{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Galaxies Morphology Classification Using CNN\n\nUsing the Galaxy-Zoo dataset available on kaggle: https://www.kaggle.com/c/galaxy-zoo-the-galaxy-challenge/data,\nwe will exploit a Convolutional Neural Network to train a model for galaxy morphology classification.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"#Importing libraries\n%matplotlib inline\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport os, random, shutil\nimport tensorflow as tf\nimport seaborn\nfrom tensorflow import keras\nfrom tensorflow.keras import preprocessing, layers\nfrom tensorflow.keras.callbacks import EarlyStopping\nfrom keras_preprocessing import image\n\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Introduction and data interpretation.\n\n\nThe dataset has been crowdsource-labeld and the data we are working on are labeled following that decision 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"}}},{"metadata":{},"cell_type":"markdown","source":"We will define 3 classes corresponding to galaxy morphologies sub-setting the decision tree:\n\n\nElliptical: Q1.1 > 0.8 and Q7.1 > 0.6 \n\n\nLenticular: Q1.1 > 0.8 and Q7.2 > 0.6  \n\nSpiral : Q1.1 > 0.8 and Q7.3  > 0.6  \n\n\nCigar-shaped: Q1.1 > 0.8 and Q7.3 > 0.6 and Q8.3 < 0.2 (A Cigar shape is not so far away from a disk with no bulge.)\n\n\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"#Set the base paths\nbase_path = r'../input/galaxy-zoo-the-galaxy-challenge/'\ntraining_solutions = os.path.join(base_path, 'training_solutions_rev1.zip')\ntraining_images    = os.path.join(base_path, 'images_training_rev1.zip')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Create the dataset and updating the columns names to match our notation."},{"metadata":{"trusted":true},"cell_type":"code","source":"\ndf = pd.read_csv(training_solutions, compression=\"zip\")\ncols = df.columns\nnew = list(map(lambda s: s.replace('Class','Q'), cols))\ndf.columns = new\ndf.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Create the class-substet of the database and visualizing the lenghts:"},{"metadata":{"trusted":true},"cell_type":"code","source":"ellipticals = df[(df['Q1.1']>0.7) & (df['Q7.1']>0.4)]['GalaxyID'].tolist()\n\nlenticulars = df[(df['Q1.1']>0.7) & (df['Q7.2']>0.4)]['GalaxyID'].tolist()\n\nspirals = df[(df['Q1.2']>0.7) & (df['Q2.1']>0.4)]['GalaxyID'].tolist()\n\nprint('Total number of elliptical examples: ',  len(ellipticals))\nprint('Total number of lenticular examples: ',  len(lenticulars))\nprint('Total number of spiral examples: ',  len(spirals))\n\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Defining a function that will randomly select the training and validation images for each class and create subfolders:\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"def _proc_images(src, dst, label, arr, percent):\n    train_dir = os.path.join(dst, 'train')\n    val_dir = os.path.join(dst, 'validation')\n    \n    train_dest = os.path.join(train_dir, label)\n    val_dest   = os.path.join(val_dir, label)\n    \n    if not os.path.exists(train_dest):\n        os.makedirs(train_dest)\n\n    if not os.path.exists(val_dest):\n        os.makedirs(val_dest)\n    \n    random.shuffle(arr)\n    \n    idx = int(len(arr)*percent)\n    for i in arr[0:idx]:\n        shutil.copyfile(os.path.join(src, str(i)+'.jpg'), os.path.join(train_dest, str(i)+'.jpg'))\n    for i in arr[idx:]:\n        shutil.copyfile(os.path.join(src, str(i)+'.jpg'), os.path.join(val_dest, str(i)+'.jpg'))\n    \n    print(label, 'done!')\n    \n    \n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"_proc_images(training_images, '../input/galaxy-zoo-clean/data/', 'elliptical', ellipticals, 0.80)\n_proc_images(training_images,'../input/galaxy-zoo-clean/data/', 'lenticular', lenticulars, 0.80)\n_proc_images(training_images, '../input/galaxy-zoo-clean/data/', 'spiral', spirals, 0.80)\n\n\nprint('Elliptical:', len(os.listdir(os.path.join(my_data, 'train', 'elliptical'))))\nprint('Total train lenticular:', len(os.listdir(os.path.join(my_data, 'train', 'lenticular'))))\nprint('Total train spiral:', len(os.listdir(os.path.join(my_data, 'train', 'spiral'))))\n\n\nprint('Total validation elliptical:', len(os.listdir(os.path.join(my_data, 'validation', 'elliptical'))))\nprint('Total validation lenticular:', len(os.listdir(os.path.join(my_data, 'validation', 'lenticular'))))\nprint('Total validation spiral:', len(os.listdir(os.path.join(my_data, 'validation', 'spiral'))))\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# elliptical class\nfor num, file in enumerate(os.listdir('../input/galaxy-zoo-clean/data/train/elliptical')[0:3]):\n    img = image.load_img(os.path.join(my_data, 'train', 'elliptical', file) , target_size=(150, 150))\n    plt.subplot(1, 3, num+1)\n    plt.axis('off')\n    plt.imshow(img)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# lenticular class\nfor num, file in enumerate(os.listdir('../input/galaxy-zoo-clean/data/train/lenticular')[0:3]):\n    img = image.load_img(os.path.join(my_data, 'train', 'lenticular', file) , target_size=(150, 150))\n    plt.subplot(1, 3, num+1)\n    plt.axis('off')\n    plt.imshow(img)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# spiral class\nfor num, file in enumerate(os.listdir('../input/galaxy-zoo-clean/data/train/spiral')[0:3]):\n    img = image.load_img(os.path.join(my_data, 'train', 'spiral', file) , target_size=(150, 150))\n    plt.subplot(1, 3, num+1)\n    plt.axis('off')\n    plt.imshow(img)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_dir = '../input/galaxy-zoo-clean/data/train'\nvalidation_dir = '../input/galaxy-zoo-clean/data/validation'\n\n\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"total_train = 0\nfor c in ['elliptical', 'lenticular', 'spiral']:\n  total_train += len(os.listdir(os.path.join(train_dir, c)))\nprint('Total train:', total_train)\n\ntotal_validation = 0\nfor c in ['elliptical', 'lenticular', 'spiral']:\n  total_validation += len(os.listdir(os.path.join(validation_dir, c)))\nprint('Total validation:', total_validation)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Data Augmentation. \n\nGiven that from from ellipticals to cigars the galaxies shapes got a decreasing number of symmetry axis, we will preprocess the images with random flips and random rotations. "},{"metadata":{"trusted":true},"cell_type":"code","source":"BS=32","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\ntrain_datagen = tf.keras.preprocessing.image.ImageDataGenerator(\n                    rescale=1.0/255,\n                    rotation_range=25,\n                    width_shift_range=.15,\n                    height_shift_range=.15,\n                    horizontal_flip=True,\n                    zoom_range=0.2)\nvalidation_datagen  = tf.keras.preprocessing.image.ImageDataGenerator(rescale=1.0/255.)\n\ntrain_generator = train_datagen.flow_from_directory(train_dir,\n                                                    target_size=(180,180),\n                                                    batch_size=BS,\n                                                    shuffle=True,\n                                                    class_mode='categorical')\nvalidation_generator = train_datagen.flow_from_directory(validation_dir,\n                                                         target_size=(180,180),\n                                                         batch_size=BS,\n                                                         shuffle=True,\n                                                         class_mode='categorical')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Net architecture\n\nmodel = tf.keras.models.Sequential([\n    # first convolution layer, input is an 150x150 image x3 colors\n    tf.keras.layers.Conv2D(64, (3,3), activation='relu', input_shape=(180, 180, 3)),\n    tf.keras.layers.Conv2D(64, (3,3), activation='relu',input_shape=(180, 180, 3)),\n    tf.keras.layers.MaxPooling2D(2, 2),\n    # second convolution layer\n    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n    tf.keras.layers.MaxPooling2D(2,2),\n    # third convolution layer\n    tf.keras.layers.Conv2D(128, (3,3), activation='relu'),\n    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n    tf.keras.layers.MaxPooling2D(2,2),\n    # fourth convolution layer\n    tf.keras.layers.Conv2D(128, (3,3), activation='relu'),\n    tf.keras.layers.Conv2D(64, (3,3), activation='relu'),\n    tf.keras.layers.MaxPooling2D(2,2),\n    # flatten the image pixels\n    tf.keras.layers.Flatten(),\n    tf.keras.layers.Dropout(0.5),\n    # 512 neuron fully connected hidden layer\n    tf.keras.layers.Dense(512, activation='relu'),\n    tf.keras.layers.Dense(3, activation='softmax')\n])","execution_count":null,"outputs":[]},{"metadata":{"scrolled":true,"trusted":true},"cell_type":"code","source":"model.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from tensorflow.keras import losses\nLOSS= tf.keras.losses.CategoricalCrossentropy(from_logits=False, label_smoothing=0, reduction=\"auto\", name=\"categorical_crossentropy\")\nmodel.compile(loss=LOSS,\n              optimizer='adam',\n              metrics=['accuracy'])\nearly_stop = EarlyStopping(monitor = 'val_accuracy', mode = 'max', patience=10, restore_best_weights=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"EPOCHS = 100\n\nhistory = model.fit(train_generator,\n                    epochs=EPOCHS,\n                    steps_per_epoch=train_generator.samples//train_generator.batch_size,\n                    validation_data=validation_generator,\n                    validation_steps=len(validation_generator)//BS,\n                    verbose=1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"file:///home/ale/Scrivania/hubble_search_project/download.png![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"acc = history.history['accuracy']\nval_acc = history.history['val_accuracy']\n\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs_range = range(len(acc))  # range for the number of epochs\n\nplt.figure(figsize=(16, 8))\nplt.subplot(1, 2, 1)\nplt.plot(epochs_range, acc, label='Training Accuracy')\nplt.plot(epochs_range, val_acc, label='Validation Accuracy')\nplt.legend(loc='lower right')\nplt.title('Training and Validation Accuracy')\n\nplt.subplot(1, 2, 2)\nplt.plot(epochs_range, loss, label='Training Loss')\nplt.plot(epochs_range, val_loss, label='Validation Loss')\nplt.legend(loc='upper right')\nplt.title('Training and Validation Loss')\nplt.savefig('./plots-v2.png')\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}