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flask创建前端

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Signed-off-by: hsiatein <12955678+hsiatein@user.noreply.gitee.com>
This commit is contained in:
hsiatein
2023-07-16 02:20:16 +00:00
committed by Gitee
parent 7d0b53f197
commit bb9c641835
11 changed files with 180 additions and 0 deletions
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/.idea/flask预测.iml
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<?xml version="1.0" encoding="UTF-8"?>
<module type="PYTHON_MODULE" version="4">
<component name="NewModuleRootManager">
<content url="file://$MODULE_DIR$" />
<orderEntry type="inheritedJdk" />
<orderEntry type="sourceFolder" forTests="false" />
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</module>
1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/.idea/inspectionProfiles/profiles_settings.xml
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<component name="InspectionProjectProfileManager">
<settings>
<option name="USE_PROJECT_PROFILE" value="false" />
<version value="1.0" />
</settings>
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/.idea/misc.xml
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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ProjectRootManager" version="2" project-jdk-name="Python 3.11" project-jdk-type="Python SDK" />
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/.idea/modules.xml
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<?xml version="1.0" encoding="UTF-8"?>
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</modules>
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</project>
1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/.idea/workspace.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<configuration name="app" type="PythonConfigurationType" factoryName="Python" temporary="true" nameIsGenerated="true">
<module name="flask预测" />
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/AdaBoostReg1.pkl
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/AdaBoostReg2.pkl
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/BaggingReg1.pkl
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/BaggingReg2.pkl
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1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/app.py
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from flask import Flask, render_template, request
import pandas
import joblib
#导入模型
model1=joblib.load('BaggingReg1.pkl')
model2=joblib.load('BaggingReg2.pkl')
model3=joblib.load('AdaBoostReg1.pkl')
model4=joblib.load('AdaBoostReg2.pkl')
def model1_pre(edu,jobage,worktime):
temp = {'education_toint': [edu], 'jobage': [jobage], 'worktime_weekly': [worktime]}
df = pandas.DataFrame(temp)
return model1.predict(df)[0]
def model2_pre(edu,jobage):
temp = {'education_toint': [edu], 'jobage': [jobage]}
df = pandas.DataFrame(temp)
return model2.predict(df)[0]
def model3_pre(edu,jobage,worktime):
temp = {'education_toint': [edu], 'jobage': [jobage], 'worktime_weekly': [worktime]}
df = pandas.DataFrame(temp)
return model3.predict(df)[0]
def model4_pre(edu,jobage):
temp = {'education_toint': [edu], 'jobage': [jobage]}
df = pandas.DataFrame(temp)
return model4.predict(df)[0]
xueli=['小学', '初中', '中专', '高中', '大专', '本科', '硕士', '博士']
app = Flask(__name__)
@app.route('/', methods=['GET', 'POST'])
def index():
if request.method == 'POST':
text1 = request.form['text1']
text2 = request.form['text2']
option = request.form['option']
#将用户选择的学历与数字匹配
xuelishu=0
for i in range(8):
if(option==xueli[i]):
xuelishu=i
break
else:
i+=1
# 预测薪资
xinzi1=model1_pre(xuelishu,int(text1),int(text2))
xinzi2=model2_pre(xuelishu,int(text1))
xinzi3=model3_pre(xuelishu,int(text1),int(text2))
xinzi4=model4_pre(xuelishu,int(text1))
avg=(xinzi1+xinzi2+xinzi3+xinzi4)/4
return f'你的工作经验是：{text1}年，你的学历是：{option}，你能接受的每周工作时长为：{text2}小时<br><br>模型1：你的预计薪资为：{xinzi1}元<br><br>模型2：你的预计薪资为：{xinzi2}元<br><br>模型3：你的预计薪资为：{xinzi3}元<br><br>模型4：你的预计薪资为：{xinzi4}元<br><br>你的平均预计薪资为：{avg}元'
return render_template('index.html')
if __name__ == '__main__':
app.run(port=8002)
1、人才招聘数据分析/第3组-夏添/人才招募/flask预测/templates/index.html
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<!DOCTYPE html>
<html>
<head>
<title>Flask Web App</title>
</head>
<body>
<h1>人才招聘数据分析可视化及薪资预测模型</h1>
<form method="POST" action="/">
<label for="option">你的学历：</label>
<input type="radio" id="option1" name="option" value="小学" required>
<label for="option1">小学</label>
<input type="radio" id="option2" name="option" value="初中" required>
<label for="option2">初中</label>
<input type="radio" id="option3" name="option" value="中专" required>
<label for="option3">中专</label>
<input type="radio" id="option4" name="option" value="高中" required>
<label for="option4">高中</label>
<input type="radio" id="option5" name="option" value="大专" required>
<label for="option5">大专</label>
<input type="radio" id="option6" name="option" value="本科" required>
<label for="option6">本科</label>
<input type="radio" id="option7" name="option" value="硕士" required>
<label for="option7">硕士</label>
<input type="radio" id="option8" name="option" value="博士" required>
<label for="option8">博士</label><br><br>
<label for="text">参加工作年份：</label>
<input type="text" id="text1" name="text1" required><br><br>
<label for="text">工作时间：</label>
<input type="text" id="text2" name="text2" required><br><br>
<input type="submit" value="提交">
</form>
</body>
</html>