plant101-data-visualize.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.10","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":"!wget -O dataset.zip https://data.mendeley.com/public-files/datasets/tywbtsjrjv/files/b4e3a32f-c0bd-4060-81e9-6144231f2520/file_downloaded\n!unzip -qq dataset.zip -d dataset","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-05-05T20:07:54.845327Z","iopub.execute_input":"2023-05-05T20:07:54.845656Z","iopub.status.idle":"2023-05-05T20:08:57.490605Z","shell.execute_reply.started":"2023-05-05T20:07:54.845628Z","shell.execute_reply":"2023-05-05T20:08:57.489374Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"--2023-05-05 20:07:55--  https://data.mendeley.com/public-files/datasets/tywbtsjrjv/files/b4e3a32f-c0bd-4060-81e9-6144231f2520/file_downloaded\nResolving data.mendeley.com (data.mendeley.com)... 162.159.130.86, 162.159.133.86\nConnecting to data.mendeley.com (data.mendeley.com)|162.159.130.86|:443... connected.\nHTTP request sent, awaiting response... 302 Found\nLocation: https://prod-dcd-datasets-public-files-eu-west-1.s3.eu-west-1.amazonaws.com/349ac012-2948-4172-bbba-3bf8f76596fd [following]\n--2023-05-05 20:07:56--  https://prod-dcd-datasets-public-files-eu-west-1.s3.eu-west-1.amazonaws.com/349ac012-2948-4172-bbba-3bf8f76596fd\nResolving prod-dcd-datasets-public-files-eu-west-1.s3.eu-west-1.amazonaws.com (prod-dcd-datasets-public-files-eu-west-1.s3.eu-west-1.amazonaws.com)... 52.218.53.115, 52.92.35.202, 52.218.101.200, ...\nConnecting to prod-dcd-datasets-public-files-eu-west-1.s3.eu-west-1.amazonaws.com (prod-dcd-datasets-public-files-eu-west-1.s3.eu-west-1.amazonaws.com)|52.218.53.115|:443... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 949267727 (905M) [application/zip]\nSaving to: ‘dataset.zip’\n\ndataset.zip         100%[===================>] 905.29M  19.1MB/s    in 47s     \n\n2023-05-05 20:08:44 (19.4 MB/s) - ‘dataset.zip’ saved [949267727/949267727]\n\n","output_type":"stream"}]},{"cell_type":"code","source":"import os\nimport matplotlib.pyplot as plt # for plotting informations on graph and images using tensors\nfrom PIL import Image\nimport torchvision.transforms as transforms   # for transforming images into tensors \nfrom torchvision.utils import make_grid       # for data checking\nfrom torchvision.datasets import ImageFolder  # for working with classes and images\nimport pandas as pd","metadata":{"execution":{"iopub.status.busy":"2023-05-05T20:17:02.930123Z","iopub.execute_input":"2023-05-05T20:17:02.930518Z","iopub.status.idle":"2023-05-05T20:17:02.935035Z","shell.execute_reply.started":"2023-05-05T20:17:02.930487Z","shell.execute_reply":"2023-05-05T20:17:02.934210Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"import os\nimport pandas as pd\n\ndirectory = \"/kaggle/working/dataset/Plant_leave_diseases_dataset_with_augmentation\"\ndiseases = os.listdir(directory)\n\nnums = {}\nfor disease in diseases:\n    disease_path = os.path.join(directory, disease)\n    nums[disease] = len(os.listdir(disease_path))\n\nimg_per_class = pd.DataFrame(nums.values(), index=nums.keys(), columns=[\"no. of images\"])\nprint(img_per_class)","metadata":{"execution":{"iopub.status.busy":"2023-05-05T20:18:05.481013Z","iopub.execute_input":"2023-05-05T20:18:05.481376Z","iopub.status.idle":"2023-05-05T20:18:05.525438Z","shell.execute_reply.started":"2023-05-05T20:18:05.481347Z","shell.execute_reply":"2023-05-05T20:18:05.524301Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"                                               no. of images\nTomato___Early_blight                                   1000\nSquash___Powdery_mildew                                 1835\nCherry___Powdery_mildew                                 1052\nSoybean___healthy                                       5090\nCherry___healthy                                        1000\nStrawberry___Leaf_scorch                                1109\nTomato___Leaf_Mold                                      1000\nGrape___Esca_(Black_Measles)                            1383\nApple___healthy                                         1645\nBlueberry___healthy                                     1502\nPotato___Late_blight                                    1000\nApple___Black_rot                                       1000\nTomato___Target_Spot                                    1404\nGrape___healthy                                         1000\nPeach___healthy                                         1000\nGrape___Black_rot                                       1180\nGrape___Leaf_blight_(Isariopsis_Leaf_Spot)              1076\nTomato___Tomato_mosaic_virus                            1000\nTomato___Spider_mites Two-spotted_spider_mite           1676\nRaspberry___healthy                                     1000\nTomato___Bacterial_spot                                 2127\nBackground_without_leaves                               1143\nCorn___Common_rust                                      1192\nApple___Cedar_apple_rust                                1000\nCorn___healthy                                          1162\nPotato___healthy                                        1000\nApple___Apple_scab                                      1000\nPepper,_bell___healthy                                  1478\nTomato___Late_blight                                    1909\nCorn___Cercospora_leaf_spot Gray_leaf_spot              1000\nPotato___Early_blight                                   1000\nPeach___Bacterial_spot                                  2297\nTomato___Tomato_Yellow_Leaf_Curl_Virus                  5357\nCorn___Northern_Leaf_Blight                             1000\nOrange___Haunglongbing_(Citrus_greening)                5507\nTomato___healthy                                        1591\nStrawberry___healthy                                    1000\nPepper,_bell___Bacterial_spot                           1000\nTomato___Septoria_leaf_spot                             1771\n","output_type":"stream"}]},{"cell_type":"code","source":"# plotting number of images available for each disease\nindex = [n for n in range(39)]\nplt.figure(figsize=(20, 5))\nplt.bar(index, [n for n in nums.values()], width=0.3)\nplt.xlabel('Plants/Diseases', fontsize=10)\nplt.ylabel('No of images available', fontsize=10)\nplt.xticks(index, diseases, fontsize=5, rotation=90)\nplt.title('Images per each class of plant disease')","metadata":{"execution":{"iopub.status.busy":"2023-05-05T20:18:19.961731Z","iopub.execute_input":"2023-05-05T20:18:19.962444Z","iopub.status.idle":"2023-05-05T20:18:20.558529Z","shell.execute_reply.started":"2023-05-05T20:18:19.962413Z","shell.execute_reply":"2023-05-05T20:18:20.557686Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'Images per each class of plant disease')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 2000x500 with 1 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"},"metadata":{}}]}]}