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jiaqi
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Video 2
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‎.vscode/launch.json‎

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{
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// Use IntelliSense to learn about possible attributes.
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// Hover to view descriptions of existing attributes.
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// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
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"version": "0.2.0",
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"configurations": [
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{
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"name": "Python: Current File",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"pythonPath": "${config:python.pythonPath}",
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"program": "${file}",
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"cwd": "${workspaceFolder}",
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [
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"RedirectOutput"
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]
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},
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{
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"name": "Python: Attach",
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"type": "python",
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"request": "attach",
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"localRoot": "${workspaceFolder}",
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"remoteRoot": "${workspaceFolder}",
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"port": 3000,
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"secret": "my_secret",
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"host": "localhost"
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},
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{
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"name": "Python: Terminal (integrated)",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"pythonPath": "${config:python.pythonPath}",
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"program": "${file}",
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"cwd": "",
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"console": "integratedTerminal",
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [],
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"internalConsoleOptions": "neverOpen"
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},
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{
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"name": "Python: Terminal (external)",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"pythonPath": "${config:python.pythonPath}",
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"program": "${file}",
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"cwd": "",
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"console": "externalTerminal",
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [],
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"internalConsoleOptions": "neverOpen"
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},
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{
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"name": "Python: Django",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"pythonPath": "${config:python.pythonPath}",
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"program": "${workspaceFolder}/manage.py",
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"cwd": "${workspaceFolder}",
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"args": [
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"runserver",
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"--noreload",
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"--nothreading"
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],
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [
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"RedirectOutput",
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"DjangoDebugging"
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]
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},
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{
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"name": "Python: Flask (0.11.x or later)",
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"type": "python",
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"request": "launch",
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"stopOnEntry": false,
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"pythonPath": "${config:python.pythonPath}",
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"module": "flask",
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"cwd": "${workspaceFolder}",
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"env": {
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"FLASK_APP": "${workspaceFolder}/app.py"
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},
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"args": [
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"run",
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"--no-debugger",
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"--no-reload"
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],
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [
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"RedirectOutput"
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]
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},
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{
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"name": "Python: Flask (0.10.x or earlier)",
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"type": "python",
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"request": "launch",
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"stopOnEntry": false,
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"pythonPath": "${config:python.pythonPath}",
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"program": "${workspaceFolder}/run.py",
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"cwd": "${workspaceFolder}",
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"args": [],
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [
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"RedirectOutput"
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]
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},
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{
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"name": "Python: PySpark",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"osx": {
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"pythonPath": "${env:SPARK_HOME}/bin/spark-submit"
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},
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"windows": {
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"pythonPath": "${env:SPARK_HOME}/bin/spark-submit.cmd"
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},
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"linux": {
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"pythonPath": "${env:SPARK_HOME}/bin/spark-submit"
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},
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"program": "${file}",
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"cwd": "${workspaceFolder}",
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [
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"RedirectOutput"
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]
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},
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{
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"name": "Python: Module",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"pythonPath": "${config:python.pythonPath}",
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"module": "module.name",
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"cwd": "${workspaceFolder}",
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [
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"RedirectOutput"
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]
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},
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{
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"name": "Python: Pyramid",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"pythonPath": "${config:python.pythonPath}",
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"cwd": "${workspaceFolder}",
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"args": [
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"${workspaceFolder}/development.ini"
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],
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"debugOptions": [
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"RedirectOutput",
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"Pyramid"
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]
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},
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{
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"name": "Python: Watson",
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"type": "python",
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"request": "launch",
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"stopOnEntry": true,
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"pythonPath": "${config:python.pythonPath}",
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"program": "${workspaceFolder}/console.py",
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"cwd": "${workspaceFolder}",
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"args": [
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"dev",
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"runserver",
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"--noreload=True"
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],
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"env": {},
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"envFile": "${workspaceFolder}/.env",
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"debugOptions": [
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"RedirectOutput"
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]
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}
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]
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}

‎Regression_Intro_p1.py‎

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import pandas as pd
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import quandl
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df = quandl.get('WIKI/GOOGL')
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df = df[['Adj. Open','Adj. High','Adj. Low','Adj. Close','Adj. Volume']]
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df['HL_PCT']=(df['Adj. High']-df['Adj. Close'])/df['Adj. Close']*100
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df['PCT_change']=(df['Adj. Close']-df['Adj. Open'])/df['Adj. Open']*100
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df=df[['Adj. Close','HL_PCT','PCT_change','Adj. Volume']]
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print(df.head())

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