{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-02-04T13:43:06.747021Z","iopub.execute_input":"2023-02-04T13:43:06.747451Z","iopub.status.idle":"2023-02-04T13:43:28.268085Z","shell.execute_reply.started":"2023-02-04T13:43:06.747414Z","shell.execute_reply":"2023-02-04T13:43:28.266677Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"/kaggle/input/dog-breed-identification/sample_submission.csv\n/kaggle/input/dog-breed-identification/labels.csv\n/kaggle/input/dog-breed-identification/train/7d9c53fa846ea7e34bc3efa6830ab668.jpg\n/kaggle/input/dog-breed-identification/train/04e3bb77c15c18fc1ac101d86d612f46.jpg\n/kaggle/input/dog-breed-identification/train/2de892b241aeab50aad28c319eaebdbd.jpg\n/kaggle/input/dog-breed-identification/train/bca88d42e4fc84b3169b13a615f5fdbf.jpg\n/kaggle/input/dog-breed-identification/train/6496959bd5a27de3cb15e771ca2ae7b3.jpg\n/kaggle/input/dog-breed-identification/train/51c7cc8287f557d11958afa02dd82c31.jpg\n/kaggle/input/dog-breed-identification/train/4c178d8d592f1c9e8a7271946399236d.jpg\n/kaggle/input/dog-breed-identification/train/0161847d5bfae154af084993fa26a1a7.jpg\n/kaggle/input/dog-breed-identification/train/ad28b267501ce726440c9d5cae4e6f33.jpg\n/kaggle/input/dog-breed-identification/train/f89aacf1761449fc76d665cce1399f33.jpg\n/kaggle/input/dog-breed-identification/train/87ce562699605ac7ef87b38dc1ae6f2a.jpg\n/kaggle/input/dog-breed-identification/train/3c92b96b64a7ce342411aa1cd0dc7936.jpg\n/kaggle/input/dog-breed-identification/train/3b266adc845e74ee438f2a67e57938d1.jpg\n/kaggle/input/dog-breed-identification/train/3cc8881795884439670f3b6722ad1482.jpg\n/kaggle/input/dog-breed-identification/train/8e11ed7d590db5f624fc248051dfa485.jpg\n/kaggle/input/dog-breed-identification/train/e59ba8576716c823f7731385d802fd49.jpg\n/kaggle/input/dog-breed-identification/train/6762783f84d52175288ca1de18f1033a.jpg\n/kaggle/input/dog-breed-identification/train/99f66bd73ac12814fd9bd2c98997a73a.jpg\n/kaggle/input/dog-breed-identification/train/753567eba07d2765269cc1f2a317ddb1.jpg\n/kaggle/input/dog-breed-identification/train/278b69e68354513d1dba33be8bfbe1eb.jpg\n/kaggle/input/dog-breed-identification/train/8ae123d42a7fa0a086271728dc7e9226.jpg\n/kaggle/input/dog-breed-identification/train/a8a87c46f4bf134ffd7a72204c83c865.jpg\n/kaggle/input/dog-breed-identification/train/42672a27407ebb1beddbbac746c304bc.jpg\n/kaggle/input/dog-breed-identification/train/2866b7c2eb58fdad90098ded08d201a6.jpg\n/kaggle/input/dog-breed-identification/train/937e122b29817a9aad7786d14b713cf3.jpg\n/kaggle/input/dog-breed-identification/train/cd3c21425c633a2d1c7d0df930245851.jpg\n/kaggle/input/dog-breed-identification/train/c91ca333b6b3dddab742a63d75a135ee.jpg\n/kaggle/input/dog-breed-identification/train/8e7256b23446acbd33967122787c1eb3.jpg\n/kaggle/input/dog-breed-identification/train/12dfab0ecfdd9475b561febf2533513a.jpg\n/kaggle/input/dog-breed-identification/train/b57f4d8d01aec87fb4e257b1e265ec38.jpg\n/kaggle/input/dog-breed-identification/train/173b54d60d2d75be13416af93098445c.jpg\n/kaggle/input/dog-breed-identification/train/4e3ff871f2ae2ebd33498a5388a260e4.jpg\n/kaggle/input/dog-breed-identification/train/8935b2cad46c4030aa0801ae1415cb90.jpg\n/kaggle/input/dog-breed-identification/train/5696a7947fc7e1e5aeafd4541d7bdc08.jpg\n/kaggle/input/dog-breed-identification/train/298eb62d8d5e839db0a9d995fb55e7f1.jpg\n/kaggle/input/dog-breed-identification/train/e58763e5a8e37bcede344260eb20f26d.jpg\n/kaggle/input/dog-breed-identification/train/50da32396bff4b805b32e79eb21e53d2.jpg\n/kaggle/input/dog-breed-identification/train/9c8bab83db2da5aad21f41e44643de64.jpg\n/kaggle/input/dog-breed-identification/train/259bc30c8e5754ff9a8459dd75eee994.jpg\n/kaggle/input/dog-breed-identification/train/d5098803fe8e8ae632cc11df0ec4f399.jpg\n/kaggle/input/dog-breed-identification/train/eb64bbda1cedd44da3a37c65e4eacb9a.jpg\n/kaggle/input/dog-breed-identification/train/be4a591611ba024547744245db075c98.jpg\n/kaggle/input/dog-breed-identification/train/708142f49bc6544f2881c6387d91f9c9.jpg\n/kaggle/input/dog-breed-identification/train/22df91a9c602fd14d87ea62784f179d0.jpg\n/kaggle/input/dog-breed-identification/train/98d93f25c790be32356634ef856a738c.jpg\n/kaggle/input/dog-breed-identification/train/31a289a5fe76268b30549c8477a3cd68.jpg\n/kaggle/input/dog-breed-identification/train/a6aeb00d5829c0e2a5c0c4998900bd8d.jpg\n/kaggle/input/dog-breed-identification/train/c90e3c991d6f2c79fdfd233a09f64f99.jpg\n/kaggle/input/dog-breed-identification/train/8fb2be84faae8faae043077b5508bcfb.jpg\n/kaggle/input/dog-breed-identification/train/fca2032135773108cb9811ab71d7f5c6.jpg\n/kaggle/input/dog-breed-identification/train/b6441584ff99c3bb376c67e0bc411c47.jpg\n/kaggle/input/dog-breed-identification/train/b7cae62d0e5082ed3a7c05a578303b4f.jpg\n/kaggle/input/dog-breed-identification/train/404a7f3fe4c6d7c77a2e1ee19e506aec.jpg\n/kaggle/input/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pandas as pd\nimport numpy as np\nimport os, cv2, random, time, shutil, csv\nimport tensorflow as tf\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport matplotlib.image as npimg\nfrom tqdm import tqdm\nnp.random.seed(42)\n%matplotlib inline\nimport json\nimport os\nimport cv2\nimport keras\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.models import Model\nfrom keras.layers import BatchNormalization, Dense, GlobalAveragePooling2D, Lambda, Dropout, InputLayer, Input\n\nfrom tensorflow.keras.preprocessing.image import load_img\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:44:05.586437Z","iopub.execute_input":"2023-02-04T13:44:05.586879Z","iopub.status.idle":"2023-02-04T13:44:05.90598Z","shell.execute_reply.started":"2023-02-04T13:44:05.586843Z","shell.execute_reply":"2023-02-04T13:44:05.90511Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"train_dir='/kaggle/input/dog-breed-identification/train/'\ntest_dir='/kaggle/input/dog-breed-identification/test/'\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:54:01.877494Z","iopub.execute_input":"2023-02-04T13:54:01.877958Z","iopub.status.idle":"2023-02-04T13:54:01.883508Z","shell.execute_reply.started":"2023-02-04T13:54:01.877906Z","shell.execute_reply":"2023-02-04T13:54:01.882356Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"labels_df=pd.read_csv('/kaggle/input/dog-breed-identification/labels.csv')\nsample_df=pd.read_csv('/kaggle/input/dog-breed-identification/sample_submission.csv')\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:54:04.595973Z","iopub.execute_input":"2023-02-04T13:54:04.59633Z","iopub.status.idle":"2023-02-04T13:54:04.922322Z","shell.execute_reply.started":"2023-02-04T13:54:04.5963Z","shell.execute_reply":"2023-02-04T13:54:04.920878Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"labels_df.head()\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:54:08.045812Z","iopub.execute_input":"2023-02-04T13:54:08.046207Z","iopub.status.idle":"2023-02-04T13:54:08.055495Z","shell.execute_reply.started":"2023-02-04T13:54:08.046176Z","shell.execute_reply":"2023-02-04T13:54:08.054762Z"},"trusted":true},"execution_count":23,"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"                                 id             breed\n0  000bec180eb18c7604dcecc8fe0dba07       boston_bull\n1  001513dfcb2ffafc82cccf4d8bbaba97             dingo\n2  001cdf01b096e06d78e9e5112d419397          pekinese\n3  00214f311d5d2247d5dfe4fe24b2303d          bluetick\n4  0021f9ceb3235effd7fcde7f7538ed62  golden_retriever","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>breed</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>000bec180eb18c7604dcecc8fe0dba07</td>\n      <td>boston_bull</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>001513dfcb2ffafc82cccf4d8bbaba97</td>\n      <td>dingo</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>001cdf01b096e06d78e9e5112d419397</td>\n      <td>pekinese</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>00214f311d5d2247d5dfe4fe24b2303d</td>\n      <td>bluetick</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0021f9ceb3235effd7fcde7f7538ed62</td>\n      <td>golden_retriever</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"labels_df.shape","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:54:09.520804Z","iopub.execute_input":"2023-02-04T13:54:09.521188Z","iopub.status.idle":"2023-02-04T13:54:09.527866Z","shell.execute_reply.started":"2023-02-04T13:54:09.521147Z","shell.execute_reply":"2023-02-04T13:54:09.526843Z"},"trusted":true},"execution_count":24,"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"(10222, 2)"},"metadata":{}}]},{"cell_type":"code","source":"print(f\"Number of pic in train_dir {len(os.listdir(train_dir))}\")\nprint(f\"Number of pic in test_dir {len(os.listdir(test_dir))}\")","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:54:13.066099Z","iopub.execute_input":"2023-02-04T13:54:13.0665Z","iopub.status.idle":"2023-02-04T13:54:13.080615Z","shell.execute_reply.started":"2023-02-04T13:54:13.066466Z","shell.execute_reply":"2023-02-04T13:54:13.079223Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stdout","text":"Number of pic in train_dir 10222\nNumber of pic in test_dir 10357\n","output_type":"stream"}]},{"cell_type":"code","source":"dog_breeds=sorted(labels_df['breed'].unique())\nn_classes=len(dog_breeds)\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:54:14.390887Z","iopub.execute_input":"2023-02-04T13:54:14.391311Z","iopub.status.idle":"2023-02-04T13:54:14.397686Z","shell.execute_reply.started":"2023-02-04T13:54:14.391269Z","shell.execute_reply":"2023-02-04T13:54:14.396784Z"},"trusted":true},"execution_count":26,"outputs":[]},{"cell_type":"code","source":"class_to_num= dict(zip(dog_breeds, range(n_classes)))\nclass_to_num\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:54:18.200885Z","iopub.execute_input":"2023-02-04T13:54:18.201296Z","iopub.status.idle":"2023-02-04T13:54:18.212608Z","shell.execute_reply.started":"2023-02-04T13:54:18.201254Z","shell.execute_reply":"2023-02-04T13:54:18.211379Z"},"trusted":true},"execution_count":27,"outputs":[{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"{'affenpinscher': 0,\n 'afghan_hound': 1,\n 'african_hunting_dog': 2,\n 'airedale': 3,\n 'american_staffordshire_terrier': 4,\n 'appenzeller': 5,\n 'australian_terrier': 6,\n 'basenji': 7,\n 'basset': 8,\n 'beagle': 9,\n 'bedlington_terrier': 10,\n 'bernese_mountain_dog': 11,\n 'black-and-tan_coonhound': 12,\n 'blenheim_spaniel': 13,\n 'bloodhound': 14,\n 'bluetick': 15,\n 'border_collie': 16,\n 'border_terrier': 17,\n 'borzoi': 18,\n 'boston_bull': 19,\n 'bouvier_des_flandres': 20,\n 'boxer': 21,\n 'brabancon_griffon': 22,\n 'briard': 23,\n 'brittany_spaniel': 24,\n 'bull_mastiff': 25,\n 'cairn': 26,\n 'cardigan': 27,\n 'chesapeake_bay_retriever': 28,\n 'chihuahua': 29,\n 'chow': 30,\n 'clumber': 31,\n 'cocker_spaniel': 32,\n 'collie': 33,\n 'curly-coated_retriever': 34,\n 'dandie_dinmont': 35,\n 'dhole': 36,\n 'dingo': 37,\n 'doberman': 38,\n 'english_foxhound': 39,\n 'english_setter': 40,\n 'english_springer': 41,\n 'entlebucher': 42,\n 'eskimo_dog': 43,\n 'flat-coated_retriever': 44,\n 'french_bulldog': 45,\n 'german_shepherd': 46,\n 'german_short-haired_pointer': 47,\n 'giant_schnauzer': 48,\n 'golden_retriever': 49,\n 'gordon_setter': 50,\n 'great_dane': 51,\n 'great_pyrenees': 52,\n 'greater_swiss_mountain_dog': 53,\n 'groenendael': 54,\n 'ibizan_hound': 55,\n 'irish_setter': 56,\n 'irish_terrier': 57,\n 'irish_water_spaniel': 58,\n 'irish_wolfhound': 59,\n 'italian_greyhound': 60,\n 'japanese_spaniel': 61,\n 'keeshond': 62,\n 'kelpie': 63,\n 'kerry_blue_terrier': 64,\n 'komondor': 65,\n 'kuvasz': 66,\n 'labrador_retriever': 67,\n 'lakeland_terrier': 68,\n 'leonberg': 69,\n 'lhasa': 70,\n 'malamute': 71,\n 'malinois': 72,\n 'maltese_dog': 73,\n 'mexican_hairless': 74,\n 'miniature_pinscher': 75,\n 'miniature_poodle': 76,\n 'miniature_schnauzer': 77,\n 'newfoundland': 78,\n 'norfolk_terrier': 79,\n 'norwegian_elkhound': 80,\n 'norwich_terrier': 81,\n 'old_english_sheepdog': 82,\n 'otterhound': 83,\n 'papillon': 84,\n 'pekinese': 85,\n 'pembroke': 86,\n 'pomeranian': 87,\n 'pug': 88,\n 'redbone': 89,\n 'rhodesian_ridgeback': 90,\n 'rottweiler': 91,\n 'saint_bernard': 92,\n 'saluki': 93,\n 'samoyed': 94,\n 'schipperke': 95,\n 'scotch_terrier': 96,\n 'scottish_deerhound': 97,\n 'sealyham_terrier': 98,\n 'shetland_sheepdog': 99,\n 'shih-tzu': 100,\n 'siberian_husky': 101,\n 'silky_terrier': 102,\n 'soft-coated_wheaten_terrier': 103,\n 'staffordshire_bullterrier': 104,\n 'standard_poodle': 105,\n 'standard_schnauzer': 106,\n 'sussex_spaniel': 107,\n 'tibetan_mastiff': 108,\n 'tibetan_terrier': 109,\n 'toy_poodle': 110,\n 'toy_terrier': 111,\n 'vizsla': 112,\n 'walker_hound': 113,\n 'weimaraner': 114,\n 'welsh_springer_spaniel': 115,\n 'west_highland_white_terrier': 116,\n 'whippet': 117,\n 'wire-haired_fox_terrier': 118,\n 'yorkshire_terrier': 119}"},"metadata":{}}]},{"cell_type":"code","source":"img1=(train_dir+labels_df.id+'.jpg')[11]\nimg1\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:52:17.39166Z","iopub.execute_input":"2023-02-04T13:52:17.392097Z","iopub.status.idle":"2023-02-04T13:52:17.401186Z","shell.execute_reply.started":"2023-02-04T13:52:17.392059Z","shell.execute_reply":"2023-02-04T13:52:17.400072Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"'/kaggle/input/dog-breed-identification/train0067dc3eab0b3c3ef0439477624d85d6.jpg'"},"metadata":{}}]},{"cell_type":"code","source":"img=cv2.imread((img1))\nplt.imshow(img)\n","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:55:28.3158Z","iopub.execute_input":"2023-02-04T13:55:28.316246Z","iopub.status.idle":"2023-02-04T13:55:28.524658Z","shell.execute_reply.started":"2023-02-04T13:55:28.316209Z","shell.execute_reply":"2023-02-04T13:55:28.523032Z"},"trusted":true},"execution_count":28,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_27/1637291778.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/_api/deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    457\u001b[0m                 \u001b[0;34m\"parameter will become keyword-only %(removal)s.\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    458\u001b[0m                 name=name, obj_type=f\"parameter of {func.__name__}()\")\n\u001b[0;32m--> 459\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    460\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    461\u001b[0m     \u001b[0;31m# Don't modify *func*'s signature, as boilerplate.py needs it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mimshow\u001b[0;34m(X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, interpolation_stage, filternorm, filterrad, resample, url, data, **kwargs)\u001b[0m\n\u001b[1;32m   2657\u001b[0m         \u001b[0mfilternorm\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfilternorm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilterrad\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfilterrad\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresample\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mresample\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2658\u001b[0m         \u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m\"data\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m}\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2659\u001b[0;31m         **kwargs)\n\u001b[0m\u001b[1;32m   2660\u001b[0m     \u001b[0msci\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m__ret\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2661\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0m__ret\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/_api/deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    457\u001b[0m                 \u001b[0;34m\"parameter will become keyword-only %(removal)s.\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    458\u001b[0m                 name=name, obj_type=f\"parameter of {func.__name__}()\")\n\u001b[0;32m--> 459\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    460\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    461\u001b[0m     \u001b[0;31m# Don't modify *func*'s signature, as boilerplate.py needs it.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1410\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mnew_sig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mimshow\u001b[0;34m(self, X, cmap, norm, aspect, interpolation, alpha, vmin, vmax, origin, extent, interpolation_stage, filternorm, filterrad, resample, url, **kwargs)\u001b[0m\n\u001b[1;32m   5479\u001b[0m                               **kwargs)\n\u001b[1;32m   5480\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5481\u001b[0;31m         \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5482\u001b[0m         \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_alpha\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5483\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_clip_path\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/image.py\u001b[0m in \u001b[0;36mset_data\u001b[0;34m(self, A)\u001b[0m\n\u001b[1;32m    705\u001b[0m                 not np.can_cast(self._A.dtype, float, \"same_kind\")):\n\u001b[1;32m    706\u001b[0m             raise TypeError(\"Image data of dtype {} cannot be converted to \"\n\u001b[0;32m--> 707\u001b[0;31m                             \"float\".format(self._A.dtype))\n\u001b[0m\u001b[1;32m    708\u001b[0m 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Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"img.shape","metadata":{"execution":{"iopub.status.busy":"2023-02-04T13:55:40.475625Z","iopub.execute_input":"2023-02-04T13:55:40.476322Z","iopub.status.idle":"2023-02-04T13:55:40.497989Z","shell.execute_reply.started":"2023-02-04T13:55:40.476277Z","shell.execute_reply":"2023-02-04T13:55:40.496675Z"},"trusted":true},"execution_count":29,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_27/4260751373.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'shape'"],"ename":"AttributeError","evalue":"'NoneType' object has no attribute 'shape'","output_type":"error"}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}