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  1. modules/.DS_Store +0 -0
  2. modules/__pycache__/__init__.cpython-38.pyc +0 -0
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  4. modules/mongo/.DS_Store +0 -0
  5. modules/mongo/LICENSE +675 -3
  6. modules/mongo/README.md +2 -2
  7. modules/mongo/build/lib/mongo_api/mongo_api.py +762 -3
  8. modules/mongo/build/lib/mongo_api/mongo_credentials.py +8 -3
  9. modules/mongo/dist/mongo_api-0.1.0-py2.py3-none-any.whl +0 -0
  10. modules/mongo/dist/mongo_api-0.1.2-py2.py3-none-any.whl +0 -0
  11. modules/mongo/mongo_api.egg-info/PKG-INFO +10 -3
  12. modules/mongo/mongo_api.egg-info/SOURCES.txt +10 -3
  13. modules/mongo/mongo_api.egg-info/dependency_links.txt +1 -3
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  16. modules/mongo/mongo_api/__pycache__/__init__.cpython-36.pyc +0 -0
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  22. modules/mongo/mongo_api/__pycache__/mongo_credentials.cpython-36.pyc +0 -0
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  24. modules/mongo/mongo_api/__pycache__/mongo_credentials.cpython-38.pyc +0 -0
  25. modules/mongo/mongo_api/mongo_api.py +762 -3
  26. modules/mongo/mongo_api/mongo_credentials.py +29 -3
  27. modules/mongo/requirements.txt +6 -3
  28. modules/mongo/setup.py +12 -3
  29. modules/quill/LICENSE +19 -3
  30. modules/quill/MANIFEST.in +1 -3
  31. modules/quill/README.md +2 -2
  32. modules/quill/preview.png +0 -0
  33. modules/quill/setup.py +21 -3
  34. modules/quill/streamlit_quill/__pycache__/quill.cpython-38.pyc +0 -0
  35. modules/quill/streamlit_quill/frontend/.env +6 -3
  36. modules/quill/streamlit_quill/frontend/.prettierrc +5 -3
  37. modules/quill/streamlit_quill/frontend/build/asset-manifest.json +23 -3
  38. modules/quill/streamlit_quill/frontend/build/bootstrap.min.css +0 -0
  39. modules/quill/streamlit_quill/frontend/build/index.html +1 -3
  40. modules/quill/streamlit_quill/frontend/build/precache-manifest.c41d16a9c1e698d05316f9c838e08045.js +266 -3
  41. modules/quill/streamlit_quill/frontend/build/service-worker.js +39 -3
  42. modules/quill/streamlit_quill/frontend/build/static/css/2.3e2d5b0e.chunk.css +9 -3
  43. modules/quill/streamlit_quill/frontend/build/static/css/2.3e2d5b0e.chunk.css.map +1 -3
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  45. modules/quill/streamlit_quill/frontend/build/static/js/2.c8ea490a.chunk.js.LICENSE.txt +89 -3
  46. modules/quill/streamlit_quill/frontend/build/static/js/2.c8ea490a.chunk.js.map +0 -0
  47. modules/quill/streamlit_quill/frontend/build/static/js/main.21a6f1da.chunk.js +2 -3
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  50. modules/quill/streamlit_quill/frontend/build/static/js/runtime-main.11ec9aca.js.map +1 -3
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1
+ import datetime as dt
2
+ import pandas as pd
3
+ import itertools
4
+ import pymongo # requires dnspython
5
+ import configparser
6
+ from .mongo_credentials import credentials
7
+
8
+ CREDENTIALS = credentials
9
+
10
+
11
+ class _MongoAbstract(object):
12
+ _instance = None
13
+ _credentials = None
14
+ _name = None
15
+ _key_ls = None
16
+ _del_many_limit = 50
17
+ _override_boolean_key = None
18
+
19
+ def __init__(self, instance='remote', **query):
20
+ self._set_instance(instance)
21
+ self._set_credentials()
22
+
23
+ if not isinstance(self._name, str) or not isinstance(self._instance, str) or not isinstance(self._key_ls, list):
24
+ raise Exception('Instance (str), collection _name (str) and _key_ls (list) need to be properly declared!')
25
+
26
+ db_obj = self._get_db_object()
27
+ collection_names_ls = db_obj.list_collection_names()
28
+
29
+ idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
30
+ if self._name not in collection_names_ls:
31
+ print(f"Creating new {self._instance} collection: {self._name}\n")
32
+ collection = db_obj[self._name] # this will create the collection
33
+ collection.create_index(idx_tup_ls, unique=True, name=self._name) # this will index it
34
+ else:
35
+ collection = db_obj[self._name] # collection already exists
36
+
37
+ self._db_obj = db_obj
38
+ self._collection = collection
39
+ query = self._override_boolean_keys(**query)
40
+ self._is_adv_query = sum([isinstance(v, list) for v in query.values()])
41
+ self._set_query(query)
42
+ self._set_advanced_query()
43
+ self._out = None
44
+ self._cursor = self._get_cursor()
45
+ self._full_key_ls = self._key_ls + ['values']
46
+
47
+ def _set_credentials(self):
48
+ if self._credentials is None:
49
+ self._credentials = CREDENTIALS
50
+
51
+ def _get_credentials(self):
52
+ if self._credentials is None:
53
+ self._set_credentials()
54
+ return self._credentials
55
+
56
+ def _set_instance(self, instance):
57
+ self._instance = instance
58
+
59
+ def _override_boolean_keys(self, **query):
60
+ if self._get_boolean_keys() and query:
61
+ for key in self._get_boolean_keys():
62
+ if key in query.keys():
63
+ if isinstance(query[key], (tuple, list)):
64
+ query[key] = [str(int(i)) if isinstance(i, bool) else i for i in query[key]]
65
+ else:
66
+ if isinstance(query[key], bool):
67
+ query[key] = str(int(query[key]))
68
+ return query
69
+
70
+ def _get_boolean_keys(self):
71
+ if self._override_boolean_key is not None:
72
+ if isinstance(self._override_boolean_key, str):
73
+ return [self._override_boolean_key]
74
+ elif isinstance(self._override_boolean_key, list):
75
+ return self._override_boolean_key
76
+ else:
77
+ raise Exception(f'_override_boolean_key not recognized {self._override_boolean_key}')
78
+ else:
79
+ return None
80
+
81
+ def __repr__(self):
82
+ print_str = f'database: {self._get_db_name()}'
83
+ print_str += f'\ninstance: {self._get_instance()}'
84
+ print_str += f'\ncollection: {self._get_name()}'
85
+ key_str = ', '.join([i for i in self.get_keys() if i != 'values'])
86
+ print_str += f'\nkeys: [{key_str}]'
87
+ storage_size = self._db_obj.command('collstats', self._get_name())['size'] / 1e6
88
+ print_str += f'\nstorage size: {storage_size:.1f}MB'
89
+ num_docs = self._get_cursor().count()
90
+ print_str += f'\ndocuments: {num_docs}'
91
+ return print_str
92
+
93
+ def _get_collection(self):
94
+ return self._collection
95
+
96
+ def _get_instance(self):
97
+ return self._instance
98
+
99
+ def _get_name(self):
100
+ return self._name
101
+
102
+ def _get_host_and_port(self):
103
+ user = self._get_credentials()['user']
104
+ password = self._get_credentials()['password']
105
+ host = self._get_credentials()['host']
106
+ port = self._get_credentials()['port']
107
+ full_hostname = f"mongodb+srv://{user}:{password}@{host}/{port}"
108
+ return full_hostname, port
109
+
110
+ def _get_db_object(self):
111
+ client = pymongo.MongoClient(host=self._get_host_and_port()[0], port=self._get_host_and_port()[1])
112
+ return client[self._get_db_name()]
113
+
114
+ def _get_db_name(self):
115
+ return self._get_credentials()['dbname']
116
+
117
+ def _set_advanced_query(self):
118
+ if self._is_adv_query:
119
+ and_ls = []
120
+ ls_dd = self._product_dict(**self._query)
121
+ for dd in ls_dd:
122
+ and_ls.extend([{'$and': [dd]}])
123
+ or_dd = {'$or': and_ls}
124
+ self._query = or_dd
125
+
126
+ def _get_query(self):
127
+ return self._query
128
+
129
+ def _get_cursor(self):
130
+ if self._out is None:
131
+ self._cursor = self._collection.find(self._query)
132
+ return self._cursor
133
+
134
+ @staticmethod
135
+ def _product_dict(**kwargs):
136
+ for key, val in kwargs.items(): # make sure adv query values are all lists
137
+ if not isinstance(val, list):
138
+ kwargs.update({key: [val]})
139
+
140
+ keys = kwargs.keys()
141
+ vals = kwargs.values()
142
+ for instance in itertools.product(*vals):
143
+ yield dict(zip(keys, instance))
144
+
145
+ def _set_query(self, query):
146
+ query_dd = dict()
147
+ for k, v in query.items():
148
+ if v is not None: # drop None from queries, but allow it to pass
149
+ if isinstance(v, str) and '~' in v:
150
+ query_dd[k] = {'$ne': v.replace('~', '')}
151
+ elif isinstance(v, list):
152
+ new_ls = list()
153
+ neg_ls = list()
154
+ for i in v:
155
+ if isinstance(i, str) and '~' in i:
156
+ neg_ls.append(i.replace('~', ''))
157
+ else:
158
+ new_ls.append(i)
159
+ if len(neg_ls) > 0:
160
+ new_ls.append({'$nin': neg_ls})
161
+ query_dd[k] = new_ls
162
+ else:
163
+ query_dd[k] = v
164
+ self._query = query_dd
165
+
166
+ def drop_collection(self, confirm=''):
167
+ if confirm != 'confirm':
168
+ print('drop_collection not confirmed. Make sure you know what you are doing. Pass "confirm" to drop.')
169
+ else:
170
+ db_obj = self._get_db_object()
171
+ db_obj.drop_collection(self._name)
172
+ print('Database: %s' % self._get_db_name())
173
+ print('Collection dropped: %s' % self._name)
174
+
175
+ def _reindex(self, confirm=''):
176
+ if confirm != 'confirm':
177
+ print('reindex not confirmed. Nothing done. Pass "confirm" to reindex.')
178
+ else:
179
+ collection = self._get_collection()
180
+ collection.drop_indexes()
181
+ idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
182
+ collection.create_index(idx_tup_ls, unique=True, name=self._name) # this will index it
183
+ print('collection %s successfully re-indexed' % self._name)
184
+
185
+ def count(self):
186
+ print(f'Database: {self._get_db_name()}')
187
+ print(f'Collection: {self._name}')
188
+
189
+ print(f'Query: {self._query}')
190
+ print(f'Documents: {self._collection.count_documents(self._query)}')
191
+
192
+ def replace_field_value(self, existing_field=True, **kwargs):
193
+ """
194
+ make sure you declare the appropriate key=value arguments to be modified in your query!
195
+ """
196
+ if len(kwargs) != 1:
197
+ raise Exception('please rename only one field at a time')
198
+
199
+ field = list(kwargs.keys())[0]
200
+ value = kwargs[field]
201
+
202
+ if field not in self.get_keys() and existing_field: # check init that everything is ok to reindex
203
+ raise Exception('new field needs to be declared in collection keys before replace / re-index')
204
+
205
+ if field == 'values':
206
+ raise Exception('values cannot be replace with this method. Use .update_values() instead')
207
+
208
+ if existing_field:
209
+ if not self._query:
210
+ raise Exception('Cannot replace key value without filters.')
211
+ if self._get_boolean_keys() and field in self._get_boolean_keys():
212
+ value = str(int(value))
213
+
214
+ cursor = self._get_cursor()
215
+ request_ls = []
216
+ for doc in cursor:
217
+ if existing_field:
218
+ doc.pop(field)
219
+ update_dd = {'$set': {field: value}}
220
+ request = pymongo.UpdateOne(doc, update_dd, upsert=False)
221
+ request_ls.append(request)
222
+
223
+ if len(request_ls) > 0:
224
+ self._get_collection().bulk_write(request_ls)
225
+ print(f'collection field {field} successfully updated to {value}')
226
+
227
+ if not existing_field:
228
+ self._reindex('confirm')
229
+ else:
230
+ print('no operations to handle')
231
+
232
+ @classmethod
233
+ def get_keys(self):
234
+ return [i for i in self._key_ls] # pass a copy
235
+
236
+ def get_key_values(self):
237
+ match_dd = {'$match': self._query}
238
+
239
+ key_dd = {k: f'${k}' for k in self._key_ls}
240
+ group_dd = {'$group': {'_id': key_dd}}
241
+
242
+ cursor = self._collection.aggregate([match_dd, group_dd])
243
+ ls = [i['_id'] for i in list(cursor)]
244
+ keys_df = pd.DataFrame(ls)
245
+ if not keys_df.empty:
246
+ keys_df = keys_df.sort_values(by=self._key_ls)
247
+ keys_df = keys_df.reset_index(drop=True)
248
+ return keys_df
249
+
250
+ def _is_local_instance(self):
251
+ return self._get_instance() == 'local'
252
+
253
+ def delete_many(self, confirm=''):
254
+ if not self._query:
255
+ raise Exception('Cannot delete_many without filters. Use drop_collection() instead for a full drop.')
256
+
257
+ lmt = self._del_many_limit
258
+ cnt = self._collection.count_documents(self._query)
259
+ if (cnt > lmt) and confirm != 'confirm':
260
+ raise Exception(f'confirm delete_many() if more than {lmt} documents. Potentially deleted: {cnt}')
261
+
262
+ before = self._collection.count_documents({})
263
+ self._get_collection().delete_many(self._query)
264
+ after = self._collection.count_documents({})
265
+ self._out = None
266
+ print(f'{before - after} document(s) deleted')
267
+
268
+ def distinct(self, field):
269
+ if isinstance(field, str):
270
+ field = field
271
+ cursor = self._get_cursor()
272
+ return cursor.distinct(field) # faster
273
+ elif isinstance(field, list):
274
+ group_dd = {"_id": {i: f'${i}' for i in field}}
275
+ if len(self._query) > 0:
276
+ cursor = self._collection.aggregate([{'$match': self._query},
277
+ {"$group": group_dd}])
278
+ else:
279
+ cursor = self._collection.aggregate([{"$group": group_dd}])
280
+ dd = [doc['_id'] for doc in cursor]
281
+ return pd.DataFrame().from_dict(dd)
282
+
283
+
284
+ class _MongoSeries(_MongoAbstract):
285
+ _drop_weekends = None
286
+
287
+ def __init__(self, instance='remote', **query):
288
+ _MongoAbstract.__init__(self, instance=instance, **query)
289
+
290
+ def _get_drop_weekends(self):
291
+ return self._drop_weekends
292
+
293
+ def _update_query_date_range(self, start, end):
294
+ if start is not None and end is None:
295
+ self._query['values.date'] = start
296
+ # self._query['values'] = {'$elemMatch': {'date': {'$gte': start}}}
297
+ elif start is None and end is not None:
298
+ self._query['values.date'] = {'$lte': end}
299
+ elif start is not None and end is not None:
300
+ self._query['values.date'] = {'$gte': start, '$lte': end}
301
+ else: # both none
302
+ pass
303
+
304
+ def _get_query_cursor(self, start, end):
305
+ if start is None and end is None:
306
+ return self._get_cursor() # simple case
307
+ else:
308
+ co = self._get_collection()
309
+ key_ls = self.get_keys()
310
+ match_dd = {'$match': self._query}
311
+ if start is not None and end is None:
312
+ if isinstance(start, (dt.datetime, dt.date)):
313
+ start = start.strftime('%Y%m%d')
314
+ start = start.replace('-', '')
315
+ filter_dd = {
316
+ '$filter':
317
+ {'input': '$values',
318
+ 'as': 'vals',
319
+ 'cond': {'$gte': ['$$vals.date', start]}
320
+ }
321
+ }
322
+ elif start is None and end is not None:
323
+ if isinstance(end, dt.datetime):
324
+ end = end.strftime('%Y%m%d')
325
+ end = end.replace('-', '')
326
+ filter_dd = {
327
+ '$filter':
328
+ {'input': '$values',
329
+ 'as': 'vals',
330
+ 'cond': {'$lte': ['$$vals.date', end]}
331
+ }
332
+ }
333
+ else: # both defined
334
+ if isinstance(start, dt.datetime):
335
+ start = start.strftime('%Y%m%d')
336
+ start = start.replace('-', '')
337
+
338
+ if isinstance(end, dt.datetime):
339
+ end = end.strftime('%Y%m%d')
340
+ end = end.replace('-', '')
341
+ filter_dd = {
342
+ '$filter':
343
+ {'input': '$values',
344
+ 'as': 'vals',
345
+ 'cond': {'$and': [{'$gte': ['$$vals.date', start]},
346
+ {'$lte': ['$$vals.date', end]}]}
347
+ }
348
+ }
349
+ key_dd = {i: 1 for i in key_ls}
350
+ key_dd['values'] = filter_dd
351
+ project_dd = {'$project': key_dd}
352
+ cursor = co.aggregate([match_dd, project_dd])
353
+ return cursor
354
+
355
+ def insert(self, pd_obj, col_key):
356
+ if pd_obj.empty:
357
+ print('pd_obj empty, no data to insert')
358
+ return
359
+
360
+ if isinstance(pd_obj, pd.Series):
361
+ pd_obj = pd.DataFrame(pd_obj)
362
+
363
+ # check no dups
364
+ if pd_obj.columns.has_duplicates:
365
+ raise Exception('inserted object cannot have duplicated keys!')
366
+
367
+ # initial checks
368
+ if isinstance(col_key, str):
369
+ col_key = [col_key]
370
+
371
+ if len(self._key_ls) != len(col_key):
372
+ name = self._name
373
+ full = len(self._key_ls)
374
+ given = len(col_key)
375
+ raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
376
+
377
+ df = pd_obj.copy()
378
+ df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
379
+
380
+ # integrity check
381
+ for col in pd_obj.columns:
382
+ col_val_ls = col.split('.')
383
+ if len(self._full_key_ls) - 1 != len(col_val_ls):
384
+ raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
385
+
386
+ # do not store full NaN rows or columns
387
+ df = df.dropna(how='all', axis=0)
388
+ df = df.dropna(how='all', axis=1)
389
+
390
+ request_ls = []
391
+ for col in df.columns:
392
+ col_val_ls = col.split('.')
393
+ tup = zip(col_key, col_val_ls)
394
+ query_dd = {k: v for k, v in tup}
395
+ values_dd = df[col].dropna().to_dict()
396
+ values_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
397
+ update_dd = {'$set': {'values': values_ls}}
398
+ request = pymongo.UpdateOne(query_dd, update_dd, upsert=True)
399
+ request_ls.append(request)
400
+ self._get_collection().bulk_write(request_ls)
401
+
402
+ def last_update(self, how='each', order='min'):
403
+ match_dd = {'$match': self._query}
404
+ key_dd = {k: f'${k}' for k in self._key_ls}
405
+ group_dd = {
406
+ '$group':
407
+ {'_id':
408
+ {'_id': key_dd},
409
+ 'max': {'$max': "$values.date"}
410
+ }
411
+ }
412
+ sort_dd = {'$sort': {'values.date': 1}}
413
+ cursor = self._get_collection().aggregate([match_dd, group_dd, sort_dd])
414
+ last_df = pd.DataFrame()
415
+ for num, doc in enumerate(cursor):
416
+ dd = doc['_id']['_id']
417
+ dd['last_update'] = doc['max'][-1]
418
+ tmp_df = pd.DataFrame.from_dict(dd, orient='index').T
419
+ last_df = pd.concat([last_df, tmp_df], axis=0, sort=True)
420
+ last_df = last_df[self._key_ls + ['last_update']]
421
+ last_df['last_update'] = last_df['last_update'].apply(pd.to_datetime)
422
+ days_f = lambda x: (dt.datetime.today() - x).days
423
+ last_df['last_update_days'] = last_df['last_update'].apply(days_f)
424
+ if how == 'all':
425
+ if order == 'max':
426
+ return last_df['last_update'].max()
427
+ elif order == 'min':
428
+ return last_df['last_update'].min()
429
+ else:
430
+ raise Exception(f'argument order not recognized {order}')
431
+ elif how == 'each':
432
+ return last_df
433
+ else:
434
+ raise Exception(f'argument how not recognized: {how}')
435
+
436
+ def query(self, start=None, end=None, rename=None, expand=False):
437
+ """
438
+ override is for self.last_update()
439
+ """
440
+ if self._out is None:
441
+ cursor = self._get_query_cursor(start, end)
442
+
443
+ if rename is not None:
444
+ if isinstance(rename, str):
445
+ rename = [rename]
446
+
447
+ exclude_ls = ['_id', 'values']
448
+ df = pd.DataFrame()
449
+ for doc in cursor:
450
+ if len(doc['values']) > 0:
451
+ if rename is not None:
452
+ name = '.'.join([doc[i] for i in rename])
453
+ else:
454
+ name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
455
+ doc_df = pd.DataFrame().from_dict(doc['values']).set_index('date')
456
+ doc_df.columns = [name]
457
+ df = pd.concat([df, doc_df], axis=1, sort=True)
458
+
459
+ if df.empty:
460
+ return df
461
+
462
+ df.index = df.index.map(pd.to_datetime)
463
+
464
+ if self._get_drop_weekends():
465
+ week_days_ls = df.index.weekday < 5
466
+ df = df.loc[week_days_ls].copy()
467
+
468
+ if expand:
469
+ df.columns = df.columns.str.split('.', expand=True)
470
+
471
+ # return series if only one column or row
472
+ if len(df.columns) == 1:
473
+ df = df[df.columns[0]].copy()
474
+
475
+ if len(df.index) == 1:
476
+ df = df.iloc[-1].copy()
477
+
478
+ self._out = df.copy()
479
+ return self._out
480
+
481
+ def drop_datapoint(self, date_str):
482
+ if self._collection.count_documents(self._query) == 0:
483
+ raise Exception('no documents found with given filters')
484
+
485
+ if self._collection.count_documents(self._query) > 1:
486
+ raise Exception('you can only drop datapoints one series at a time')
487
+
488
+ if isinstance(date_str, dt.datetime):
489
+ date_str = date_str.strftime('%Y%m%d')
490
+
491
+ cursor = self._get_cursor()
492
+ request_ls = []
493
+ for doc in cursor:
494
+ doc.pop('_id')
495
+ doc.pop('values')
496
+ doc['values.date'] = date_str
497
+ update_dd = {'$unset': {'values.$.value': ""}}
498
+ request = pymongo.UpdateOne(doc, update_dd, upsert=False)
499
+ request_ls.append(request)
500
+ self._get_collection().bulk_write(request_ls)
501
+
502
+ def update_values(self, pd_obj, col_key):
503
+ if pd_obj.empty:
504
+ print('pd_obj empty, no data to update')
505
+ return
506
+
507
+ # initial checks
508
+ if isinstance(col_key, str):
509
+ col_key = [col_key]
510
+
511
+ if len(self._key_ls) != len(col_key):
512
+ name = self._name
513
+ full = len(self._key_ls)
514
+ given = len(col_key)
515
+ raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
516
+
517
+ if isinstance(pd_obj, pd.Series):
518
+ df = pd.DataFrame(pd_obj)
519
+ else:
520
+ df = pd_obj.copy()
521
+
522
+ # check no dups
523
+ if df.columns.has_duplicates:
524
+ raise Exception('inserted object cannot have duplicated keys!')
525
+
526
+ # integrity check
527
+ for col in df.columns:
528
+ col_val_ls = col.split('.')
529
+ if len(self._full_key_ls) - 1 != len(col_val_ls):
530
+ raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
531
+
532
+ df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
533
+ df = df.dropna(axis=0, how='all')
534
+ df = df.dropna(axis=1, how='all')
535
+
536
+ request_ls = []
537
+ for col in df.columns:
538
+ col_val_ls = col.split('.')
539
+ tup = zip(col_key, col_val_ls)
540
+ query_dd = {k: v for k, v in tup}
541
+ values_dd = df[col].dropna().to_dict()
542
+
543
+ # pull many
544
+ date_ls = list(values_dd.keys())
545
+ update_dd = {
546
+ '$pull': {'values': {'date': {'$in': date_ls}}}
547
+ }
548
+ request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
549
+ request_ls.append(request)
550
+
551
+ # push many
552
+ new_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
553
+ update_dd = {'$push': {'values': {'$each': new_ls}}}
554
+ request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
555
+ request_ls.append(request)
556
+ self._get_collection().bulk_write(request_ls, ordered=True)
557
+
558
+
559
+ class _MongoDoc(_MongoAbstract):
560
+ def __init__(self, instance='remote', **query):
561
+ _MongoAbstract.__init__(self, instance=instance, **query)
562
+
563
+ def insert(self, dd):
564
+ if not isinstance(dd, dict):
565
+ print('insert dict empty, no data to insert')
566
+ return
567
+
568
+ # initial checks
569
+ if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
570
+ raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
571
+
572
+ cast_key_ls = set([str(k) for k in dd.keys()])
573
+ if len(cast_key_ls) != len(dd.keys()):
574
+ raise Exception('identical string representations of keys are not allowed')
575
+ insert_dd = {str(k): v for k, v in dd.items()}
576
+
577
+ filter_dd = self._get_query()
578
+ update_dd = {'$set': {'values': insert_dd}}
579
+ self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
580
+
581
+ def query(self, expand=False, rename=None):
582
+ """
583
+ override is for self.last_update()
584
+ """
585
+
586
+ if rename:
587
+ if isinstance(rename, str):
588
+ rename = [rename]
589
+
590
+ if self._out is None:
591
+ cursor = self._get_cursor() # simple case
592
+
593
+ df = pd.DataFrame()
594
+ for num, doc in enumerate(cursor):
595
+ if doc['values']:
596
+ doc.pop('_id')
597
+ val_dd = doc.pop('values')
598
+ if rename:
599
+ name = '.'.join([str(doc[k]) for k in rename])
600
+ else:
601
+ name = '.'.join([str(doc[k]) for k in sorted(doc.keys())])
602
+ s = pd.Series(val_dd, name=name, dtype=object)
603
+ df = pd.concat([df, s], axis=1, sort=True)
604
+
605
+ if expand:
606
+ df.columns = df.columns.str.split('.', expand=True)
607
+
608
+ # return series if only one column or row
609
+ if len(df.columns) == 1:
610
+ df = df[df.columns[0]].copy()
611
+
612
+ if len(df.index) == 1:
613
+ df = df.iloc[-1].copy()
614
+
615
+ self._out = df
616
+ return self._out
617
+
618
+
619
+ class _MongoTable(_MongoAbstract):
620
+ def __init__(self, instance='remote', **query):
621
+ _MongoAbstract.__init__(self, instance=instance, **query)
622
+
623
+ def insert(self, pd_obj):
624
+ if pd_obj.empty:
625
+ print('pd_obj empty, no data to insert')
626
+ return
627
+
628
+ if isinstance(pd_obj, pd.Series):
629
+ pd_obj = pd.DataFrame(pd_obj)
630
+
631
+ # check no dups
632
+ if pd_obj.columns.has_duplicates:
633
+ raise Exception('inserted object cannot have duplicated columns!')
634
+
635
+ # initial checks
636
+ if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
637
+ raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
638
+
639
+ # drop nan
640
+ df = pd_obj.copy()
641
+ df = df.dropna(how='all', axis=0)
642
+ df = df.dropna(how='all', axis=1)
643
+
644
+ if isinstance(df.columns, pd.core.indexes.multi.MultiIndex):
645
+ df.columns = ['.'.join([i for i in col]) for col in df.columns]
646
+
647
+ if isinstance(df.index, pd.core.indexes.multi.MultiIndex):
648
+ df.index = ['.'.join([i for i in col]) for col in df.columns]
649
+
650
+ df.columns = df.columns.map(str)
651
+ df.index = df.index.map(str)
652
+
653
+ values_dd = df.to_dict(orient='records')
654
+
655
+ filter_dd = self._get_query()
656
+ update_dd = {'$set': {'values': values_dd}}
657
+ self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
658
+
659
+ def query(self, rename=None, expand=False):
660
+ """
661
+ override is for self.last_update()
662
+ """
663
+ if self._out is None:
664
+ cursor = self._get_cursor() # simple case
665
+
666
+ if rename is not None:
667
+ if isinstance(rename, str):
668
+ rename = [rename]
669
+
670
+ exclude_ls = ['_id', 'values']
671
+ out_df = pd.DataFrame()
672
+ cnt = 0
673
+ for num, doc in enumerate(cursor):
674
+ if len(doc['values']) > 0:
675
+ df = pd.DataFrame().from_records(doc['values'])
676
+ if rename is not None:
677
+ name = '.'.join([doc[i] for i in rename])
678
+ else:
679
+ name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
680
+ id_ls = [name] * df.shape[0]
681
+ df['_id'] = id_ls
682
+ out_df = pd.concat([out_df, df], axis=0, sort=True)
683
+ cnt += 1
684
+
685
+ if out_df.empty:
686
+ return out_df
687
+
688
+ if cnt > 1:
689
+ out_df = out_df.reset_index(drop=False)
690
+ out_df = out_df.set_index('_id', drop=True)
691
+ out_df.index.name = None
692
+ else:
693
+ out_df = out_df.drop('_id', axis=1)
694
+
695
+ if expand:
696
+ out_df.index = out_df.index.str.split('.', expand=True)
697
+
698
+ # return series if only one column or row
699
+ if len(out_df.columns) == 1:
700
+ out_df = out_df[out_df.columns[0]].copy()
701
+
702
+ if len(out_df.index) == 1:
703
+ out_df = out_df.iloc[-1].copy()
704
+
705
+ self._out = out_df.copy()
706
+ return self._out
707
+
708
+
709
+ class _MongoLog(_MongoAbstract):
710
+ def __init__(self, instance='remote', **query):
711
+ _MongoAbstract.__init__(self, instance=instance, **query)
712
+
713
+ def _log(self, df):
714
+ request_ls = []
715
+ if not df.empty:
716
+ for (section, iso_dt), row_s in df.iterrows():
717
+ values_dd = row_s.to_dict()
718
+ doc_id = {'section': section,
719
+ 'iso_date': iso_dt}
720
+ update_dd = {'$push': {'values': values_dd}}
721
+ request = pymongo.UpdateOne(doc_id, update_dd, upsert=True)
722
+ request_ls.append(request)
723
+ self._get_collection().bulk_write(request_ls)
724
+
725
+ def query(self, rename=None, expand=False):
726
+ """
727
+ override is for self.last_update()
728
+ """
729
+ if self._out is None:
730
+ cursor = self._get_cursor() # simple case
731
+
732
+ if rename is not None:
733
+ if isinstance(rename, str):
734
+ rename = [rename]
735
+
736
+ exclude_ls = ['_id', 'values']
737
+ df = pd.DataFrame()
738
+ for doc in cursor:
739
+ if len(doc['values']) > 0:
740
+ if rename is not None:
741
+ name = '.'.join([doc[i] for i in rename])
742
+ else:
743
+ name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
744
+ doc_df = pd.DataFrame().from_records(doc['values'])
745
+ doc_df.index = [name] * len(doc_df.index)
746
+ df = pd.concat([df, doc_df], axis=0, sort=True)
747
+
748
+ if df.empty:
749
+ return df
750
+
751
+ if expand:
752
+ df.index = df.index.str.split('.', expand=True)
753
+
754
+ # return series if only one column or row
755
+ if len(df.columns) == 1:
756
+ df = df[df.columns[0]].copy()
757
+
758
+ if len(df.index) == 1:
759
+ df = df.iloc[-1].copy()
760
+
761
+ self._out = df.copy()
762
+ return self._out
modules/mongo/build/lib/mongo_api/mongo_credentials.py CHANGED
@@ -1,3 +1,8 @@
1
- version https://git-lfs.github.com/spec/v1
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- oid sha256:4b1015f9f73984be858448f831b2f69c477f127b8cba4cacc150e0cf09843ee8
3
- size 268
 
 
 
 
 
1
+ credentials = {
2
+ "user": "quantUser",# "dbUser"
3
+ "password": "Quant.L4rr4?", # "Larra.2020"
4
+ "dbname": "QuantRepo",
5
+ "host": "quant-main.5pkxp.mongodb.net", # "amalgama-fbqlw.mongodb.net"
6
+ "args": "test?retryWrites=true&w=majority",
7
+ "port": 27017
8
+ }
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modules/mongo/mongo_api.egg-info/PKG-INFO CHANGED
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3
- size 257
 
 
 
 
 
 
 
1
+ Metadata-Version: 1.0
2
+ Name: mongo-api
3
+ Version: 0.1.2
4
+ Summary: Amalgama Mongo API
5
+ Home-page: https://github.com/AmalgamaLtd/mongo_api.git
6
+ Author: Alexandre Larrain
7
+ Author-email: alex@amalgama.co.uk
8
+ License: GNU GPL v.3
9
+ Description: UNKNOWN
10
+ Platform: UNKNOWN
modules/mongo/mongo_api.egg-info/SOURCES.txt CHANGED
@@ -1,3 +1,10 @@
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3
- size 258
 
 
 
 
 
 
 
1
+ README.md
2
+ setup.py
3
+ mongo_api/__init__.py
4
+ mongo_api/mongo_api.py
5
+ mongo_api/mongo_credentials.py
6
+ mongo_api.egg-info/PKG-INFO
7
+ mongo_api.egg-info/SOURCES.txt
8
+ mongo_api.egg-info/dependency_links.txt
9
+ mongo_api.egg-info/not-zip-safe
10
+ mongo_api.egg-info/top_level.txt
modules/mongo/mongo_api.egg-info/dependency_links.txt CHANGED
@@ -1,3 +1 @@
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1
+
 
 
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- oid sha256:01ba4719c80b6fe911b091a7c05124b64eeece964e09c058ef8f9805daca546b
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- size 1
1
+
 
 
modules/mongo/mongo_api.egg-info/top_level.txt CHANGED
@@ -1,3 +1 @@
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- version https://git-lfs.github.com/spec/v1
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- oid sha256:8894f842c3c244ee640206df66e6fbd225f7a4465ab1ede35554db5dedb8baa9
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- size 10
1
+ mongo_api
 
 
modules/mongo/mongo_api/__pycache__/__init__.cpython-36.pyc CHANGED
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modules/mongo/mongo_api/mongo_api.py CHANGED
@@ -1,3 +1,762 @@
1
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- size 28518
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import datetime as dt
2
+ import pandas as pd
3
+ import itertools
4
+ import pymongo # requires dnspython
5
+ import configparser
6
+ from .mongo_credentials import credentials
7
+
8
+ CREDENTIALS = credentials
9
+
10
+
11
+ class _MongoAbstract(object):
12
+ _instance = None
13
+ _credentials = None
14
+ _name = None
15
+ _key_ls = None
16
+ _del_many_limit = 50
17
+ _override_boolean_key = None
18
+
19
+ def __init__(self, instance='remote', **query):
20
+ self._set_instance(instance)
21
+ self._set_credentials()
22
+
23
+ if not isinstance(self._name, str) or not isinstance(self._instance, str) or not isinstance(self._key_ls, list):
24
+ raise Exception('Instance (str), collection _name (str) and _key_ls (list) need to be properly declared!')
25
+
26
+ db_obj = self._get_db_object()
27
+ collection_names_ls = db_obj.list_collection_names()
28
+
29
+ idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
30
+ if self._name not in collection_names_ls:
31
+ print(f"Creating new {self._instance} collection: {self._name}\n")
32
+ collection = db_obj[self._name] # this will create the collection
33
+ collection.create_index(idx_tup_ls, unique=True, name=self._name) # this will index it
34
+ else:
35
+ collection = db_obj[self._name] # collection already exists
36
+
37
+ self._db_obj = db_obj
38
+ self._collection = collection
39
+ query = self._override_boolean_keys(**query)
40
+ self._is_adv_query = sum([isinstance(v, list) for v in query.values()])
41
+ self._set_query(query)
42
+ self._set_advanced_query()
43
+ self._out = None
44
+ self._cursor = self._get_cursor()
45
+ self._full_key_ls = self._key_ls + ['values']
46
+
47
+ def _set_credentials(self):
48
+ if self._credentials is None:
49
+ self._credentials = CREDENTIALS
50
+
51
+ def _get_credentials(self):
52
+ if self._credentials is None:
53
+ self._set_credentials()
54
+ return self._credentials
55
+
56
+ def _set_instance(self, instance):
57
+ self._instance = instance
58
+
59
+ def _override_boolean_keys(self, **query):
60
+ if self._get_boolean_keys() and query:
61
+ for key in self._get_boolean_keys():
62
+ if key in query.keys():
63
+ if isinstance(query[key], (tuple, list)):
64
+ query[key] = [str(int(i)) if isinstance(i, bool) else i for i in query[key]]
65
+ else:
66
+ if isinstance(query[key], bool):
67
+ query[key] = str(int(query[key]))
68
+ return query
69
+
70
+ def _get_boolean_keys(self):
71
+ if self._override_boolean_key is not None:
72
+ if isinstance(self._override_boolean_key, str):
73
+ return [self._override_boolean_key]
74
+ elif isinstance(self._override_boolean_key, list):
75
+ return self._override_boolean_key
76
+ else:
77
+ raise Exception(f'_override_boolean_key not recognized {self._override_boolean_key}')
78
+ else:
79
+ return None
80
+
81
+ def __repr__(self):
82
+ print_str = f'database: {self._get_db_name()}'
83
+ print_str += f'\ninstance: {self._get_instance()}'
84
+ print_str += f'\ncollection: {self._get_name()}'
85
+ key_str = ', '.join([i for i in self.get_keys() if i != 'values'])
86
+ print_str += f'\nkeys: [{key_str}]'
87
+ storage_size = self._db_obj.command('collstats', self._get_name())['size'] / 1e6
88
+ print_str += f'\nstorage size: {storage_size:.1f}MB'
89
+ num_docs = self._get_cursor().count()
90
+ print_str += f'\ndocuments: {num_docs}'
91
+ return print_str
92
+
93
+ def _get_collection(self):
94
+ return self._collection
95
+
96
+ def _get_instance(self):
97
+ return self._instance
98
+
99
+ def _get_name(self):
100
+ return self._name
101
+
102
+ def _get_host_and_port(self):
103
+ user = self._get_credentials()['user']
104
+ password = self._get_credentials()['password']
105
+ host = self._get_credentials()['host']
106
+ port = self._get_credentials()['port']
107
+ full_hostname = f"mongodb+srv://{user}:{password}@{host}/{port}"
108
+ return full_hostname, port
109
+
110
+ def _get_db_object(self):
111
+ client = pymongo.MongoClient(host=self._get_host_and_port()[0], port=self._get_host_and_port()[1])
112
+ return client[self._get_db_name()]
113
+
114
+ def _get_db_name(self):
115
+ return self._get_credentials()['dbname']
116
+
117
+ def _set_advanced_query(self):
118
+ if self._is_adv_query:
119
+ and_ls = []
120
+ ls_dd = self._product_dict(**self._query)
121
+ for dd in ls_dd:
122
+ and_ls.extend([{'$and': [dd]}])
123
+ or_dd = {'$or': and_ls}
124
+ self._query = or_dd
125
+
126
+ def _get_query(self):
127
+ return self._query
128
+
129
+ def _get_cursor(self):
130
+ if self._out is None:
131
+ self._cursor = self._collection.find(self._query)
132
+ return self._cursor
133
+
134
+ @staticmethod
135
+ def _product_dict(**kwargs):
136
+ for key, val in kwargs.items(): # make sure adv query values are all lists
137
+ if not isinstance(val, list):
138
+ kwargs.update({key: [val]})
139
+
140
+ keys = kwargs.keys()
141
+ vals = kwargs.values()
142
+ for instance in itertools.product(*vals):
143
+ yield dict(zip(keys, instance))
144
+
145
+ def _set_query(self, query):
146
+ query_dd = dict()
147
+ for k, v in query.items():
148
+ if v is not None: # drop None from queries, but allow it to pass
149
+ if isinstance(v, str) and '~' in v:
150
+ query_dd[k] = {'$ne': v.replace('~', '')}
151
+ elif isinstance(v, list):
152
+ new_ls = list()
153
+ neg_ls = list()
154
+ for i in v:
155
+ if isinstance(i, str) and '~' in i:
156
+ neg_ls.append(i.replace('~', ''))
157
+ else:
158
+ new_ls.append(i)
159
+ if len(neg_ls) > 0:
160
+ new_ls.append({'$nin': neg_ls})
161
+ query_dd[k] = new_ls
162
+ else:
163
+ query_dd[k] = v
164
+ self._query = query_dd
165
+
166
+ def drop_collection(self, confirm=''):
167
+ if confirm != 'confirm':
168
+ print('drop_collection not confirmed. Make sure you know what you are doing. Pass "confirm" to drop.')
169
+ else:
170
+ db_obj = self._get_db_object()
171
+ db_obj.drop_collection(self._name)
172
+ print('Database: %s' % self._get_db_name())
173
+ print('Collection dropped: %s' % self._name)
174
+
175
+ def _reindex(self, confirm=''):
176
+ if confirm != 'confirm':
177
+ print('reindex not confirmed. Nothing done. Pass "confirm" to reindex.')
178
+ else:
179
+ collection = self._get_collection()
180
+ collection.drop_indexes()
181
+ idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
182
+ collection.create_index(idx_tup_ls, unique=True, name=self._name) # this will index it
183
+ print('collection %s successfully re-indexed' % self._name)
184
+
185
+ def count(self):
186
+ print(f'Database: {self._get_db_name()}')
187
+ print(f'Collection: {self._name}')
188
+
189
+ print(f'Query: {self._query}')
190
+ print(f'Documents: {self._collection.count_documents(self._query)}')
191
+
192
+ def replace_field_value(self, existing_field=True, **kwargs):
193
+ """
194
+ make sure you declare the appropriate key=value arguments to be modified in your query!
195
+ """
196
+ if len(kwargs) != 1:
197
+ raise Exception('please rename only one field at a time')
198
+
199
+ field = list(kwargs.keys())[0]
200
+ value = kwargs[field]
201
+
202
+ if field not in self.get_keys() and existing_field: # check init that everything is ok to reindex
203
+ raise Exception('new field needs to be declared in collection keys before replace / re-index')
204
+
205
+ if field == 'values':
206
+ raise Exception('values cannot be replace with this method. Use .update_values() instead')
207
+
208
+ if existing_field:
209
+ if not self._query:
210
+ raise Exception('Cannot replace key value without filters.')
211
+ if self._get_boolean_keys() and field in self._get_boolean_keys():
212
+ value = str(int(value))
213
+
214
+ cursor = self._get_cursor()
215
+ request_ls = []
216
+ for doc in cursor:
217
+ if existing_field:
218
+ doc.pop(field)
219
+ update_dd = {'$set': {field: value}}
220
+ request = pymongo.UpdateOne(doc, update_dd, upsert=False)
221
+ request_ls.append(request)
222
+
223
+ if len(request_ls) > 0:
224
+ self._get_collection().bulk_write(request_ls)
225
+ print(f'collection field {field} successfully updated to {value}')
226
+
227
+ if not existing_field:
228
+ self._reindex('confirm')
229
+ else:
230
+ print('no operations to handle')
231
+
232
+ @classmethod
233
+ def get_keys(self):
234
+ return [i for i in self._key_ls] # pass a copy
235
+
236
+ def get_key_values(self):
237
+ match_dd = {'$match': self._query}
238
+
239
+ key_dd = {k: f'${k}' for k in self._key_ls}
240
+ group_dd = {'$group': {'_id': key_dd}}
241
+
242
+ cursor = self._collection.aggregate([match_dd, group_dd])
243
+ ls = [i['_id'] for i in list(cursor)]
244
+ keys_df = pd.DataFrame(ls)
245
+ if not keys_df.empty:
246
+ keys_df = keys_df.sort_values(by=self._key_ls)
247
+ keys_df = keys_df.reset_index(drop=True)
248
+ return keys_df
249
+
250
+ def _is_local_instance(self):
251
+ return self._get_instance() == 'local'
252
+
253
+ def delete_many(self, confirm=''):
254
+ if not self._query:
255
+ raise Exception('Cannot delete_many without filters. Use drop_collection() instead for a full drop.')
256
+
257
+ lmt = self._del_many_limit
258
+ cnt = self._collection.count_documents(self._query)
259
+ if (cnt > lmt) and confirm != 'confirm':
260
+ raise Exception(f'confirm delete_many() if more than {lmt} documents. Potentially deleted: {cnt}')
261
+
262
+ before = self._collection.count_documents({})
263
+ self._get_collection().delete_many(self._query)
264
+ after = self._collection.count_documents({})
265
+ self._out = None
266
+ print(f'{before - after} document(s) deleted')
267
+
268
+ def distinct(self, field):
269
+ if isinstance(field, str):
270
+ field = field
271
+ cursor = self._get_cursor()
272
+ return cursor.distinct(field) # faster
273
+ elif isinstance(field, list):
274
+ group_dd = {"_id": {i: f'${i}' for i in field}}
275
+ if len(self._query) > 0:
276
+ cursor = self._collection.aggregate([{'$match': self._query},
277
+ {"$group": group_dd}])
278
+ else:
279
+ cursor = self._collection.aggregate([{"$group": group_dd}])
280
+ dd = [doc['_id'] for doc in cursor]
281
+ return pd.DataFrame().from_dict(dd)
282
+
283
+
284
+ class _MongoSeries(_MongoAbstract):
285
+ _drop_weekends = None
286
+
287
+ def __init__(self, instance='remote', **query):
288
+ _MongoAbstract.__init__(self, instance=instance, **query)
289
+
290
+ def _get_drop_weekends(self):
291
+ return self._drop_weekends
292
+
293
+ def _update_query_date_range(self, start, end):
294
+ if start is not None and end is None:
295
+ self._query['values.date'] = start
296
+ # self._query['values'] = {'$elemMatch': {'date': {'$gte': start}}}
297
+ elif start is None and end is not None:
298
+ self._query['values.date'] = {'$lte': end}
299
+ elif start is not None and end is not None:
300
+ self._query['values.date'] = {'$gte': start, '$lte': end}
301
+ else: # both none
302
+ pass
303
+
304
+ def _get_query_cursor(self, start, end):
305
+ if start is None and end is None:
306
+ return self._get_cursor() # simple case
307
+ else:
308
+ co = self._get_collection()
309
+ key_ls = self.get_keys()
310
+ match_dd = {'$match': self._query}
311
+ if start is not None and end is None:
312
+ if isinstance(start, (dt.datetime, dt.date)):
313
+ start = start.strftime('%Y%m%d')
314
+ start = start.replace('-', '')
315
+ filter_dd = {
316
+ '$filter':
317
+ {'input': '$values',
318
+ 'as': 'vals',
319
+ 'cond': {'$gte': ['$$vals.date', start]}
320
+ }
321
+ }
322
+ elif start is None and end is not None:
323
+ if isinstance(end, dt.datetime):
324
+ end = end.strftime('%Y%m%d')
325
+ end = end.replace('-', '')
326
+ filter_dd = {
327
+ '$filter':
328
+ {'input': '$values',
329
+ 'as': 'vals',
330
+ 'cond': {'$lte': ['$$vals.date', end]}
331
+ }
332
+ }
333
+ else: # both defined
334
+ if isinstance(start, dt.datetime):
335
+ start = start.strftime('%Y%m%d')
336
+ start = start.replace('-', '')
337
+
338
+ if isinstance(end, dt.datetime):
339
+ end = end.strftime('%Y%m%d')
340
+ end = end.replace('-', '')
341
+ filter_dd = {
342
+ '$filter':
343
+ {'input': '$values',
344
+ 'as': 'vals',
345
+ 'cond': {'$and': [{'$gte': ['$$vals.date', start]},
346
+ {'$lte': ['$$vals.date', end]}]}
347
+ }
348
+ }
349
+ key_dd = {i: 1 for i in key_ls}
350
+ key_dd['values'] = filter_dd
351
+ project_dd = {'$project': key_dd}
352
+ cursor = co.aggregate([match_dd, project_dd])
353
+ return cursor
354
+
355
+ def insert(self, pd_obj, col_key):
356
+ if pd_obj.empty:
357
+ print('pd_obj empty, no data to insert')
358
+ return
359
+
360
+ if isinstance(pd_obj, pd.Series):
361
+ pd_obj = pd.DataFrame(pd_obj)
362
+
363
+ # check no dups
364
+ if pd_obj.columns.has_duplicates:
365
+ raise Exception('inserted object cannot have duplicated keys!')
366
+
367
+ # initial checks
368
+ if isinstance(col_key, str):
369
+ col_key = [col_key]
370
+
371
+ if len(self._key_ls) != len(col_key):
372
+ name = self._name
373
+ full = len(self._key_ls)
374
+ given = len(col_key)
375
+ raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
376
+
377
+ df = pd_obj.copy()
378
+ df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
379
+
380
+ # integrity check
381
+ for col in pd_obj.columns:
382
+ col_val_ls = col.split('.')
383
+ if len(self._full_key_ls) - 1 != len(col_val_ls):
384
+ raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
385
+
386
+ # do not store full NaN rows or columns
387
+ df = df.dropna(how='all', axis=0)
388
+ df = df.dropna(how='all', axis=1)
389
+
390
+ request_ls = []
391
+ for col in df.columns:
392
+ col_val_ls = col.split('.')
393
+ tup = zip(col_key, col_val_ls)
394
+ query_dd = {k: v for k, v in tup}
395
+ values_dd = df[col].dropna().to_dict()
396
+ values_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
397
+ update_dd = {'$set': {'values': values_ls}}
398
+ request = pymongo.UpdateOne(query_dd, update_dd, upsert=True)
399
+ request_ls.append(request)
400
+ self._get_collection().bulk_write(request_ls)
401
+
402
+ def last_update(self, how='each', order='min'):
403
+ match_dd = {'$match': self._query}
404
+ key_dd = {k: f'${k}' for k in self._key_ls}
405
+ group_dd = {
406
+ '$group':
407
+ {'_id':
408
+ {'_id': key_dd},
409
+ 'max': {'$max': "$values.date"}
410
+ }
411
+ }
412
+ sort_dd = {'$sort': {'values.date': 1}}
413
+ cursor = self._get_collection().aggregate([match_dd, group_dd, sort_dd])
414
+ last_df = pd.DataFrame()
415
+ for num, doc in enumerate(cursor):
416
+ dd = doc['_id']['_id']
417
+ dd['last_update'] = doc['max'][-1]
418
+ tmp_df = pd.DataFrame.from_dict(dd, orient='index').T
419
+ last_df = pd.concat([last_df, tmp_df], axis=0, sort=True)
420
+ last_df = last_df[self._key_ls + ['last_update']]
421
+ last_df['last_update'] = last_df['last_update'].apply(pd.to_datetime)
422
+ days_f = lambda x: (dt.datetime.today() - x).days
423
+ last_df['last_update_days'] = last_df['last_update'].apply(days_f)
424
+ if how == 'all':
425
+ if order == 'max':
426
+ return last_df['last_update'].max()
427
+ elif order == 'min':
428
+ return last_df['last_update'].min()
429
+ else:
430
+ raise Exception(f'argument order not recognized {order}')
431
+ elif how == 'each':
432
+ return last_df
433
+ else:
434
+ raise Exception(f'argument how not recognized: {how}')
435
+
436
+ def query(self, start=None, end=None, rename=None, expand=False):
437
+ """
438
+ override is for self.last_update()
439
+ """
440
+ if self._out is None:
441
+ cursor = self._get_query_cursor(start, end)
442
+
443
+ if rename is not None:
444
+ if isinstance(rename, str):
445
+ rename = [rename]
446
+
447
+ exclude_ls = ['_id', 'values']
448
+ df = pd.DataFrame()
449
+ for doc in cursor:
450
+ if len(doc['values']) > 0:
451
+ if rename is not None:
452
+ name = '.'.join([doc[i] for i in rename])
453
+ else:
454
+ name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
455
+ doc_df = pd.DataFrame().from_dict(doc['values']).set_index('date')
456
+ doc_df.columns = [name]
457
+ df = pd.concat([df, doc_df], axis=1, sort=True)
458
+
459
+ if df.empty:
460
+ return df
461
+
462
+ df.index = df.index.map(pd.to_datetime)
463
+
464
+ if self._get_drop_weekends():
465
+ week_days_ls = df.index.weekday < 5
466
+ df = df.loc[week_days_ls].copy()
467
+
468
+ if expand:
469
+ df.columns = df.columns.str.split('.', expand=True)
470
+
471
+ # return series if only one column or row
472
+ if len(df.columns) == 1:
473
+ df = df[df.columns[0]].copy()
474
+
475
+ if len(df.index) == 1:
476
+ df = df.iloc[-1].copy()
477
+
478
+ self._out = df.copy()
479
+ return self._out
480
+
481
+ def drop_datapoint(self, date_str):
482
+ if self._collection.count_documents(self._query) == 0:
483
+ raise Exception('no documents found with given filters')
484
+
485
+ if self._collection.count_documents(self._query) > 1:
486
+ raise Exception('you can only drop datapoints one series at a time')
487
+
488
+ if isinstance(date_str, dt.datetime):
489
+ date_str = date_str.strftime('%Y%m%d')
490
+
491
+ cursor = self._get_cursor()
492
+ request_ls = []
493
+ for doc in cursor:
494
+ doc.pop('_id')
495
+ doc.pop('values')
496
+ doc['values.date'] = date_str
497
+ update_dd = {'$unset': {'values.$.value': ""}}
498
+ request = pymongo.UpdateOne(doc, update_dd, upsert=False)
499
+ request_ls.append(request)
500
+ self._get_collection().bulk_write(request_ls)
501
+
502
+ def update_values(self, pd_obj, col_key):
503
+ if pd_obj.empty:
504
+ print('pd_obj empty, no data to update')
505
+ return
506
+
507
+ # initial checks
508
+ if isinstance(col_key, str):
509
+ col_key = [col_key]
510
+
511
+ if len(self._key_ls) != len(col_key):
512
+ name = self._name
513
+ full = len(self._key_ls)
514
+ given = len(col_key)
515
+ raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
516
+
517
+ if isinstance(pd_obj, pd.Series):
518
+ df = pd.DataFrame(pd_obj)
519
+ else:
520
+ df = pd_obj.copy()
521
+
522
+ # check no dups
523
+ if df.columns.has_duplicates:
524
+ raise Exception('inserted object cannot have duplicated keys!')
525
+
526
+ # integrity check
527
+ for col in df.columns:
528
+ col_val_ls = col.split('.')
529
+ if len(self._full_key_ls) - 1 != len(col_val_ls):
530
+ raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
531
+
532
+ df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
533
+ df = df.dropna(axis=0, how='all')
534
+ df = df.dropna(axis=1, how='all')
535
+
536
+ request_ls = []
537
+ for col in df.columns:
538
+ col_val_ls = col.split('.')
539
+ tup = zip(col_key, col_val_ls)
540
+ query_dd = {k: v for k, v in tup}
541
+ values_dd = df[col].dropna().to_dict()
542
+
543
+ # pull many
544
+ date_ls = list(values_dd.keys())
545
+ update_dd = {
546
+ '$pull': {'values': {'date': {'$in': date_ls}}}
547
+ }
548
+ request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
549
+ request_ls.append(request)
550
+
551
+ # push many
552
+ new_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
553
+ update_dd = {'$push': {'values': {'$each': new_ls}}}
554
+ request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
555
+ request_ls.append(request)
556
+ self._get_collection().bulk_write(request_ls, ordered=True)
557
+
558
+
559
+ class _MongoDoc(_MongoAbstract):
560
+ def __init__(self, instance='remote', **query):
561
+ _MongoAbstract.__init__(self, instance=instance, **query)
562
+
563
+ def insert(self, dd):
564
+ if not isinstance(dd, dict):
565
+ print('insert dict empty, no data to insert')
566
+ return
567
+
568
+ # initial checks
569
+ if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
570
+ raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
571
+
572
+ cast_key_ls = set([str(k) for k in dd.keys()])
573
+ if len(cast_key_ls) != len(dd.keys()):
574
+ raise Exception('identical string representations of keys are not allowed')
575
+ insert_dd = {str(k): v for k, v in dd.items()}
576
+
577
+ filter_dd = self._get_query()
578
+ update_dd = {'$set': {'values': insert_dd}}
579
+ self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
580
+
581
+ def query(self, expand=False, rename=None):
582
+ """
583
+ override is for self.last_update()
584
+ """
585
+
586
+ if rename:
587
+ if isinstance(rename, str):
588
+ rename = [rename]
589
+
590
+ if self._out is None:
591
+ cursor = self._get_cursor() # simple case
592
+
593
+ df = pd.DataFrame()
594
+ for num, doc in enumerate(cursor):
595
+ if doc['values']:
596
+ doc.pop('_id')
597
+ val_dd = doc.pop('values')
598
+ if rename:
599
+ name = '.'.join([str(doc[k]) for k in rename])
600
+ else:
601
+ name = '.'.join([str(doc[k]) for k in sorted(doc.keys())])
602
+ s = pd.Series(val_dd, name=name, dtype=object)
603
+ df = pd.concat([df, s], axis=1, sort=True)
604
+
605
+ if expand:
606
+ df.columns = df.columns.str.split('.', expand=True)
607
+
608
+ # return series if only one column or row
609
+ if len(df.columns) == 1:
610
+ df = df[df.columns[0]].copy()
611
+
612
+ if len(df.index) == 1:
613
+ df = df.iloc[-1].copy()
614
+
615
+ self._out = df
616
+ return self._out
617
+
618
+
619
+ class _MongoTable(_MongoAbstract):
620
+ def __init__(self, instance='remote', **query):
621
+ _MongoAbstract.__init__(self, instance=instance, **query)
622
+
623
+ def insert(self, pd_obj):
624
+ if pd_obj.empty:
625
+ print('pd_obj empty, no data to insert')
626
+ return
627
+
628
+ if isinstance(pd_obj, pd.Series):
629
+ pd_obj = pd.DataFrame(pd_obj)
630
+
631
+ # check no dups
632
+ if pd_obj.columns.has_duplicates:
633
+ raise Exception('inserted object cannot have duplicated columns!')
634
+
635
+ # initial checks
636
+ if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
637
+ raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
638
+
639
+ # drop nan
640
+ df = pd_obj.copy()
641
+ df = df.dropna(how='all', axis=0)
642
+ df = df.dropna(how='all', axis=1)
643
+
644
+ if isinstance(df.columns, pd.core.indexes.multi.MultiIndex):
645
+ df.columns = ['.'.join([i for i in col]) for col in df.columns]
646
+
647
+ if isinstance(df.index, pd.core.indexes.multi.MultiIndex):
648
+ df.index = ['.'.join([i for i in col]) for col in df.columns]
649
+
650
+ df.columns = df.columns.map(str)
651
+ df.index = df.index.map(str)
652
+
653
+ values_dd = df.to_dict(orient='records')
654
+
655
+ filter_dd = self._get_query()
656
+ update_dd = {'$set': {'values': values_dd}}
657
+ self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
658
+
659
+ def query(self, rename=None, expand=False):
660
+ """
661
+ override is for self.last_update()
662
+ """
663
+ if self._out is None:
664
+ cursor = self._get_cursor() # simple case
665
+
666
+ if rename is not None:
667
+ if isinstance(rename, str):
668
+ rename = [rename]
669
+
670
+ exclude_ls = ['_id', 'values']
671
+ out_df = pd.DataFrame()
672
+ cnt = 0
673
+ for num, doc in enumerate(cursor):
674
+ if len(doc['values']) > 0:
675
+ df = pd.DataFrame().from_records(doc['values'])
676
+ if rename is not None:
677
+ name = '.'.join([doc[i] for i in rename])
678
+ else:
679
+ name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
680
+ id_ls = [name] * df.shape[0]
681
+ df['_id'] = id_ls
682
+ out_df = pd.concat([out_df, df], axis=0, sort=True)
683
+ cnt += 1
684
+
685
+ if out_df.empty:
686
+ return out_df
687
+
688
+ if cnt > 1:
689
+ out_df = out_df.reset_index(drop=False)
690
+ out_df = out_df.set_index('_id', drop=True)
691
+ out_df.index.name = None
692
+ else:
693
+ out_df = out_df.drop('_id', axis=1)
694
+
695
+ if expand:
696
+ out_df.index = out_df.index.str.split('.', expand=True)
697
+
698
+ # return series if only one column or row
699
+ if len(out_df.columns) == 1:
700
+ out_df = out_df[out_df.columns[0]].copy()
701
+
702
+ if len(out_df.index) == 1:
703
+ out_df = out_df.iloc[-1].copy()
704
+
705
+ self._out = out_df.copy()
706
+ return self._out
707
+
708
+
709
+ class _MongoLog(_MongoAbstract):
710
+ def __init__(self, instance='remote', **query):
711
+ _MongoAbstract.__init__(self, instance=instance, **query)
712
+
713
+ def _log(self, df):
714
+ request_ls = []
715
+ if not df.empty:
716
+ for (section, iso_dt), row_s in df.iterrows():
717
+ values_dd = row_s.to_dict()
718
+ doc_id = {'section': section,
719
+ 'iso_date': iso_dt}
720
+ update_dd = {'$push': {'values': values_dd}}
721
+ request = pymongo.UpdateOne(doc_id, update_dd, upsert=True)
722
+ request_ls.append(request)
723
+ self._get_collection().bulk_write(request_ls)
724
+
725
+ def query(self, rename=None, expand=False):
726
+ """
727
+ override is for self.last_update()
728
+ """
729
+ if self._out is None:
730
+ cursor = self._get_cursor() # simple case
731
+
732
+ if rename is not None:
733
+ if isinstance(rename, str):
734
+ rename = [rename]
735
+
736
+ exclude_ls = ['_id', 'values']
737
+ df = pd.DataFrame()
738
+ for doc in cursor:
739
+ if len(doc['values']) > 0:
740
+ if rename is not None:
741
+ name = '.'.join([doc[i] for i in rename])
742
+ else:
743
+ name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
744
+ doc_df = pd.DataFrame().from_records(doc['values'])
745
+ doc_df.index = [name] * len(doc_df.index)
746
+ df = pd.concat([df, doc_df], axis=0, sort=True)
747
+
748
+ if df.empty:
749
+ return df
750
+
751
+ if expand:
752
+ df.index = df.index.str.split('.', expand=True)
753
+
754
+ # return series if only one column or row
755
+ if len(df.columns) == 1:
756
+ df = df[df.columns[0]].copy()
757
+
758
+ if len(df.index) == 1:
759
+ df = df.iloc[-1].copy()
760
+
761
+ self._out = df.copy()
762
+ return self._out
modules/mongo/mongo_api/mongo_credentials.py CHANGED
@@ -1,3 +1,29 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:ed3131ed14f84e72d4412315ceea5af355b36cca926a7cbd5ceba4c0b25cdfb2
3
- size 824
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import streamlit as st
3
+ try:
4
+ credentials = {
5
+ "user": st.secrets['MONGO_USER'],
6
+ "password": st.secrets['MONGO_PASSWORD'],
7
+ "dbname": str(st.secrets['MONGO_DB']),
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+ "args": "test?retryWrites=true&w=majority",
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+ "port": int(st.secrets['MONGO_PORT'])
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+ }
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+ except:
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+ credentials = {
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+ "args": "test?retryWrites=true&w=majority",
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+ "port": 27017
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+ # credentials = {
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+ # "user": 'quantUser',
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+ # "password": 'Quant.L4rr4?',
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+ # "host": 'quant-main.5pkxp.mongodb.net',
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+ datetime>=4.3
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+ numpy==1.19.3 # use 1.19.3 until windows problem is fixed with 1.19.4
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+ pandas>=1.1.5
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+
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+ setup(name='mongo_api',
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+ version='0.1.2',
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+ description='Amalgama Mongo API',
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+ url='https://github.com/AmalgamaLtd/mongo_api.git',
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+ Copyright (c) 2018 The Python Packaging Authority
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ name="streamlit-quill",
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+ # Run the component's dev server on :3001
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+ # (The Streamlit dev server already runs on :3000)
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';\n}\n.ql-editor ol li.ql-indent-4 {\n counter-reset: list-5 list-6 list-7 list-8 list-9;\n}\n.ql-editor ol li.ql-indent-5 {\n counter-increment: list-5;\n}\n.ql-editor ol li.ql-indent-5:before {\n content: counter(list-5, lower-roman) '. ';\n}\n.ql-editor ol li.ql-indent-5 {\n counter-reset: list-6 list-7 list-8 list-9;\n}\n.ql-editor ol li.ql-indent-6 {\n counter-increment: list-6;\n}\n.ql-editor ol li.ql-indent-6:before {\n content: counter(list-6, decimal) '. ';\n}\n.ql-editor ol li.ql-indent-6 {\n counter-reset: list-7 list-8 list-9;\n}\n.ql-editor ol li.ql-indent-7 {\n counter-increment: list-7;\n}\n.ql-editor ol li.ql-indent-7:before {\n content: counter(list-7, lower-alpha) '. ';\n}\n.ql-editor ol li.ql-indent-7 {\n counter-reset: list-8 list-9;\n}\n.ql-editor ol li.ql-indent-8 {\n counter-increment: list-8;\n}\n.ql-editor ol li.ql-indent-8:before {\n content: counter(list-8, lower-roman) '. ';\n}\n.ql-editor ol li.ql-indent-8 {\n counter-reset: list-9;\n}\n.ql-editor ol li.ql-indent-9 {\n counter-increment: list-9;\n}\n.ql-editor ol li.ql-indent-9:before {\n content: counter(list-9, decimal) '. ';\n}\n.ql-editor .ql-indent-1:not(.ql-direction-rtl) {\n padding-left: 3em;\n}\n.ql-editor li.ql-indent-1:not(.ql-direction-rtl) {\n padding-left: 4.5em;\n}\n.ql-editor .ql-indent-1.ql-direction-rtl.ql-align-right {\n padding-right: 3em;\n}\n.ql-editor li.ql-indent-1.ql-direction-rtl.ql-align-right {\n padding-right: 4.5em;\n}\n.ql-editor .ql-indent-2:not(.ql-direction-rtl) {\n padding-left: 6em;\n}\n.ql-editor li.ql-indent-2:not(.ql-direction-rtl) {\n padding-left: 7.5em;\n}\n.ql-editor .ql-indent-2.ql-direction-rtl.ql-align-right {\n padding-right: 6em;\n}\n.ql-editor li.ql-indent-2.ql-direction-rtl.ql-align-right {\n padding-right: 7.5em;\n}\n.ql-editor .ql-indent-3:not(.ql-direction-rtl) {\n padding-left: 9em;\n}\n.ql-editor li.ql-indent-3:not(.ql-direction-rtl) {\n padding-left: 10.5em;\n}\n.ql-editor .ql-indent-3.ql-direction-rtl.ql-align-right {\n padding-right: 9em;\n}\n.ql-editor li.ql-indent-3.ql-direction-rtl.ql-align-right {\n padding-right: 10.5em;\n}\n.ql-editor .ql-indent-4:not(.ql-direction-rtl) {\n padding-left: 12em;\n}\n.ql-editor li.ql-indent-4:not(.ql-direction-rtl) {\n padding-left: 13.5em;\n}\n.ql-editor .ql-indent-4.ql-direction-rtl.ql-align-right {\n padding-right: 12em;\n}\n.ql-editor li.ql-indent-4.ql-direction-rtl.ql-align-right {\n padding-right: 13.5em;\n}\n.ql-editor .ql-indent-5:not(.ql-direction-rtl) {\n padding-left: 15em;\n}\n.ql-editor li.ql-indent-5:not(.ql-direction-rtl) {\n padding-left: 16.5em;\n}\n.ql-editor .ql-indent-5.ql-direction-rtl.ql-align-right {\n padding-right: 15em;\n}\n.ql-editor li.ql-indent-5.ql-direction-rtl.ql-align-right {\n padding-right: 16.5em;\n}\n.ql-editor .ql-indent-6:not(.ql-direction-rtl) {\n padding-left: 18em;\n}\n.ql-editor li.ql-indent-6:not(.ql-direction-rtl) {\n padding-left: 19.5em;\n}\n.ql-editor .ql-indent-6.ql-direction-rtl.ql-align-right {\n padding-right: 18em;\n}\n.ql-editor li.ql-indent-6.ql-direction-rtl.ql-align-right {\n padding-right: 19.5em;\n}\n.ql-editor .ql-indent-7:not(.ql-direction-rtl) {\n padding-left: 21em;\n}\n.ql-editor li.ql-indent-7:not(.ql-direction-rtl) {\n padding-left: 22.5em;\n}\n.ql-editor .ql-indent-7.ql-direction-rtl.ql-align-right {\n padding-right: 21em;\n}\n.ql-editor li.ql-indent-7.ql-direction-rtl.ql-align-right {\n padding-right: 22.5em;\n}\n.ql-editor .ql-indent-8:not(.ql-direction-rtl) {\n padding-left: 24em;\n}\n.ql-editor li.ql-indent-8:not(.ql-direction-rtl) {\n padding-left: 25.5em;\n}\n.ql-editor .ql-indent-8.ql-direction-rtl.ql-align-right {\n padding-right: 24em;\n}\n.ql-editor li.ql-indent-8.ql-direction-rtl.ql-align-right {\n padding-right: 25.5em;\n}\n.ql-editor .ql-indent-9:not(.ql-direction-rtl) {\n padding-left: 27em;\n}\n.ql-editor li.ql-indent-9:not(.ql-direction-rtl) {\n padding-left: 28.5em;\n}\n.ql-editor .ql-indent-9.ql-direction-rtl.ql-align-right {\n padding-right: 27em;\n}\n.ql-editor li.ql-indent-9.ql-direction-rtl.ql-align-right {\n padding-right: 28.5em;\n}\n.ql-editor .ql-video {\n display: block;\n max-width: 100%;\n}\n.ql-editor .ql-video.ql-align-center {\n margin: 0 auto;\n}\n.ql-editor .ql-video.ql-align-right {\n margin: 0 0 0 auto;\n}\n.ql-editor .ql-bg-black {\n background-color: #000;\n}\n.ql-editor .ql-bg-red {\n background-color: #e60000;\n}\n.ql-editor .ql-bg-orange {\n background-color: #f90;\n}\n.ql-editor .ql-bg-yellow {\n background-color: #ff0;\n}\n.ql-editor .ql-bg-green {\n background-color: #008a00;\n}\n.ql-editor .ql-bg-blue {\n background-color: #06c;\n}\n.ql-editor .ql-bg-purple {\n background-color: #93f;\n}\n.ql-editor .ql-color-white {\n color: #fff;\n}\n.ql-editor .ql-color-red {\n color: #e60000;\n}\n.ql-editor .ql-color-orange {\n color: #f90;\n}\n.ql-editor .ql-color-yellow {\n color: #ff0;\n}\n.ql-editor .ql-color-green {\n color: #008a00;\n}\n.ql-editor .ql-color-blue {\n color: #06c;\n}\n.ql-editor .ql-color-purple {\n color: #93f;\n}\n.ql-editor .ql-font-serif {\n font-family: Georgia, Times New Roman, serif;\n}\n.ql-editor .ql-font-monospace {\n font-family: Monaco, Courier New, monospace;\n}\n.ql-editor .ql-size-small {\n font-size: 0.75em;\n}\n.ql-editor .ql-size-large {\n font-size: 1.5em;\n}\n.ql-editor .ql-size-huge {\n font-size: 2.5em;\n}\n.ql-editor .ql-direction-rtl {\n direction: rtl;\n text-align: inherit;\n}\n.ql-editor .ql-align-center {\n text-align: center;\n}\n.ql-editor .ql-align-justify {\n text-align: justify;\n}\n.ql-editor .ql-align-right {\n text-align: right;\n}\n.ql-editor.ql-blank::before {\n color: rgba(0,0,0,0.6);\n content: attr(data-placeholder);\n font-style: italic;\n left: 15px;\n pointer-events: none;\n position: absolute;\n right: 15px;\n}\n.ql-snow.ql-toolbar:after,\n.ql-snow .ql-toolbar:after {\n clear: both;\n content: '';\n display: table;\n}\n.ql-snow.ql-toolbar button,\n.ql-snow .ql-toolbar button {\n background: none;\n border: none;\n cursor: pointer;\n display: inline-block;\n float: left;\n height: 24px;\n padding: 3px 5px;\n width: 28px;\n}\n.ql-snow.ql-toolbar button svg,\n.ql-snow .ql-toolbar button svg {\n float: left;\n height: 100%;\n}\n.ql-snow.ql-toolbar button:active:hover,\n.ql-snow .ql-toolbar button:active:hover {\n outline: none;\n}\n.ql-snow.ql-toolbar input.ql-image[type=file],\n.ql-snow .ql-toolbar input.ql-image[type=file] {\n display: none;\n}\n.ql-snow.ql-toolbar button:hover,\n.ql-snow .ql-toolbar button:hover,\n.ql-snow.ql-toolbar button:focus,\n.ql-snow .ql-toolbar button:focus,\n.ql-snow.ql-toolbar button.ql-active,\n.ql-snow .ql-toolbar button.ql-active,\n.ql-snow.ql-toolbar .ql-picker-label:hover,\n.ql-snow .ql-toolbar .ql-picker-label:hover,\n.ql-snow.ql-toolbar .ql-picker-label.ql-active,\n.ql-snow .ql-toolbar .ql-picker-label.ql-active,\n.ql-snow.ql-toolbar .ql-picker-item:hover,\n.ql-snow .ql-toolbar .ql-picker-item:hover,\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected,\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected {\n color: #06c;\n}\n.ql-snow.ql-toolbar button:hover .ql-fill,\n.ql-snow .ql-toolbar button:hover .ql-fill,\n.ql-snow.ql-toolbar button:focus .ql-fill,\n.ql-snow .ql-toolbar button:focus .ql-fill,\n.ql-snow.ql-toolbar button.ql-active .ql-fill,\n.ql-snow .ql-toolbar button.ql-active .ql-fill,\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-fill,\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-fill,\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-fill,\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-fill,\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-fill,\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-fill,\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-fill,\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-fill,\n.ql-snow.ql-toolbar button:hover .ql-stroke.ql-fill,\n.ql-snow .ql-toolbar button:hover .ql-stroke.ql-fill,\n.ql-snow.ql-toolbar button:focus .ql-stroke.ql-fill,\n.ql-snow .ql-toolbar button:focus .ql-stroke.ql-fill,\n.ql-snow.ql-toolbar button.ql-active .ql-stroke.ql-fill,\n.ql-snow .ql-toolbar button.ql-active .ql-stroke.ql-fill,\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-stroke.ql-fill,\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-stroke.ql-fill,\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-stroke.ql-fill,\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-stroke.ql-fill,\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-stroke.ql-fill,\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-stroke.ql-fill,\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-stroke.ql-fill,\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-stroke.ql-fill {\n fill: #06c;\n}\n.ql-snow.ql-toolbar button:hover .ql-stroke,\n.ql-snow .ql-toolbar button:hover .ql-stroke,\n.ql-snow.ql-toolbar button:focus .ql-stroke,\n.ql-snow .ql-toolbar button:focus .ql-stroke,\n.ql-snow.ql-toolbar button.ql-active .ql-stroke,\n.ql-snow .ql-toolbar button.ql-active .ql-stroke,\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-stroke,\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-stroke,\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-stroke,\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-stroke,\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-stroke,\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-stroke,\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-stroke,\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-stroke,\n.ql-snow.ql-toolbar button:hover .ql-stroke-miter,\n.ql-snow .ql-toolbar button:hover .ql-stroke-miter,\n.ql-snow.ql-toolbar button:focus .ql-stroke-miter,\n.ql-snow .ql-toolbar button:focus .ql-stroke-miter,\n.ql-snow.ql-toolbar button.ql-active .ql-stroke-miter,\n.ql-snow .ql-toolbar button.ql-active .ql-stroke-miter,\n.ql-snow.ql-toolbar .ql-picker-label:hover .ql-stroke-miter,\n.ql-snow .ql-toolbar .ql-picker-label:hover .ql-stroke-miter,\n.ql-snow.ql-toolbar .ql-picker-label.ql-active .ql-stroke-miter,\n.ql-snow .ql-toolbar .ql-picker-label.ql-active .ql-stroke-miter,\n.ql-snow.ql-toolbar .ql-picker-item:hover .ql-stroke-miter,\n.ql-snow .ql-toolbar .ql-picker-item:hover .ql-stroke-miter,\n.ql-snow.ql-toolbar .ql-picker-item.ql-selected .ql-stroke-miter,\n.ql-snow .ql-toolbar .ql-picker-item.ql-selected .ql-stroke-miter {\n stroke: #06c;\n}\n@media (pointer: coarse) {\n .ql-snow.ql-toolbar button:hover:not(.ql-active),\n .ql-snow .ql-toolbar button:hover:not(.ql-active) {\n color: #444;\n }\n .ql-snow.ql-toolbar button:hover:not(.ql-active) .ql-fill,\n .ql-snow .ql-toolbar button:hover:not(.ql-active) .ql-fill,\n .ql-snow.ql-toolbar button:hover:not(.ql-active) .ql-stroke.ql-fill,\n .ql-snow .ql-toolbar button:hover:not(.ql-active) .ql-stroke.ql-fill {\n fill: #444;\n }\n .ql-snow.ql-toolbar button:hover:not(.ql-active) .ql-stroke,\n .ql-snow .ql-toolbar button:hover:not(.ql-active) .ql-stroke,\n .ql-snow.ql-toolbar button:hover:not(.ql-active) .ql-stroke-miter,\n .ql-snow .ql-toolbar button:hover:not(.ql-active) .ql-stroke-miter {\n stroke: #444;\n }\n}\n.ql-snow {\n box-sizing: border-box;\n}\n.ql-snow * {\n box-sizing: border-box;\n}\n.ql-snow .ql-hidden {\n display: none;\n}\n.ql-snow .ql-out-bottom,\n.ql-snow .ql-out-top {\n visibility: hidden;\n}\n.ql-snow .ql-tooltip {\n position: absolute;\n transform: translateY(10px);\n}\n.ql-snow .ql-tooltip a {\n cursor: pointer;\n text-decoration: none;\n}\n.ql-snow .ql-tooltip.ql-flip {\n transform: translateY(-10px);\n}\n.ql-snow .ql-formats {\n display: inline-block;\n vertical-align: middle;\n}\n.ql-snow .ql-formats:after {\n clear: both;\n content: '';\n display: table;\n}\n.ql-snow .ql-stroke {\n fill: none;\n stroke: #444;\n stroke-linecap: round;\n stroke-linejoin: round;\n stroke-width: 2;\n}\n.ql-snow .ql-stroke-miter {\n fill: none;\n stroke: #444;\n stroke-miterlimit: 10;\n stroke-width: 2;\n}\n.ql-snow .ql-fill,\n.ql-snow .ql-stroke.ql-fill {\n fill: #444;\n}\n.ql-snow .ql-empty {\n fill: none;\n}\n.ql-snow .ql-even {\n fill-rule: evenodd;\n}\n.ql-snow .ql-thin,\n.ql-snow .ql-stroke.ql-thin {\n stroke-width: 1;\n}\n.ql-snow .ql-transparent {\n opacity: 0.4;\n}\n.ql-snow .ql-direction svg:last-child {\n display: none;\n}\n.ql-snow .ql-direction.ql-active svg:last-child {\n display: inline;\n}\n.ql-snow .ql-direction.ql-active svg:first-child {\n display: none;\n}\n.ql-snow .ql-editor h1 {\n font-size: 2em;\n}\n.ql-snow .ql-editor h2 {\n font-size: 1.5em;\n}\n.ql-snow .ql-editor h3 {\n font-size: 1.17em;\n}\n.ql-snow .ql-editor h4 {\n font-size: 1em;\n}\n.ql-snow .ql-editor h5 {\n font-size: 0.83em;\n}\n.ql-snow .ql-editor h6 {\n font-size: 0.67em;\n}\n.ql-snow .ql-editor a {\n text-decoration: underline;\n}\n.ql-snow .ql-editor blockquote {\n border-left: 4px solid #ccc;\n margin-bottom: 5px;\n margin-top: 5px;\n padding-left: 16px;\n}\n.ql-snow .ql-editor code,\n.ql-snow .ql-editor pre {\n background-color: #f0f0f0;\n border-radius: 3px;\n}\n.ql-snow .ql-editor pre {\n white-space: pre-wrap;\n margin-bottom: 5px;\n margin-top: 5px;\n padding: 5px 10px;\n}\n.ql-snow .ql-editor code {\n font-size: 85%;\n padding: 2px 4px;\n}\n.ql-snow .ql-editor pre.ql-syntax {\n background-color: #23241f;\n color: #f8f8f2;\n overflow: visible;\n}\n.ql-snow .ql-editor img {\n max-width: 100%;\n}\n.ql-snow .ql-picker {\n color: #444;\n display: inline-block;\n float: left;\n font-size: 14px;\n font-weight: 500;\n height: 24px;\n position: relative;\n vertical-align: middle;\n}\n.ql-snow .ql-picker-label {\n cursor: pointer;\n display: inline-block;\n height: 100%;\n padding-left: 8px;\n padding-right: 2px;\n position: relative;\n width: 100%;\n}\n.ql-snow .ql-picker-label::before {\n display: inline-block;\n line-height: 22px;\n}\n.ql-snow .ql-picker-options {\n background-color: #fff;\n display: none;\n min-width: 100%;\n padding: 4px 8px;\n position: absolute;\n white-space: nowrap;\n}\n.ql-snow .ql-picker-options .ql-picker-item {\n cursor: pointer;\n display: block;\n padding-bottom: 5px;\n padding-top: 5px;\n}\n.ql-snow .ql-picker.ql-expanded .ql-picker-label {\n color: #ccc;\n z-index: 2;\n}\n.ql-snow .ql-picker.ql-expanded .ql-picker-label .ql-fill {\n fill: #ccc;\n}\n.ql-snow .ql-picker.ql-expanded .ql-picker-label .ql-stroke {\n stroke: #ccc;\n}\n.ql-snow .ql-picker.ql-expanded .ql-picker-options {\n display: block;\n margin-top: -1px;\n top: 100%;\n z-index: 1;\n}\n.ql-snow .ql-color-picker,\n.ql-snow .ql-icon-picker {\n width: 28px;\n}\n.ql-snow .ql-color-picker .ql-picker-label,\n.ql-snow .ql-icon-picker .ql-picker-label {\n padding: 2px 4px;\n}\n.ql-snow .ql-color-picker .ql-picker-label svg,\n.ql-snow .ql-icon-picker .ql-picker-label svg {\n right: 4px;\n}\n.ql-snow .ql-icon-picker .ql-picker-options {\n padding: 4px 0px;\n}\n.ql-snow .ql-icon-picker .ql-picker-item {\n height: 24px;\n width: 24px;\n padding: 2px 4px;\n}\n.ql-snow .ql-color-picker .ql-picker-options {\n padding: 3px 5px;\n width: 152px;\n}\n.ql-snow .ql-color-picker .ql-picker-item {\n border: 1px solid transparent;\n float: left;\n height: 16px;\n margin: 2px;\n padding: 0px;\n width: 16px;\n}\n.ql-snow .ql-picker:not(.ql-color-picker):not(.ql-icon-picker) svg {\n position: absolute;\n margin-top: -9px;\n right: 0;\n top: 50%;\n width: 18px;\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label[data-label]:not([data-label=''])::before,\n.ql-snow .ql-picker.ql-font .ql-picker-label[data-label]:not([data-label=''])::before,\n.ql-snow .ql-picker.ql-size .ql-picker-label[data-label]:not([data-label=''])::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-label]:not([data-label=''])::before,\n.ql-snow .ql-picker.ql-font .ql-picker-item[data-label]:not([data-label=''])::before,\n.ql-snow .ql-picker.ql-size .ql-picker-item[data-label]:not([data-label=''])::before {\n content: attr(data-label);\n}\n.ql-snow .ql-picker.ql-header {\n width: 98px;\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item::before {\n content: 'Normal';\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label[data-value=\"1\"]::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"1\"]::before {\n content: 'Heading 1';\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label[data-value=\"2\"]::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"2\"]::before {\n content: 'Heading 2';\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label[data-value=\"3\"]::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"3\"]::before {\n content: 'Heading 3';\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label[data-value=\"4\"]::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"4\"]::before {\n content: 'Heading 4';\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label[data-value=\"5\"]::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"5\"]::before {\n content: 'Heading 5';\n}\n.ql-snow .ql-picker.ql-header .ql-picker-label[data-value=\"6\"]::before,\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"6\"]::before {\n content: 'Heading 6';\n}\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"1\"]::before {\n font-size: 2em;\n}\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"2\"]::before {\n font-size: 1.5em;\n}\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"3\"]::before {\n font-size: 1.17em;\n}\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"4\"]::before {\n font-size: 1em;\n}\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"5\"]::before {\n font-size: 0.83em;\n}\n.ql-snow .ql-picker.ql-header .ql-picker-item[data-value=\"6\"]::before {\n font-size: 0.67em;\n}\n.ql-snow .ql-picker.ql-font {\n width: 108px;\n}\n.ql-snow .ql-picker.ql-font .ql-picker-label::before,\n.ql-snow .ql-picker.ql-font .ql-picker-item::before {\n content: 'Sans Serif';\n}\n.ql-snow .ql-picker.ql-font .ql-picker-label[data-value=serif]::before,\n.ql-snow .ql-picker.ql-font .ql-picker-item[data-value=serif]::before {\n content: 'Serif';\n}\n.ql-snow .ql-picker.ql-font .ql-picker-label[data-value=monospace]::before,\n.ql-snow .ql-picker.ql-font .ql-picker-item[data-value=monospace]::before {\n content: 'Monospace';\n}\n.ql-snow .ql-picker.ql-font .ql-picker-item[data-value=serif]::before {\n font-family: Georgia, Times New Roman, serif;\n}\n.ql-snow .ql-picker.ql-font .ql-picker-item[data-value=monospace]::before {\n font-family: Monaco, Courier New, monospace;\n}\n.ql-snow .ql-picker.ql-size {\n width: 98px;\n}\n.ql-snow .ql-picker.ql-size .ql-picker-label::before,\n.ql-snow .ql-picker.ql-size .ql-picker-item::before {\n content: 'Normal';\n}\n.ql-snow .ql-picker.ql-size .ql-picker-label[data-value=small]::before,\n.ql-snow .ql-picker.ql-size .ql-picker-item[data-value=small]::before {\n content: 'Small';\n}\n.ql-snow .ql-picker.ql-size .ql-picker-label[data-value=large]::before,\n.ql-snow .ql-picker.ql-size .ql-picker-item[data-value=large]::before {\n content: 'Large';\n}\n.ql-snow 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rgba(0,0,0,0.2) 0 2px 8px;\n}\n.ql-toolbar.ql-snow .ql-picker.ql-expanded .ql-picker-label {\n border-color: #ccc;\n}\n.ql-toolbar.ql-snow .ql-picker.ql-expanded .ql-picker-options {\n border-color: #ccc;\n}\n.ql-toolbar.ql-snow .ql-color-picker .ql-picker-item.ql-selected,\n.ql-toolbar.ql-snow .ql-color-picker .ql-picker-item:hover {\n border-color: #000;\n}\n.ql-toolbar.ql-snow + .ql-container.ql-snow {\n border-top: 0px;\n}\n.ql-snow .ql-tooltip {\n background-color: #fff;\n border: 1px solid #ccc;\n box-shadow: 0px 0px 5px #ddd;\n color: #444;\n padding: 5px 12px;\n white-space: nowrap;\n}\n.ql-snow .ql-tooltip::before {\n content: \"Visit URL:\";\n line-height: 26px;\n margin-right: 8px;\n}\n.ql-snow .ql-tooltip input[type=text] {\n display: none;\n border: 1px solid #ccc;\n font-size: 13px;\n height: 26px;\n margin: 0px;\n padding: 3px 5px;\n width: 170px;\n}\n.ql-snow .ql-tooltip a.ql-preview {\n display: inline-block;\n max-width: 200px;\n overflow-x: hidden;\n text-overflow: ellipsis;\n vertical-align: top;\n}\n.ql-snow .ql-tooltip a.ql-action::after {\n border-right: 1px solid #ccc;\n content: 'Edit';\n margin-left: 16px;\n padding-right: 8px;\n}\n.ql-snow .ql-tooltip a.ql-remove::before {\n content: 'Remove';\n margin-left: 8px;\n}\n.ql-snow .ql-tooltip a {\n line-height: 26px;\n}\n.ql-snow .ql-tooltip.ql-editing a.ql-preview,\n.ql-snow .ql-tooltip.ql-editing a.ql-remove {\n display: none;\n}\n.ql-snow .ql-tooltip.ql-editing input[type=text] {\n display: inline-block;\n}\n.ql-snow .ql-tooltip.ql-editing a.ql-action::after {\n border-right: 0px;\n content: 'Save';\n padding-right: 0px;\n}\n.ql-snow .ql-tooltip[data-mode=link]::before {\n content: \"Enter link:\";\n}\n.ql-snow .ql-tooltip[data-mode=formula]::before {\n content: \"Enter formula:\";\n}\n.ql-snow .ql-tooltip[data-mode=video]::before {\n content: \"Enter video:\";\n}\n.ql-snow a {\n color: #06c;\n}\n.ql-container.ql-snow {\n border: 1px solid #ccc;\n}\n"]}
 
 
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