-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathMPExport.py
677 lines (554 loc) · 23.2 KB
/
MPExport.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
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
from Tkinter import *
from ttk import Progressbar
from tkMessageBox import askyesno
from tkFileDialog import askdirectory
import sys
import os
import tempfile
import hashlib
import time
import urllib
import unicodecsv as csv
import json
import codecs
import cStringIO
from functools import partial
import threading
from idlelib.WidgetRedirector import WidgetRedirector
import eventlet
from eventlet.green import urllib2
import base64
API_ENDPOINT = 'http://mixpanel.com/api'
EXPORT_ENDPOINT = 'http://data.mixpanel.com/api'
API_VERSION = '2.0'
def get_sub_keys(list_of_dicts):
sub_keys = set()
for event_dict in list_of_dicts:
if event_dict[u'properties']:
sub_keys.update(set(event_dict[u'properties'].keys()))
else:
pass
return sub_keys
class UTF8Recoder:
"""
Iterator that reads an encoded stream and reencodes the input to UTF-8
"""
def __init__(self, f, encoding):
self.reader = codecs.getreader(encoding)(f)
def __iter__(self):
return self
def next(self):
return self.reader.next().encode("utf-8")
class UnicodeWriter:
"""
A CSV writer which will write rows to CSV file "f",
which is encoded in the given encoding.
"""
def __init__(self, f, dialect=csv.excel, encoding="utf-8", **kwds):
# Redirect output to a queue
self.queue = cStringIO.StringIO()
self.writer = csv.writer(self.queue, dialect=dialect, **kwds)
self.stream = f
self.encoder = codecs.getincrementalencoder(encoding)()
def writerow(self, row):
self.writer.writerow([s.encode("utf-8") for s in row])
# Fetch UTF-8 output from the queue ...
data = self.queue.getvalue()
data = data.decode("utf-8")
# ... and reencode it into the target encoding
data = self.encoder.encode(data)
# write to the target stream
self.stream.write(data)
# empty queue
self.queue.truncate(0)
def writerows(self, rows):
for row in rows:
self.writerow(row)
class Mixpanel(object):
def __init__(self, api_key, api_secret, endpoint, project_token=''):
self.api_key = api_key
self.api_secret = api_secret
self.endpoint = endpoint
self.project_token = project_token
def request(self, methods, params):
params['api_key']=self.api_key
params['expire'] = int(time.time())+600 # 600 is ten minutes from now
if 'sig' in params: del params['sig']
params['sig'] = self.hash_args(params)
if methods[0] == 'export':
request_url = '/'.join([EXPORT_ENDPOINT, str(API_VERSION)] + methods) + '/?'
else:
request_url = '/'.join([API_ENDPOINT, str(API_VERSION)] + methods) + '/?'
request_url = request_url + self.unicode_urlencode(params)
print request_url
request = urllib.urlopen(request_url)
data = request.read()
return data
def hash_args(self, args, secret=None):
'''Hash dem arguments in the proper way
join keys - values and append a secret -> md5 it'''
for a in args:
if isinstance(args[a], list): args[a] = json.dumps(args[a])
args_joined = ''
for a in sorted(args.keys()):
if isinstance(a, unicode):
args_joined += a.encode('utf-8')
else:
args_joined += str(a)
args_joined += "="
if isinstance(args[a], unicode):
args_joined += args[a].encode('utf-8')
else:
args_joined += str(args[a])
hash = hashlib.md5(args_joined)
if secret:
hash.update(secret)
elif self.api_secret:
hash.update(self.api_secret)
return hash.hexdigest()
def unicode_urlencode(self, params):
''' Convert stuff to json format and correctly handle unicode url parameters'''
if isinstance(params, dict):
params = params.items()
for i, param in enumerate(params):
if isinstance(param[1], list):
params[i] = (param[0], json.dumps(param[1]),)
result = urllib.urlencode([(k, isinstance(v, unicode) and v.encode('utf-8') or v) for k, v in params])
return result
def people_json_to_csv(self, outfilename, fname):
"""
takes the json and returns a csv file
"""
subkeys = set()
with open(fname, 'rb') as r:
with open(outfilename, 'wb') as w:
# Get all properties (will use this to create the header)
for line in r:
try:
subkeys.update(set(json.loads(line)['$properties'].keys()))
except:
pass
# Create the header
header = ['$distinct_id']
for key in subkeys:
header.append(key)
# Create the writer and write the header
writer = csv.writer(w)
writer.writerow(header)
#Return to the top of the file, then write the events out, one per row
r.seek(0, 0)
for line in r:
entry = json.loads(line)
row = []
try:
row.append(entry['$distinct_id'])
except:
row.append('')
for subkey in subkeys:
try:
row.append((entry['$properties'][subkey]).encode('utf-8'))
except AttributeError:
row.append(entry['$properties'][subkey])
except KeyError:
row.append("")
writer.writerow(row)
print 'CSV saved to ' + w.name
w.close()
def event_json_to_csv(self, outfileName, data):
"""
takes mixpanel export API json and returns a csv file
"""
event_raw = data.split('\n')
try:
result = '\nAPI ERROR! - ' + json.loads(event_raw[0])['error'] + '\n'
print result
return
except KeyError:
pass
'''remove the lost line, which is a newline'''
event_raw.pop()
event_list = []
jsonfile = outfileName[:-4] + '.json'
with open(jsonfile,'w') as j:
j.write('[')
i = 0
event_count = len(event_raw)
for event in event_raw:
j.write(event)
i += 1
if i != event_count:
j.write(',')
else:
j.write(']')
event_json = json.loads(event)
event_list.append(event_json)
print 'JSON saved to ' + j.name
j.close()
subkeys = get_sub_keys(event_list)
#open the file
f = open(outfileName, 'w')
writer = UnicodeWriter(f)
#write the file header
f.write(codecs.BOM_UTF8)
#writer the top row
header = [u'event']
for key in subkeys:
header.append(key)
writer.writerow(header)
#write all the data rows
for event in event_list:
line = []
#get the event name
try:
line.append(event[u'event'])
except KeyError:
line.append("")
#get each property value
for subkey in subkeys:
try:
line.append(unicode(event[u'properties'][subkey]))
except KeyError:
line.append("")
#write the line
writer.writerow(line)
print 'CSV saved to ' + f.name
f.close()
def update(self, userlist, uparams):
url = "http://api.mixpanel.com/engage/"
batch = []
for user in userlist:
distinctid = user['$distinct_id']
tempparams = {
'token': self.project_token,
'$distinct_id': distinctid,
'$ignore_alias': True
}
tempparams.update(uparams)
batch.append(tempparams)
payload = {"data":base64.b64encode(json.dumps(batch)), "verbose":1,"api_key":self.api_key}
response = urllib2.urlopen(url, urllib.urlencode(payload))
message = response.read()
'''if something goes wrong, this will say what'''
if json.loads(message)['status'] != 1:
print message
def batch_update(self, users, params):
pool = eventlet.GreenPool(size=10) # increase the pool size if you have more memory (e.g., a server)
while len(users):
batch = users[:50]
pool.spawn(self.update, batch, params)
users = users[50:]
pool.waitall()
print "Done!"
class StdRedirector(object):
def __init__(self, widget):
self.widget = widget
def write(self, string):
self.widget.insert(END, string + '\n')
self.widget.see(END)
class ReadOnlyText(Text):
def __init__(self, *args, **kwargs):
Text.__init__(self, *args, **kwargs)
self.redirector = WidgetRedirector(self)
self.insert = \
self.redirector.register("insert", lambda *args, **kw: "break")
self.delete = \
self.redirector.register("delete", lambda *args, **kw: "break")
class MPExportApp(object):
"""docstring for MPExportApp"""
def __init__(self, master):
super(MPExportApp, self).__init__()
self.master = master
self.export_type = StringVar()
master.columnconfigure(1, weight=1)
export_type_label = Label(master, text="Data Type: ")
export_type_label.grid(row=0, column=0, sticky=E)
radio_group_frame = Frame(master)
radio_group_frame.grid(row=0, column=1, sticky=W)
self.events_radio_button = Radiobutton(radio_group_frame, text='Events', value='events', variable=self.export_type,
command=self.radio_button_changed)
self.events_radio_button.select()
self.events_radio_button.grid(row=0, column=0)
self.people_radio_button = Radiobutton(radio_group_frame, text='People', value='people', variable=self.export_type,
command=self.radio_button_changed)
self.people_radio_button.grid(row=0, column=1)
api_key_label = Label(master, text="API Key: ")
api_key_label.grid(row=1, column=0, sticky=E)
self.api_key_entry = Entry(master)
self.api_key_entry.grid(row=1, column=1, columnspan=2, sticky=(E,W))
api_secret_label = Label(master, text="API Secret: ")
api_secret_label.grid(row=2, column=0, sticky=E)
self.api_secret_entry = Entry(master)
self.api_secret_entry.grid(row=2, column=1, columnspan=2, sticky=(E, W))
self.project_token_label = Label(master, text="Project Token: ", state=DISABLED)
self.project_token_label.grid(row=3, column=0, sticky=E)
self.project_token_entry = Entry(master, state=DISABLED)
self.project_token_entry.grid(row=3, column=1, columnspan=2, sticky=(E, W))
self.events_label = Label(master, text="Events: ")
self.events_label.grid(row=4, column=0, sticky=E)
self.events_entry = Entry(master)
self.events_entry.insert(0, 'Event A,Event B,Event C')
self.events_entry.bind('<FocusIn>', partial(self.clear_placeholder_text, self.events_entry))
self.events_entry.grid(row=4, column=1, columnspan=2, sticky=(E, W))
where_label = Label(master, text="Where: ")
where_label.grid(row=5, column=0, sticky=E)
self.where_entry = Entry(master)
self.where_entry.grid(row=5, column=1, columnspan=2, sticky=(E, W))
self.from_date_label = Label(master, text="From Date: ")
self.from_date_label.grid(row=6, column=0, sticky=E)
self.from_date_entry = Entry(master)
self.from_date_entry.insert(0, 'YYYY-MM-DD')
self.from_date_entry.bind('<FocusIn>', partial(self.clear_placeholder_text, self.from_date_entry))
self.from_date_entry.grid(row=6, column=1, columnspan=2, sticky=(E, W))
self.to_date_label = Label(master, text="To Date: ")
self.to_date_label.grid(row=7, column=0, sticky=E)
self.to_date_entry = Entry(master)
self.to_date_entry.insert(0, 'YYYY-MM-DD')
self.to_date_entry.bind('<FocusIn>', partial(self.clear_placeholder_text, self.to_date_entry))
self.to_date_entry.grid(row=7, column=1, columnspan=2, sticky=(E, W))
export_button = Button(master, text="EXPORT", fg="green", command=self.export)
export_button.grid(row=8, column=1, sticky=(E, W))
self.delete_button = Button(master, text="DELETE", fg='red', state=DISABLED,
command=lambda: threading.Thread(target=self.delete_people).start())
self.delete_button.grid(row=9, column=1, sticky=(E, W))
self.progress_bar = Progressbar(master)
self.progress_bar_value = IntVar()
self.progress_bar.config(mode='determinate', orient='horizontal', variable=self.progress_bar_value)
self.progress_bar.grid(row=10, column=0, columnspan=3, sticky=(E, W))
def clear_placeholder_text(self, entry, event):
entry_text = entry.get()
if entry_text == 'Event A,Event B,Event C' or entry_text == 'YYYY-MM-DD':
entry.delete(0, END)
def make_events_string(self, events):
events = events.replace(', ', ',')
events = events.split(',')
events_string = '['
for x in range(0, len(events)):
events_string += '"' + events[x] + '"'
if x != len(events)-1:
events_string += ','
else:
events_string += ']'
return events_string
def radio_button_changed(self):
if self.export_type.get() == 'people':
self.project_token_label.config(state=NORMAL)
self.project_token_entry.config(state=NORMAL)
self.events_label.config(state=DISABLED)
self.events_entry.config(state=DISABLED)
self.from_date_label.config(state=DISABLED)
self.from_date_entry.config(state=DISABLED)
self.to_date_label.config(state=DISABLED)
self.to_date_entry.config(state=DISABLED)
self.delete_button.config(state=NORMAL)
elif self.export_type.get() == 'events':
self.project_token_label.config(state=DISABLED)
self.project_token_entry.config(state=DISABLED)
self.events_label.config(state=NORMAL)
self.events_entry.config(state=NORMAL)
self.from_date_label.config(state=NORMAL)
self.from_date_entry.config(state=NORMAL)
self.to_date_label.config(state=NORMAL)
self.to_date_entry.config(state=NORMAL)
self.delete_button.config(state=DISABLED)
def export(self):
if self.api_key_entry.get() == '':
print 'API Key Required!'
return
elif self.api_secret_entry.get() == '':
print 'API Secret Required!'
return
self.output_dir = askdirectory(title='Choose output directory', mustexist=True, parent=self.master)
if not self.output_dir:
return
print 'Output directory is ' + self.output_dir
self.progress_bar.start()
if self.export_type.get() == 'people':
self.export_thread = threading.Thread(target=self.export_people)
elif self.export_type.get() == 'events':
self.export_thread = threading.Thread(target=self.export_events)
self.export_thread.start()
def export_people(self):
mixpanel = Mixpanel(
api_key=self.api_key_entry.get(),
api_secret=self.api_secret_entry.get(),
endpoint=API_ENDPOINT
)
'''Here is the place to define your selector to target only the users that you're after'''
'''parameters = {'selector':'(properties["$email"] == "Albany") or (properties["$city"] == "Alexandria")'}'''
selector = self.where_entry.get()
parameters = {}
if selector:
parameters['selector'] = selector
response = mixpanel.request(['engage'], parameters)
try:
result = '\nAPI ERROR! - ' + json.loads(response)['error'] + '\n'
if result:
print result
self.progress_bar.stop()
self.progress_bar_value.set(0)
return
except KeyError, e:
pass
parameters['session_id'] = json.loads(response)['session_id']
parameters['page'] = 0
global_total = json.loads(response)['total']
if global_total == 0:
print 'Query returned 0 profiles!'
self.progress_bar.stop()
self.progress_bar_value.set(0)
return
print "Session id is %s \n" % parameters['session_id']
print "Here are the # of people %d" % global_total
filename = self.output_dir + "/people_export_"+str(int(time.time()))
jsonfile = filename + ".json"
csvfile = filename + ".csv"
has_results = True
total = 0
with tempfile.NamedTemporaryFile(delete=False) as temp:
with open(jsonfile, 'w') as j:
j.write('[')
while has_results:
responser = json.loads(response)['results']
response_count = len(responser)
total += response_count
has_results = response_count == 1000
i = 0
for data in responser:
dump = json.dumps(data)
temp.write(dump + '\n')
j.write(dump)
i += 1
if i != response_count:
j.write(',')
print "%d / %d" % (total,global_total)
parameters['page'] += 1
if has_results:
j.write(',')
response = mixpanel.request(['engage'], parameters)
else:
j.write(']')
print 'JSON saved to ' + j.name
j.close()
mixpanel.people_json_to_csv(csvfile, temp.name)
temp.close()
os.remove(temp.name)
self.progress_bar.stop()
self.progress_bar_value.set(0)
def export_events(self):
if self.from_date_entry.get() == '':
print 'From Date Required!'
self.progress_bar.stop()
self.progress_bar_value.set(0)
return
elif self.to_date_entry.get() == '':
print 'To Date Required!'
self.progress_bar.stop()
self.progress_bar_value.set(0)
return
mixpanel = Mixpanel(
api_key=self.api_key_entry.get(),
api_secret=self.api_secret_entry.get(),
endpoint=EXPORT_ENDPOINT
)
params = {'from_date': self.from_date_entry.get(), 'to_date': self.to_date_entry.get()}
if self.events_entry.get():
params['event'] = self.make_events_string(self.events_entry.get())
if self.where_entry.get():
params['where'] = self.where_entry.get()
raw_data = mixpanel.request(['export'], params)
if raw_data:
time_string = str(int(time.time()))
raw_filename = self.output_dir + "/raw_event_data_" + time_string + ".txt"
with open(raw_filename, 'w') as raw_file:
raw_file.write(raw_data)
print 'Raw data save to ' + raw_filename
mixpanel.event_json_to_csv(self.output_dir + "/event_export_"+time_string+".csv", raw_data)
else:
print 'Export returned 0 events!'
self.progress_bar.stop()
self.progress_bar_value.set(0)
def delete_people(self):
if self.api_key_entry.get() == '':
print 'API Key Required!'
return
elif self.api_secret_entry.get() == '':
print 'API Secret Required!'
return
elif self.project_token_entry.get() == '':
print 'Project Token Required!'
return
self.output_dir = askdirectory(title='Choose backup directory', mustexist=True, parent=self.master)
if not self.output_dir:
return
self.progress_bar.start()
mixpanel = Mixpanel(
api_key=self.api_key_entry.get(),
api_secret=self.api_secret_entry.get(),
project_token=self.project_token_entry.get(),
endpoint=API_ENDPOINT
)
parameters = {}
'''Here is the place to define your selector to target only the users that you're after'''
if self.where_entry.get():
parameters['where'] = self.where_entry.get()
response = mixpanel.request(['engage'], parameters)
try:
result = '\nAPI ERROR! - ' + json.loads(response)['error'] + '\n'
if result:
print result
self.progress_bar.stop()
self.progress_bar_value.set(0)
return
except KeyError, e:
pass
parameters.update({
'session_id': json.loads(response)['session_id'],
'page': 0
})
global_total = json.loads(response)['total']
if global_total == 0:
print "Query returned 0 profiles!"
self.progress_bar.stop()
self.progress_bar_value.set(0)
return
print "Here are the # of people %d" % global_total
fname = self.output_dir + "/backup-" + str(int(time.time())) + ".json"
has_results = True
total = 0
print "BACKUP FILE saved to " + fname
f = open(fname, 'w')
self.progress_bar.stop()
if askyesno('Delete People', 'You are about to delete ' + str(global_total) + ' users.\n\nDo you want to proceed?'):
self.progress_bar.start()
f.write('[')
while has_results:
responser = json.loads(response)['results']
response_count = len(responser)
total += response_count
has_results = response_count == 1000
i = 0
for data in responser:
f.write(json.dumps(data))
i += 1
if i != response_count:
f.write(',')
print "%d / %d" % (total,global_total)
parameters['page'] += 1
if has_results:
f.write(',')
response = mixpanel.request(['engage'], parameters)
else:
f.write(']')
print 'Done! - ' + str(global_total) + ' users deleted'
self.progress_bar.stop()
self.progress_bar_value.set(0)
if __name__ == '__main__':
root = Tk()
root.title('MPExport')
text_output = ReadOnlyText(root)
text_output.grid(row=11, column=0, columnspan=3, sticky=(N, S, E, W))
sys.stdout = StdRedirector(text_output)
app = MPExportApp(root)
root.geometry("1024x768")
root.minsize(width=480, height=480)
root.mainloop()