Created
September 17, 2018 20:14
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# libraries | |
import numpy as np | |
import matplotlib as mpl | |
mpl.use('TkAgg') | |
import matplotlib.pyplot as plt | |
import pandas as pd | |
import codecs | |
import csv | |
# Fill up the data | |
r = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29] | |
df = pd.DataFrame(index=['01','02','03','04','05','06','07','08','09','10','11','12','13','14','15','16','17','18','19','20','21','22','23','24','25','26','27','28','29','30'], dtype=np.float64) | |
df['General'] = 0.0 | |
df['Finance'] = 0.0 | |
df['Trade-In'] = 0.0 | |
df['Test Drive'] = 0.0 | |
file = open('Data/messages.csv', 'r') | |
reader = csv.reader(codecs.EncodedFile(file, 'utf-8', 'utf-8-sig')) | |
for row in reader: | |
if row[1] == '1': | |
df.at[row[0], "General"] += 1 | |
if row[1] == '2': | |
df.at[row[0], 'Finance'] += 1 | |
if row[1] == '3': | |
df.at[row[0], "Trade-In"] += 1 | |
if row[1] == '4': | |
df.at[row[0], "Test Drive"] += 1 | |
# From raw value to percentage | |
totals = [i + j + k + z for i, j, k, z in zip(df['General'], df['Finance'], df['Trade-In'], df['Test Drive'])] | |
general = [i / j * 100 for i, j in zip(df['General'], totals)] | |
finance = [i / j * 100 for i, j in zip(df['Finance'], totals)] | |
tradeIn = [i / j * 100 for i, j in zip(df['Trade-In'], totals)] | |
testDrive = [i / j * 100 for i, j in zip(df['Test Drive'], totals)] | |
# plot | |
barWidth = 0.85 | |
x_axis = [] | |
for i in range(1, 31): | |
x_axis.append(i) | |
colorGreen = '#b5ffb9' | |
colorYellow = '#f9bc86' | |
colorBlue = '#a3acff' | |
colorOrange = '#cc4a01' | |
barGeneral = plt.bar(r, general, color=colorGreen, edgecolor='white', width=barWidth) | |
barTradeIn = plt.bar(r, tradeIn, bottom=general, color=colorYellow, edgecolor='white', width=barWidth) | |
barFinance = plt.bar(r, finance, bottom=[i + j for i, j in zip(general, tradeIn)], color=colorBlue, edgecolor='white', | |
width=barWidth) | |
barTestDrive = plt.bar(r, testDrive, bottom=[i + j + z for i, j, z, in zip(general, finance, tradeIn)], color=colorOrange, edgecolor='white', width=barWidth) | |
# Custom x axis | |
plt.xticks(r, x_axis) | |
plt.xlabel("Vehicle enquiries over the month of August") | |
plt.legend((barGeneral, barTradeIn, barFinance, barTestDrive), ('General', 'Trade-In', 'Finance', 'Test Drive')) | |
# Show graphic | |
plt.show() |
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