-
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathapp.py
410 lines (369 loc) · 14.8 KB
/
app.py
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
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
import streamlit as st
import preprocessor,helper
import matplotlib.pyplot as plt
import seaborn as sns
st.sidebar.title("Whatsapp Chat Analyzer")
uploaded_file = st.sidebar.file_uploader("Choose a file")
if uploaded_file is not None:
bytes_data = uploaded_file.getvalue()
data = bytes_data.decode("utf-8")
df = preprocessor.preprocess(data)
# fetch unique users
user_list = df['user'].unique().tolist()
user_list.remove('group_notification')
user_list.sort()
user_list.insert(0,"Overall")
selected_user = st.sidebar.selectbox("Show analysis wrt",user_list)
if st.sidebar.button("Show Analysis"):
# Stats Area
num_messages, words, num_media_messages, num_links = helper.fetch_stats(selected_user,df)
# st.title("Top Statistics")
# st.markdown(
# """
# <style>
# @keyframes blink {
# 0% { color: red; text-shadow: 0 0 5px red; }
# 50% { color: white; text-shadow: 0 0 10px red; }
# 100% { color: red; text-shadow: 0 0 5px red; }
# }
# .blinking-text {
# font-size: 32px;
# font-weight: bold;
# animation: blink 1s infinite;
# }
# </style>
# <h1 class="blinking-text">Top Statistics</h1>
# """,
# unsafe_allow_html=True
# )
# Add glowing, jumping, and red effect using HTML & CSS
# st.markdown(
# """
# <style>
# @keyframes glow {
# 0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
# 50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
# 100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
# }
# .glowing-text {
# font-size: 40px;
# font-weight: bold;
# color: white;
# text-align: center;
# animation: glow 1s infinite alternate;
# }
# </style>
# <h1 class="glowing-text">Top Statistics</h1>
# """,
# unsafe_allow_html=True
# )
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Top Statistics</h1>
""",
unsafe_allow_html=True
)
col1, col2, col3, col4 = st.columns(4)
with col1:
st.header("Total Messages")
st.title(num_messages)
with col2:
st.header("Total Words")
st.title(words)
with col3:
st.header("Media Shared")
st.title(num_media_messages)
with col4:
st.header("Links Shared")
st.title(num_links)
# monthly timeline
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Monthly Timeline</h1>
""",
unsafe_allow_html=True
)
# st.title("Monthly Timeline")
timeline = helper.monthly_timeline(selected_user,df)
fig,ax = plt.subplots()
ax.plot(timeline['time'], timeline['message'],color='green')
plt.xticks(rotation='vertical')
st.pyplot(fig)
# daily timeline
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Daily Timeline</h1>
""",
unsafe_allow_html=True
)
# st.title("Daily Timeline")
daily_timeline = helper.daily_timeline(selected_user, df)
fig, ax = plt.subplots()
ax.plot(daily_timeline['only_date'], daily_timeline['message'], color='black')
plt.xticks(rotation='vertical')
st.pyplot(fig)
# activity map
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Activity Map</h1>
""",
unsafe_allow_html=True
)
# st.title('Activity Map')
col1,col2 = st.columns(2)
with col1:
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px blue, 0 0 10px blue, 0 0 15px blue; transform: translateY(0px); }
50% { text-shadow: 0 0 10px blue, 0 0 20px blue, 0 0 30px blue; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px blue, 0 0 10px blue, 0 0 15px blue; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Most busy day</h1>
""",
unsafe_allow_html=True
)
# st.header("Most busy day")
busy_day = helper.week_activity_map(selected_user,df)
fig,ax = plt.subplots()
ax.bar(busy_day.index,busy_day.values,color='purple')
plt.xticks(rotation='vertical')
st.pyplot(fig)
with col2:
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px blue, 0 0 10px blue, 0 0 15px blue; transform: translateY(0px); }
50% { text-shadow: 0 0 10px blue, 0 0 20px blue, 0 0 30px blue; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px blue, 0 0 10px blue, 0 0 15px blue; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Most busy month</h1>
""",
unsafe_allow_html=True
)
# st.header("Most busy month")
busy_month = helper.month_activity_map(selected_user, df)
fig, ax = plt.subplots()
ax.bar(busy_month.index, busy_month.values,color='orange')
plt.xticks(rotation='vertical')
st.pyplot(fig)
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Weekly Activity Map</h1>
""",
unsafe_allow_html=True
)
# st.title("Weekly Activity Map")
user_heatmap = helper.activity_heatmap(selected_user,df)
fig,ax = plt.subplots()
ax = sns.heatmap(user_heatmap)
st.pyplot(fig)
# finding the busiest users in the group(Group level)
if selected_user == 'Overall':
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Most Busy Users</h1>
""",
unsafe_allow_html=True
)
# st.title('Most Busy Users')
x,new_df = helper.most_busy_users(df)
fig, ax = plt.subplots()
col1, col2 = st.columns(2)
with col1:
ax.bar(x.index, x.values,color='red')
plt.xticks(rotation='vertical')
st.pyplot(fig)
with col2:
st.dataframe(new_df)
# WordCloud
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Wordcloud</h1>
""",
unsafe_allow_html=True
)
# st.title("Wordcloud")
df_wc = helper.create_wordcloud(selected_user,df)
fig,ax = plt.subplots()
ax.imshow(df_wc)
st.pyplot(fig)
# most common words
most_common_df = helper.most_common_words(selected_user,df)
fig,ax = plt.subplots()
ax.barh(most_common_df[0],most_common_df[1])
plt.xticks(rotation='vertical')
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Most commmon words</h1>
""",
unsafe_allow_html=True
)
# st.title('Most commmon words')
st.pyplot(fig)
# emoji analysis
emoji_df = helper.emoji_helper(selected_user,df)
st.markdown(
"""
<style>
@keyframes glow {
0% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
50% { text-shadow: 0 0 10px red, 0 0 20px red, 0 0 30px red; transform: translateY(-5px); }
100% { text-shadow: 0 0 5px red, 0 0 10px red, 0 0 15px red; transform: translateY(0px); }
}
.glowing-text {
font-size: 40px;
font-weight: bold;
color: white;
text-align: left; /* Align to the left */
animation: glow 1s infinite alternate;
}
</style>
<h1 class="glowing-text">Emoji Analysis</h1>
""",
unsafe_allow_html=True
)
# st.title("Emoji Analysis")
col1,col2 = st.columns(2)
with col1:
st.dataframe(emoji_df)
with col2:
# fig,ax = plt.subplots()
# ax.pie(emoji_df[1].head(),labels=emoji_df[0].head(),autopct="%0.2f")
# st.pyplot(fig)
emoji_df[0] = emoji_df[0].astype(str)
fig, ax = plt.subplots()
ax.pie(emoji_df[1].head(), labels=emoji_df[0].head(), autopct="%0.2f")
# Set font to display emojis correctly
plt.rcParams['font.family'] = 'Segoe UI Emoji' # For Windows
st.pyplot(fig)