{"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":"markdown","source":"#                              Basic Exploratory Data Analysis\n![](http://static.dist10.cn/Fh7Zz-ipJRPZRM9bE1p7Dsu7YLpJ/section3_bg.png?imageView2/5/w/1440/h/600)\nThe image is taken from the official webpage of the competition (https://location20.xyz10.com/)","metadata":{}},{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\nimport os\nimport random\nfrom PIL import Image, ImageOps\nimport matplotlib.pyplot as plt","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visualization of floor plans\nFirst, we need to understand the input data. The folder \"indoor-location-navigation\" contains 3 subdirectories, \"metadata\", \"test\", and \"train\", respectively.\nThe following schematic shows the data structure in the \"metadata\" folder, as it is given in the \"Data Description\" tab.\n![Capture_xyz10_4.PNG](attachment:c6a8c90e-e601-4f91-89aa-1d28f798d7a1.PNG)\nWe are going to use the images in the .png format to display the locations. The other two files associated with each floor are in .json format. The floor_info.json describes the size of the location (height and width), while the geojson_map.json is a file for geospatial visualization (it is possible to reproduce a raster image in .png format using the *geopandas* library applied to this .json file).","metadata":{},"attachments":{"c6a8c90e-e601-4f91-89aa-1d28f798d7a1.PNG":{"image/png":"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"}}},{"cell_type":"code","source":"print(f\"Number of location in the folder 'metadata': {len(os.listdir('/kaggle/input/indoor-location-navigation/metadata/'))}\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As one can easily check, the amount of locations in the folder \"train\" is also 204.","metadata":{}},{"cell_type":"markdown","source":"It might be useful to create some helper functions to generate a random location, and for a given location - a random floor.","metadata":{}},{"cell_type":"code","source":"def select_random_location():\n    '''Returns a random location from the folder \n    kaggle/input/indoor-location-navigation/metadata'.\n    '''\n    directory = '/kaggle/input/indoor-location-navigation/metadata'\n    random_location = random.choice(os.listdir(directory))\n    return random_location\n\ndef select_random_floor(location):\n    '''Selecting a random floor corresponding to a given location.\n    \n    Args:\n        location: a site from the folder 'kaggle/input/indoor-location-navigation/metadata'\n    Returns:\n        random_floor: one of the floors\n    '''\n    \n    directory = '/kaggle/input/indoor-location-navigation/metadata'\n    # creating a list of all floors found in the corresponding folder\n    location_floors = []\n    for floor in os.listdir(f'{directory}/{location}'):\n        location_floors.append(floor)\n    \n    # selecting a random floor from the list of floors\n    random_floor = random.choice(location_floors)\n    return random_floor  ","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def display_random_floor():\n    '''Outputs the visualization of the random floor from the folder\n    'kaggle/input/indoor-location-navigation/metadata'.\n    '''\n    \n    directory = '/kaggle/input/indoor-location-navigation/metadata'\n    location = select_random_location()\n    floor = select_random_floor(location)\n    \n    # plotting a figure using matplotlib and PIL libraries\n    plt.figure(figsize=(16, 8))\n    file_path = f'{directory}/{location}/{floor}/floor_image.png'\n    image = Image.open(file_path)\n    plt.imshow(image)\n    plt.title(f'Location: {location},\\n Floor: {floor}',fontsize = 18)\n    plt.axis(\"off\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, let's plot a plan of a randomly chosen floor.","metadata":{}},{"cell_type":"code","source":"display_random_floor()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def display_floors(location):\n    '''Outputs the visualization of the .png images available\n    in the folder 'kaggle/input/indoor-location-navigation/metadata'.\n    \n    Args:\n        location: string that describes the location (or building),\n              for a random location, use location = 'random'.\n    Returns:\n        figure with all available floors associated with the location.\n    '''\n    \n    directory = '/kaggle/input/indoor-location-navigation/metadata'\n    if location=='random':\n        location = random.choice(os.listdir(directory))\n\n    location_floors = []\n    for floor in os.listdir(f'{directory}/{location}'):\n        location_floors.append(floor)\n\n    total_floors = len(location_floors)\n\n    # Create the custom number of rows & columns\n    ncols= np.int(np.ceil(total_floors/3))\n    nrows = np.int(np.ceil(total_floors / ncols)) \n\n    plt.figure(figsize=(10*ncols, 5*nrows))\n    plt.suptitle(f\"Location: '{location}'\", fontsize=18)\n\n\n    for i, floor in enumerate(location_floors):\n        plt.subplot(nrows, ncols, i+1)\n\n\n        file_path = f'{directory}/{location}/{floor}/floor_image.png'\n        image = Image.open(file_path)\n        image = ImageOps.expand(image, border=3, fill='gray')\n\n        plt.imshow(image)\n        plt.title(floor)\n        plt.axis(\"off\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, we can plot all floor plans of a randomly selected building.","metadata":{}},{"cell_type":"code","source":"display_floors('random')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"...or a floor plan of a given location.","metadata":{}},{"cell_type":"code","source":"display_floors('5cd56bade2acfd2d33b61a61')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Train and test data\nNow, let's delve into the actual training and testing datasets. The training dataset consists of .txt files with various sensor data (timestamps, accelerometer, gyroscope, magnetometers, etc.) together with waypoint coordinates (labeled by a surveyor). We can easily count the number of trace records in both directories.","metadata":{}},{"cell_type":"code","source":"directory = '/kaggle/input/indoor-location-navigation/'\ntrain_files = sum([len(files) for _, _, files in os.walk(f\"{directory}/train\")])\ntest_files = sum([len(files) for _, _, files in os.walk(f\"{directory}/test\")])\n\nprint(f\"Number of files in the training dataset: {train_files}.\")\nprint(f\"Number of files in the test dataset: {test_files}.\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}