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gui.py
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gui.py
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from tkinter import *
from tkinter import filedialog
from PIL import ImageTk, Image
import pandas as pd
import numpy as np
from prediction import *
class UI(Tk):
def __init__(self):
Tk.__init__(self)
self.width= 900
self.height= 500
self.canvas = Canvas(self, width = self.width, height = \
self.height)
self.canvas.pack()
self.info= PhotoImage(file='img/info.png')
self.coverScreen()
def coverScreen(self):
self.canvas.delete('all')
self.start = Image.open('img/carvana.jpg')
self.startImg = ImageTk.PhotoImage(self.start)
self.canvas.create_image(self.width/2, self.height/2, \
image=self.startImg)
self.canvas.create_text(self.width/3, self.height/3, \
text="Kicked Car", fill="white", font=("ms serif", 48, "bold"))
self.canvas.create_text(self.width/3, self.height/2, \
text="Prediction", fill="white", font=("ms serif", 48, "bold"))
self.startButton = Button(self, text="Start", \
command=self.dataProcScreen, width= 10)
self.startButton.config(font=('ms serif', 12))
self.canvas.create_window(self.width/2, self.height/6*5, \
window=self.startButton)
self.iButton= Button(self, command=self.helpScreen)
self.iButton.config(image=self.info, compound= CENTER, width=30, height=30)
self.canvas.create_window(self.width/12*11, self.height/12*11, window= self.iButton)
def helpScreen(self):
# explain what the app is for
self.canvas.delete('all')
self.help1 = Image.open('img/help.jpg')
self.tkhelp1 = ImageTk.PhotoImage(self.help1)
self.canvas.create_image(self.width/2, self.height/2, \
image=self.tkhelp1)
self.tkexit= PhotoImage(file='img/exit.png')
self.tknext= PhotoImage(file='img/next.png')
self.exit= Button(self, command=self.coverScreen)
self.exit.config(image= self.tkexit, compound= CENTER)
self.canvas.create_window(self.width/20*19, self.height/9, window= self.exit)
self.next= Button(self, command=self.helpScreen2)
self.next.config(image= self.tknext, compound= CENTER)
self.canvas.create_window(self.width/20*19, self.height/12*11, window= self.next)
def helpScreen2(self):
# explain how to use the app
self.canvas.delete('all')
self.help2 = Image.open('img/help2.jpg')
self.tkhelp2 = ImageTk.PhotoImage(self.help2)
self.canvas.create_image(self.width/2, self.height/2, \
image=self.tkhelp2)
self.tkexit= PhotoImage(file='img/exit.png')
self.tkprev= PhotoImage(file='img/previous.png')
self.exit= Button(self, command=self.coverScreen)
self.exit.config(image= self.tkexit, compound= CENTER)
self.canvas.create_window(self.width/20*19, self.height/9, window= self.exit)
self.previous= Button(self, command=self.helpScreen)
self.previous.config(image= self.tkprev, compound= CENTER)
self.canvas.create_window(self.width/20*19, self.height/12*11, window= self.previous)
def dataProcScreen(self):
# choose which option for prediction: manual or file
self.canvas.delete('all')
self.canvas.create_rectangle(0, 0, self.width, self.height, fill='black')
self.manual= Button(self, command= self.manualEntry)
self.mImg= Image.open('img/manual.jpg')
self.tkmImg= ImageTk.PhotoImage(self.mImg)
self.manual.config(image=self.tkmImg, compound=CENTER, width= 300, height=100)
self.canvas.create_window(self.width/4, self.height/4, window= self.manual)
self.file= Button(self, command= self.fileEntry)
self.fImg= Image.open('img/fileup.jpg')
self.tkfImg= ImageTk.PhotoImage(self.fImg)
self.file.config(image=self.tkfImg, compound=CENTER, width= 300, height=100)
self.canvas.create_window(self.width/4, self.height/4*3, window= self.file)
self.canvas.create_text(self.width/5*3, self.height/4, text="Manual Entry", \
fill='white', font=('ms serif',30))
self.canvas.create_text(self.width/5*3, self.height/4*3, text="Browse Files", \
fill='white', font=('ms serif',30))
self.backSelect= Button(self, command= self.coverScreen, text= 'Back')
self.backSelect.config(width=10)
self.canvas.create_window(self.width/12, self.height/15, window= self.backSelect)
def manualEntry(self):
# manual entry form
self.canvas.delete('all')
self.formEntry = Image.open('img/form.jpg')
self.tkformEntry = ImageTk.PhotoImage(self.formEntry)
self.canvas.create_image(self.width/2, self.height/2, \
image=self.tkformEntry)
self.featuresList= ['MMRCurrentRetailAveragePrice', 'MMRAcquisitionRetailAveragePrice', \
'MMRAcquisitionAuctionAveragePrice', 'MMRCurrentAuctionAveragePrice', 'VehicleAge',\
'VehBCost', 'VehOdo']
self.alphaDict={}
for i in range(len(self.featuresList)):
self.canvas.create_text(self.width/5, self.height/6+ 50*i, text=self.featuresList[i], fill='white',\
font=('ms serif', 14))
self.alphaDict[i]= Entry(self, width=12)
self.alphaDict[i].config(font=('ms serif', 14))
self.canvas.create_window(self.width/2, self.height/6+ 50*i, window= self.alphaDict[i])
self.submit= Button(self, command=self.preds, text= 'PREDICT')
self.submit.config(font=('ms serif', 18, 'bold'))
self.canvas.create_window(self.width/3, self.height/11*10, window= self.submit)
self.iButton= Button(self, command=self.fieldInfo)
self.iButton.config(image=self.info, compound= CENTER, width=30, height=30)
self.canvas.create_window(self.width/15, self.height/10*8, window= self.iButton)
self.backSelect= Button(self, command= self.dataProcScreen, text= 'Back')
self.backSelect.config(width=10)
self.canvas.create_window(self.width/12, self.height/15, window= self.backSelect)
def fieldInfo(self):
# part of manual and file upload explaination
#explain what the form fields mean
self.canvas.delete('all')
self.fieldImg = Image.open('img/field.jpg')
self.tkfieldImg = ImageTk.PhotoImage(self.fieldImg)
self.canvas.create_image(self.width/2, self.height/2, \
image=self.tkfieldImg)
self.backSelect= Button(self, command= self.manualEntry, text= 'Back')
self.backSelect.config(width=10, bg= 'black', fg='white')
self.canvas.create_window(self.width/12, self.height/15, window= self.backSelect)
def preds(self):
# get the form values to create feature dict to be inputted into
# the predict function
# return prediction given car features
self.featureDict= {}
for i in self.alphaDict:
self.featureDict[self.featuresList[i]]= float(self.alphaDict[i].get())
val= returnPreds(self.featureDict)
self.canvas.delete('all')
self.bad = Image.open('img/badBuy.jpg')
self.tkbad = ImageTk.PhotoImage(self.bad)
self.good= Image.open('img/goodBuy.jpg')
self.tkgood= ImageTk.PhotoImage(self.good)
if val==1:
self.canvas.create_image(self.width/2, self.height/2, image= self.tkbad)
else:
self.canvas.create_image(self.width/2, self.height/2, image=self.tkgood)
self.back= Button(self, command= self.manualEntry, text= 'Back')
self.back.config(width=10, bg= 'black', fg='white')
self.canvas.create_window(self.width/12, self.height/15, window= self.back)
def fileEntry(self):
# open csv file, read in dataframe
# add predictions to df then save it as new file
self.file = filedialog.askopenfilename(initialdir = "/", \
title = "Select file",filetypes = (("csv files","*.csv"),("all files","*.*")))
if self.file != None:
data = pd.read_csv(self.file)
data=data[['VehBCost', 'MMRCurrentRetailAveragePrice', \
'MMRAcquisitionRetailAveragePrice', 'VehOdo', 'VehicleAge', \
'MMRAcquisitionAuctionAveragePrice', 'MMRCurrentAuctionAveragePrice']]
fDict= data.to_dict(orient='records')
for i, row in data.iterrows():
val= returnPreds(fDict[i])
if val==1:
data.at[i, 'preds']= 'Bad Buy'
else:
data.at[i, 'preds']= 'Good Buy'
data.to_csv('predictions.csv')
print('done')
self.canvas.delete('all')
self.done = Image.open('img/done.jpg')
self.tkdone= ImageTk.PhotoImage(self.done)
self.canvas.create_image(self.width/2, self.height/2, image= self.tkdone)
self.back= Button(self, command= self.dataProcScreen, text= 'Back')
self.back.config(width=10)
self.canvas.create_window(self.width/12, self.height/15, window= self.back)
predUI = UI()
predUI.mainloop()