Created
July 11, 2018 04:11
-
-
Save jgrant41475/232ec3f8ef699fc4f73b8f7727855406 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from pandas import ExcelFile | |
from os import scandir | |
import matplotlib.pyplot as plt | |
import numpy as np | |
info_path = "C:/Users/johng/Downloads/chats/" | |
all_times = [] | |
def autolabel(rects, ax): | |
(y_bottom, y_top) = ax.get_ylim() | |
y_height = y_top - y_bottom | |
for rect in rects: | |
height = rect.get_height() | |
p_height = (height / y_height) | |
if p_height > 0.95: | |
label_position = height - (y_height * 0.05) | |
else: | |
label_position = height + (y_height * 0.01) | |
if int(height) > 0: | |
ax.text(rect.get_x() + rect.get_width()/2., label_position, '%d' % int(height), ha='center', va='bottom') | |
with scandir(info_path) as dir: | |
for file in dir: | |
book = ExcelFile(info_path + file.name) | |
sheet = book.parse(book.sheet_names[0], header=None) | |
x = range(24) | |
times = [x for x in map(lambda x: x.hour, [x[0] for x in sheet.filter(items=[2])[3:].values])] | |
freq = [y for y in map(lambda x: times.count(x), range(0,24))] | |
fig, ax = plt.subplots() | |
rects = ax.bar(x, freq, align="center", alpha=0.5) | |
ax.set_ylim(0, max(freq)+1) | |
ax.set_ylabel('# of Chats') | |
ax.set_title(file.name) | |
ax.set_xticks(np.arange(min(x), max(x)+1, 1.0)) | |
ax.set_xticklabels((["{}".format(x) for x in range(24)])) | |
all_times.append(freq) | |
print(freq) | |
autolabel(rects, ax) | |
plt.savefig("C:/users/johng/desktop/Reports/{}.png".format(file.name)) | |
plt.close() | |
x = range(24) | |
freq = list(map(lambda x: np.squeeze(np.asarray(np.matrix(all_times).sum(axis=0))), range(24)))[0] | |
fig, ax = plt.subplots() | |
rects1 = ax.bar(x, freq, align="center", alpha=0.5) | |
ax.set_ylim(0, max(freq)+1) | |
ax.set_ylabel('# of Chats') | |
ax.set_title('All Chats') | |
ax.set_xticks(np.arange(min(x), max(x)+1, 1.0)) | |
ax.set_xticklabels((["{}".format(x) for x in range(24)])) | |
[print("{} = {} chats".format(x, freq[x])) for x in range(24)] | |
print("Total # of chats: {}".format(sum(freq))) | |
autolabel(rects1, ax) | |
plt.savefig("C:/users/johng/desktop/Reports/All_Chats.png") | |
plt.close() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment