{"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_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# Setting html stuff for the rest of the notebook\nfrom IPython.core.display import display, HTML, Javascript\nhtml_contents =\"\"\"\n\n<!DOCTYPE html>\n<html lang=\"en\">\n    <head>\n    <style>\n    \n    .top_section{\n        background-color: #a13d2d;\n        color: black;\n        font-family: Copperplate, Papyrus, fantasy;\n        font-weight: 800;\n        font-size: 25px;\n        padding: 8px 14px;\n        margin-bottom: 6px;\n    }\n    \n    .section_title{\n        background-color: #FF8C00;\n        color: black;\n        font-family: Copperplate, Papyrus, fantasy;\n        font-weight: 600;\n        font-size: 25px;\n        padding: 6px 12px;\n        margin-bottom: 5px;\n    }\n    .subsection_title{\n        background: #FFD580;\n        font-weight: 400;\n        color: black;\n        font-family: Copperplate, Papyrus, fantasy;\n        font-size: 21px;\n        padding: 6px 12px;\n        margin-bottom: 0px;\n    }\n    .subsection_detail{\n        background: #D3D3D3;\n        font-weight: 300;\n        color: black;\n        font-family: Copperplate, Papyrus, fantasy;\n        font-size: 18px;\n        border: 1px solid #d7d7d7;\n        padding: 1px 10px 2px;\n        box-shadow: 1px 1px 2px 1px rgba(0,0,0,0.3);\n        margin-bottom: 3px;\n    }\n    </style>\n    </head>\n    \n</html>\n\"\"\"\n\nHTML(html_contents)","metadata":{"_uuid":"2766a39d-4306-4f7b-8789-e25a945fb098","_cell_guid":"62731cb7-b88c-4e84-9205-5038cb7411bd","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2022-03-12T14:13:19.827379Z","iopub.execute_input":"2022-03-12T14:13:19.827699Z","iopub.status.idle":"2022-03-12T14:13:19.861891Z","shell.execute_reply.started":"2022-03-12T14:13:19.827612Z","shell.execute_reply":"2022-03-12T14:13:19.861125Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# <div class=\"top_section\">1. Introduction</div>\n\n\nHello fellow kagglers! In this notebook we're going to analyse the  <span style=\"color:red;\"> Cdiscount’s Image Classification Challenge </span> by doing so we're going to get some insights. I will be releasing series of notebook \nwe will go step by step procedure as below,\n\n1. Preprocessing.\n\n2. Getting Structured data.\n\n3. Training Basic Model and debugging.\n\n4. Tuning Basic Model. Improving the basic model by adding layers or going for some better architecture based on technical papers.\n\n5. getting the best final model.\n\n6. Error analysis of the best model.\n\n7. Writing Final function to the model.\n\n8. Submitting the final model predictions.\n\n- In this notebook will explore the dataset and get some insights:\n\n\n![image.png](attachment:49cbf665-89ec-4efb-aa16-96c9514966b4.png)!\n\n\n\n- Let's get started...","metadata":{},"attachments":{"49cbf665-89ec-4efb-aa16-96c9514966b4.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# <div class=\"section_title\">1.1 AIM:</div>\n- The aim of this challenge is to develop a product classifier based on image analysis.\n\n\n\n\n# <div class=\"section_title\">1.2 The Business Problem:</div>\nCdiscount e-commerce company currently applies machine learning algorithms to the text description of the products in order to automatically predict their category. As these methods now seem close to their maximum potential, Cdiscount.com believes that the next quantitative improvement will be driven by the application of data science techniques to images to attract more users to their website by using image classification algorithms to their search engine and product recommendation.\n","metadata":{}},{"cell_type":"markdown","source":" # <div class=\"section_title\">2 The Data::</div>\n\nDataset announced features:\n\n- Almost 9 million products: half of the current catalogue\n- More than 15 million images at 180x180 resolution\n- More than 5000 categories: yes this is quite an extreme multi-class classification!\n\nLet's explore this in details\n    \n","metadata":{}},{"cell_type":"code","source":"path = '../input/cdiscount-image-classification-challenge'\n!ls \"$path\"","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:19.863462Z","iopub.execute_input":"2022-03-12T14:13:19.864148Z","iopub.status.idle":"2022-03-12T14:13:20.618690Z","shell.execute_reply.started":"2022-03-12T14:13:19.864106Z","shell.execute_reply":"2022-03-12T14:13:20.617757Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Lets read the file \n\nimport os\nimport io\nimport sys\nimport numpy as np \nimport pandas as pd \nimport bson\nimport cv2\nimport matplotlib.pyplot as plt\nfrom skimage.io import imread\nfrom PIL import Image\nimport seaborn as sns\n\n\ncategory_name_df = pd.read_csv('../input/cdiscount-image-classification-challenge/category_names.csv')\ntest_bson_file =  bson.decode_file_iter(open('../input/cdiscount-image-classification-challenge/test.bson', 'rb'))\ntrain_bson_file = bson.decode_file_iter(open('../input/cdiscount-image-classification-challenge/train.bson', 'rb'))\ntrain_example_bson_file = bson.decode_file_iter(open('../input/cdiscount-image-classification-challenge/train_example.bson', 'rb'))\nsample_submission_file = pd.read_csv('../input/cdiscount-image-classification-challenge/sample_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:20.620361Z","iopub.execute_input":"2022-03-12T14:13:20.621190Z","iopub.status.idle":"2022-03-12T14:13:23.363625Z","shell.execute_reply.started":"2022-03-12T14:13:20.621154Z","shell.execute_reply":"2022-03-12T14:13:23.362715Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# To view the sample data format\n\nfor c, d in enumerate(train_example_bson_file):\n    if c == 1:\n        break\n    print(\"Sample data format :\",c)\n    print()\n    print(d)\n","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:23.364798Z","iopub.execute_input":"2022-03-12T14:13:23.365018Z","iopub.status.idle":"2022-03-12T14:13:23.405812Z","shell.execute_reply.started":"2022-03-12T14:13:23.364990Z","shell.execute_reply":"2022-03-12T14:13:23.401936Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- Data is stored in dictionary  having keys as `_id`, `category_id` and `imgs` as the keys\n\n        {'_id' : unique int\n\n         'category_id' : 1000010653 # sample category ID\n\n         'imgs' : [{'picture' : b\" \"},{picture' : b\" \"},{'picture' : b\" \"},{'picture' : b\" \"} ] # images may vary from 1-4 \n\n         } \n \n- same for test data except no **`category_id`** key ","metadata":{}},{"cell_type":"code","source":"prod_to_category = dict()\n\nfor c, d in enumerate(train_example_bson_file):\n    product_id = d['_id']\n    category_id = d['category_id']\n    prod_to_category[product_id] = category_id\n    \nprod_to_category = pd.DataFrame.from_dict(prod_to_category, orient='index')\nprod_to_category.index.name = '_id'\nprod_to_category.rename(columns={0: 'category_id'}, inplace=True)\nprod_to_category","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:23.408515Z","iopub.execute_input":"2022-03-12T14:13:23.408843Z","iopub.status.idle":"2022-03-12T14:13:23.430411Z","shell.execute_reply.started":"2022-03-12T14:13:23.408799Z","shell.execute_reply":"2022-03-12T14:13:23.429305Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Table category_name_csv shows the hierarchy of product classification.\n\n> category_id has 3 category tags of different levels\n\nUsing category_id field we can associate image to 3 levels of category tags, label\n","metadata":{}},{"cell_type":"code","source":"level_tags = category_name_df.columns[1:]\ncategory_name_df.head()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:23.431844Z","iopub.execute_input":"2022-03-12T14:13:23.432149Z","iopub.status.idle":"2022-03-12T14:13:23.442499Z","shell.execute_reply.started":"2022-03-12T14:13:23.432109Z","shell.execute_reply":"2022-03-12T14:13:23.441886Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# <div class=\"subsection_title\">Lets visualize some train images with its label and category ID</div>","metadata":{}},{"cell_type":"code","source":"# Method to compose a single image from 1 - 4 images\n\ndef decode_images(item_imgs):\n    nx = 2 if len(item_imgs) > 1 else 1\n    ny = 2 if len(item_imgs) > 2 else 1\n    composed_img = np.zeros((ny * 180, nx * 180, 3), dtype=np.uint8)\n    for i, img_dict in enumerate(item_imgs):\n        img = decode(img_dict['picture'])\n        h, w, _ = img.shape        \n        xstart = (i % nx) * 180\n        xend = xstart + w\n        ystart = (i // nx) * 180\n        yend = ystart + h\n        composed_img[ystart:yend, xstart:xend] = img\n    return composed_img\n\n\ndef decode(data):\n    arr = np.asarray(bytearray(data), dtype=np.uint8)\n    img = cv2.imdecode(arr, cv2.IMREAD_COLOR)\n    return cv2.cvtColor(img, cv2.COLOR_BGR2RGB) \n\n\ndef decode_pil(data):\n    return Image.open(io.BytesIO(data))","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:23.443324Z","iopub.execute_input":"2022-03-12T14:13:23.443520Z","iopub.status.idle":"2022-03-12T14:13:23.455810Z","shell.execute_reply.started":"2022-03-12T14:13:23.443495Z","shell.execute_reply":"2022-03-12T14:13:23.454959Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"max_counter = 16\ncounter = 0\nn = 4\n\nfor item in bson.decode_file_iter(open('../input/cdiscount-image-classification-challenge/train.bson', 'rb')):  \n    if counter % n == 0:\n        plt.figure(figsize=(14, 12))\n    \n    mask = category_name_df['category_id'] == item['category_id']    \n    plt.subplot(1, n, counter % n + 1)\n    cat_levels = category_name_df[mask][level_tags].values.tolist()[0]\n    cat_levels = [c[:25] for c in cat_levels]\n    title = str(item['category_id']) + '\\n\\n'\n    title += '\\n'.join(cat_levels)\n    plt.title(title+'\\n')\n    plt.imshow(decode_images(item['imgs']))\n    plt.axis('off')\n    \n    counter += 1\n    if counter == max_counter:\n        break","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:23.456822Z","iopub.execute_input":"2022-03-12T14:13:23.457012Z","iopub.status.idle":"2022-03-12T14:13:25.039195Z","shell.execute_reply.started":"2022-03-12T14:13:23.456988Z","shell.execute_reply":"2022-03-12T14:13:25.038388Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# <div class=\"subsection_title\">Lets visualize some test images with only `_id` and no  label/category ID</div>","metadata":{}},{"cell_type":"code","source":"max_counter = 16\ncounter = 0\nn = 4\n\nfor item in bson.decode_file_iter(open('../input/cdiscount-image-classification-challenge/test.bson', 'rb')):  \n    if counter % n == 0:\n        plt.figure(figsize=(14, 12))\n    plt.subplot(1, n, counter % n + 1)\n\n    plt.title(item['_id'])\n    plt.imshow(decode_images(item['imgs']))\n    plt.axis('off')\n    \n    counter += 1\n    if counter == max_counter:\n        break","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:25.040410Z","iopub.execute_input":"2022-03-12T14:13:25.040628Z","iopub.status.idle":"2022-03-12T14:13:26.242029Z","shell.execute_reply.started":"2022-03-12T14:13:25.040601Z","shell.execute_reply":"2022-03-12T14:13:26.240669Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# <div class=\"section_title\">2.1 Analyzing categories Feature</div>\n","metadata":{}},{"cell_type":"code","source":"print(\"Unique categories: \", len(category_name_df['category_id'].unique()))\nprint(\"Unique level 1 categories: \", len(category_name_df['category_level1'].unique()))\nprint(\"Unique level 2 categories: \", len(category_name_df['category_level2'].unique()))\nprint(\"Unique level 3 categories: \", len(category_name_df['category_level3'].unique()))","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:26.243626Z","iopub.execute_input":"2022-03-12T14:13:26.244492Z","iopub.status.idle":"2022-03-12T14:13:26.256784Z","shell.execute_reply.started":"2022-03-12T14:13:26.244457Z","shell.execute_reply":"2022-03-12T14:13:26.255920Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's inspect categories and their relationship to images. We have\n* 5270 unique categories\n* 49 unique level 1 categories\n* 483 unique level 2 categories\n* 5263 unique level 3 categories\n","metadata":{}},{"cell_type":"code","source":"# let print some unique category found in level 1\nfor i in category_name_df['category_level1'].unique():\n    print(i)","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:26.258290Z","iopub.execute_input":"2022-03-12T14:13:26.258593Z","iopub.status.idle":"2022-03-12T14:13:26.279634Z","shell.execute_reply.started":"2022-03-12T14:13:26.258564Z","shell.execute_reply":"2022-03-12T14:13:26.278180Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(12,12))\n_ = sns.countplot(y=category_name_df['category_level1'])","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:26.280911Z","iopub.execute_input":"2022-03-12T14:13:26.281160Z","iopub.status.idle":"2022-03-12T14:13:27.022636Z","shell.execute_reply.started":"2022-03-12T14:13:26.281121Z","shell.execute_reply":"2022-03-12T14:13:27.021597Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Most frequent category level 1 to low freuqent category\n\ncat_level2_counts = category_name_df.groupby('category_level1')['category_level1'].count()\ncat_level2_counts.sort_values(ascending = False)","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:27.023977Z","iopub.execute_input":"2022-03-12T14:13:27.024445Z","iopub.status.idle":"2022-03-12T14:13:27.034716Z","shell.execute_reply.started":"2022-03-12T14:13:27.024413Z","shell.execute_reply":"2022-03-12T14:13:27.033828Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from tqdm.notebook import tqdm\n\nnum_dicts = 7069896 # according to data page\nprod_to_category = [None] * num_dicts\n\nwith tqdm(total=num_dicts) as bar:        \n    train_data = bson.decode_file_iter(open('../input/cdiscount-image-classification-challenge/train.bson', 'rb'))\n\n    for i, item in enumerate(train_data):\n        bar.update()\n        prod_to_category[i] = (item['_id'], item['category_id'])","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:13:27.037640Z","iopub.execute_input":"2022-03-12T14:13:27.037925Z","iopub.status.idle":"2022-03-12T14:24:54.522559Z","shell.execute_reply.started":"2022-03-12T14:13:27.037892Z","shell.execute_reply":"2022-03-12T14:24:54.521894Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_category_df = pd.DataFrame(prod_to_category, columns=['_id', 'category_id'])\ntrain_category_df.head()","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:24:54.526502Z","iopub.execute_input":"2022-03-12T14:24:54.526772Z","iopub.status.idle":"2022-03-12T14:25:01.377130Z","shell.execute_reply.started":"2022-03-12T14:24:54.526733Z","shell.execute_reply":"2022-03-12T14:25:01.376301Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"Total number of product available in train data set:\",len(train_category_df))\nprint(\"Total number of unique category found:\", len(train_category_df['category_id'].unique()))","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:25:01.378354Z","iopub.execute_input":"2022-03-12T14:25:01.378579Z","iopub.status.idle":"2022-03-12T14:25:01.443534Z","shell.execute_reply.started":"2022-03-12T14:25:01.378545Z","shell.execute_reply":"2022-03-12T14:25:01.442648Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Top 10 most frequent  catergory_ID\n\ntop_10_most_used_frequent_id = train_category_df.groupby('category_id')['category_id'].count().sort_values(ascending=False)[:10]\ntop_10_less_used_frequent_id = train_category_df.groupby('category_id')['category_id'].count().sort_values(ascending=True)[:10]\n\ntop_10_most_used_frequent_id","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:25:01.444803Z","iopub.execute_input":"2022-03-12T14:25:01.445030Z","iopub.status.idle":"2022-03-12T14:25:01.845532Z","shell.execute_reply.started":"2022-03-12T14:25:01.445001Z","shell.execute_reply":"2022-03-12T14:25:01.844727Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for cat_id in top_10_most_used_frequent_id.index:\n    print(f\"{category_name_df[category_name_df['category_id'] == cat_id].category_level1.values[0]} - {category_name_df[category_name_df['category_id'] == cat_id].category_level2.values[0]} = {category_name_df[category_name_df['category_id'] == cat_id].category_level3.values[0]}\")","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:25:01.846774Z","iopub.execute_input":"2022-03-12T14:25:01.846969Z","iopub.status.idle":"2022-03-12T14:25:01.871319Z","shell.execute_reply.started":"2022-03-12T14:25:01.846945Z","shell.execute_reply":"2022-03-12T14:25:01.870412Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for cat_id in top_10_less_used_frequent_id.index:\n    print(f\"{category_name_df[category_name_df['category_id'] == cat_id].category_level1.values[0]} - {category_name_df[category_name_df['category_id'] == cat_id].category_level2.values[0]} = {category_name_df[category_name_df['category_id'] == cat_id].category_level3.values[0]}\")","metadata":{"execution":{"iopub.status.busy":"2022-03-12T14:25:01.872578Z","iopub.execute_input":"2022-03-12T14:25:01.872792Z","iopub.status.idle":"2022-03-12T14:25:01.896889Z","shell.execute_reply.started":"2022-03-12T14:25:01.872763Z","shell.execute_reply":"2022-03-12T14:25:01.896113Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Observations:\n* Data set is very large having almost 9 million products\n* More than 15 million images at 180x180 resolution\n* More than 5000 categories.\n* This is quite an extreme multi-class classification!\n","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}