{"cells":[{"metadata":{},"cell_type":"markdown","source":"## Overview\nThis script will load the iNat2019 dataset, print a summary, and display a random image."},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np\nimport json\nimport os\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\n# print contents of input directory\nprint(os.listdir(\"../input\"))","execution_count":99,"outputs":[{"output_type":"stream","text":"['test2019.json', 'train_val2019', 'kaggle_sample_submission.csv', 'train2019.json', 'val2019.json', 'test2019']\n","name":"stdout"}]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"# load train set meta data \ntrain_anns_file = '../input/train2019.json'\nwith open(train_anns_file) as da:\n    train_anns = json.load(da)","execution_count":100,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# print train set stats\nprint('Number of train images ' + str(len(train_anns['images'])))\nprint('Number of classes      ' + str(len(train_anns['categories'])))\ncategory_ids = [cc['category_id'] for cc in train_anns['annotations']]\n_, category_counts = np.unique(category_ids, return_counts=True)\nplt.plot(np.sort(category_counts))\nplt.title('classes sorted by amount of train images')\nplt.xlabel('sorted class')\nplt.ylabel('number of train images per class')\nplt.show()","execution_count":101,"outputs":[{"output_type":"stream","text":"Number of train images 265213\nNumber of classes      1010\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# display random image\nrand_id = np.random.randint(len(train_anns['images']))\nim_meta = train_anns['images'][rand_id]\nim_category = train_anns['annotations'][rand_id]['category_id']\nim = plt.imread('../input/train_val2019/' + im_meta['file_name'])\nplt.imshow(im)\nplt.title('image id: ' + str(rand_id) + ', class:' + str(im_category) + ', rights holder: ' + im_meta['rights_holder'])\nplt.xticks([])\nplt.yticks([])\nplt.axis()\nplt.show()","execution_count":102,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]}],"metadata":{"kernelspec":{"display_name":"Python 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