diff --git a/H/Hurricane_Damage_Detection/Hurricane_Damage_Detection.ipynb b/H/Hurricane_Damage_Detection/Hurricane_Damage_Detection.ipynb new file mode 100644 index 00000000..b9c461a3 --- /dev/null +++ b/H/Hurricane_Damage_Detection/Hurricane_Damage_Detection.ipynb @@ -0,0 +1,5522 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sR3mxHcl0X8N", + "outputId": "37190d37-df64-445d-b9fd-be9ec9f57aa7" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "`%tensorflow_version` only switches the major version: 1.x or 2.x.\n", + "You set: `2.x # this line is not required unless you are in a notebook`. This will be interpreted as: `2.x`.\n", + "\n", + "\n", + "TensorFlow 2.x selected.\n" + ] + } + ], + "source": [ + "%tensorflow_version 2.x # this line is not required unless you are in a notebook\n", + "import tensorflow as tf\n", + "\n", + "from tensorflow.keras import datasets, layers, models\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XYrN9IMY0tH1", + "outputId": "da7060e4-0701-44b1-f439-a21d7fdb7ea0" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", + " inflating: train_another/no_damage/-95.627453_29.859303000000004.jpeg \n", + " inflating: train_another/no_damage/-95.62745600000001_29.777524.jpeg \n", + " inflating: train_another/no_damage/-95.627485_29.777865999999996.jpeg \n", + " inflating: 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" inflating: validation_another/no_damage/-97.000188_28.879426000000002.jpeg \n", + " inflating: validation_another/no_damage/-97.000443_28.859588000000002.jpeg \n", + " inflating: validation_another/no_damage/-97.000872_28.789737.jpeg \n", + " inflating: validation_another/no_damage/-97.000945_28.846922999999997.jpeg \n", + " inflating: validation_another/no_damage/-97.001414_28.622662.jpeg \n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')\n", + "\n", + "!unzip \"/content/drive/My Drive/Hurricane Damage Dataset.zip\" -d \"\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "iFlcxt7WbpHd" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import cv2\n", + "import os\n", + "import PIL\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "wB8o9af7T8eJ" + }, + "outputs": [], + "source": [ + "import os\n", + "def alot(path,x):\n", + " arr=[]\n", + " for files in os.listdir(path):\n", + " img = cv2.imread(path+'/'+files)\n", + " img = np.array(img)\n", + " arr.append([img,x])\n", + " return arr\n", + "\n", + "test_damage=[]\n", + "x=1\n", + "path = '/content/test/damage'\n", + "test_damage=alot(path,x)\n", + "\n", + "test_no_damage=[]\n", + "x=0\n", + "path='/content/test/no_damage'\n", + "test_no_damage=alot(path,x)\n", + "\n", + "train_damage=[]\n", + "x=1\n", + "path='/content/train_another/damage'\n", + "train_damage=alot(path,x)\n", + "\n", + "\n", + "train_no_damage=[]\n", + "x=0\n", + "path='/content/train_another/no_damage/'\n", + "train_no_damage= alot(path,x)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "GUAtMUj-bxzL" + }, + "outputs": [], + "source": [ + "trainx, testx, trainy, testy = [],[],[],[]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1LjJEXc9b-M3" + }, + "outputs": [], + "source": [ + "for features,label in train_damage:\n", + " trainx.append(features)\n", + " trainy.append(label)\n", + "\n", + "for features,label in train_no_damage:\n", + " trainx.append(features)\n", + " trainy.append(label)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "DHv3TuhmcLu3" + }, + "outputs": [], + "source": [ + "for features,label in train_damage:\n", + " testx.append(features)\n", + " testy.append(label)\n", + "\n", + "for features,label in train_no_damage:\n", + " testx.append(features)\n", + " testy.append(label)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1PMKYJa1ge4M", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "4dd1ab3b-ed1f-40a4-904b-d6d86596c1b0" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 7 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "plt.imshow(trainx[30])" + ] + }, + { + "cell_type": "code", + "source": [ + "trainy[30]" + ], + "metadata": { + "id": "nY6RIj4NNaN5", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "b0cd497a-997a-4253-d15a-0deb9eee6f03" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1" + ] + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_FJrVSXjv7Fq" + }, + "outputs": [], + "source": [ + "trainx = np.asarray(trainx)\n", + "testx = np.asarray(testx)\n", + "trainy = np.asarray(trainy)\n", + "testy = np.asarray(testy)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4IpLFsRUU0sv" + }, + "outputs": [], + "source": [ + "trainx = trainx/255.0\n", + "testx= testx/255.0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "RYQhR0BuwZZw", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "ad4a4d00-6fcd-4e97-d46e-e40d076f3287" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n", + "170500096/170498071 [==============================] - 4s 0us/step\n", + "170508288/170498071 [==============================] - 4s 0us/step\n" + ] + } + ], + "source": [ + "(train_images, train_labels), (test_images, test_labels) = datasets.cifar10.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "n5pB4ZCSwpRR", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "9fc095bb-1a1e-4bb7-b1c6-6545d63cd5c7" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ], + "source": [ + "type(train_images)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "23M_86wjxnBY", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a4732f48-7fb6-4d4a-a0ea-2d1d29ebc65a" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "numpy.ndarray" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ], + "source": [ + "type(testx)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "2VNSX6SFVA06" + }, + "outputs": [], + "source": [ + "model = models.Sequential()\n", + "model.add(layers.Conv2D(32, (3, 3), activation='relu', input_shape=(128, 128, 3)))\n", + "model.add(layers.MaxPooling2D((2, 2)))\n", + "model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n", + "model.add(layers.MaxPooling2D((2, 2)))\n", + "model.add(layers.Conv2D(64, (3, 3), activation='relu'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-YN0UG67Vepy", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "83e7d71e-6618-4125-bbf5-1d2cb282ca40" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " conv2d (Conv2D) (None, 126, 126, 32) 896 \n", + " \n", + " max_pooling2d (MaxPooling2D (None, 63, 63, 32) 0 \n", + " ) \n", + " \n", + " conv2d_1 (Conv2D) (None, 61, 61, 64) 18496 \n", + " \n", + " max_pooling2d_1 (MaxPooling (None, 30, 30, 64) 0 \n", + " 2D) \n", + " \n", + " conv2d_2 (Conv2D) (None, 28, 28, 64) 36928 \n", + " \n", + "=================================================================\n", + "Total params: 56,320\n", + "Trainable params: 56,320\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "I4dZwPViWF5s" + }, + "outputs": [], + "source": [ + "model.add(layers.Flatten())\n", + "model.add(layers.Dense(64, activation='relu'))\n", + "model.add(layers.Dense(2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "iWlvjqBiWL38", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "54774d60-5858-4277-8c98-0d786c06e40b" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " conv2d (Conv2D) (None, 126, 126, 32) 896 \n", + " \n", + " max_pooling2d (MaxPooling2D (None, 63, 63, 32) 0 \n", + " ) \n", + " \n", + " conv2d_1 (Conv2D) (None, 61, 61, 64) 18496 \n", + " \n", + " max_pooling2d_1 (MaxPooling (None, 30, 30, 64) 0 \n", + " 2D) \n", + " \n", + " conv2d_2 (Conv2D) (None, 28, 28, 64) 36928 \n", + " \n", + " flatten (Flatten) (None, 50176) 0 \n", + " \n", + " dense (Dense) (None, 64) 3211328 \n", + " \n", + " dense_1 (Dense) (None, 2) 130 \n", + " \n", + "=================================================================\n", + "Total params: 3,267,778\n", + "Trainable params: 3,267,778\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "JfyXUxjMXmZN", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d382755c-ec98-4bfb-b8eb-a7fcad80f84c" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/4\n", + "313/313 [==============================] - ETA: 0s - loss: 0.4725 - accuracy: 0.7709" + ] + } + ], + "source": [ + "model.compile(optimizer='adam',\n", + " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", + " metrics=['accuracy'])\n", + "\n", + "history = model.fit(trainx, trainy, epochs=4,\n", + " validation_data=(testx, testy))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "lGsafwlOX0-X", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6069d175-c09b-4d12-9355-ced5454a3606" + }, + "outputs": [ + { + "output_type": "error", + "ename": "NameError", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mrecognizer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mface\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEigenFaceRecognizer_create\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'cv2' is not defined" + ] + } + ], + "source": [ + "recognizer=cv2.face.EigenFaceRecognizer_create()" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file