{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Introduction\nProstate cancer is cancer that occurs in the prostate — a small walnut-shaped gland in men that produces the seminal fluid that nourishes and transports sperm.\n\nProstate cancer is one of the most common types of cancer in men. Usually prostate cancer grows slowly and is initially confined to the prostate gland, where it may not cause serious harm. However, while some types of prostate cancer grow slowly and may need minimal or even no treatment, other types are aggressive and can spread quickly"},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import sys\nimport os\nimport subprocess\nfrom six import string_types\n\n# Make sure you have all of these packages installed, e.g. via pip\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport matplotlib.image as mpimg\nimport scipy\nfrom skimage import io\nfrom scipy import ndimage\nimport rasterio\nimport openslide\nfrom IPython.display import display\nimport os\nfrom tqdm.auto import tqdm \nimport PIL\nfrom IPython.display import Image, display\nimport plotly.graph_objs as go\nsns.set_style(\"darkgrid\")\n# import the necessary packages\n%matplotlib inline","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ROOT = \"/kaggle/input/prostate-cancer-grade-assessment/\"\n!ls {ROOT}","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# image and mask directories\ndata_dir = f'{ROOT}/train_images'\nmask_dir = f'{ROOT}/train_label_masks'","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Gleason Score"},{"metadata":{},"cell_type":"markdown","source":"The Gleason Score is the grading system used to determine the aggressiveness of prostate cancer. ... The Gleason Score ranges from 1-5 and describes how much the cancer from a biopsy looks like healthy tissue (lower score) or abnormal tissue (higher score). Most cancers score a grade of 3 or higher."},{"metadata":{},"cell_type":"markdown","source":"A Video has been attached that , will show the **Gleason Score** https://www.youtube.com/watch?v=1Q7ERNtLcvk"},{"metadata":{},"cell_type":"markdown","source":"# Grade Group?\nIn 2014, the International Society of Urological Pathologists released supplementary guidance and a revised prostate cancer grading system, called the Grade Groups.\n\nThe Grade Group system is simpler, with just five grades, 1 through 5."},{"metadata":{},"cell_type":"markdown","source":"<table class=\"table table-striped table-hover\">\n<thead>\n<tr>\n<th><b>Risk Group</b></th>\n<th><b>Grade Group</b></th>\n<th><b>Gleason Score</b></th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>Low</td>\n<td>Grade Group 1</td>\n<td>Gleason Score ≤ 6</td>\n</tr>\n<tr>\n<td>Intermediate Favorable</td>\n<td>Grade Group 2</td>\n<td>Gleason Score 7 (3 + 4)</td>\n</tr>\n<tr>\n<td>Intermediate Unfavorable</td>\n<td>Grade Group 3</td>\n<td>Gleason Score 7 (4 + 3)</td>\n</tr>\n<tr>\n<td>High</td>\n<td>Grade Group 4</td>\n<td>Gleason Score 8</td>\n</tr>\n<tr>\n<td>High</td>\n<td>Grade Group 5</td>\n<td>Gleason Score 9-10</td>\n</tr>\n</tbody>\n</table>"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"train_path = ROOT + \"train.csv\"\ntrain_df = pd.read_csv(train_path)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_df.head()\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"shape : \", train_df.shape)\nprint(\"unique data provider : \", len(train_df.data_provider.unique()))\nprint(\"unique isup_grade(target) : \", len(train_df.isup_grade.unique()))\nprint(\"unique gleason_score : \", len(train_df.gleason_score.unique()))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# target Distribution"},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = sns.countplot(x=\"isup_grade\", data=train_df)\nplt.title(\"target distribution\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ax = sns.countplot(x=\"data_provider\", data=train_df)\nplt.title(\"Data Provider\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig= plt.figure(figsize=(10,6))\nax = sns.countplot(x=\"isup_grade\", hue=\"data_provider\", data=train_df)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12,5))\nsns.countplot(ax=ax1, y=\"gleason_score\", data=train_df)\nsns.countplot(ax=ax2, y=\"gleason_score\",hue='data_provider', data=train_df)\nplt.tight_layout()\nplt.title(\"counts of different gleason_score\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Reading Image File"},{"metadata":{"trusted":true},"cell_type":"code","source":"path = '/kaggle/input/prostate-cancer-grade-assessment/train_images/0005f7aaab2800f6170c399693a96917.tiff'\nsrc = rasterio.open(path)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"src.name\narray = src.read(1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"array","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from matplotlib import pyplot\npyplot.imshow(array)\npyplot.show()  ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Reading A Train Mask Image"},{"metadata":{"trusted":true},"cell_type":"code","source":"train_label_masks = '/kaggle/input/prostate-cancer-grade-assessment/train_label_masks/00412139e6b04d1e1cee8421f38f6e90_mask.tiff'\nsrc = rasterio.open(train_label_masks)\nsrc.name\narray = src.read(1)\npyplot.imshow(array)\npyplot.show()  ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Display Images together"},{"metadata":{"trusted":true},"cell_type":"code","source":"files = os.listdir(ROOT+\"train_images/\")\nprint(f\"there are {len(files)} tiff files in train_images folder\")\nfor i in train_df.image_id:\n    assert i+\".tiff\" in files\nprint(\"all training image_ids have their files in train_images folder\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"slide = openslide.OpenSlide(ROOT+\"train_images/\"+files[0])\nspacing = 1 / (float(slide.properties['tiff.XResolution']) / 10000)\nprint(f\"File id: {slide}\")\nprint(f\"Dimensions: {slide.dimensions}\")\nprint(f\"Microns per pixel / pixel spacing: {spacing:.3f}\")\nprint(f\"Number of levels in the image: {slide.level_count}\")\nprint(f\"Downsample factor per level: {slide.level_downsamples}\")\nprint(f\"Dimensions of levels: {slide.level_dimensions}\")\npatch = slide.read_region((1780,1950), 0, (256, 256))\ndisplay(patch) # Display the image\nslide.close()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dims, spacings, level_counts = [], [], []\ndown_levels, level_dims = [], []\n\n# train = train.sample(300)\nfor i in tqdm(train_df.image_id, leave=False):\n    slide = openslide.OpenSlide(ROOT+\"train_images/\"+i+\".tiff\")\n    spacing = 1 / (float(slide.properties['tiff.XResolution']) / 10000)\n    dims.append(slide.dimensions)\n    spacings.append(spacing)\n    level_counts.append(slide.level_count)\n    down_levels.append(slide.level_downsamples)\n    level_dims.append(slide.level_dimensions)\n    slide.close()\n    del slide","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_df['width']  = [i[0] for i in dims]\ntrain_df['height'] = [i[1] for i in dims]\ntrain_df['spacing'] = spacings\ntrain_df['level_count'] = level_counts\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.figure(figsize=(10,6))\nax = sns.scatterplot(x='width', y='height', data=train_df, alpha=0.3)\nplt.title(\"height(y) width(x) scatter plot\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig = plt.figure(figsize=(10,6))\nax = sns.scatterplot(x='width', y='height', hue='isup_grade', data=train_df, alpha=0.6)\nplt.title(\"height(y) width(x) scatter plot with target\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15,4))\nsns.countplot(ax=ax1, x=train_df['level_count'])\nax1.set_title(\"level counts\")\nsns.distplot(ax=ax2, a=[j for i in down_levels for j in i], bins=12, kde=False)\nax2.set_title(\"down level\")\nsns.distplot(ax=ax3, a=train_df['spacing'], kde=False)\nax2.set_title(\"spacing distribution\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"In the following sections we will load data from the slides with OpenSlide. The benefit of OpenSlide is that we can load arbitrary regions of the slide, without loading the whole image in memory. Want to interactively view a slide? We have added an interactive viewer to this notebook in the last section."},{"metadata":{"trusted":true},"cell_type":"code","source":"def display_images(slides):     \n    for slide in slides:\n        image = openslide.OpenSlide(os.path.join(data_dir, f'{slide}.tiff'))\n        spacing = 1 / (float(image.properties['tiff.XResolution']) / 10000)\n        patch = image.read_region((1780,1950), 0, (256, 256))\n        display(patch) # Display the image\n        \n        print(f\"File id: {slide}\")\n        print(f\"Dimensions: {image.dimensions}\")\n        print(f\"Microns per pixel / pixel spacing: {spacing:.3f}\")\n        print(f\"Number of levels in the image: {image.level_count}\")\n        print(f\"Downsample factor per level: {image.level_downsamples}\")\n        print(f\"Dimensions of levels: {image.level_dimensions}\")\n        \n        image.close()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"images = [\n    '005e66f06bce9c2e49142536caf2f6ee',\n    '001c62abd11fa4b57bf7a6c603a11bb9',\n    '000920ad0b612851f8e01bcc880d9b3d'\n]\n\ndisplay_images(images)","execution_count":null,"outputs":[]}],"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":4,"nbformat_minor":4}