKm5t47/ff9r5KZ2enoc5R6r+lhL1IQjz7wl6PnC2F8yjYC+dl3N/jWB+DT4JZC2vVGvYmbM3Bb7I0rombHY5t4pEE8wH390fLeMayrPw37ZqYX48wvlp8DlkTsWWur+P+dTmD+QvfhL50ZmYjrC1z4l2Ywcb4GObDckbyKFhLupb4F0D/43rDPMpSiCVtG3MZjMUp7OPZar+FHJ6vw5DTkxwAz7X60NexHZ686/0XHzx9Gup88gd/4MoY89M89tsOYlLFPIHu+bfl+ot0IYQQQgghhBBCCCGEEGIPOkgXQgghhBBCCCGEEEIIIfagg3QhhBBCCCGEEEIIIYQQYg8Ha6SjPhJq/phFLfOE6ND1oImD+maoc2tmNg2oJRvfD+XWerhmDLpfZgNon/ZE23NqUefPv/+4i5pPw85f05Jn56DhXZ2chjpF7rWtJtDECwK6FvW5mQ7dZKDFhbppRBfMKv8ufUP0zibfNlnh37dcRY3l2ZHXVuvq2Aez9YV/NvRJVhENWdBNHIr4TYWBnhR0U0d0eAvQgZpI346opQfXoBaamVmGYqlV1HhqQF8M9bHMzBIm0vjvCYwRbFj98Pu/+dqe10NgSMqoBVc3fuwsiObiBALEOD9SpnEJz2Y6+D3qUg936zNnEENTMtYnaFjUrm6JrvoONH/HoN7L9f/Ds2Fs49xk+rgG3zSvouZimvix3QWdauIPkYHfwjbqxXUjxD5YxlCH18xsAs3V5XHUAizmfr4uYP6WZD6j1mtGNC9RR7YGvw3U8TSLWnuo0WoWW2/EVIBoAE896OYRzcv1DuoE0VALGo3XV+euvNnGebACDc6piHMQNdKxHVDX18xsAA0/poM6YwnHPckq73tiPdGSnfy39RbjWI661L2fQz3Ry61A4Hwg+twjzNephPW4j+OiBn3SKSear5nvv+0IvidTHMcL0Gcfypg/bKH9diR/bGrQG4Y86uTMa5CbmZULP8evtzehzvntpSsXsIbXJO4aeBHMZkRXFPxc3nz8xJWfPHwQrnn4wOeTi+Oo+446kgnofhtZ1zAO5wXT54Y1CvpyGkmsBk38fopzHsPADYyzIovtewL5ZF7E9bKEb6r721CngLYqIP9lusZ947+7qYkGePDhAe3unOyZ4BrUJjUzy4jfwX1BnV2m2451RrJ24Z4RdYMTsofEOg3Zk+Ea2EKelxMjh7L0fd4QjdoBPnOEuTrifLEogZ1bnB9TcvfamuAcgjGKesRmZinEsYKMnRTum0O+WxKfgRx9MUiuNYc89BAvJtTvZZ4lYc8A92UrMY5Pqs+Oz4Ey5uZmZIwTPd8wxlGKnezRJpirqElvFr3YWpJHo3dTAXrUQxKfXcMLbnZxfvVQJ4F1oSRrVpr5/HYi8Twhc+O+rFvoG6L7fVP7d9jUcT+QVP7b0L+pYBrZB2hXoxb9AGMnH2Ofj+ht1TLtfPiG4L9AckX4hnGM74trDPohmcXjpmTAuUrOueCikngBYj6GmunhbMTMDLxP0GfJzGx76XXTd3A+NZD9NvomnhK/wArmwyz17UuawQb0zWN7EbhwgG9KyXFtDvG7JWvqZuf7soY4XFLPDt8Ha3LO2UL/sxjVQ8ROUT++jWPx2aXPqz98/jzU+YM//mN4F9DVJ/uJAvaMuIcyMxuIxvwh6C/ShRBCCCGEEEIIIYQQQog96CBdCCGEEEIIIYQQQgghhNiDDtKFEEIIIYQQQgghhBBCiD3oIF0IIYQQQgghhBBCCCGE2MPBZqMTmHIxsfy7LT3ifYbxbhNTvIaZQGIdQ9OPgZhCorFWG82L0Aiku9248m7ry2ZmazBlO3r8ONRZnHrDKDRcMItmUBO2L36zmU2T/wb23ejFgqYRJTaemRkYZw1NFOVH24A1mAIlaLpjZgk6UBJzjzkYKtQ49kg7GHx3Q0xMk8l/QwKmNWkYz2YpmItOxNwsGPOCccyQxffNwDCpIY4VaHCFZpVmZhN07iEmQL8uMmjPihhlLsDE61chh/FVZnEsXV37+Xo8j8Y5A5jHpGBSkRLDtRTGcU4MPDL4DXu4I+ZLnfmxU+Tx2SO4ZNVgqnOzWcf3zf24WB1Fw080qUxJzE87PyYraIfFPPZvA+YnO2LKl4PR8gJMatCMycysg3cZiTFi0fv2q3D8gVmdWTSlLohBF5qLzkpfnk/RMCeF9afviPETmJ+gqVvTRRMYm9CojJibwW+ToXkcWYc7H8+ZWQ8O4YEYDfYQQ69ut/7ZB5hSsfllYMqJ45eFwhbMmzoSU/OErIf3ZJp8vJmIEew4wlhJYhxDE/Ep86ZIWRyiVsCcL7r4XV0LxuNgyI3Gy2ZmY+r7byAGzukC1k0YSxOZHxPkAi2p0+38N2yvr0OdvgUzOjDTK4gRcFrB2JnFfjp6dOLvA+/bEbMwNAML8cfMlks/Rh6ceiPR05MYo46OfHxEk0GzuN5UFRoPxn7rwXSsIIaLaOSIJllZGQ27Bth61B0xKit83G1ab/jakzxqhPz8aBHNzUpYv0uag/j+Lud+fdxuo9EymhEyM8URcu0EDK9YKhvMz5lRGcnzXxdsLUCDx7D/srvNRplvLd6nJXsyNITuWjRRJuMY2qej7eV/y8BslHgoB2O8njnNwZ6Mme+igeEw4V4vNlaeg8kdMZfMKjDNhWuYOWEBBr1oavrNb/v7vyM5HV6D4+Gb62BPFva84ZI4achYxPUSpxA1CITxi3HNzGyYcE+GNyZzp8A5T+IYGp2SF8T9alGiSXlcs9qdX6vXm22og2aEGaxreRHjZYr52BTHOBtH92XAnIjcer3zY/BiHfdBb8H+fQVrYl6S+ZGjyS8xvoe4NUH/9WRtsMHPX7bH2YH5clX6vpgTI1j00a2JcSSuKex8LwWT6wLOGtBg1cwsNcy9WByDGArPLkkfzCqfU2yGOI7bmb/PChYcZh7cwl45Y2sfzPEE+rIkZ1hdMECO98U1vIP+78mZG56fsT7AWDxsfHm5imOmwjyPbJ6CKTnpWzTN7mGtTmaxrf7pP/jHrvzzzz4LdboMz1L8c9BU28wsgyan+Rnp70PQX6QLIYQQQgghhBBCCCGEEHvQQboQQgghhBBCCCGEEEIIsQcdpAshhBBCCCGEEEIIIYQQe7i/RjoT80N9HqrhDRrpqCdNRQJBk4gc/4+917YZUP+8J5pEjdeKGonedQNaiNvzK1fui/gyp9/+litnR1EjMjXU2YpaQQloNaM+bkYaYjL8BqJbNbZQhmuIvl0F2kYp0Yu73Xp9qRRl6/EHM8tA17ogwolZ6vWa+sHrhI3kXYL+8DpqWtbwqAx0lSrSJ12LbUV08+C3EbQA+4lom4OeXZoRvSnUJWT6XUF/L1T5dwaO14T4HyRU9PB+YJ8HIUQz24BuXkN00nrQLW1BM5C9MWrpoX6hmVmag349aIoxNXvU0puIriQ+adfeHVNxrDMtQNRDzsgbZhAzM+iDZIzvW8Ebp2Se9ahvDp+QJURzfATt2yQKRaP/wyzz+nB5SjToQYt3RrT+T2deQ3e+QI05JrDqf+uaGHd70MnDkI8anWYx/qRE1xi1C4OGYxf1+FKm64gkqIlI9GphfJ6fX7gy6s6aRU13ppHegiY1+mKMWfQBmGBg1U3UqV8UbGbejwlTLuYbAutdYnG8YW6Qp14Luif5DuZAuJ6YmWUgJJgUvs1GtqBALCkWcT7PlqgN73Ovvn4erhlSP07WRCNyd+U1sbMxtmcO43++PHblFfFFSBJ4dh31VRPQBl+t/H0K4tGRg05sQnI4XPtnM6+DWuTxmhrGOsuRcQ71sD7vSPti/Fku2bNhfYSYNJvF8TuAr4exeA6xeYL2vL69CtccwzhbLuPcRQ1WXAvNondBiusCWSewfZkmcAJxFnWusWwWdWWZ19Dr/JsozBfuq5GOGtgxhrMc15eZjulu53P5fun3VxgbzWLOxjSKUYa6hLg/kHUpaNISX4R28s8K+y0zyxNcj7EcLrEetPOZrjHm1xMKxTI9cfhOlhPd5ZlGtnqhfVkdfBZK86ZEqxf3wWxfjF4POK5Qd9+M5FYHnGcc8u84n6hWb9B9j/cOuu8weUYyZlrwaGBeDy20RQY6+ugHZWY2wQBl+vf31R9m9PA8to5uYE3cEk+fBveo0KZlGeMx+j4tyPoxFv77d1vIRcMVUWM6J/2Xw3pc1/hNzHjC/1aTfQb6TKQsnkNunEMd1Ew3M5vjN2VMaxs8LnA+W+yDAjxrHixPQ5125tsG53Ndx7GPe9H15WWoM7W+HSbQNkcPHjOzBpcJspVqR9h7QKzbkL3JCO05X8Y9DnpeoM8anq+ZmWXoE5fFOjn8NpF1t4W+rRb+/T77+utwzYeffuLvwc6N4LxihvuUGH5shDibk7nCfPwOQX+RLoQQQgghhBBCCCGEEELsQQfpQgghhBBCCCGEEEIIIcQedJAuhBBCCCGEEEIIIYQQQuxBB+lCCCGEEEIIIYQQQgghxB4ONhtNwCgioSYbYH7BLBWCWRrcgbiqpGA+ME7x/H9A84kJjAaIqWDXerOBcbcJdXZX3gjt3Px9j5+8E66ZwPAoyYlQf+JNDVAI38zMwOSuKKG7SB8kYNo0ETPMrPHPKhIvur8mbZWCMH/Zx28qwegLDeuyLH7jNKLhAzHPAw+sqvBmH7ua9Nv21pXzihiCgAHgCOaE5Txek4FZy9hHgy40se1r/92rD94O12zBtLbAiWFm84U3SetI35YJGH+BAcRE5g6a1jATUzSKOgQ0DRyJSdZ8EY3e7ktrW1dOiDnUBCaWAzrOmlnS+bk5LEasEK7JJz+O58SgMAFTmglMZ8eEGMUkaL5EvgmGyoBmtsS1ZgLDuvU6zqE5mKUNxFSn63zb5DjWZ9FouQVjm2wi8wyejf5cQxfHaNH6mHScExPB0Y+RaYN9SYyfwEwvWRADKTDwubqG2H3k1wSzaMpYN7Gfdrf+fVswGyI+LGZocpdEs54BTJ0TNF0i7WDw7PAcMytT/0ItMePeJr7/X0GsniyaQqGpTl7GtsrB+DaH+J6lLB/xz9p221DlaFyG3+7LMKLpJjG3Sfz61k3EjBcMpDpI5QZipDNA/O2Jg1lvYMYMsaMbYp8PlZ/jeRLHTpZcu3K68vGmm+I6ettfufK2iX3Tb/37zjFHMrMjMAcrK1/G/NLMrAej04mYZFXwrKIEI0mS7+SZf/bQEQO73v+GMeC6jSZZHZrpTSSOHZ7u/7/3gbhQEfO1fkRTLzBnhvb/5r5+Lm6I8Vdz68fI7c5/43oTr6kq/359T0wlZ7C+58xEGeIYmOeNAzFNg3HUM3NCNG7MYP4nsa0wzrKd12v1lE/x20juh0aH1A0R9mRoLkrMjg3yU5IGW9/5Otg3aNRpZtbCjZgxp4Ep8TD4clnEsT/CfmDo4to14NzsYv44wp6ra6EO2R+iKSjmimbRmDaHvWhVxvVnPvfr3XIec7gK2mLs8f3Jvgh+Y4avaMqOZuDsT//QaBn3M2ZmPcznBnIZaoMJ45WtAVmC5tHw/gcYlI7EFTSazZK1GvN+yImbmphKQj/1ZIJhrg1LoRUkt2jDHoTs41lOeU9wj0q8BS2BHHdNTDbRoL6FM4ApjXO+hLhVEdPkBOZHD3sIZtqeQj4xkTWm7/2zG4g3Nzfn4Zr1rZ8ft2Svt974+8yJwX0GbXW68LlsSWYRbj0nEhcyOLvLYQ3fXUSTzeGJ78uHbzwJdXC/vT33bXP76lW4Znvl89SOGHze9v63DmM3WQu3YFBak3boICZllR9Xt9toeF8tfL7wre9+O9Q5mftzozmcay0WcYx3kDeNw91nE0UR97g5xC00yP7khT9fNTO7gfOBYhH3X/3oxyeepyYYtCwaCTPj6py5eh+A/iJdCCGEEEIIIYQQQgghhNiDDtKFEEIIIYQQQgghhBBCiD3oIF0IIYQQQgghhBBCCCGE2MPBoomo4c20v1C/N+ib/Ruuu+vfB9Cho7qweB1oEY5D1K6rQXNzt4kaRJudv+7J+++5crJcxFfpUV+T6IUV/n1TorOFzdfuvIZSRbTXUUsvIVqZLejA1nDfTRd1oTKoU9ywOl6z8qhA3dbYDlMGupI90f0GbcwGNULTeA1qMW2a2LeoRbo4eeDfN0o+mYHmeE+0sIedv+8adGd/87sfhGvaDPXlY1sdHXnN5+02ap1VFdHY/A+EoOloZnMyf+59f9AVfOPNN0OdZy/9uG3aOHaaoLnp51mWE928mW/3DLVPzYIeagbzI8nifE7C/3XG//vE66rSl1HDzcysrv1vzTbqDz+78XNmRbTKqtx/Qwl659l0Fa5B3f4ij221qk79fYLWP9EsRi1Zosm/nfxcrCGWTGNsqwQWnM36NtS52IH2PsTd208+D9cMoNmdlXEN6NsbVy5nvq1mq9gnqCfOtF0HEC9stz7G5ll8F9QATohu5wj3TYhu63p75coNeGn0ZIGvKh+MM6KDW8B3VzC/MtQntqgZOxJ/CKrlek+qHDSyjemf+3fKLcaFoLVs/r4J0a9HTcOJeUgk+7U8sywuitnc3zcbY26AeV1RPHTlqoh617trv74NN8TvpYPYR2JoCmluD7Hvchdj366H3LCJa20K43+59H2AY8vMzEDvnvn9dKiR3tztI4O5LNMoLkGPf4J5NjAdZtCD3WxiO2xg/nawpqZ5/MYF5DKomW5m1kNsbsDDaGJ5KuirHp2ehjo5ahSzvQwk36gVf4hnDIslGeR5JWjOo8a7WYzF7NF3bKv+rcBvw7X3kGvMzArUHEfdUrJ+oLbyQPZ6OFYwPjP92QRyItZgBcQOrDGR3Av3uOgPYGbWgjZzT3TUe/A7qreQlxygkZ6QNRE157EOzaNgD/H4UdQfnlU+luD773YxnrfQLyzeNJ2/boBcnOUcSYprFMuRUXMc/h3Hh5mV4O0wW8S1L4G5kUOsazviVQE/sfOMAdaAhPgJ4LlIg2OojvGxQf8ust/GMYFrNzujwfvQc57XGKRwe8yel0I+eHsb164b2ON0Z6eu3GNnmVmC+ziyH8R4mGIsJO2O85lp/WNQQm+KV+dRI/3jjz/z15B09vTU52MP3oref/WNn5trmM/MP+V06fcn29vrUAdzedxnvNzGWPLlF1/5Z7+M353CIME1PXg+WYy780U8T0HfoBz69uL5s3DN6ujUlRfkbDRt/dzMYa+3a2LHvf3Wu658dvoo1Ckq/77zlb9vNYvre3fr3yUt4vvOMth7piTfBb+k61dXrvw1aSvcQ/YH7EU72G+jP5aZWVn6a5g1ThgjB6K/SBdCCCGEEEIIIYQQQggh9qCDdCGEEEIIIYQQQgghhBBiDzpIF0IIIYQQQgghhBBCCCH2cLBGOsI08fCXcTxAIx01n4iuIMqiHXbfu/XaE7jm8uYm1Nm2Xkhn9+lzVz5deq1HM7PFzGupjVXUKtuCllo2xvbMOtByBE2qXRO1AJudf9bu+irUKVAPufZaUS3RVJ62oN90G3X+ugy06kB3LinjcBvhv3I2RFsP/7snheeky6jNZQ9Bs/ok6jB3oLN0fHLmr5lF/e4R2qYfYx/koHPZgTZkehJ1jVH0jWm+lXDf65dXoc4JfMME85Qpe97lW8DqHKIRippvqOdmZlbNmRD9/ehA+3ZWxXujtlZLdBrbATRqoW/Wuzj2h7NjXyba0KiZm0E5yeL8SEDnOy2iZlsO31mCJtp6E+NPAjpks3wV6vzZT70O3T/58e+FOu+Blt4Pvv8DV56MaETCdw7EQ6JoUFMZ53j8P+ARdCXrJvZTDmOw73H+xndBeUrUpjQz6xo/9jIQImx3sQ8uri9c+auXUS/u0UP/3X/lr/41V16tTsI1BtqQs3mMfaj520B7dkGX2WwE/XimJ1/D+r0jHgSvLi9dOS/9+6Wk31Lsbxqz/DqWgU5eQbT2ctB1xHhpFrVHfxXy3K8pEy6AZpaAjnY6xTmfYn6T+vk7jERXEHRih4FonULcGlGHF3URzSyFdWnoo+b4gDlF5e+TDTH+TFsfH3dE3DMfwTdmiLkAjsHt2o+/7TZ6HlzvfJ1dE+uUMJ6qmX/fgmikNzVoKnex/1MYE3Xt5yLqoZuZNY2PLzi/zcwMNKBRn/uU6IlXoIX8kmiR1gP43EBfX95EXVQMqkyHG7WPU5jPsyLG4bOHPh62zHMJNX/JngMTpQzeF2PhN7/dncNh3pSjx0hBfFJAK3ci+p9Mm/t1gTr5DNRDN4vf38D+ZRqiRm0H4zYjez300NjCPqjcxPkxDT6GzvOYa3UwnsYR95Ak54W2Qc1sM7MpvTvuNvANmLv0ddxnpCG3J3tIyB9Ro5/pqk/wfq9evAx1KujvsB8gTTWAdxjTSO/hu1vQDW6JvjwOT6YtPcF+u4S4VpK9Ce63MAaYxZx+wvVzIjrMsB4xj4YMYnVPYlQD2vtr2KOv12yd8HUKomvdkrF2F/fZQ/4qJKBLPrA4AXn6s/OLUOf5uV/nnz5+7O/rt9PfPBvmUE709dGaLkEPPOJdh3H+aEZyIvjODnS+l6t4zeNHXjd7t457kRLy66dvvRXqnP7QeyVs1l5zviDnO2++8YYrv3hJYgnkTTsY1w3Zbz144vvp8uIq1LnFvn3be6Z1bYwlN7f+PkfEg8pgP/D06VNX/vjDD8MlfQtz9TZ69l199qkr4z7zraexT777ve+7ckb6YEpgzkN7j0kcix3ErSkl57KFj6EjOU5u4Uzm82d+j/vRp16/38xsgNjXMt9E8PHIITanJNbkEENz4rdREM+QQ9BfpAshhBBCCCGEEEIIIYQQe9BBuhBCCCGEEEIIIYQQQgixBx2kCyGEEEIIIYQQQgghhBB70EG6EEIIIYQQQgghhBBCCLGHg81G0RjkELNBZi4xTcTY5477Bh8T8mg0E03g/wj4Nf6bFsfHoc7pmTdL2D27cuVP/jwaC6yfeUOF2100FjAwv1wdnYYqs9TX2YCJztW1N1MwM/vBD3/oykcP4jf9YuuvmxJvLPD4O2+Ha25eeKOOi+tXoU659vdJCm+wQeyv7OLmypev4jdNYIx4tvDmio8fnYZrTktvLFEto2Hbo/f8d64ePXTlNI8mfTX0ATOdmjbeHGzxjjfp2BLjhhTmV0bMm9DGaA1mH2bRGApNqOg8OMBIdAzmZXf/Hxzeh8UDNNv6VUBzjlev4ljqwaxlIAZCI5i+dGC+1BNj4KYHs4sujvYZXFeg8VMajapSMN5Ig+mmWQGmH2gg1RNzK4OxPS+iMetf+Sve2LJM4nw4fw6x7tqP/Xe+/e1wzRvvvevfr4pjfQ5zcQdmLU/hHmZms6U32nn21fNQp7v2sXi18N908fJFuGYDpqBGTLJuL7wZYb71hk0//bM/C9d8+rE3Wnn8zhuhzvd/8Buu/MZT/91VRQxqIb4URRzjPZgdJWAQmPTECA7mKjNdbcGsdUuMOquVN+h+9MR/d/cyri05mHgVeZyDQ49xzH/jjIyzHuZpP8Q5aGRe3huYZwkxBTXzc3wc45zHGDWZ/7aBfEcPcWHMiCkbxjbo82mMMWA0v7Z2xEQQDYTSmR8DWR5dvcaNn88tM0aDdaknpr6bna8zwpism2gyv975Od+O0ZjqeOGNqEro2+ooGn+FEDrG+ftw9cDfZ4Z5YMwn29Z/d0LWtU3nY9IC3v/pmzH+zKHOhz//Waizq2HOQx8MX3wernl57k1Lpyka3OHoxPLRk5jTYaxLSa5luFc4YM+BpoLDEMdDB6ZYh+RaSMpMV2GeDsR4kMXi+3LI3u4u01QGmoT2Y4wTCGutHnLuW8yD2UWQ92XLaCKXQY5RF/45BTE0zMFEMCdm8LMZ9A25zwCG9l0Gxt4ZMUaD/BHNg83MFmDkjabteRbXRDRDZUN2gvGG4zbP4ngoYf1Fc14zsxQM4ILBJzk/GGC9YebB+QT5A7zfrIzrWgltlRJjVkPTb/hnPIcwMxuh/7HMbsTmd73zMXML+862ifMrgTyqLGO8aXr/LDSCZsbQ2NsshrxOs9G8gv0K8YN/9uorVy6z2IbnVz5vv1n7tXVXe/NqM7Om8Q8b4tbJwpPA6D1L4rzDa9BM2Czuumepb/kHyyNDsof+PuddNPxsN34s/eIvfhLqvPWeX9ePz3zONicx9fSxzymO33gc6gxgKg5pPN3znjzwOdKmiXnfDn57BNfckvOzeuvXkkUV44KBiW8BvTL9LJ4JfvrhL1z5+iIa3061N2U/eeTf95133gvXlHDGNhIj8hzWBTxTYEa9E3xTUcZB3md+rWvqGG+ut76t/uWP/tiVX97EXDad+/um4eTLwhqawHeXJNYUEFRTYvhbpvc7j9JfpAshhBBCCCGEEEIIIYQQe9BBuhBCCCGEEEIIIYQQQgixBx2kCyGEEEIIIYQQQgghhBB7eK0a6QnodjKtOpTj+XWd5KNOcE70zQrQt8uqqMW0eui1eh+cgObTLOpgXn76hSt/9fKrWCfzGotnP/huqHP6htf5/snHXnvpH/1vfxqu+U/+zn/nyjOiL7X+J14T9Ld/+7dd+fjdqJX5FDTaPv6jqPn79qnXv7rdeb2pDz/xOlFmZl/+1GtxfdSehzorkDJqQfcyITq8K9CA/uC9b4U6i7e8BlVeLfx9ic5sCTqKYxKn0Ab0hauHJ/DvRG8VdHinPE6eEfQBmS5lDzqdqHF7f/zcRn1D1GY3i1qFTHmT6e3dl+Xca7RhDDAze/AAdPBJAHp5eeXKj+enrlx3UYesA43pfIjtXkALoNzjRF4G25XpDIZnw1harqJuZw+akTl59rvvej3us3nU33v1pdchf3XpdeeuiBbcDnSN548fhjq/822vDd6DxuDyNF4zB82+N46jvuHtlY99M9DkPHrzUbjm+ccfu3K7i94Emxv/23rjn/P47DRc892//bdd+Z1vvx/qLB95j4sU9ATbJmrMZRgf2UKMuqIQ35nO6IT+AkS3s4E8oWZa61Dn/OIKnhNfF3VEE/J+ON1zHNJM4xbWfOYn0JH5fl86mJtjyrQy/TtNTCMdYwnqNGIuZmYjxhKikW4jeMsYaqQTTf7J/9b3ZC0A7cHMfI7Rs1S08rFjKG5DlfXl167cop+BmaW9146dYI1M06jPXS7Bl+UsxoV33vQeK++B58rZmc8vzMyG3vd/ksa+fQA+CMfg3bPZxnZAneCyiO3ZXYOOKOTwDx/E953NvTbmwzffDHXqjb/v1bXX+ixmcYx3g2/zm02MqQvQMT498u/y4AHRowaN9GSIfTvB2ox5lRnZyxjqGpOYAGsz6qqbmWXoiwLzGPdZZmZjB3OdTFvU6v51g/s/ps+NuUsLeUrXxFiLusApiVE9rDs7yP9TkmniPmhexT0DPruBXH9G9hmzHPRnSb5dzPw4TZhWNHh1DBCjCuLTgXne0TLuRdHHYQl1yjLOoRR0tNk6P0BbFBBvcJx/cx9/TdPEuble+9hxc+vLQxf3Ti1o3eZh4TebgX7zAvwr5quo75yCpjvb44xBIx33SWQfBzlGsJ8yswEUs5neeV37uLvb+bZh/ZahRn4ZY1QL75fD+K2IbnTX+I9gbfU6OTn2a9Wrq+tQp4HvSEicvwVd+V3t2xBjgJnZduev6RZx7KAWPW40SXoW/AN78uwExtMc+nN54s8wzMyOUv/bkpxrXEx+33ZL9m0/vfJnM6tTnxO99cG3wjV4RnH8KHrhzM98+63m/n1Hso9Hfw2W76TgMdjtvF73CfFFOEZvgi72AUagTz7+yJU/h/2imdkt+D4VTP9+7vtydeTn3WIZ52pegKcEOcMcMbeGmEW2aGaTfxZb3xPIb3Y321Dnxz//uSt/+bXP1+MmzcwmmCsk4UHLkBzysYz58cHeOSWT8OQozuVD0F+kCyGEEEIIIYQQQgghhBB70EG6EEIIIYQQQgghhBBCCLEHHaQLIYQQQgghhBBCCCGEEHvQQboQQgghhBBCCCGEEEIIsYeDnQgTML9IiQEAMygLgLPGBKYMhxj/jBl5Dpqwjd4QIimIeRp+AjGBXCTeEKUzL6h//P5puKY69SL8x8+i6V394sqVh18Qs4yfe3OHx7U3lvsvj98J1zz40t8nI+L5v/d//Z4r/5W/8Tdcud9EE5gRTZuW0Xwgf/+JK+8+96arTz7wJlpmZsnMGz4UxKRk8fmXvk7jTWseE/OTh8feTKYoosFGlXkzh2CyQ13vYPw20WBhnfnf3kLDJPLfV20FY5wY3KFp4GwWvzudwEQQPBeooSUYX0xTNFWyBM0bJigR84xw3/hNaUKcdu7JMRjQ/M2/9bdCnSswGqtmcX787//r33PlFkydLtfR4HGz8/eZVXG8dVtvQLmDcTHLopkIjrc0i84gwZhq4cd+VsYwj+ai/XYX6lji7/vgjBhTmTePmR/7uDAQUx00mkuuosHwT/7pP4VffHs+eSvGvqff+TZcEr+72fi+m6BvL549C9esL73xzpzEm/dOfYyfoC+rd56Ga/IjMCojZjLjwq9JaDabkbiGhpnMqGqCPkDzvIEY0LRglFiP8X1ve3/ff/VRNJjuE28aOIIJWTbG+JNkfh5kxCgoBdNLGDJW+sd+8xvEsQ6ME83MambKeU9aMOgZLLZhD+tQFxIVsw5+6sFAqiVxfgDDzwEbyMyGEc1QoU1H8i4Qo0YSb4bRG2aOiTeXnMpolJevwHy3ioaUV62fmxc3xNx2d+XKGeSGsyoaE/31H/xVV/5b/8l/HOr85d/yBvFnb3iz9eXpabimBxOnHsesmVVHfh0r5nANMRieWj9uWR7VXvu8pG/9XM1ITl9VYDS3imZmQwvmj2C0PI6xT/ra9+Xlq5ehzhHkmO+995YrpymLa5D3E1OvCezCQmpjZglMsMx8W5UdyZET3w5lGedXAubqCdx3YKnX6GNdQgwtJ2J6f1+2nW/DkqyjJZjkzmbEbNT8e+/ApC8lsc8MjEOTWGeAtWrsffwputihbY9l5vYHRtmFH19LZgQLj0rJWAp7ZfJNaeLbr4A6LVmQJ9ivjmRcdGBGmMILz0jf5mCAnVZsbEEeDSZ3CYklTeNj1O0YTZPb1MeoBPppIn2bwZo0y+JCX0IcW66O/L/PYz5hOe4H47MT2MyhWXBNzApbWC/ZDqiH+/RkT9aH+8AZTU5M+sBsNid5VA3tiXXyPM51g75lcZf9dl++89u/5cqf/eN/FuoMMARbMn+38N41rIm3ZF+0gbGy7WLOOI1gxpxi3hffpcNzLiOLAYSOBEyKM2KguFjCmvMo5lopjK/0Ij67RXPgWz9/n//Em26amXUv/Hw+OjkNdR4+9edGJ499/nMMZTOz8hQMe8l3Z3CGUmJORPrt8quvXPn6Iu5Nz1/4Oudf+jr1FzGXyaHtJrKPf/im30s/fezzyZQYcyaw7o4FW9d8cdf5PtnVZPyCeetUxb3/7daPkU9exO/+0c8+dOUNxO9VFc9fGoipzDy8GPzaN4c9U9rH/CyHfdyc5GdHs/uZtusv0oUQQgghhBBCCCGEEEKIPeggXQghhBBCCCGEEEIIIYTYgw7ShRBCCCGEEEIIIYQQQog9HCysh9pfDNRZRT1Xs6iThfp27Dl4DdU9hGdnoP02JVH/PAO9wrKIzbHbeT3Kaum11di7LEqvl3v68GGoY9/yGj7bz56HKv2Vf/Zbtb/md978Vrhm/LHXb9rdRO31//6tH/g6/8P/7MprplMP+oGLXdQgejX+viuXoG10lEdtwBI0i9/oo0ZRe+q1MSfQhF4RLdIc9AKTkulPgwZeB3p8bRy/PegN10RfqjNfZ7P1WmLFLuqM5qnXoGJqcjjWiiJ+0wbac3F86spsTgb1c1YHfmN1ENQUPMhD4VfgBMbBybuPQ51d6ufv9W3Um/3+D/+SK7/69E9d+ZRoRt5uvObr0TxqiuWl1zPDaYZa0WZmE/ROQuZmzsb2L4Ea6t9c4/8PdbGMupKz0X9n2sdnHx/561CDfCBa/yczP/5Xy+ghMcDSlIKec3Id9TW/+pM/d+U+i7FkgrZanJ268vcexjGTnj1y5ZHor21u/NxcN6DDO8R22G38N5ydxGd3IODbwRhJ2DyEOn0bY1QL2pAY12538ZoEdN/Xu6gfeX7h9feevbgMdY4f+nmQZajpHn0n8hQ8CIi25+2t12auQB+Wxcuh9t+dEq3Fjuic3pcJcxkS6UNKQbp4gjp4HyKRHdbEYYjzo4CHp7hGMtMD0OQviEZ6CnquYe1FQVMzOzn1mpH1VYwTx7C+zdM4z9qNj8X1xudamcWxfjL3MertN98Idd54y/sezCEWJmQNmHrUSyZeM7MCqvj2zIk3gYE+LosLOB8yGDNDG8d5s/Fz8asvP4t1dj7WdTXk2kTf933QOz87im21Wvrf3nvXt/ftOsaW7dpr5qOvjFlcUynQfh2IbPdd3Kegx854wHNGmDs98YwJ/hBpnLe49/pVwD1Yh0LgFnPRxSLmtEegx3wFa/bGoudBCTlSTr41B63YCfTsRxJTa3HbPewAAEVgSURBVNCovbmJed8CtI/n4EFUdySP2qFOOZl3kIdkZB9UwHrW5jCH0rh/xXk3DrE9Q9oBZWwXM7N5tYByzA3TAuZriusP0UiHdbQhPgNb2E9hnZHEtQLGTEXi7nzhv2G59N9YzOI1PTQWa6secmvULcd/Z791A9lngk9MS2IzegVkGWibV3FOzld+To7MMws8vvCcJBhvmdkAOSeLR2xM3Jd33n/PlVnfpNAebC9yeenXkPXWf/vNOu4z1rD/uyL7rwrmxwy86nrSPg2M/TkZk0Xh4wTaAaBfiZnZBDlRuYj3XZz49xuJJ8Pu1uf7fQP7+zqO9frLr125+zLqaN986H2UqhO/Rz96GvdFD8FzqiG+SrCtsFNYo9YXPlcwM/v85z9z5c1tPD/rWvBxgHOjBfGHaOH87OzsLNQ5OvH5LcYxnLtmcd1tia4+jntMxVkuMwOPwZb4KX3xzJ81/t4f/lGo87OPvG5+Avlug+YlZjbB+p6yfAdiKPpoztgaCx42R7O4ri3Jb4egv0gXQgghhBBCCCGEEEIIIfagg3QhhBBCCCGEEEIIIYQQYg86SBdCCCGEEEIIIYQQQggh9nCwRjpqIlNNPtAkYjrKqL9XhFcgmqHwG9MITEATZ9d6vTimAzSCWBCRNrJx8tpbaeq/aSCaqtnC6wDtOqIxCHqV1eKdUOcIrmsvvF5X+/IqXJODTtVD0BA1M6t7r3/VdV6bC7V7zcwS0CCrk1hnCbr0qC+WEf3AowfHrtwQLbgR9Hp3GWiQN1E/cMS+LGLnoo5+34CWFGp9mtkIz0KtYTOzB0+9pvL5xStXfkz0sXLUJCPjCsVzZ0RDbRx8Px2ibf7r0ki38R7X/AoMECcqone1mnkdsoa80/sffMeV1y8+9s8h8ed648fBw+MYb/LePysl4zYA46Cax29ClbE28Vp2KdHwK6FtJhJ3O9CIzFBg08ySzF+3Aq319bnXrTYz2z7zOnnZcWyH41PvKzHPvRZcRfSuS9Bk3RJN9wyuK0H3NCeeEh1oF96QOtfNuSujVnxRxvY9eehjX0L0nRNclA6YQ7g2M51O1E692YL+IXkM6lCeb2Ls+8M//Ykrv7qKWrTXsEb98Ld/09/jD343XHN65HUTj1dHoc6r589cOYe/E8iIFim2VUYyorqOWvD3BTVUR/K3DD30+UiWgjBSoA7TI81yyKPInC9S8BY5JGRDHSJPGAYU3pbpP85Bc7o+Pg51LhaodRtjsx15XdHmCr57iDEKp2tK5lCCvRBML4g+LmiYTqSBU7huhLzk/JXPJ8zMXn72uSsPJHfZvPSaoDc3/rsnoou6hjqfffKLUAf1slcL35dDG9/lySOfA73/TtSgN/Px5gT7n+hGj52PNx3RYcYwkJAJloAJwQ6+gek7W+oHPtVIn1D/E8YDCbx5cvfe63VqpIe9HvFlwX1cQ3IZ9LFAHVPmWTHB2A/6zGZWQT7TQ6wb+jiOa9RUZSZEwBxyraKOfT5CjtGTfcZU+fZclNEX4fiBnw+YVzGfm2nAtYusJbDe3G79/JiI/v0A39QRbfiiBB190D9n3mE4RjabqOmOdTr4braHKGA8VFX0T5lBvot7P2ZEEvY8pE4PfdCDVjjzfMPfepKn7iC+tKROCgttlYInDNn/FHDu0B/y3TBGevJNfXd3P7ExcV/+8A/+2JVZjlQU6DsW36mD/sNzpKqMbbiB84imifEmhTxqC3WmNL5LA36BKfHmyWFsF+DlMhK/lwl9N0jfzE4gj8pJ3M38vmd9DmdAzG8B+qUieekSxmQCed+cnJ/lNzF2IOsLr3//i43PZWr4dzOzbPRtfsI8Dib/fldwzsW2aG/CmdDyUcxlkwJiPtxovvQ69t9c5IvbTfSX6ls454T7Jmlch9cb3w6fPI8ejv/3v/wTV/6zn3wU6lgGuTdook/kLMXgrHY2i5syHJ8V5BY5iTVz8MA8XcX2nLMN4AHoL9KFEEIIIYQQQgghhBBCiD3oIF0IIYQQQgghhBBCCCGE2IMO0oUQQgghhBBCCCGEEEKIPeggXQghhBBCCCGEEEIIIYTYw8HK6miQcYhxIDPaCEYWYKKRHmBIMRDzEzRUi+8bzTrQ7CZtounUOHoDhRGs/dI8GpugUQwzMkEjgW4VBf+3IKifHYFR3tPTcI1tvVnL7jKaD8x7b8KxAEOaGTFhSG694Vo9xTpDf+XKxQBmQ6RvKzAACE1n0RyqhjGzaeI3HqOpBTFracBEbmp83/a30Shvc+2NEi+vvgp13vzO9/wPYOJVEsMNNPpKEzY1/XjI81jn5vbKlVdg2sg4ZC5j36HxDjO7yuA7J2L2x0zx7ksO5lBffPl1qPPZhTfEQJNFM7O/+NEfufJvvv/Ulc9fxD5/unri70tMP9BYYwSjm3FBDErBSCmYT5pZNfPzrAOTtoqMk74FYxgy8VIwVZmI2WhrPt4kM/9+Z29EY91t4U1rtrvYB8OVn2fDwpuzjMQYb5jQyDHSgxfPGkyddrs455vWX7TdRaObber7Owfjr6dP3wrX5GfeZGcY4zdNPZjTTWhUFcdMu/Pv0hND5B2soT241jSk8a52vq//+Mc/D3U+/PxTV64W0URyA3F3ASY6R8R4cgZr9YyYwoxgZFOAUd1I8oYcDDhHYhDJDNnuC+YpI5nPI8SJ3ohhGZgWTlCHxdUUDBSzjKxDUEZjdzRbNzPrExgsZO3KIAZNkBtUWfzGEu7LzLWPj73p7DyNY2eVnLpys/Tf3a5fhGsmWBc++vGPQ52h9vniySNvZD0V8X03NZjTGTFchJwSjS1vrmLu9fUnn7nyuI3mjxnkwC2YKDd1jH197+9z8eplqJOiMdljvxY+PInGWo/BbOuE1Bkg98Z8YruN7XsDeUrLzOvh74fylORaEFfRsIukk+GvkpiB94hGnhBb0ozlSGiI9/qMRRmY27E1BuMLMxutCz++8JqSmI2OaMjO4hj+hv1HunOArqjJ3tRgnlVgLpoTk9AczdKIcVsKcYDF/KTcbxQ5J0bLaJw+tHGdH8H8skOTWGLMOsHawswwc3B3LIa4biJoSLoheUmH+yBYo1bH0WR8ufRGiaujuAZgW6EjIM7Lb6rcbbob9kVwDTsDaSH3brpYZwd1yNbJEhj34TyjiGcTOHcGYpqMOUqS9Hv/3cxsBzkdq/M693of/uITf2+WD0LfMOP0zcaPwfWtz+2ZYevQ+fx6TfZ6GIQyMMYuZzGWZLn/rWH5KhhxjhWUsxh/8KwJzxHMzBI8W8ji2roCM0yMs+15bIdxB+dyzNwWDF2Pz/x8Pn7g8yozs+NHj125G+McuoCxfb71+VrCjKFrf58N2etd7/x9YNthq0fxzGX+wMetcRafnYPRbT6HPkhjPjHBuUtPDF9r6AM8q0GDXTOzV9f+u//Vjz8OdX704w9d+XIdc4AJ3jmF8ZkRY2g02a2I4fgMxusCctCCxOoF3Kck8SA9YB1j6C/ShRBCCCGEEEIIIYQQQog96CBdCCGEEEIIIYQQQgghhNiDDtKFEEIIIYQQQgghhBBCiD0crJHONK/ugmliBS1lkDZi6n93K45HrbIUteuIhtbUeV2v2TzqYWVz0CjG5xJttRQEzSry7AwksnoigoZyragDli+jdtAAWkHlMmpdWedbub69deVNHXWW0sa31bCKPVUP/lnVqdeqy4lmZN94PaSBaFbXMEiS1GtoPX4QNakK1I1GTWgzm3KvCVpCu3Q7r+VsZra59XqqF5dRLzu98Jpey2P/fuu1b28zszloK6Y56TcYa0URxxXq7/3aOEA2GPU/mRY7082/L7cbr+v1D//J74Y6P//ywpX/m7/734Y63/neb7jy3/2v/wtX/r1/8PfDNd3mypWblugpbvzYRumvsoq6eUMHmq8WdSVxWqF+ZUo00ieMSVWsg34VUxLXgGQGGsqgO9duiEbtsR/bU5RoszXopnc73543TYwTycbPV9RnMzPrQRN016JOcNT5G4L+dHzfdO5/XIDmb1/GtutyPx/oVICYNKIOPNH0Rq31totjpgHd07r1+nZr0m+ffuVj349+/NNQp1r4uJvm8aOOlr5tdrX/hpOjqKs/Bx3Fdhe/qQdtvRlo/5VECzDPfDust7H/k+n1xagetPtGkvGgn8tAxD1Rx3iCcWEJ0epFvULyfikEkxGeTeQKzQr/Y0LmnfVQB7QSczL4U9DqnZP8bLHw+vrjJvrcFBDbFkenrny5exWuuXzptcAvnn8Z6vz8z0Db86G/7zXxfvjFZ89d+eVV1CVHjfQBxkNONOhn8NsT4o3yG7/xgSu/8YbXGT09fjtcU5YQz2viZwFj5BQ8DgoSMJfz6s46O1hDd6BXyuIa5hNMo3iEmGokRiUw9jA9nw7KW0gduK+BXjbNh+Cn6TXGI0aKGt4kUOB7Mo30pvD5DHr6sP3W5ibeJwB9MYZNWXzhDrVPSYyqYY+7g31QUcR3W4DGKw6tb94PYh96CpjZOGHOBmvXLGrJ5uBrU29JUt7B+ILBlJKA3o/oD0D8j2AcZ6T/w33v8DH71y/kijPQPy+K+L7VwueTWcnWPpjP8GzUYjcjPlBDbIceOhznQU3a5Rb228xvYYK+TVg/QVAa4X0zor0+X/k5OJB4npHzil9mS3Kkvru7b1/jVs86GEsZ0YMfBt/OE+k/g/esQfC6JBrOBeTt6x3xw0Itc4g/R1n0PEhnftyORPd7B+NpxDMhstdLIcfEfOKb+4AvBslLxwo8LsDnZHkS/QvGrY+hm5t49nEN+8rN7tz/+2WMa0swu2qINvjVhd+vtOB/laBhlkX9+4l49xRnPuc8Wfl2qI6jprvBvOvjVt9mpY91s4VfH3viQzfUfs+DPhRm0eME1+7zV1fhms+e+99++tGnoc6nX/izL/T5MAtHVpbBmRU7I65gfZwR3f8K/JNSiH0JaasSPCVSMg86EtsOQX+RLoQQQgghhBBCCCGEEELsQQfpQgghhBBCCCGEEEIIIcQedJAuhBBCCCGEEEIIIYQQQuxBB+lCCCGEEEIIIYQQQgghxB4ONhtFk7OgIk8hBh5wGRp5TSMx3QwXRdeKEYTjUzBhazpihlKAkeg8Gjzm8Fuao7EWMRtNfFtlzGUjO8D4Cy4bwJWkQQMdM0vQjKUgfTADw7PSmycUyzgsOjR3I0YmJRh1BLNCYkDSbLz5BJpymJklYIiCvojnt95A0sxsTHx/z6fY/x0YNezW/v3WN1fhmq/BdGy7fhnq1C/ecOWHb3gTrxevvAmGmdm3F95gbySmEQkY45X5ItTJU2+OMvXePCHLiCFIGJ53z200pWNzEk3zXqvbDOGLl95obr6I39q1z1z5g/c/CHVWYIJ19cL38btvvx+uefUZxBtieDXufJ8Gs1Fmdgxtxkz5DIx+RgPDHOKxg4bIKZl3BgY0zKALTXHRzCrJ4zi2Ej58Ttqq8/fdguFVv4nzuQajwaGL35SBy/MIRqJjGhsrhZg6X8R+mp/4+y7AeGd1Eg1oSjDFaskalULcmsBkaSQm4BMY1A5N7LctmDxf1/45L8G418zsn/3oj1z5oo1mPX/p+3/ZlefEQBeNBiswrJ2DmY+Z2fKhj3VXL89DnTzx34RGcFVJYhQEv2RkRnDEFO2eDGAKiQZhZmbT5L9jGogZ4gjtiuHYyHxO/TpaJDHfSSYwyRrBrI6ZssFv40TWcHSVB5O2NCM5XePbJs/i+x6tHrnypo5jcjb3bf7O03dd+fvvRWPObuuNqa5uYo6xPPbj64MP3nPluo2x7wWYiw7EFHY28+ZVR0c+dpRljD9lDuZ/JKFcgJHfCONsvSZ5FMSfoSLzA8oVxLUZxnszS8AQudtFk9ix8/3frsEIrIntm8FEyMmaNcJawvYcIXc1NNUmRtYYS8hajb/h/oGZM2MqkZGYwcy17kswrCNmxyXsndh+cIR3KmEv0nckz4TP78m3tvit+OnMvBHMMRsyN0dIyG7WYFZIzP9KiFslGW8VzM1kivM3TX17oqFsnsd1FMcoGZJWgyl7CjvNnBi5Tb1v847kUbhPa+Ga6YDxkJC+LSswWYXYgTmTmVkO7cvM4AdYDzOIuwPJo1ow6et20dAQ86gWzOwbYjiNppeYM5uZpWBWSQ10wXAPvyEjY6Yq/ZqVTDHPy+GMYwf3rds4DzpY81kf9D3ZC9wTNGachvgdBcSbMXafVRXeB85liBPsCUy0HvdJZjbUPnasIc5P63jGcmTepDsjx3Mt5OmJgSHyMjZ8muL6S/Zb8FtGxlsGJugGJqHlUXzf6RjG5KO4Dxp7yInRTJrEqOvJz6sxJ/u2M58vFkvfDvkQ9xnZcOrKJTH5bQuICxDXBnLNABOiKMheHwymCzgPYGvh+bXPJ+smxrEc1u+LS3/N51+9Ctd8+erala/Xl6HOiPGHmflC3+H5BdmShfiTkb1BBuMVI92MmFKfzf1cPybmqGNxyLl2RH+RLoQQQgghhBBCCCGEEELsQQfpQgghhBBCCCGEEEIIIcQedJAuhBBCCCGEEEIIIYQQQuzhYI30rgFtpgP0/3qik5aCVhDKaR6iosw0DVGTDfWZs5zoQqFOOWoDkt9SEJ9MiJZUmmCdUCWoHTHt0TRFPUXQ/ZmidtQAbYN6bGZmPWiVo05rSnToKmiHlmiR5gvUSwatvSZeU5ReF8yY1mPtn3194/WaJqJRloKe4Ui06kD+1eqtH4zPz5+Ha37+2Ueu/OhRFepsQFuxLPz7M52/vvXzq5hH/fMBvonZFKAOYQe6y0UStbks8+/H9A3xNzb/4zV3Vnmt9C2Wo5ZfAvPh9jxqLV+88P1+NPo2a268fpiZ2Wbr25lp/h5Bv+92/pqbW69dZma2WHkdt4m0ewrfNIJuXkPmHWoYEmlPy2bgD5HE+JgF/T3PjGhk4ydM5L9zm87r4fa4UBBB0Grh52JqRAMa4uwA+tc4x8zMygVo/s7inD97cOrKJ6deI/34GOKcmfWgPcn6KejOQeOhRqeZ2fXGx7or0BY2M7va+d9uwAPjD/7kR+GaL7/y8yJfxW8qQEfxjTefhjrdDse5b/P33nvPAq3/pprosw+g21pkfu5URBNvt4G2IesPatH+KqCXC9MfNtApT4hGO/42jjgOiI4y/ETkP22aUB8ZtHuNzXd/Y6aFiv4oFegg5sRrBvOSxSKuiXb2wBWTOsbm1co/6+zMj9s3j+MYzUBQ9YsvPw11jlEjHbTX2y6Ksr71BLRIZ1Gnc7bwOqIJ6CcnJGCiL8bYE78F8LDpetDMtzif28G3XVvHfuow18bx2hOPAYjn4xDHTNf461rQe2bX4P4i6sOaTTH7DnXGaBzj78EWLbyExY3w291/yxR8Rw7Ye71OMqL5msJvHdGYbmDPmEP+Q7Whob9YvtPDHmcAfW7mSRX2nRjnLOqmN7BGsrx4AflNRfZxCcyPkezJ8I1LGKMFWbty2MA0RBy+BB3bHHK4+SzuBzBvzkmOMU7YnndrpONv2CdmZnnqn417pYx5CBwwpXB+4DrM9H3rGvPz21DnFtqmgbWvJl5XA+YAaRyLOXgQUAcEWMDxm1hMQO314HVgZhmszRi/B5Ij4aNY3/46Y9Qh0LiJZx9QJyX5Ge5pElJnCx5yG4iFeEZkZlZAuy/KuM/AOdTAOQzrzwLmDBtL0yGeZ3CfBNaAiWwis8K31Qx11s0sA6+eAccbjZd+zrChNcK+vW99Psb8UzBWs76dJt/mbdhDxHeZVf5d8iK2A26vW4gdW7I/3MJejzXEuvb7rU8++cyVL2/i2dgAXgEsnge/lyR+OJ5HRe+HA/xp2LNh+uAZ28ks7v2Pj3x+S33h7hmj9BfpQgghhBBCCCGEEEIIIcQedJAuhBBCCCGEEEIIIYQQQuxBB+lCCCGEEEIIIYQQQgghxB50kC6EEEIIIYQQQgghhBBC7OFgs9EdGCgyAxr2GxLMgMAwhRl7BaMQYnYRzE5AxD4vyKfCu+TE0AVNdRI0KEXxfDNL0GiDuo3CbwNzZkSDR3xQvCYD04iJmFpM8OwE2mZgBilgJpQW8bvRnwkN0ZhBUwJGK20XDRU6NBMt/X0WYzQWyKHt2pto5Ah+Cvbq6sqVvz7/Il6TgUFBGQ3Q0FS1AyNR4kMZ6gy7aBCYg5li20aTiNnMj+EOTPmynBjXHWA2GkwjiJnMv2++/e3vunK+PAl1Pn/2ypXPX74IdTL41o8++oUr/8a3ohniNfyfZNNEo7kZtFkGBnG3N9HMCCPdgjq4ogkMzFXSVyOa8ZKYmoFxVskMke8wGWJjaTn3xisLYgyyBBO+Foyfml1sXyPeIciYwHeDQUpRRbOexcq/b1VFo5hHpw9dGU2xCrL+oNkoa6stjCM0e7wl7XBd+7iwJX17A0a3v//H3lz0+YtowptCrH7y6M1QZ175vjxaRjPFi60f5zmssax9d9uNK49DjGNzMGfC+87I+r6BOceMzHOy1t2XYBJKTEHDus/+3gHW0gTW9ImY5mI0SYjb6ATGr711UCbjGMYk5grfvB/kAsGoKC6KBRhVlWlcays78+9yG8ctegNnqf8hSeKcXy79OH589jjeN/ftV0IuOy/i2D+GWFfMj0OdGnLBZuvneEfMO9Fstid5VILmpxALE2K+lIKhZ0bGzDD5+w7g+j0SI9k8R+NBYvILxoMJ1GHzcruF+cWMyjI01CVmo7ifgDmI+4tvfrzbxJT/tv+fo6kXMxH89Rn5jWMcF0Pv22O0OCYb3HuAkSiahpqZYXcVZM8Qt0oQC8k+NAcjv6GLZrwJrikJmJcXZH+IxoPE7K+D9ZeZxuFalc7B4JyZCMJ63E9x34bb0yLz9ynJWltV0LczkhtCW2D+yMZoB/tKzEHNzNIE9xk49on5H4y9YOhtFjZd+L51G9tus/V7sB3pt02NsdnPlYFN6HDuEPsWzyt6ku9Eg1d8TJw7eEaDpqZmZhkxaP5lBvIumLP8uveHmDuz8Zbn0IbUbBTNqX2dgcW+wV+zmse4MEFukMA1dRvz9s3Njf+B5M5hLYCuwHXLLJ6xjCSfHCFW010m+kQmdxtDjzBf04L0E/yU535MDuRsDD+TjckcxnFe+n3cMMW+7eC3Tb0JdRowok8Xvv/R0NmMGWKHKpbAeMUxskVTUzPrYH+IMcvM7PLSn3HUYFC7XEaT+QRy+mjQbjZAvhjOPc0sL2BtTrAd7j5TQGP6b67zbYVjKCUNPI747NhP9zVE/g/vNEwIIYQQQgghhBBCCCGE+A8IHaQLIYQQQgghhBBCCCGEEHvQQboQQgghhBBCCCGEEEIIsYeDNdIb0F3N8ngpamtlOdFRDxq6vjwQLZ70Ds0us6jnmx2gg5gEgV96Y18lx0rxvkH/k7w/apqmRPsNX28a9+u8fXPjIDAU7wuCQgNobmYl0T8f79YkC7/B++ZEK3Po7tYtSkG+DsdVH5SkzRrQgeqIbt4adMl//vnHrlxPUR8rBUm5OdGYwzbfgc7WfBF1UVGXfmijHl86820Tx6JZCXp7txuvCT5fPgnXNI1vh4roRN+l04madWZkrocar5c1vMPVbdTF/+qF1wt7eR410q/OfZs9OvHaavNF1K7LQCuz3sWxU0ALVCvfzl0Xdd7Wa6951jGNWmj6AvQ1LblbC5mF2GwXTA9CnQI9JGBdYL4ZJWhVM23wWeG1hKeV13Fj3hSogUbkcS0FfwUUq5uIVu9i5bWZK6K1XQ4oIOjv0zbRzwDnHZtDHRg53G79fS7XURPvuvGx5OtXUTf6D/7oT/x9rrxWeNPFdsihT85OH4U6N1de5/HD+uehzqz03/Te9z5w5XoNWpEW4+NEdKJnoJFego5rgTmBRU+Riujgsnh4XxLQHCdLYtCwHNHMw8xQXhbzB8wVzMwmWANHMt4G0PkeITBMaWyfYYQ6PdO0BO11qNKTPKqCBCglesklaI6vlkehztj5WHxxce3K3XXUxz0BPxLUeDczS3G9eXnpyvPKrxvfvC/kXk30xbAcNDdBI3SoY781tY8Dm81VqFPf4m9wn5T4pyS+bXKicVqWGEMhTyXmFahFO5L27UefAw0D+GQQzWKMqSxHLkr05CA63LCW4F3Y2hJMgiioJQx5FbkimVB/mvXT69NIj55UcT7jWlWSPBjbfgM5OUnbbQa51US0b1EPN8X+S2Ocx09A3WAzMwNvmdWRf5fjk5i3P3ryhisfEb1kzPt6bAczq8GLIG1948zZGgQeAQXxmsHksAD94dks+k5gnEXNYrO418e9NNMsxvHQEV3yoUftetQBZ3te/1s/xPs24CHRwrPX25ivr3c+19q1UVc/TI1wDkH0+kGnnmnvo3b5RCMD8Qn6JVCT3ozMHaJrnBIvJPdUou9toKlMfRxeo246xh/azuiLQL3q0EsPchmm4x++g+xfwKtsaiEGdPGa7c7nAt0Q27laQE6Bc5XEFnxfdmyUpjjeiOEUzD08n0qYz1aBzyY5J/gBZHBj5oUS/AD62LdZ0HCHPiD63D3se6o05nDW+mdhHKNpAHwDq4Nnnw3EnxvU0DezFvKd64uLeF/ol9MT7x2XFHEN2Fz5eMj2pqFbSHsOMH9yOLOayHjAs4iUaZmHdQDyNRL7dgnkhizu5tEz5BD0F+lCCCGEEEIIIYQQQgghxB50kC6EEEIIIYQQQgghhBBC7EEH6UIIIYQQQgghhBBCCCHEHg7WSN+BXk9RxEuDlhqR0kJ93Ar0IJmmIdUCB6bpDo0upvsVJICJnjho7wxBrzDeF++DWtFmUeOJyA9HufOgU81Up0FTjilTgy5wZqgLFtu7RM0v0lbY5qhjOxKt5nYATTnyvgW0cQ8aWlMR27duvPZSQzSrf/bZZ668mbzO6PyI6a6BxiD5v6gR9NpamDurowfhGpQUzNl4RV0ooitaln5etjdeFyohfYDfxPQN0YMA+5+Nh1+3JjryEjRgP3n+LNSpQO/6wZuPQ52//td/x5V/8qc/cuV/8Xu/H66Zg+DnfIoiaLvaB8QFaMtWs6jZhVrHPdFRbzo/1qfc10mI7jfqB3ZdjOf4W9PEMYnjohxhfsyjxlwOHg1MAw01FzPUlWS6afAuLDaPsP6ghl+SxX4bQU+erlGt74Ouv1vPFzUsua6of5+btdf9P7+OunmfP/e6/3/4p38e6nz56ZeufPzAzwPmb1KAIGhChP7eefdtV76+fBXqfOu991x5feO1IR8/PAvXXDz/ypXHLmrrzUAjdl55vbuR6KrjmrVcRL3A1xnJUNuPhAlLwvPYWgC/Qd9MRFcd04WEiBRjLjBCnZGIQydJdXcd1ESfYL4QDdgF+Bkk7Jug/5jmbw36ty3oMt700UujvvE66mlGvgmuewmv9+bD6EeyOvZjsOuvQ52m9nGhH1BflbwLxPhpihqRm+srVx5G1PwlOpggGblYRB3mImhU+3cZRrIRgJwYx4OZ2Qi6xgP0G4uX2+0W6sS5W4GHCNMAR01/rDKSfCcKJt/NIXsb3Acwqd/XqZF+yL1x3T9E/7gHf5ec7CFL8LFgcX4YwP8I+nhsiLYwxJKJaL6WoJ3/8LGfv+++9TRc893333XlVUVyuM7PsxdffxHqrGFu5tBWW6LPXRY+t0pJe+LUxJyIa9/6b2B9W8A+A+tME9Gph7GO/gBmZm2zX/uW7XlHiB0YJ8yi90ALuddmG71mNrvoa4Pg3gn1nHOiw4u+I+iJYhbbE+cbq4M5KMZCM7OrqytX7ogGOMZVLLMxgwt8nsfvZjrm9wXHUkE8GtAnj+rBG743+noRXzdYl6aJPdvfZwFrzkTWiq73962JT1qPe3489zpgLGFebBb9g8hybCnkgjgkWT6Zh/wsjgv0CCgg6Qh+hxY9sqiPB5wBhf0WGcc53oas8xnoye/gTGUk+06UxG9JHMt6v241EPNv19FPZ7fxuS3zeDpagu+I+fdverKvT33sS8k3FTAAiEx9qIN7G2LzF8ZiQeZtDvv0Cvar+FyzeHyGZwxmZutNnHOHoL9IF0IIIYQQQgghhBBCCCH2oIN0IYQQQgghhBBCCCGEEGIPOkgXQgghhBBCCCGEEEIIIfagg3QhhBBCCCGEEEIIIYQQYg8Hm43Wa2+KNBADADR7K4kBhHVgbJj7+zCTCjRLSJN43wnsRMDDkhpdJBMK4RPjUPR2AMMrZsqGRkrE+ySYjDGj0wRF9lM0MY3q/kPv67D/KcG2StGUgxjutQOaVzFjJd9YE7xfMsS2SrEPxlhnQOcL6JM0i2Nm23vTgBfrF6HOC6jzaO7f98HiKFyz23ojjI6MRTRyHME8LLF4TQPtWaZxfk1gsDgSE6iyXLny0IFxBw5oMxvAuKMnJl7RrgfM7Yh5RviFGZIy0657Ui68+dLxw+NQ51u/8b4rP3v5PNT5zgffcuXbtTf0yHJipARGIQOZH2jsswEzlJ4Z7qUYH4mRSe1NSYJ/EDH/y8AoskjivGthfOVprNOlYGYLJkAlGlCbWfCeIyZZGJPQwIV4n4RYTOM5tjGMv5S4P6I/b8p85lowCASTtKaOc2pXg+nhbTQUewFGnF9f+vIvnl2Fa/70zz905Y8+/izUeQQmu2je1HbRaOvR2SNXPl1F06LHp6euPPXRvAXNq65vLl35ZE7WdzDqTYi50LL071NBPtJuouF0CWOvKOM3vU7qHg2jmRE5GocSs8YJTUDRTC+O4wkHMllr0X+pgXyiJ+tSWsEcIpMzB4OmDEyRMhL7aohrzEAV87qcmFkZGMBtbv1HLkjs27R+/Pd1NCS12o+nReHfr4t+n7ZY+77c7mLfbm/8b33j26FkDk1gQjarmPEgmpj6+xKfKsvAfasn39RBToEmgh1JgLtNe2cdTPs6aKvdbTTfSmEchRzazLrGm/DlWZzzKYxXLGOOZ2bWm3+/tmXz1n8U3oaZCuKoH0MubtYTo7f7gwZ8xHga4mZKctEJYlQG71iQ7Wf4fNJ/CZiEtR2sDeRdhtE/axjieDuuvNno46fvuPJ73/t2uObb3/a/ZWgGaGYtmMRt67i27nZ+TLbwfnVH4kQLhuwk55xBztaicSRLv2H+lmR+DJAEDYYGw8Q4HZ/NzK5nkMNBX44slkButetjW93uvCn7NfTJeheNOXv4BmaOm0GuUoKZ/UDyyQz6ZCBrH+aubG+QQdsEQ9Um5pPX12BuTeJNi/sSyFnG8RBz1BgzcrJvui9odM+iH55HDeTxmI9lFZzvMANfHJPkHCbL/Pwo4Jr5PN63H3z8aVoSS2Avh6bXXXRUtAbGQUGOrDLI61gcS8DUGVPBlBlzwndnCWnPcP50d06OpskJyeEmu2NdIEbfI5i0j2RkTfBsPOZkBr4ptGdO1rUJ2vfqyu+Lvv7q63DNyZE/o1odxzOPeenbpoEkridJ3TD43HakexA/XpkpbDC7hn8u89i3MzD9TvoYx+ZwTryq/NnPksQ1XB+rKtZ5dXkTfjsE/UW6EEIIIYQQQgghhBBCCLEHHaQLIYQQQgghhBBCCCGEEHvQQboQQgghhBBCCCGEEEIIsYeDRas2a9CIJNpqVeX1blqiiVWAoFBRlfDvUV8I9bayNOoWof4W6jkVRA8pA7EoJheHsk85CEkSaeioJk30plBni90INZ2wjFqzZmY9aBkxCeoUdItRuy6hut8ooBnbsw96w/7f2bugpNc43K2ZjbqXfRN18y6uvb5UtYhaTPnc/7b0Mks2J9pcfQ9acERDDbX0etQ6I7q4KCvLNAYH0NycFYtQZwTt4EcPnrhy20Y9rAk0tJhu+QTzh+lQ/vtmBrHl7/xXfzvU+fDjj115exu1Eb/4wmuRYWv8pf/oL4drfvwHv+/KGfN6gMGOWmtMr7IDrW3UnzUzSyCMdz14FRABQQxJqHFoZjbCGMyyGBdQD3ky/75MK3ECbeZyFr8pL8EzIPHtObFoDWN/IuvEOPrxP4H0W09i9QC6nCPRlBtB87duva7bto46bxc3Xo/t/OIi1LmG+frFs1eu/Gd/8ZNwzV/89GeuPKtivwU9O/DFOD7xXgtmZj1oj45D/KYHpyfwnNgHl1cvXfkUdP0KkjcEvWGyns9nXluvgCG9JTG1KP2zKtDJNYu6ib8K6D9BvVFQV5WsiR1o5g6D7+MWtdjNrJ/AC4NppI9BxdCVUIPazCwLpiVEKxN0jVHmOyG5zAixj8jNhjSExYUC9MKn1i/0E/MEAR3bGsXjzayDnHgNudf6Omp4J7mfv7s29lO78e/TgV67Ed+BEtaFo6NlqLM69vlMWcL6Q3wHUKM6z0kngB5lB3OT6VG30J4N0TU21EgHr5m2Jrrq8AmopWoWcySmr4vhBTVYJzIYw/pNPEUwj8LsguX0CewNmFcJ3WPckxz2B8y/AHOB4D1iFhoxgW9lHk9BQ5fEkrzw900b/+00x4WBgW1qZlagRvoTnzu/8fRpuObhY+810tcxn1yDpn1GfGNwng0QvzckfzCYV6jDbGY2lqD1D/1U5LEdxhzzyTg3OxinsX3j646g79yTuJAxA5pfYiDvUjc+Hu520Qtlu/X90kA+gTmeWYwdGfF8Q6+PHDTSMxYnBpwXpLGwGQ6wkhog72+JSQeuWUUZ9ymo6z6xdQE4ZD/4Ov2wcG/SU7F/9IIjPlC1HzvBj4/EqDS7Ww8+eLfAbfJZzDNTEB2/IXvTcevfN8xV4r9Q47PJvqiEs4SE+GLksEfAMt1owuqKeu1mZiWcsxQQH5n+eVjXWR34hqmHOjShhCpkbqKHIOa2uzZ+I84PNheuLv2Z1Yvn3r9ttYhj5uHZA1dmHmq4zqLHTjnG/VbUoCf3hTE+kLmCzZfDNRU5J5k6XNdi3y4K3xYnS79fndGx6O+7a2MezebyIegv0oUQQgghhBBCCCGEEEKIPeggXQghhBBCCCGEEEIIIYTYgw7ShRBCCCGEEEIIIYQQQog96CBdCCGEEEIIIYQQQgghhNjDwWajaErRESOLzc6bIzADOzRizOu7zb7Q4DNP47NLNPkofJ0kiWY8ExhpcefQ/eZACRG1Twb4biLCP8FvKfk/DXwdNCyg7RuM2ogBAJgVBSMl5lsEt6GGPmg61qPJJjGxBOOVEa8xs6kDk0Yw76mbaMoxA2OG6oiYjZ5745Wq8u1QFNEIoap8mxdl7IMSDH5wrnBjFjBKJG2VQlsNXTTeSUv/3SUYrV2+8mZnZmZnb74Nr8JcYdFMCIxw4xXRdJfUeZ0kMCZzMjevz72h4+Ymjp133nzXlc8eeUMpNCw1M7veeIOj2SoawS4W/jc0CBuIP0aLxkRdnB9o+JmBGQ7z3RjgvtttNKlB4zM0IfumjjfwqMDQZSSmkPXOX7MkxogprBNoUh3jHDGcJvFxgLbC9+uIkV8P5qJ9F81kxq2vs4WxuGZmo7c+/lxcXoc6X59fufLv/v4fufKPfx7HIq4LJTGJXS39WNysff8zA6wJ5nxFjKquLnx8mZN5sAJX5yWYoV5fxBg1gsnY6ijeF43LOzA22nXRUGwOpqssTxiIuex9KcB16pCUoyXv3YFRTtv4/mvR4NrMWjAS7QdiNgp5yGiwbuZkHYWxMhGz8pAbQNxgJqYpGIolKTGXNDRKZ8aI/js7WMtYLovrHYtjOxhf9Y03i7pk14C5aNsRs78BTebB9Hkk7wvzo7qM8XG58v2ygrl5+iAalPaj7+8EDcbMzCb/rBH6pBtYrgh5H+t/MPFCI+uRmFBFj77YDgOa55ExM2D/wyKKhqpmMe6yNWqCvp2g3/hYRJO0OGYG0sb3JYF2p2vBAUZtaOaWwr4DzfXMzFIwGy1mzODc12nbCcoxL8ZcZr6Icezhw4eu/OCRL5+enYVrypm/T0Y2T8FymIy3BGIUmlKzNWjY+TpFFvOdHtbEEta7xcyvxWZmZQkxipiCjvAbti+Lw1iHmY2mE8zxA/IzNDBsGlIH9kojGt8WcSyOuCdn+zb0Wwxzk/R12Dux+RUfdRdotM3iD5rEDsSAfZr258hsb3rIfvB1mo0OI5jFdnHsTxCzmXEknn1Es9F431gnrkNobJoneG4ULjFMx+YFMT6EXLmzu/umqf0+YyJzCL9yOY/xMQNT0BHaISOGlHj0NZI6Odw3gzOMLGNmmHiGxUx9/dhmz74PA8YkWLPZmMF3ubmKRvQvX3pz0QrMUh/B+mRmdrLy8Zt7/vofR1gvJ3KmMB1g5pqCaSnuD//1r65UwICYSL6DftMlic1LXHehTwra1f7HhqzVbE97CPqLdCGEEEIIIYQQQgghhBBiDzpIF0IIIYQQQgghhBBCCCH2oIN0IYQQQgghhBBCCCGEEGIPB2ukl3OvW4QatmZm5QG6kvUOtDwbr3W120X9JtTmrcqoj1pVXjNnBho6Yx/12PISNJW7qMeXt/63AvSchiLetwCNbKaRnqCuFtHZGqjS2C/dg2ntoVYZuQXqwwV9UnLRON2tgTd2qOENbUO0XvsO9YeJDiroiKJeINPNK0EbsCBagDnoLmcZajoy/XPQ4s+Iljnoo6F2VE/GIupSoq6rWRzDTJ+/G/x8ymDs7dZRm+sMdOlRc9vMbOpRb8w/Oyfvi/pYI9FvYzHivty++tr/8NbT+Ea110T/z/7m3wx1LkCXepieuPLuOsaJ+sbrWydEBC8pQHeuRy1P4iEAeoU90dZrQONskUGMIuLrde2fzbT1UNMyzUmMmvxcHEbfNqx/qxI02pg+LurNBo30+C4ZxNCe6D8a0WV11wxRy7wFPeqR3LfZ+PZETfTLbbzvi6sbV/7FJ5+HOn/+449c+ZOvvI5ekkZNt9nM/3Z8fBLqFNBWE/Q1xjkzsx70nU+PjkOdW5gHL15+Hep8/wffceV26zUcn195rWkzswL0+HKiB4sxfwu+BS1qI5sZOrLMF3GdqC834bf7MqG+9RjHfgdrIPMv2G18HGu2vv/qJmoPtiPOD5IcZL4NE/O5VjqLuRd6EUxJ1NdMwziF9WSIfYMzfEqJfj1o6qYk18K1tIb5W2+iTwb68DDt6h3o0l9c+nG72/hx/c018N0TWWuhnKAOPNEWRjnV1TzO3xH6dsr8feZdjI3V5OMuaod/8yMUQRu7H8nf68BPGfHfyFPIz3L0kYnzEodRSrQ9e/DkmEhcwO/sYF0YhjjO8gP0dXEsjjAH2TzoetSNjvOgD7nE/Ukg/2Ptg8MAcwUzsyT46sC3kzZMIM6zPLiEvd5iAfsOMj8wX3j0+EGo88477/g6b/i8D33CzOI4qYmWeQf9heVv7uO/ocFvILrvHawlKZmbHeiFL+dxfbsL9DUzM5tg3GL+eIhGeks8noYOvD/gu5kXAPotdMTDBnNBXLOKGflGXIHYPj784mHjF9+3p/Pr7rMUvDf6COHaaBb3+uy+TYc5/QF7f7gP2+sZ2ffel3H098pIHpyDtnY2xXx1A2cLqGXNvnWCb2U5B9bBs4XEYlsEuzWyhmPeuwVfwh2JE9gVHTk32Gz9Wsr09cuZfzZq+zMPLYOxnufxm1JY53E6UO11GPsD8dkKcyho5jODIjw/I2N9wP6HdiHtW9c+rn355RehTgpnLE8eP3Ll05NVuKYEMfC+jbGvhkODCc4mWrJmYcuQtCQEvywnuSzOU2gb9pfcBcTdFfEqnEEugTVmJPcyyAFq8lHrq+jPdQj6i3QhhBBCCCGEEEIIIYQQYg86SBdCCCGEEEIIIYQQQggh9qCDdCGEEEIIIYQQQgghhBBiDwdrpAdNIqLFhHpCTB9ssfI6Pygx3bZROwq11TabqI243XqtKJStmhNtuBn8Vs6itidqwxeg6V5UREt28PdBfV8zswz0ekamkQ5aTNi+TNcYta2yjGi/Jft1wVD/zixqUDFNREO9NSijHr6Z2YDaoz3RDwTt9Rp0rrfbqPudn3gt1ySL/ZSBjlIJ2vZcI923Z5pEfakS+nsLeocNaYcu8feNSrRRe6tpo3ZuXsD8Ao2yGdGWTkERazhAsw+1xJjOtTGdKgC1Cn8VNhdej/nzj/9VqPPwbOnK5+dRw/lHf/inrvzs9sqVf+s7H4RrnoK+5pc/+1mocwz6ywVof2E/mMUYmiREUx41iqGvmJ4rjoKGaSrDvOuJPmXT+m9YLHzsa1tUoTarShiTVbxvEvQfIa6ReIkakS3zIgAtxR48BVAP3SzqcuJaY2YGUnC2gfZ8dhXXrJ995nXy/sW//ONQZ9f6vsxLWMeIRwOKFq8Wy1Ajhf9Dz6E9RxKHUfpvItr73/uN77nyJ1/8gtwHtNaPj1z5kqzVzc2FKx8Rffb5wkfNl+f+mk0d4+7JkY+XOM7MuPbffTl/+cyVR2J6EDTSb+OYbEFzcah9f+1IHtXhup7GuZkV/rcM4k1GNFUnGEtZGb9pSP1vGWiEUq1Z1Gqmawwb/x7U+8fZu9vFdXRW3K35izlxkuH7RtCfhumVWgp5H9SZz+J4XC39nDlexjl0euJj8xGM/SOYh2ZmswWMB5LLDphbQbxka1bwjSE5J2qwop580DA24hFEPDFQXxc1yL+50F+H78dyQ/wN/X/MzFJoC/S9GYm+dwe6px3Rln6NaVTI7di3Bt8Vmpbs10TviIbzNDVQZlr0frzNZn6MMv8UHOtP33oj1PngWz6ve+OJrzMjmsWobd4yL4Xax5f1NuYCu8Z/N2pOM6+roPtNYnMK3lZhjJJ9HMZDppeMWsc475j2Nv7WEj3fHjTScQ5NJF6G9Zn4E6G/TwqxIyXfOBrGG+LxZKh9Da9COi5omTPvMJJb3UUB34Dvb2Y2wj4e9dDNzHr0wwrvwjzf/LNY/7PzivuD45Z4UoXzKKLhPYFXELw3O+dIYU05xKsO93bE4seSHMcSWWPMf8M04riNY2kMniXx2Q2Mwevb6O+Cse5o5fNtdhaWwvkTegyaxZ7DsT8xrf8U87PYVnfp3bN1DXMONmbRowTny9X1Vbjm1fm5KzM9+Tcfe0+Oxw9P/buMbN0HHXjiI4R+dni+g756ZtHPhGwHw6LE1t0B/Nswl63InJxD25TkHDmHflnAuCrIOpHDecu2i32LZ3eHor9IF0IIIYQQQgghhBBCCCH2oIN0IYQQQgghhBBCCCGEEGIPOkgXQgghhBBCCCGEEEIIIfagg3QhhBBCCCGEEEIIIYQQYg8Hm42im01JTAP63puHDMQ4J4f7oBnQYhENsFDMn/kzBcNM0JHfNdGwa73zhgpFGZsD3wfNR8s8Giws597crZwRUy8wNs3LKHKfYvegkVIS37cDY4loFGJWpGiw4RtrGogpCPw29cSkpAHjJDDVnIjZ2wC/NaSf0HDm1ebS/3sSx1k5oskOMZFLKqjj2yUnY9wm309o3mJmlsKYyCcwKCXmGWg6h6YXZmYTmDCMTXSAAK846+G/yqqjs3BN33hzoYSMVwODpxzHCJmUYzAtJeYpzEXpnvzgfW8W9XwdTWi//1f/hiufvvFWqPP1xStXnm8euPJXz56Ha/7aD3/o63z4aagz9DB/wXw0QcdKMyvAlSYnZjLD6OfHAMYrzAQEmz0hpn04BjtiMD1O/tktzN8ij0Z+Zel/K6s43gqYQ2gYmBGzFjQTyUtmBO2NvtDYsWmiAVbb4jfGdmhqX+ejL7505T/5+Ufhml986o0nJ2KgmqR+jKAxXlWS9RKMKFczYnYNP83AqOr5S2+OY2b26MEjVz5eRUvkvvfPPiKmh5uba1duYUw3uzhvl2CYerQ6DXVuNn5cXd/4+zBTajN/n5QYi85n8RvuyyeffuzKaKRtZjah2RcxDsV1fYBA33ZxbUhgvUvSOI7LEtZwNJlnJmiYG+TEvAjmaw9zFY2/zcwmePZEfIAwxSyI+XcC5pcTGJVNJKYmYIFVkhh6DIa3KeS/y1mMPzXEm4HkcC2adYIB42oRG+LJI7+un56ehDoPj32sWCy9AWNJjHZTCBRVQQwXwVAMzaxasg+oIc62xECzR8MrMIYbyPalRYMxYkKHOfJEjMrQbAuNZJlx3QA5Z0eM/EZYq8fOxyxcy83M2trb43YkR14sXl+MyuHbszTmaNjHzLgtw3ZN0Iw1xqgGYt1IjBgxBh0dn7rye++8G6557z1vBv+tb70X6rwDdR4c+znU9jE3wD5HM2GzaApa7+J9MP9HM8wiJSabMBcHkp/hRrje+bHUHGCmx8xGZ6Vf+7MMzUbjq+B5ADNyZGaJ/jlknMGzWW7Ywv4kgVwLjaPNzFLIf9Fs0cwsxbkCMTQj90Wj5YwYLfe4H2R/8gimqim0Q87+TjKYG8c+wH7BtinIXhoNSH/dZqMt7Fdysn4k+B3kXANXswLmb0KMqLMJjHbJ+yUwXzGXYfv7AuIs2Q6Y5f6bZtDHaRLHfg/r3UDGWwvjrSex5ObS/5ZCf7LxlsK6lJH8MQGDzDHBOEGuwe8meXs07IX+z2M7ZPhbE9fjyyu/N9pufEzd7NDO3qyCs8U3zh6FOqdzMMyE+VzM4xrfQv6QdLEdKrhPnYCxNdn7TzgWySBHo1B2xmbQl9i8FQlsJYSkGZkIaEi6gjOEIzK/WnjWgphSf/tJPA86BP1FuhBCCCGEEEIIIYQQQgixBx2kCyGEEEIIIYQQQgghhBB70EG6EEIIIYQQQgghhBBCCLGHgzXSURN9InqKfevP5RvQIDcz6zqvz5OY1zFimmL4W0K0o0q8DrSimGbXCJrEHdHAuwE91wR0l0ui31ODbu3qJOpVlkuvMZcXUduqhN+Kyl8zEK3tNAFtLvJfJSPRBnL/TvTtUB6uI/qGqNk9gv752Ea9qQ60Mkeip3kNmrlf31y48jtveQ1rs6iP1XSxb7dbry81rrwOb5rFMZ6Y75M8jZqhqJ/Zb/yzUffazKwF3TLmA5CgPmkd9acz6NoW/q9sBnqSZmbrl17PeV5F/S6Ugs9H3zZsTI04JYlG3uvUzXtj5edZ1Egzu73wY+fzly9CnQZ0ns+/9lrWFQrRm9l87p99/CC24WLp+28H4/rR8VG4pkDNVKIZOkHbDxPMTaINmIDoWUE0gHOokzA9e3w2au11Uc91t4u/ITiHMD4yjVoDjbaUaHsarDcT6AfutkQHFTSrLy6vQp1XF74vP3350pU//9Lr7puZ1dAtyyJqjjc9ej2AbnAftQwXlR9ny3mMUZvGr83brdeOL0n74nrEtHq//OxzX2eM7fnu+09deQQN4N0uxrXThdejRg19M7Pb23Mo+2/KyVqNuq0J0eybvUaN9BcvvL/CRNZRlCxMSByb8LcJ/D5Iaoefj341ZmbJ6MfTkMEaSbQzE1jDJ9I3+NuEfgZkruL8TXPSDgXkhjmJdYl/Zwx1GVu7cF5N8btnlX+/8oEfo0dHsR1GGF8Z8YfAr0xB0/L4ON734empK69Wq1CnylHnG7TNmf79hFqkbFz598HIkRIdXtRktZ7pcPsyWuxsaqa97itlOXn2ABrFRNszBY3bLN+vA29mNsF3tsRHaAd7oq71sW8kexD0TsmJHmxB/EDuC8Yf5mODOs8JyzFwnqU4V+N9McdgccEKX+fRw4eu/L3vfCdc8r3vfdeV33k3aqGenZ3Cs307d21c77YtaNyH2WvWwRqzXsd98frWj4M5dMKiiuvxDPYRGFvMzEAe1ybYWKAeuplZCzkb6j1/cx/UMb5bI5tronvu6n+mG51BQCfLmuWgho3PYbuQJN0fL7+p439L4H1ZbOkhdjD98/QAjeIIeJXgPsBiH7TMxwEum7BB2ZnChM/+9WqkoxY9GaJhL5yS9a2ECbKAHBd1wM0s+A7wfZEvjjhXiYZzDnuRcKZlcb8yjRgXyPvCMpmQaZjDs9hYb1u/Nt1ceq+69bU/KzMze/TI74NPTk5DnQIOF8YCPWzIpIdJM3XEZwDGNvqljERXfwf65heXcd92fv4y/PbLnJ4ch99m4Du3XC5DnRK8e2LcJeswjkUW/GAApDhGSHBBDf+SrMMlTLCRzPkK8pI5zINyin27hAzywTy21eNTf+Z3BHvegsS+Br3NiFfAo+PYd4egv0gXQgghhBBCCCGEEEIIIfagg3QhhBBCCCGEEEIIIYQQYg86SBdCCCGEEEIIIYQQQggh9qCDdCGEEEIIIYQQQgghhBBiDwebjaa5F4AfiFB7mnmB99kyGh61tTcyGVovUN8R8wsU1GemFcHwAc1wiCFEMDElxpEJmJYOYKg5NfF91xtvPFffRnOZYu7NBxbHxBwKDF7Lma+TE9PDNAFTFWJsiXZWI5qfEPeTEfq7J6aHA5iJTrU3p+g23vzNzKwDQ6ardTSs+PHXH7tycQb9RN4XzQlr8n9GaKiA1xQ5MTSE8ZASwwocan2PhnbM3MGTE7MPbPGSGEzhswowyiuIYcXlC2+esXwSjTJzGEfJhHOHmG+FH369ZqOryr/jg5NoUnGx9ePr5vY21Hl45E0ff+s//c9d+bMvvDmrmdk777/nysfLOHa+9dZjV/5Hf/9/cWWch2ZmGZiH5FUV6mAs7sD0IyUGJGhmNJFnowkJzpd//eNemHk0Gh6NxARoBNPkFgwNLY1mIj0YnhH/ofBsNEcNhiRmttv6Nevq+ibUuar909a1f05HXbL8GEmqaGqZDH589hAvZ1WMAQ8eesOUlKwBt2CajfOQmRUiDTGeXC38N5QkhuKUx7HIjHhmYMrIzMzqer+JbUXmDsZLNldYnL0vu403M0qJSV8G61lK5iYaAObQqMwEfeh8myVJXMPHAfKZ1Ocuw0QMj9AAN2HmjbBegBNhTsz05rgeF/HZFZiN9lX87lmJz/ZtlRexzwc0shzYOu9/g3TN5ouYn2H8noFBtplZAXXS1Me+1SKOx6Olf1aBxuRmNoKpVzAXJXkUmpsxYyqMxBhjmzaOM/xtR+LuAAZiu9qPzbqOMWAL+XlexPGAMTTL4lqC7YfhBtcNM7MezCjR7MzMbLsFY+WtX0uyJH7TDIz1lvNoSn1IvD4UzE9ZTJzCWCGmyVAnzzG/JoZ7+K3L+K1oWPetD7yR6A9/+INwzbvvvuPvcRrbC40tB4iF3MjNw9alDvZFzHQTTT+TDA00Y1sVaAhODOOLYBiPNeI4HkYfS9iz03v8DV4wxmMmjUDc15NxFvol9kEB+xXsp4l8DvYBczGd0EwUci2cA2ZmyYTrMDGJhUfTsYfnIvDP1PAVfmtJDtdD3+JazXptxJz+12w2msJboNGzmVkHvyV1jMdzMEEPOSLzGoUy3c+HGArzkORRuL9ibYhgbsrMmaed/24+lO421i0gNuNAmEguu4Eznwb3cWZWYJ6HiRTJJ7Fl2PY1zHEw7T5/FvfxV2AkytqqgLwO1162FuM+uCB5SZX6dhjhfdn5AMLG4l3zjq3vCK7dZmaJ+b5k+U4199fNYbyucA0zsxXc5pTsi09hj3h26vPobc3OGr05bk3O7mK2cRj6i3QhhBBCCCGEEEIIIYQQYg86SBdCCCGEEEIIIYQQQggh9qCDdCGEEEIIIYQQQgghhBBiD8n0OoWrhBBCCCGEEEIIIYQQQoj/n6G/SBdCCCGEEEIIIYQQQggh9qCDdCGEEEIIIYQQQgghhBBiDzpIF0IIIYQQQgghhBBCCCH2oIN0IYQQQgghhBBCCCGEEGIPOkgXQgghhBBCCCGEEEIIIfagg3QhhBBCCCGEEEIIIYQQYg86SBdCCCGEEEIIIYQQQggh9qCDdCGEEEIIIYQQQgghhBBiDzpIF0IIIYQQQgghhBBCCCH28P8AR6di2CA6VMkAAAAASUVORK5CYII=\n"
},
"metadata": {}
},
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "\u001b[1m149/149\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 50ms/step\n"
- ]
- },
{
"output_type": "display_data",
"data": {
"text/plain": [
- "<Figure size 600x600 with 1 Axes>"
+ "<Figure size 1500x1500 with 5 Axes>"
],
- "image/png": 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\n"
+ "image/png": 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\n"
},
"metadata": {}
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "En conclusion, le modèle V2 apprend plus rapidement que la V1 en plus de montrer de meilleur résultat.\n",
+ "\n",
+ "De ce fait, nous sauvegarderons la V2."
+ ],
+ "metadata": {
+ "id": "waOoApHN_FJ2"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {
+ "id": "cfFPjohZubRD"
+ },
+ "outputs": [],
+ "source": [
+ "model_v2.save(\"model_v2_Q2.keras\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 17
},
+ "id": "l8DZ2MZH8U6t",
+ "outputId": "51403623-c4f9-4d3c-c45d-65655b392ed4"
+ },
+ "outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
- "<Figure size 800x500 with 1 Axes>"
+ "<IPython.core.display.Javascript object>"
],
- "image/png": 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\n"
+ "application/javascript": [
+ "\n",
+ " async function download(id, filename, size) {\n",
+ " if (!google.colab.kernel.accessAllowed) {\n",
+ " return;\n",
+ " }\n",
+ " const div = document.createElement('div');\n",
+ " const label = document.createElement('label');\n",
+ " label.textContent = `Downloading \"${filename}\": `;\n",
+ " div.appendChild(label);\n",
+ " const progress = document.createElement('progress');\n",
+ " progress.max = size;\n",
+ " div.appendChild(progress);\n",
+ " document.body.appendChild(div);\n",
+ "\n",
+ " const buffers = [];\n",
+ " let downloaded = 0;\n",
+ "\n",
+ " const channel = await google.colab.kernel.comms.open(id);\n",
+ " // Send a message to notify the kernel that we're ready.\n",
+ " channel.send({})\n",
+ "\n",
+ " for await (const message of channel.messages) {\n",
+ " // Send a message to notify the kernel that we're ready.\n",
+ " channel.send({})\n",
+ " if (message.buffers) {\n",
+ " for (const buffer of message.buffers) {\n",
+ " buffers.push(buffer);\n",
+ " downloaded += buffer.byteLength;\n",
+ " progress.value = downloaded;\n",
+ " }\n",
+ " }\n",
+ " }\n",
+ " const blob = new Blob(buffers, {type: 'application/binary'});\n",
+ " const a = document.createElement('a');\n",
+ " a.href = window.URL.createObjectURL(blob);\n",
+ " a.download = filename;\n",
+ " div.appendChild(a);\n",
+ " a.click();\n",
+ " div.remove();\n",
+ " }\n",
+ " "
+ ]
},
"metadata": {}
},
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "[V2] Accuracy (classes d’âge) : 0.4655730628102741\n",
- "[V2] Classification report sur les tranches d'âge :\n",
- " precision recall f1-score support\n",
- "\n",
- " 0 0.79 0.46 0.58 304\n",
- " 1 0.39 0.35 0.37 237\n",
- " 2 0.35 0.33 0.34 294\n",
- " 3 0.65 0.65 0.65 1453\n",
- " 4 0.38 0.48 0.42 885\n",
- " 5 0.28 0.35 0.31 466\n",
- " 6 0.41 0.33 0.36 476\n",
- " 7 0.34 0.32 0.33 250\n",
- " 8 0.28 0.24 0.26 143\n",
- " 9 0.52 0.29 0.37 125\n",
- "\n",
- " accuracy 0.47 4633\n",
- " macro avg 0.44 0.38 0.40 4633\n",
- "weighted avg 0.48 0.47 0.47 4633\n",
- "\n"
- ]
- },
{
"output_type": "display_data",
"data": {
"text/plain": [
- "<Figure size 1500x1500 with 5 Axes>"
+ "<IPython.core.display.Javascript object>"
],
- "image/png": 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\n"
+ "application/javascript": [
+ "download(\"download_d95a5480-f0e7-4f64-bbd7-0002bb4a7607\", \"model_v2_Q2.keras\", 7991646)"
+ ]
},
"metadata": {}
}
+ ],
+ "source": [
+ "from google.colab import files\n",
+ "files.download(\"model_v2_Q2.keras\")\n"
]
+ }
+ ],
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "gpuType": "T4",
+ "toc_visible": true,
+ "provenance": []
},
- {
- "cell_type": "markdown",
- "source": [
- "Le modèle V2 possède une couche de convolution supplémentaire (256 filtres) par rapport au V1, ce qui lui confère a priori une plus grande capacité d’apprentissage. Néanmoins, les résultats finaux (MAE ~6 ans, accuracy par tranches autour de 46–47 %) restent très proches de ceux obtenus avec le V1. Autrement dit, l’ajout d’un bloc convolutionnel supplémentaire n’a pas sensiblement amélioré la performance, probablement à cause de la distribution inégale du dataset"
- ],
- "metadata": {
- "id": "jNMBFvnikmPl"
- }
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
},
- {
- "cell_type": "markdown",
- "source": [
- "Le train_loss et la val_loss chutent fortement au début, puis se stabilisent vers une MSE (ou Huber) ~6–7 après une quarantaine d’époques.\n",
- "Les courbes ne montrent pas de surapprentissage majeur : la validation suit plutôt bien la courbe d’entraînement.\n",
- "\n",
- "\n",
- "Le réseau se trompe donc d’environ 6–7 ans sur l’ensemble du test, ce qui est conforme à d’autres approches from scratch sur UTKFace.\n",
- "Les âges extrêmes (enfants, personnes âgées) restent difficiles à prédire précisément faute de nombreux exemples.\n",
- "\n",
- "\n",
- "Les points sont globalement alignés sur la diagonale, signe que le modèle apprend une bonne corrélation entre l’image et l’âge.\n",
- "À mesure qu’on monte auâ€delà de 60–70 ans, la dispersion augmente, reflétant la pénurie de données dans ces tranches\n",
- "\n",
- "Pour les classes, près de la moitié des prédictions tombent dans la bonne tranche.\n",
- "Les tranches majoritaires (ex. 20–29) affichent une meilleure f1â€score que les classes rares, logique vu la distribution réelle.\n",
- "\n",
- "\n",
- "En résumé, le V2 montre une performance quasi identique à celle du V1, démontrant que l’ajout d’une couche convolutionnelle ne résout pas, à lui seul, la difficulté de la répartition d’UTKFace. Pour des gains plus substantiels, il conviendrait d’envisager un réseau préâ€entraîné, un suréchantillonnage plus marqué pour les âges sousâ€représentés ou une data augmentation plus ciblée sur ces tranches rares."
- ],
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- "id": "x5DeZNpZk1Zc"
- }
+ "language_info": {
+ "name": "python"
}
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}
\ No newline at end of file