{"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":"### 0. Introduction and Background （介绍以及背景）\n\n#### 0.1 Data and Task Desciptions （数据和任务描述）\n\n- The dataset for this competition comprises over a thousand high-resolution whole-slide digital pathology images. Each slide depicts a blood clot from a patient that had experienced an acute ischemic stroke.（这个数据集是由千多张分辨率图片组成，每个片都是含有急性中风患者血块的影像）\n\n- The slides comprising the training and test sets depict clots with an etiology (that is, origin) known to be either CE (Cardioembolic) or LAA (Large Artery Atherosclerosis). We include a set of supplemental slides with a either an unknown etiology or an etiology other than CE or LAA.（训练集的片子都已经分好心源性的血栓（CE）和大动脉粥样硬化的血栓（LAA）,Other的数据集就是不确定的）\n\n- Your task is to classify the etiology (CE or LAA) of the slides in the test set for each patient.（各位老板任务就是用模型区分CE和LAA）\n\n#### 0.2 CE and LAA Stroke（心源性脑栓塞和大动脉粥样硬化脑血栓）\n\n- A cardioembolic stroke occurs when the heart pumps unwanted materials into the brain circulation, resulting in the occlusion of a brain blood vessel and damage to the brain tissue. The etiology, clinical manifestations, diagnosis and management of cardioembolic stroke are reviewed. （CE心源性脑栓塞简单来说就是由心脏脱落的物质进入脑血管导致的）\n\n- Atherosclerosis is a term that describes changes in the walls of blood vessels that occur as a result of inflammation and the accumulation of fatty deposits. Areas of atherosclerosis in arteries are often described as \"plaques\". Atherosclerosis causes arteries to narrow, and this impedes blood flow. These plaques can rupture, causing the formation of blood clots which can block arteries in the brain, heart or leg.（LAA动脉粥样硬化的血栓简单来说就是堆积在动脉的脂肪多了，导致血管缺乏弹性阻塞了。）\n\n#### Question 疑惑\n\n- 1. Is the tissue staining method consistent? Some slides look like using MSB method 染色方法是否一致？图片看起来是用MSB染色\n\n#### Guess 猜想\n\n- 1.Assuming that in imaging, significant differences can be detected between atherosclerotic arteries and normal arteries, even though these texture details etc. may not be accurately identified by the human eye（假设在影像学中，可以显著检测差异在粥样硬化动脉和正常的动脉，即使这些纹理细节等可能通过人眼无法准确识别）\n- 2.Based on 1, the model initially considers the difference between the two, and does not consider the interaction of the two for the beginning （基于1的前提，那么模型初步考虑分辨两者差异，暂且不考虑两者交互影响的情况）\n- 3.Histopathological and Ratio analysis of tissue staining (染色组织的直方图以及比例分析)\n\n#### link: \n- [Large Artery Disease Stroke](https://www.ndcn.ox.ac.uk/research/large-artery-disease#:~:text=Large%20artery%20atherosclerosis%20Atherosclerosis%20is%20a%20term%20that,atherosclerosis%20in%20arteries%20are%20often%20described%20as%20%22plaques%22.)\n- [Cardioembolic Stroke](https://www.annalsofian.org/article.asp?issn=0972-2327;year=2008;volume=11;issue=5;spage=52;epage=63;aulast=Leary#:~:text=A%20cardioembolic%20stroke%20occurs%20when%20the%20heart%20pumps,diagnosis%20and%20management%20of%20cardioembolic%20stroke%20are%20reviewed.)\n\n**Updated on 2022/07/17**","metadata":{}},{"cell_type":"markdown","source":"### Addition\n\n#### Thrombus\n- The thrombus obtained from thrombectomy was stained with MSB. Red blood cells are stained yellow, fibrin is stained red, and white blood cell nuclei (WBC) are stained purple.(取栓得到的血栓进行MSB染色。红细胞染为黄色、纤维蛋白染为红色、白细胞核（WBC）染为紫色。)\n \n- (A) erythrocyte-rich thrombus; (B) heterogeneous thrombus with a mixture of red blood cells (RBC) and fibrin; (C) thrombus with abundant fibrin and RBC structures; (D) fibrin-rich thrombus. The photo inset shows the nucleus of the WBC.(（A）富含红细胞的血栓；（B）具有红细胞（RBC）和纤维蛋白混合物的异质血栓；（C）具有大量纤维蛋白和RBC结构的血栓；（D）富含纤维蛋白的血栓。照片插图显示了WBC的细胞核。\n)\n![][thrombus.example]\n\n[thrombus.example]:data:image/jpg;base64,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\n\n急性卒中取栓的分次血栓组织分析 - 赵明","metadata":{}},{"cell_type":"markdown","source":"### 1. Data Exploration (数据探索)","metadata":{}},{"cell_type":"code","source":"import pandas as pd\n\nfrom openslide import OpenSlide\nimport matplotlib.pyplot as plt\n\nfrom pprint import pprint","metadata":{"execution":{"iopub.status.busy":"2022-07-17T09:31:01.148257Z","iopub.execute_input":"2022-07-17T09:31:01.148629Z","iopub.status.idle":"2022-07-17T09:31:01.154422Z","shell.execute_reply.started":"2022-07-17T09:31:01.1486Z","shell.execute_reply":"2022-07-17T09:31:01.153307Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"other_dir = \"../input/mayo-clinic-strip-ai/other\"\ntest_dir = \"../input/mayo-clinic-strip-ai/test\"\ntrain_dir = \"../input/mayo-clinic-strip-ai/train\"\n\ntrain_df = pd.read_csv(\"../input/mayo-clinic-strip-ai/train.csv\")\ntest_df = pd.read_csv(\"../input/mayo-clinic-strip-ai/test.csv\")\nother_df = pd.read_csv(\"../input/mayo-clinic-strip-ai/other.csv\")","metadata":{"execution":{"iopub.status.busy":"2022-07-17T09:31:01.183131Z","iopub.execute_input":"2022-07-17T09:31:01.183427Z","iopub.status.idle":"2022-07-17T09:31:01.201281Z","shell.execute_reply.started":"2022-07-17T09:31:01.183405Z","shell.execute_reply":"2022-07-17T09:31:01.200329Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def get_info(df, xdir, img_id, img_region = None, img_level = None, img_size = None):\n    #basic\n    print(\"basic info:\")\n    pprint(df.loc[df[\"image_id\"]==img_id])\n    #img\n    img_path = xdir + \"/\" + img_id + \".tif\"\n    slide = OpenSlide(img_path)\n    print(\"img info:\")\n    pprint(dict(slide.properties))\n    \n    if((img_region is None) | (img_level is None) | (img_size is None)):\n        img_region = (0, 0)\n        img_level = 0\n        img_size = slide.dimensions\n    img = slide.read_region(img_region, img_level, img_size)\n    plt.figure(figsize=(20, 20))\n    plt.imshow(img)","metadata":{"execution":{"iopub.status.busy":"2022-07-17T09:31:01.211185Z","iopub.execute_input":"2022-07-17T09:31:01.212197Z","iopub.status.idle":"2022-07-17T09:31:01.220184Z","shell.execute_reply.started":"2022-07-17T09:31:01.212166Z","shell.execute_reply":"2022-07-17T09:31:01.219073Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"region = (1000, 0)\nlevel = 0\nsize = (5000,5000)\nget_info(train_df, train_dir, \"008e5c_0\", region, level, size)\n","metadata":{"execution":{"iopub.status.busy":"2022-07-17T09:31:01.239084Z","iopub.execute_input":"2022-07-17T09:31:01.239933Z","iopub.status.idle":"2022-07-17T09:31:05.819475Z","shell.execute_reply.started":"2022-07-17T09:31:01.239903Z","shell.execute_reply":"2022-07-17T09:31:05.818408Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"region = (3300, 2000)\nlevel = 0\nsize = (3000,3000)\nget_info(train_df, train_dir, \"055f6a_0\",region,level,size)","metadata":{"execution":{"iopub.status.busy":"2022-07-17T09:31:05.822115Z","iopub.execute_input":"2022-07-17T09:31:05.822521Z","iopub.status.idle":"2022-07-17T09:31:07.900082Z","shell.execute_reply.started":"2022-07-17T09:31:05.82249Z","shell.execute_reply":"2022-07-17T09:31:07.898925Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"region = (2000, 0)\nlevel = 0\nsize = (5000,5000)\nget_info(train_df, train_dir, \"0fcfe9_0\",region,level,size)","metadata":{"execution":{"iopub.status.busy":"2022-07-17T09:31:07.901466Z","iopub.execute_input":"2022-07-17T09:31:07.902265Z","iopub.status.idle":"2022-07-17T09:31:12.684562Z","shell.execute_reply.started":"2022-07-17T09:31:07.902239Z","shell.execute_reply":"2022-07-17T09:31:12.683369Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"region = (6000, 3000)\nlevel = 0\nsize = (3000,3000)\nget_info(train_df, train_dir, \"0ed87f_1\",region,level,size)","metadata":{"execution":{"iopub.status.busy":"2022-07-17T09:31:12.686581Z","iopub.execute_input":"2022-07-17T09:31:12.68748Z","iopub.status.idle":"2022-07-17T09:31:14.799268Z","shell.execute_reply.started":"2022-07-17T09:31:12.687448Z","shell.execute_reply":"2022-07-17T09:31:14.798156Z"},"trusted":true},"execution_count":null,"outputs":[]}]}