{"cells":[{"metadata":{"_uuid":"f4168ceba915ced38984f3b10cf1632e70fc76de"},"cell_type":"markdown","source":"Exercise 2\n\n**1. \na&b.** The data set contains a totoal of *49707579* images split in to *340* classes. Each class contains an average of *140000* images. The biggest class is *snowman* with *340029* images and the smallest is *panda* with *113613* images.\n\n**c.** 27 images from the first 9 classes can be seen here and later in the code.\n![download.png](attachment:download.png)\n\n**d.** Based on the number of classes if the batch size is too small some classes might not be represented equaly in all batches, hurting the model's ability to generalise. Assuming that all samples are picked at random each class should be equaly represented. In this example a batch size of 512 is used, with 340 classes in total to chose from it is reasonable to assume that each batch contains atleast one image from each class. \nThat aside, in general classifiers perform worse on classes with fewer samples. Usually, over-sampling (replicating samples) is used when there is not enough data, leaving the model vulnerable to overfitting. While the images per class vary in this data set  the amount of available data is big enough and the distribution of the data should not affect the training of the classifier.\n\n**2.**  Three different networks were tested VGG16, ResNet50 and InceptionResNetV2. out of the three ResNet50 showed the best overall results therefore any further testing was done with that network.\n\n**a.** For each test the network trained for 70 epochs with 30 steps each. Three different learning rates were tested with batch size of *512*: *0.03*, *0.003* and *0.001*\n\nLearning rate of *0.03* proved to be too big and the network provided categorical accuracy around *0.3*\nLearning rate of *0.003* and *0.001* have no significant difference in the accuracy, both performing around *0.6*\n\n**b.** Also three different batch sizes were tested with learning rate of *0.003*: *256*, *512* and *1024*.\n\nBatch size of *256* proved to be too small, reducing the categorical accuracy to *0.33*.\nBatch size of *512* provided the best results, training acuracy of *0.61* and validation accuracy of *0.43*.\nBatch size of *1024* provided results similar to batch size of *512* however it significantly increases the training time.\n\n**c.** The *ResNet50* model used in the project is provided by Keras and can be used with pre-trained weights. The only change made directly to the model is to the inut layer which is changed to *64x64* instead of the default *224x224*. The model contains a number of Batch Normalization layers by default. \nAs mentioned earlier two other models were also tested, however both performed significantly worse than ResNet50 and were quickly abandoned. \n\n**d.** Since each class contins around 130 000 samples data augmentation methods should not be necessary to observe good classification. However, by experimenting with Keras ImageDataGenerator to preprocess and augment the data  a slight increase in the overall accuracy was ovserved. From trial and error, experiments the most impact is observed from applying featurewise normalisation. by just using default values the  training acuracy was increased to *0.68* and validation accuracy to *0.5*.\n\n**3.** \n**a.** In a number of experiments the easiest category to classify was *strawberry* and *pineapple*, however neither of those is among the classes with the most images. based on that it can be concluded that the distribution of the data has little to no effect on the results with the current batch size and training time. That could be explained by the fact that each iteration uses *512* of *49707579* images. At that rate less than 15% of the data was used during training. While throwing out good data is not optimal for training, it was necessary because of the time it takes to train the network. Going over 70 epochs of 30 steps takes about 6 hours.\n\n**b.** While the overall data distribution might not have negative effect on the classification. The distribution of the data in regard to country of origin might have negative effect. Because *US* accounts for big portion of the samples (36%) and other countris provided only a few samples it is difficult to determine if the classification is because of poorly trained network or if there is a deeper corelation between classification and country of origin. \nFor example, in the samples from *US*, 21 were corecctly classified and 2976 were incorrect. In the samples from *GB*,  4 were corecctly classified and 536 were incorrect.\n\n**c.** The images bellow show five examples of good classification, *strawberry*, and five examples of bad classification, *jacket*. The test set contains 20 images of each class. The network correctly classified all 20 strawberries. On the other hand, the jacket samples among many other was missclassified every time. As mentioned earlier, the data distribution is not affecting the classification, and with that in mind the most likely explanation is that the network was not sufficiently trained. 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"}}},{"metadata":{"_uuid":"a4cc84fbce7ecaa1bedb3f451989cdf390fa4955"},"cell_type":"markdown","source":"# Load Packages"},{"metadata":{"trusted":true,"_uuid":"65292ed389678fcfa0db3fd434d7df8fcc05841d"},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport cv2\nfrom glob import glob\nimport os\nfrom sklearn.preprocessing import LabelEncoder\nfrom keras.utils.np_utils import to_categorical\nimport random\nimport ast\nimport csv","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"de2ec6f9275b8c8fc9895cd2bcb48d268bf020b6","scrolled":true},"cell_type":"code","source":"df = pd.read_csv('../input/test_simplified.csv')\n#df = pd.read_csv('../input/train_simplified/airplane.csv')\n\n#country_codes = set(df['countrycode'])\n#df = df.sort_values(by='countrycode')\npd.set_option('display.max_columns', None)\nprint(df.head(5))\n\n","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"9f95fd166b621bbd64c2baeed74e73ab72e0de50"},"cell_type":"markdown","source":"# Set Parameters"},{"metadata":{"trusted":true,"_uuid":"e2388932040c1c7d269c044662a944429d4031e2"},"cell_type":"code","source":"IMG_SIZE = 64\nIMG_BASE_SIZE = 256\nBATCH_SIZE = 512\nTRAIN_CSV_PATH_LIST = glob('../input/train_simplified/*.csv')\nSKIP_RECORD = 0\nRECORD_RANGE = 5000","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"da2bc79d249e8b6d5cce825187bd3961520dfd0b","scrolled":false},"cell_type":"code","source":"TRAIN_CSV_PATH_LIST[:5]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"49e3831ae4aa0d531ab61826aa804fd78a2338cc","scrolled":false},"cell_type":"code","source":"len(TRAIN_CSV_PATH_LIST)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"cee3b909b78d694dd3f1caa30ea9af2cc5aa05e1"},"cell_type":"markdown","source":"# Create One Hot Encoder"},{"metadata":{"_uuid":"fb584315b1bd68907fd6538c068096eb9cc075e0"},"cell_type":"markdown","source":"Generate a list of all the classes in the data set. And saves it as a categorical list. (340-dimensional vector that is all-zeros except for a 1 at the index corresponding to the class of the sample)"},{"metadata":{"trusted":true,"_uuid":"090ca956190e5d7b47fb5f3f12df83f8d4485164","scrolled":true},"cell_type":"code","source":"class_list = []\nfor item in TRAIN_CSV_PATH_LIST:\n    classname = os.path.basename(item).split('.')[0]\n    class_list.append(classname)\n    \nitem = pd.read_csv('../input/train_simplified/angel.csv')\nprint(item.head(10))\n\n# Prints the number of images for each class\n# Total number of images: 49707579\n# Total number of classes: 340\ntotal = 0\ntotal_len = []\nif True: # Set True to count number of images per class\n    for i in class_list:\n        item = pd.read_csv('../input/train_simplified/{}.csv'.format(i))\n        print('Class: {}, Images: {}'.format(i, len(item)))\n        total_len.append(len(item))\n        total +=len(item)\n    print('Total number of images {}'.format(total))\n    total_len.sort()\n    print(total_len[0])\n    print(total_len[-1])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"756c7933654bf8e06c674d84f600fd17be9832b2","scrolled":false},"cell_type":"code","source":"class_list = sorted(class_list)\nclass_list[:5]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fa640f4d2effdcb44e6ebd06b7d87ba99fd49110"},"cell_type":"code","source":"#Number of classes\nlen(class_list)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"a497eb461b27dc7f7597748bc4a6cbab1fe6d94a"},"cell_type":"code","source":"word_encoder = LabelEncoder()\nword_encoder.fit(class_list)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"9e785b4833af7f9388aa69c866fb27061020a4b2"},"cell_type":"code","source":"word_encoder.transform(class_list[:5])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"fba004f658ae10bd52acb2cf986ff7dd9cb269bf"},"cell_type":"code","source":"def my_one_hot_encoder(word):\n    return to_categorical(word_encoder.transform([word]),num_classes=340).reshape(340)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"09926d58f6a09eaf41f56277324718b4a6335390"},"cell_type":"code","source":"test_y = my_one_hot_encoder('The Eiffel Tower')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"92353fe7709165318df8a87b9380fdaaebdebb54"},"cell_type":"code","source":"test_y","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"4b2ae8f594d86b4d0b461af9690b944374226b5d"},"cell_type":"code","source":"test_y.shape","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"1b4c54f95a52545be7cec5555af2d7899050a902"},"cell_type":"markdown","source":"# Create Train Data  Generator"},{"metadata":{"_uuid":"d04452629aa3cf922ca5eb12fbc5b8189dfe07a2"},"cell_type":"markdown","source":"The train data generator generates batches of images for the network to train on. The images for each batch are chosen at random from all classes."},{"metadata":{"trusted":true,"_uuid":"2843922e5402b0f903551a10157553f751506929"},"cell_type":"code","source":"from keras.preprocessing.image import ImageDataGenerator\ndef train_generator(path_list, img_size, batch_size, lw=6):\n    while True:\n        csv_path_list = random.choices(path_list, k=batch_size)\n        x = np.zeros((batch_size, img_size, img_size, 1))\n        y = np.zeros((batch_size, 340))\n        for j in range(batch_size):\n            csv_path = csv_path_list[j]\n            f = open(csv_path, 'r')\n            reader = csv.reader(f)\n            for _ in range(SKIP_RECORD+1):\n                __ = next(reader)\n            i = 0\n            s = np.random.randint(RECORD_RANGE)\n            for row in reader:\n                if i == s:\n                    drawing = row[1]\n                    break\n                else:\n                    i += 1\n            f.close()\n            lst = ast.literal_eval(drawing)\n            img = np.zeros((IMG_BASE_SIZE, IMG_BASE_SIZE), np.uint8)\n            for t, stroke in enumerate(lst):\n                color = 255 - min(t, 10) * 13\n                for i in range(len(stroke[0]) - 1):\n                    _ = cv2.line(img, (stroke[0][i], stroke[1][i]), (stroke[0][i + 1], stroke[1][i + 1]), color, lw)\n            if img_size != IMG_BASE_SIZE:\n                x[j, :, :, 0] = cv2.resize(img, (img_size, img_size))/255\n            else:\n                x[j, :, :, 0] = img/255\n            classname = os.path.basename(csv_path).split('.')[0]\n            y_tmp = my_one_hot_encoder(classname)\n            y[j] = y_tmp\n            \n            data_gen_args = dict(featurewise_center=True,\n                     featurewise_std_normalization=True,\n                     rotation_range=90,\n                     width_shift_range=0.1,\n                     height_shift_range=0.1,\n                     zoom_range=0.2)\n            image_datagen = ImageDataGenerator(**data_gen_args)\n            image_datagen.fit(x)\n        yield x, y","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"dc7c6cb5bc1f9b3bd449f2f8bb564427bf432dfe","scrolled":false},"cell_type":"code","source":"datagen = train_generator(path_list=TRAIN_CSV_PATH_LIST, img_size=IMG_SIZE, batch_size=BATCH_SIZE, lw=6)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"scrolled":true,"_uuid":"06b7a72c80ad20d6f9c9b63c8fe59c0f28c739f1"},"cell_type":"code","source":"import matplotlib.pyplot as plt\n\nif True: # Set True to Display images\n    fig, axs = plt.subplots(nrows=9, ncols=3, sharex=True, sharey=True, figsize=(16, 48))\n    drawings = []\n    for i, instance in enumerate(class_list):\n        if i>8:\n            break\n        item = pd.read_csv('../input/train_simplified/{}.csv'.format(instance))\n        item = item[item.recognized]\n        item['timestamp'] = pd.to_datetime(item.timestamp)\n        item = item.sort_values(by='timestamp', ascending=False)[-3:]\n        \n        item['drawing'] = item['drawing'].apply(ast.literal_eval)\n            \n        for j, drawing in enumerate(item.drawing):\n            ax = axs[i, j]\n            \n            for x, y in drawing:\n                ax.plot(x, -np.array(y), lw=3)\n            ax.axis('off')\n    fig.savefig('items.png', dpi=200)\n    plt.show();","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"d7c4865694cbf48f5cd4857ab66955a6a0e1c9b2"},"cell_type":"code","source":"x, y = next(datagen)","execution_count":null,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"x.shape, y.shape, x.min(), x.max(), y.min(), y.max(), y.sum(), y[0].sum()","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"1212885d538f824a7d034248fa6f321381755261"},"cell_type":"markdown","source":"# Create Validation Set\ncontained classes of VAL_CLASS (choiced random)"},{"metadata":{"trusted":true,"_uuid":"744cfc8420fba1ef02503d890b2d7b3b463c9969"},"cell_type":"code","source":"VAL_IMAGES_PER_CLASS = 20\nVAL_CLASS = 340\nVAL_SKIP_RECORD = SKIP_RECORD + RECORD_RANGE","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"097de6062b5b613419ad8fd8f9037440ef3c15fb"},"cell_type":"code","source":"def create_val_set(path_list, val_class, val_images_per_class, img_size, lw=6):\n    csv_path_list = random.sample(path_list, k=val_class)\n    x = np.zeros((val_class*val_images_per_class, img_size, img_size, 1)) # Image\n    y = np.zeros((val_class*val_images_per_class, 340)) # Class\n    z = []\n    for k in range(val_class):\n        csv_path = csv_path_list[k]\n        f = open(csv_path, 'r')\n        reader = csv.reader(f)\n        for _ in range(VAL_SKIP_RECORD+1):\n            __ = next(reader)\n        s = 0\n        for row in reader:\n            if s == val_images_per_class:\n                break\n            else:\n                drawing = row[1]\n                lst = ast.literal_eval(drawing)\n                img = np.zeros((IMG_BASE_SIZE, IMG_BASE_SIZE), np.uint8)\n                for t, stroke in enumerate(lst):\n                    color = 255 - min(t, 10) * 13\n                    for i in range(len(stroke[0]) - 1):\n                        _ = cv2.line(img, (stroke[0][i], stroke[1][i]), (stroke[0][i + 1], stroke[1][i + 1]), color, lw)\n                if img_size != IMG_BASE_SIZE:\n                    x[k*val_images_per_class+s, :, :, 0] = cv2.resize(img, (img_size, img_size))/255\n                else:\n                    x[k*val_images_per_class+s, :, :, 0] = img/255\n                classname = os.path.basename(csv_path).split('.')[0]\n                y_tmp = my_one_hot_encoder(classname)\n                y[k*val_images_per_class+s,:] = y_tmp\n                z_tmp = (row[0], classname, lst)\n                z.append(z_tmp)\n                s += 1\n        f.close()\n    return x, y, z","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"c3045c91d888f25fa27e1296a841f0d89276c70d"},"cell_type":"code","source":"valid_x, valid_y, valid_z = create_val_set(path_list=TRAIN_CSV_PATH_LIST, val_class=VAL_CLASS,\n                                  val_images_per_class=VAL_IMAGES_PER_CLASS, img_size=IMG_SIZE, lw=6)\nprint(valid_z[0])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"f8fe3244c92523da68cf2432eea440dc29a5557b","scrolled":true},"cell_type":"code","source":"valid_x.shape, valid_y.shape, valid_x.min(), valid_x.max(), valid_y.min(), valid_y.max(), valid_y.sum(), valid_y[0].sum()","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"4ca64880122413d782f3f8801e8e6429a03120ee"},"cell_type":"markdown","source":"# Create Model"},{"metadata":{"trusted":true,"_uuid":"3c95d702b3e59641fc6d99cf9cfbab21c5176d8a"},"cell_type":"code","source":"from keras import Model\nfrom keras.layers import GlobalAveragePooling2D\nfrom keras.layers import Dense\nfrom keras.layers import Dropout\n#from keras.applications import VGG16\nfrom keras.applications import ResNet50\n#from keras.applications import InceptionResNetV2\nfrom keras import optimizers\n\ndef get_model(input_shape):\n    #model = VGG16(input_shape=input_shape, include_top=True, weights=None, classes=340)\n    model = ResNet50(input_shape=input_shape, include_top=True, weights=None, classes=340)\n    #model = InceptionResNetV2(input_shape=input_shape, include_top=True, weights=None, classes=340)\n    return model","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"31495461924ca982c753560aa5e37dea24bb8a25"},"cell_type":"code","source":"model = get_model(input_shape=(IMG_SIZE,IMG_SIZE,1))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"scrolled":true,"_uuid":"942545835a7764ff3ae9b37f73daf1432b02ebaa"},"cell_type":"code","source":"model.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"24e35250d9e5f74e47ae24a7a2bf2f3b9ba18be0"},"cell_type":"code","source":"# Values greater than lr=0.003 cause significant drop in performance.\nc = optimizers.adam(lr = 0.003)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"10f546b307fe6091903b48487d6219d853eeb7bc"},"cell_type":"code","source":"model.compile(loss='categorical_crossentropy', optimizer=c, metrics=['categorical_accuracy'])","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"012b453ce3dca17150bf526558eb3816719d342a"},"cell_type":"markdown","source":"# Training"},{"metadata":{"trusted":true,"_uuid":"7bbae4edc38776ace1d9972f69ce9a4899f98c69","scrolled":true},"cell_type":"code","source":"history = model.fit_generator(datagen, epochs=70, steps_per_epoch=30, verbose=1, validation_data=(valid_x, valid_y))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"6d9398b5aa02c32e3485ef20aef3303ba2768b6c"},"cell_type":"markdown","source":"# Predict and Create Submission file"},{"metadata":{"trusted":true,"_uuid":"6c113c2ee37278f2c37f7db41915ab6388a89cdb","scrolled":true},"cell_type":"code","source":"test_df = pd.read_csv('../input/test_simplified.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"scrolled":true,"_uuid":"fec8e22b3836e8ac5c580e3a228aad783d794ae7"},"cell_type":"code","source":"test_df.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"88b6f5f184c4a902cdeea53c157215f8c3ff917a","scrolled":true},"cell_type":"code","source":"test_df.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"24429e5f300b66fa8e97eaf65f200f49527c0278"},"cell_type":"code","source":"def create_test_data(img_size, lw=6):\n    x = np.zeros((test_df.shape[0], img_size, img_size, 1))\n    for j in range(test_df.shape[0]):\n        drawing = test_df.loc[j,'drawing']\n        lst = ast.literal_eval(drawing)\n        img = np.zeros((IMG_BASE_SIZE, IMG_BASE_SIZE), np.uint8)\n        for t, stroke in enumerate(lst):\n            color = 255 - min(t, 10) * 13\n            for i in range(len(stroke[0]) - 1):\n                _ = cv2.line(img, (stroke[0][i], stroke[1][i]), (stroke[0][i + 1], stroke[1][i + 1]), color, lw)\n        if img_size != IMG_BASE_SIZE:\n            x[j, :, :, 0] = cv2.resize(img, (img_size, img_size))/255\n        else:\n            x[j, :, :, 0] = img/255\n    return x","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"577d2f468295707f95521c97536bb4ddf209c130"},"cell_type":"code","source":"test_x = create_test_data(img_size=IMG_SIZE, lw=6)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"0b5b1d540196ff36cf33e4c5816b8be2912ac2b2"},"cell_type":"code","source":"test_x.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"96336473ccc55cb1a8cad311d4452eaf58553934"},"cell_type":"code","source":"test_pred = model.predict(test_x, batch_size=128, verbose=1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"08239a67c36f2e34656ef209ac4a46a27c27ea73"},"cell_type":"code","source":"import warnings\nwarnings.filterwarnings('ignore')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"f4eedfa505c17d85cf51652d1b66f88568dc9989"},"cell_type":"code","source":"pred_rows = []\nfor i in range(test_df.shape[0]):\n    test_top3 = test_pred[i].argsort()[::-1][:3]\n    test_top3_words = word_encoder.inverse_transform(test_top3).tolist()\n    test_top3_words = [k.replace(' ', '_') for k in test_top3_words]\n    pred_words = test_top3_words[0] + ' ' + test_top3_words[1] + ' ' + test_top3_words[2]\n    pred_rows += [{'key_id': test_df.loc[i, 'key_id'], 'word': pred_words}] ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"e7941ecbab1de8aeb8361aada267b563bc313ed3"},"cell_type":"code","source":"sub = pd.DataFrame(pred_rows)[['key_id', 'word']]\nsub.to_csv('submission.csv', index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b560dd8d243b23501cd3aa9f9bd3433a09218e8b"},"cell_type":"code","source":"sub.head()","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"750ea89c24ee19ec288c22c08dbee431728cc7aa"},"cell_type":"markdown","source":"# Results"},{"metadata":{"trusted":true,"_uuid":"a113b4007c2676a658f5273325d6d026795aa6d9","scrolled":true},"cell_type":"code","source":"mini_x, mini_y, mini_z = create_val_set(path_list=TRAIN_CSV_PATH_LIST, val_class=VAL_CLASS,\n                                  val_images_per_class=VAL_IMAGES_PER_CLASS, img_size=IMG_SIZE, lw=6)\n\nmini_pred = model.predict(valid_x)\npred_true = []\npred_false = []\n\nfor i in range(len(mini_z)):\n    test_top3 = mini_pred[i].argsort()[::-1][:3]\n    test_top3_words = word_encoder.inverse_transform(test_top3).tolist()\n    #test_top3_words = [k.replace(' ', '_') for k in test_top3_words]\n\n    if mini_z[i][1] in test_top3_words:\n        pred_true.append((mini_z[i]))\n    else:\n        pred_false.append((mini_z[i]))\nprint('Correct Predictions {}'.format(len(pred_true)))\nprint('False Predictions {}'.format(len(pred_false)))\n    ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"b1d3b6cf2e194b0503682e74c877a8ab1c58e3fe","scrolled":true},"cell_type":"code","source":"from collections import Counter\ntmp_country_c = []\ntmp_class_c = []\ntmp_draw_c = []\nfor i in pred_true:\n    tmp_country_c.append(i[0])\n    tmp_class_c.append(i[1])\n    tmp_draw_c.append(i[2])\nprint(Counter(tmp_class_c))\n\ntmp_country_w = []\ntmp_class_w = []\ntmp_draw_w = []\nfor i in pred_false:\n    tmp_country_w.append(i[0])\n    tmp_class_w.append(i[1])\n    tmp_draw_w.append(i[2])\nprint(Counter(tmp_class_w))\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"5bb7c70fc66cec9b0222d88349ee8387f9500e47"},"cell_type":"code","source":"if True: # Set True to Display images\n    fig, axs = plt.subplots(nrows=2, ncols=5, sharex=True, sharey=True, figsize=(16, 8))\n    drawings = []\n        \n    for i, drawing in enumerate(tmp_draw_c):\n        if i>4:\n            break\n        ax = axs[0, i]\n        for x, y in drawing:\n            ax.plot(x, -np.array(y), lw=3)\n        ax.axis('off')\n        \n    for i, drawing in enumerate(tmp_draw_w):\n        if i>4:\n            break\n        ax = axs[1, i]\n        for x, y in drawing:\n            ax.plot(x, -np.array(y), lw=3)\n        ax.axis('off')\n    fig.savefig('items.png', dpi=200)\n    plt.show();","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}