智能老年医疗 - Excelsior

2 老年人的远程智能诊疗/early_Insurance - Excelsior/Dockerfile

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+FROM python:3.7
+
+RUN pip install virtualenv
+ENV VIRTUAL_ENV=/venv
+RUN virtualenv venv -p python3
+ENV PATH="VIRTUAL_ENV/bin:$PATH"
+
+WORKDIR /app
+ADD . /app
+
+RUN mkdir .pip
+ADD pip.conf /root/.pip/
+
+# Install dependencies
+RUN pip install -r requirements.txt
+
+# Expose port 
+EXPOSE 5000
+
+# Run the application:
+CMD ["python", "app.py"]

2 老年人的远程智能诊疗/early_Insurance - Excelsior/README.md

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+# ReadMe
+
+## 作品介绍：应用场景
+
+在老年医疗在很长的一段时间以来，医患沟通，还有具体的理解，都是一个很大的问题，我们在这项目当中有两个方向，首先先让患者对于医疗的情况心里有底，对于自己的保险情况有所了解，第二阶段是基于目前日渐严重的老年患者脑瘤的部分做建模解析，让患者可以更好地了解自身情况。
+
+## 安装、编译指南
+
+安裝：
+
+```python
+pip install -r requirements.txt
+```
+
+执行：
+
+```python
+python app.py
+```
+默认端口：
+
+0.0.0.0:5000
+
+`brain-mri-segmentation-using-unet-keras.ipynb` 关于脑瘤的识别，之后近一步同步到项目当中。
+
+## 团队介绍：团队成员、联系方式等
+
+Xernaga Wang: [email protected]
+
+冯晓敏: [email protected] 
+
+## 使用到的 AWS 技术:
+
+Fatgate

2 老年人的远程智能诊疗/early_Insurance - Excelsior/app.py

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+from flask import Flask,request, url_for, redirect, render_template, jsonify
+from pycaret.regression import *
+import pandas as pd
+import pickle
+import numpy as np
+
+app = Flask(__name__)
+
+model=load_model('deployment_28042020')
+
+@app.route('/')
+def home():
+    return render_template("home.html")
+
+
+@app.route('/predict',methods=['POST'])
+def predict():
+    int_features=[x for x in request.form.values()]
+    final=np.array(int_features)
+    col = ['age', 'sex', 'bmi', 'children', 'smoker', 'region']
+    data_unseen = pd.DataFrame([int_features], columns = col)
+    print(int_features)
+    print(final)
+    prediction=predict_model(model, data=data_unseen, round = 0)
+    prediction=int(prediction.Label[0])
+    print(prediction)
+    return render_template('home.html',pred='保险金额预估 {}'.format(prediction))
+
+@app.route('/predict_api',methods=['POST'])
+def predict_api():
+    '''
+    For direct API calls trought request
+    '''
+    data = request.get_json(force=True)
+    data_unseen = pd.DataFrame([data])
+    prediction = predict_model(model, data=data_unseen)
+    output = prediction.Label[0]
+    return jsonify(output)
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', debug = True)

2 老年人的远程智能诊疗/early_Insurance - Excelsior/assets/style.css

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+*,
+*::before,
+*::after {
+  box-sizing: border-box;
+}
+
+html {
+  width: 100%;
+  height: 100%;
+}
+
+body {
+  width: 100%;
+  height: 100%;
+  font-family: "Helvetica", "Arial", sans-serif;
+  font-size: 14px;
+  text-align: center;
+  letter-spacing: 1.2px;
+}
+
+input {
+  border-radius: 6px;
+}
+
+input:focus {
+  outline: none !important;
+  border: 1.5px solid #8d4bbb;
+}
+
+.header-wrapper {
+  position: relative;
+  overflow: hidden;
+  height: 600px;
+}
+
+.header {
+  width: 100%;
+  height: 100%;
+  background-image: linear-gradient(
+    to right,
+    rgba(141, 75, 187, 0.6),
+    rgba(23, 124, 176, 0.6)
+  );
+}
+
+.cover {
+  height: 100%;
+  top: 0;
+  bottom: 0;
+  right: 0;
+  left: 0;
+  position: absolute;
+  background-repeat: no-repeat;
+  background-attachment: fixed;
+  background-position: 0 50%;
+  background-image: url("../assets/cover-1.jpeg");
+  transform: skewY(-6deg);
+  -moz-transform: skewY(-6deg);
+  -webkit-transform: skewY(-6deg);
+  -o-transform: skewY(-6deg);
+  -ms-transform: skewY(-6deg);
+  transform-origin: top left;
+}
+
+.title {
+  position: relative;
+  font-size: 2.3rem;
+  padding: 100px 0;
+  -moz-transform: skewY(6deg);
+  -webkit-transform: skewY(6deg);
+  -o-transform: skewY(6deg);
+  -ms-transform: skewY(6deg);
+  transform: skewY(6deg);
+}
+
+.form-card {
+  margin-top: -16em;
+  background-color: white;
+  box-shadow: 0 4px 6px rgba(50, 50, 93, 0.11), 0 1px 3px rgba(0, 0, 0, 0.08);
+}
+
+.submit-button:valid {
+  border-radius: 6px;
+  padding: 1em 3em;
+  background-image: linear-gradient(
+    to right,
+    #8d4bbb 0%,
+    #177cb0 50%,
+    #8d4bbb 100%
+  );
+  background-size: 200% auto;
+  transition: 0.5s;
+  box-shadow: 0 4px 6px rgba(50, 50, 93, 0.11), 0 1px 3px rgba(0, 0, 0, 0.08);
+}
+
+.submit-button:hover {
+  background-position: right center;
+}

2 老年人的远程智能诊疗/early_Insurance - Excelsior/pip.conf

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+[global]
+index-url = http://pypi.douban.com/simple
+trusted-host = pypi.douban.com

2 老年人的远程智能诊疗/early_Insurance - Excelsior/requirements.txt

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+pycaret==1.0.0
+Flask==1.1.1
+Jinja2==2.10.1
+gunicorn==19.9.0
+certifi==2019.11.28
+itsdangerous==1.1.0
+numpy>=1.17

2 老年人的远程智能诊疗/early_Insurance - Excelsior/static/style.css

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+@import url(https://fonts.googleapis.com/css?family=Open+Sans);
+.btn { display: inline-block; *display: inline; *zoom: 1; padding: 4px 10px 4px; margin-bottom: 0; font-size: 13px; line-height: 18px; color: #333333; text-align: center;text-shadow: 0 1px 1px rgba(255, 255, 255, 0.75); vertical-align: middle; background-color: #f5f5f5; background-image: -moz-linear-gradient(top, #ffffff, #e6e6e6); background-image: -ms-linear-gradient(top, #ffffff, #e6e6e6); background-image: -webkit-gradient(linear, 0 0, 0 100%, from(#ffffff), to(#e6e6e6)); background-image: -webkit-linear-gradient(top, #ffffff, #e6e6e6); background-image: -o-linear-gradient(top, #ffffff, #e6e6e6); background-image: linear-gradient(top, #ffffff, #e6e6e6); background-repeat: repeat-x; filter: progid:dximagetransform.microsoft.gradient(startColorstr=#ffffff, endColorstr=#e6e6e6, GradientType=0); border-color: #e6e6e6 #e6e6e6 #e6e6e6; border-color: rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.1) rgba(0, 0, 0, 0.25); border: 1px solid #e6e6e6; -webkit-border-radius: 4px; -moz-border-radius: 4px; border-radius: 4px; -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.2), 0 1px 2px rgba(0, 0, 0, 0.05); -moz-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.2), 0 1px 2px rgba(0, 0, 0, 0.05); box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.2), 0 1px 2px rgba(0, 0, 0, 0.05); cursor: pointer; *margin-left: .3em; }
+.btn:hover, .btn:active, .btn.active, .btn.disabled, .btn[disabled] { background-color: #e6e6e6; }
+.btn-large { padding: 9px 14px; font-size: 15px; line-height: normal; -webkit-border-radius: 5px; -moz-border-radius: 5px; border-radius: 5px; }
+.btn:hover { color: #333333; text-decoration: none; background-color: #e6e6e6; background-position: 0 -15px; -webkit-transition: background-position 0.1s linear; -moz-transition: background-position 0.1s linear; -ms-transition: background-position 0.1s linear; -o-transition: background-position 0.1s linear; transition: background-position 0.1s linear; }
+.btn-primary, .btn-primary:hover { text-shadow: 0 -1px 0 rgba(0, 0, 0, 0.25); color: #ffffff; }
+.btn-primary.active { color: rgba(255, 255, 255, 0.75); }
+.btn-primary { background-color: #4a77d4; background-image: -moz-linear-gradient(top, #6eb6de, #4a77d4); background-image: -ms-linear-gradient(top, #6eb6de, #4a77d4); background-image: -webkit-gradient(linear, 0 0, 0 100%, from(#6eb6de), to(#4a77d4)); background-image: -webkit-linear-gradient(top, #6eb6de, #4a77d4); background-image: -o-linear-gradient(top, #6eb6de, #4a77d4); background-image: linear-gradient(top, #6eb6de, #4a77d4); background-repeat: repeat-x; filter: progid:dximagetransform.microsoft.gradient(startColorstr=#6eb6de, endColorstr=#4a77d4, GradientType=0);  border: 1px solid #3762bc; text-shadow: 1px 1px 1px rgba(0,0,0,0.4); box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.2), 0 1px 2px rgba(0, 0, 0, 0.5); }
+.btn-primary:hover, .btn-primary:active, .btn-primary.active, .btn-primary.disabled, .btn-primary[disabled] { filter: none; background-color: #4a77d4; }
+.btn-block { width: 100%; display:block; }
+
+* { -webkit-box-sizing:border-box; -moz-box-sizing:border-box; -ms-box-sizing:border-box; -o-box-sizing:border-box; box-sizing:border-box; }
+
+html { width: 100%; height:100%; overflow:hidden; }
+
+body { 
+	width: 100%;
+	height:100%;
+	font-family: 'Open Sans', sans-serif;
+	background: #092756;
+	color: #fff;
+	font-size: 18px;
+	text-align:center;
+	letter-spacing:1.2px;
+	background: -moz-radial-gradient(0% 100%, ellipse cover, rgba(104,128,138,.4) 10%,rgba(138,114,76,0) 40%),-moz-linear-gradient(top,  rgba(57,173,219,.25) 0%, rgba(42,60,87,.4) 100%), -moz-linear-gradient(-45deg,  #670d10 0%, #092756 100%);
+	background: -webkit-radial-gradient(0% 100%, ellipse cover, rgba(104,128,138,.4) 10%,rgba(138,114,76,0) 40%), -webkit-linear-gradient(top,  rgba(57,173,219,.25) 0%,rgba(42,60,87,.4) 100%), -webkit-linear-gradient(-45deg,  #670d10 0%,#092756 100%);
+	background: -o-radial-gradient(0% 100%, ellipse cover, rgba(104,128,138,.4) 10%,rgba(138,114,76,0) 40%), -o-linear-gradient(top,  rgba(57,173,219,.25) 0%,rgba(42,60,87,.4) 100%), -o-linear-gradient(-45deg,  #670d10 0%,#092756 100%);
+	background: -ms-radial-gradient(0% 100%, ellipse cover, rgba(104,128,138,.4) 10%,rgba(138,114,76,0) 40%), -ms-linear-gradient(top,  rgba(57,173,219,.25) 0%,rgba(42,60,87,.4) 100%), -ms-linear-gradient(-45deg,  #670d10 0%,#092756 100%);
+	background: -webkit-radial-gradient(0% 100%, ellipse cover, rgba(104,128,138,.4) 10%,rgba(138,114,76,0) 40%), linear-gradient(to bottom,  rgba(57,173,219,.25) 0%,rgba(42,60,87,.4) 100%), linear-gradient(135deg,  #670d10 0%,#092756 100%);
+	filter: progid:DXImageTransform.Microsoft.gradient( startColorstr='#3E1D6D', endColorstr='#092756',GradientType=1 );
+
+}
+.login { 
+	position: absolute;
+	top: 40%;
+	left: 50%;
+	margin: -150px 0 0 -150px;
+	width:400px;
+	height:400px;
+}
+
+.login h1 { color: #fff; text-shadow: 0 0 10px rgba(0,0,0,0.3); letter-spacing:1px; text-align:center; }
+
+input { 
+	width: 100%; 
+	margin-bottom: 10px; 
+	background: rgba(0,0,0,0.3);
+	border: none;
+	outline: none;
+	padding: 10px;
+	font-size: 13px;
+	color: #fff;
+	text-shadow: 1px 1px 1px rgba(0,0,0,0.3);
+	border: 1px solid rgba(0,0,0,0.3);
+	border-radius: 4px;
+	box-shadow: inset 0 -5px 45px rgba(100,100,100,0.2), 0 1px 1px rgba(255,255,255,0.2);
+	-webkit-transition: box-shadow .5s ease;
+	-moz-transition: box-shadow .5s ease;
+	-o-transition: box-shadow .5s ease;
+	-ms-transition: box-shadow .5s ease;
+	transition: box-shadow .5s ease;
+}
+input:focus { box-shadow: inset 0 -5px 45px rgba(100,100,100,0.4), 0 1px 1px rgba(255,255,255,0.2); }

2 老年人的远程智能诊疗/early_Insurance - Excelsior/templates/home.html

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+<!DOCTYPE html>
+<html >
+<!--From https://codepen.io/frytyler/pen/EGdtg-->
+<head>
+  <meta charset="UTF-8">
+  <title>Predict Insurance Bill</title>
+  <link href='https://fonts.googleapis.com/css?family=Pacifico' rel='stylesheet' type='text/css'>
+<link href='https://fonts.googleapis.com/css?family=Arimo' rel='stylesheet' type='text/css'>
+<link href='https://fonts.googleapis.com/css?family=Hind:300' rel='stylesheet' type='text/css'>
+<link href='https://fonts.googleapis.com/css?family=Open+Sans+Condensed:300' rel='stylesheet' type='text/css'>
+<link type="text/css" rel="stylesheet" href="{{ url_for('static', filename='./style.css') }}">
+
+</head>
+
+<body>
+ <div class="login">
+	<h1>Predict Insurance Bill</h1>
+
+     <!-- Main Input For Receiving Query to our ML -->
+    <form action="{{ url_for('predict')}}"method="post">
+      <input type="text" name="age" placeholder="Age" required="required" /><br>
+    	<input type="text" name="sex" placeholder="Sex" required="required" /><br>
+        <input type="text" name="bmi" placeholder="BMI" required="required" /><br>
+        <input type="text" name="children" placeholder="Children" required="required" /><br>
+        <input type="text" name="smoker" placeholder="Smoker" required="required" /><br>
+        <input type="text" name="region" placeholder="Region" required="required" /><br>
+
+
+        <button type="submit" class="btn btn-primary btn-block btn-large">Predict</button>
+    </form>
+
+   <br>
+   <br>
+
+
+ </div>
+ {{pred}}
+
+</body>
+</html>