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modules/mongo/LICENSE

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+GNU GENERAL PUBLIC LICENSE
+
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
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+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.

modules/mongo/README.md

@@ -1,3 +1,3 @@
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-size 1708
+oid sha256:32f41959dc3022011927b6ab96bd66a7e628f7f0508504301bf6c7344e39dee7
+size 1784

modules/mongo/build/lib/mongo_api/mongo_api.py

@@ -1,3 +1,762 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a2654263abbad22318389e5e6816a1d300f2631d28eeb5003972aac0af2bf545
-size 28518
+import datetime as dt
+import pandas as pd
+import itertools
+import pymongo  # requires dnspython
+import configparser
+from .mongo_credentials import credentials
+
+CREDENTIALS = credentials
+
+
+class _MongoAbstract(object):
+    _instance = None
+    _credentials = None
+    _name = None
+    _key_ls = None
+    _del_many_limit = 50
+    _override_boolean_key = None
+
+    def __init__(self, instance='remote', **query):
+        self._set_instance(instance)
+        self._set_credentials()
+
+        if not isinstance(self._name, str) or not isinstance(self._instance, str) or not isinstance(self._key_ls, list):
+            raise Exception('Instance (str), collection _name (str) and _key_ls (list) need to be properly declared!')
+
+        db_obj = self._get_db_object()
+        collection_names_ls = db_obj.list_collection_names()
+
+        idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
+        if self._name not in collection_names_ls:
+            print(f"Creating new {self._instance} collection: {self._name}\n")
+            collection = db_obj[self._name]  # this will create the collection
+            collection.create_index(idx_tup_ls, unique=True, name=self._name)  # this will index it
+        else:
+            collection = db_obj[self._name]  # collection already exists
+
+        self._db_obj = db_obj
+        self._collection = collection
+        query = self._override_boolean_keys(**query)
+        self._is_adv_query = sum([isinstance(v, list) for v in query.values()])
+        self._set_query(query)
+        self._set_advanced_query()
+        self._out = None
+        self._cursor = self._get_cursor()
+        self._full_key_ls = self._key_ls + ['values']
+
+    def _set_credentials(self):
+        if self._credentials is None:
+            self._credentials = CREDENTIALS
+
+    def _get_credentials(self):
+        if self._credentials is None:
+            self._set_credentials()
+        return self._credentials
+
+    def _set_instance(self, instance):
+        self._instance = instance
+
+    def _override_boolean_keys(self, **query):
+        if self._get_boolean_keys() and query:
+            for key in self._get_boolean_keys():
+                if key in query.keys():
+                    if isinstance(query[key], (tuple, list)):
+                        query[key] = [str(int(i)) if isinstance(i, bool) else i for i in query[key]]
+                    else:
+                        if isinstance(query[key], bool):
+                            query[key] = str(int(query[key]))
+        return query
+
+    def _get_boolean_keys(self):
+        if self._override_boolean_key is not None:
+            if isinstance(self._override_boolean_key, str):
+                return [self._override_boolean_key]
+            elif isinstance(self._override_boolean_key, list):
+                return self._override_boolean_key
+            else:
+                raise Exception(f'_override_boolean_key not recognized {self._override_boolean_key}')
+        else:
+            return None
+
+    def __repr__(self):
+        print_str = f'database: {self._get_db_name()}'
+        print_str += f'\ninstance: {self._get_instance()}'
+        print_str += f'\ncollection: {self._get_name()}'
+        key_str = ', '.join([i for i in self.get_keys() if i != 'values'])
+        print_str += f'\nkeys: [{key_str}]'
+        storage_size = self._db_obj.command('collstats', self._get_name())['size'] / 1e6
+        print_str += f'\nstorage size: {storage_size:.1f}MB'
+        num_docs = self._get_cursor().count()
+        print_str += f'\ndocuments: {num_docs}'
+        return print_str
+
+    def _get_collection(self):
+        return self._collection
+
+    def _get_instance(self):
+        return self._instance
+
+    def _get_name(self):
+        return self._name
+
+    def _get_host_and_port(self):
+        user = self._get_credentials()['user']
+        password = self._get_credentials()['password']
+        host = self._get_credentials()['host']
+        port = self._get_credentials()['port']
+        full_hostname = f"mongodb+srv://{user}:{password}@{host}/{port}"
+        return full_hostname, port
+
+    def _get_db_object(self):
+        client = pymongo.MongoClient(host=self._get_host_and_port()[0], port=self._get_host_and_port()[1])
+        return client[self._get_db_name()]
+
+    def _get_db_name(self):
+        return self._get_credentials()['dbname']
+
+    def _set_advanced_query(self):
+        if self._is_adv_query:
+            and_ls = []
+            ls_dd = self._product_dict(**self._query)
+            for dd in ls_dd:
+                and_ls.extend([{'$and': [dd]}])
+            or_dd = {'$or': and_ls}
+            self._query = or_dd
+
+    def _get_query(self):
+        return self._query
+
+    def _get_cursor(self):
+        if self._out is None:
+            self._cursor = self._collection.find(self._query)
+        return self._cursor
+
+    @staticmethod
+    def _product_dict(**kwargs):
+        for key, val in kwargs.items():  # make sure adv query values are all lists
+            if not isinstance(val, list):
+                kwargs.update({key: [val]})
+
+        keys = kwargs.keys()
+        vals = kwargs.values()
+        for instance in itertools.product(*vals):
+            yield dict(zip(keys, instance))
+
+    def _set_query(self, query):
+        query_dd = dict()
+        for k, v in query.items():
+            if v is not None:  # drop None from queries, but allow it to pass
+                if isinstance(v, str) and '~' in v:
+                    query_dd[k] = {'$ne': v.replace('~', '')}
+                elif isinstance(v, list):
+                    new_ls = list()
+                    neg_ls = list()
+                    for i in v:
+                        if isinstance(i, str) and '~' in i:
+                            neg_ls.append(i.replace('~', ''))
+                        else:
+                            new_ls.append(i)
+                    if len(neg_ls) > 0:
+                        new_ls.append({'$nin': neg_ls})
+                    query_dd[k] = new_ls
+                else:
+                    query_dd[k] = v
+        self._query = query_dd
+
+    def drop_collection(self, confirm=''):
+        if confirm != 'confirm':
+            print('drop_collection not confirmed. Make sure you know what you are doing. Pass "confirm" to drop.')
+        else:
+            db_obj = self._get_db_object()
+            db_obj.drop_collection(self._name)
+            print('Database: %s' % self._get_db_name())
+            print('Collection dropped: %s' % self._name)
+
+    def _reindex(self, confirm=''):
+        if confirm != 'confirm':
+            print('reindex not confirmed. Nothing done. Pass "confirm" to reindex.')
+        else:
+            collection = self._get_collection()
+            collection.drop_indexes()
+            idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
+            collection.create_index(idx_tup_ls, unique=True, name=self._name)  # this will index it
+            print('collection %s successfully re-indexed' % self._name)
+
+    def count(self):
+        print(f'Database: {self._get_db_name()}')
+        print(f'Collection: {self._name}')
+
+        print(f'Query: {self._query}')
+        print(f'Documents: {self._collection.count_documents(self._query)}')
+
+    def replace_field_value(self, existing_field=True, **kwargs):
+        """
+        make sure you declare the appropriate key=value arguments to be modified in your query!
+        """
+        if len(kwargs) != 1:
+            raise Exception('please rename only one field at a time')
+
+        field = list(kwargs.keys())[0]
+        value = kwargs[field]
+
+        if field not in self.get_keys() and existing_field:  # check init that everything is ok to reindex
+            raise Exception('new field needs to be declared in collection keys before replace / re-index')
+
+        if field == 'values':
+            raise Exception('values cannot be replace with this method. Use .update_values() instead')
+
+        if existing_field:
+            if not self._query:
+                raise Exception('Cannot replace key value without filters.')
+            if self._get_boolean_keys() and field in self._get_boolean_keys():
+                value = str(int(value))
+
+        cursor = self._get_cursor()
+        request_ls = []
+        for doc in cursor:
+            if existing_field:
+                doc.pop(field)
+            update_dd = {'$set': {field: value}}
+            request = pymongo.UpdateOne(doc, update_dd, upsert=False)
+            request_ls.append(request)
+
+        if len(request_ls) > 0:
+            self._get_collection().bulk_write(request_ls)
+            print(f'collection field {field} successfully updated to {value}')
+
+            if not existing_field:
+                self._reindex('confirm')
+        else:
+            print('no operations to handle')
+
+    @classmethod
+    def get_keys(self):
+        return [i for i in self._key_ls]  # pass a copy
+
+    def get_key_values(self):
+        match_dd = {'$match': self._query}
+
+        key_dd = {k: f'${k}' for k in self._key_ls}
+        group_dd = {'$group': {'_id': key_dd}}
+
+        cursor = self._collection.aggregate([match_dd, group_dd])
+        ls = [i['_id'] for i in list(cursor)]
+        keys_df = pd.DataFrame(ls)
+        if not keys_df.empty:
+            keys_df = keys_df.sort_values(by=self._key_ls)
+            keys_df = keys_df.reset_index(drop=True)
+        return keys_df
+
+    def _is_local_instance(self):
+        return self._get_instance() == 'local'
+
+    def delete_many(self, confirm=''):
+        if not self._query:
+            raise Exception('Cannot delete_many without filters. Use drop_collection() instead for a full drop.')
+
+        lmt = self._del_many_limit
+        cnt = self._collection.count_documents(self._query)
+        if (cnt > lmt) and confirm != 'confirm':
+            raise Exception(f'confirm delete_many() if more than {lmt} documents. Potentially deleted: {cnt}')
+
+        before = self._collection.count_documents({})
+        self._get_collection().delete_many(self._query)
+        after = self._collection.count_documents({})
+        self._out = None
+        print(f'{before - after} document(s) deleted')
+
+    def distinct(self, field):
+        if isinstance(field, str):
+            field = field
+            cursor = self._get_cursor()
+            return cursor.distinct(field)  # faster
+        elif isinstance(field, list):
+            group_dd = {"_id": {i: f'${i}' for i in field}}
+            if len(self._query) > 0:
+                cursor = self._collection.aggregate([{'$match': self._query},
+                                                     {"$group": group_dd}])
+            else:
+                cursor = self._collection.aggregate([{"$group": group_dd}])
+            dd = [doc['_id'] for doc in cursor]
+            return pd.DataFrame().from_dict(dd)
+
+
+class _MongoSeries(_MongoAbstract):
+    _drop_weekends = None
+
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def _get_drop_weekends(self):
+        return self._drop_weekends
+
+    def _update_query_date_range(self, start, end):
+        if start is not None and end is None:
+            self._query['values.date'] = start
+            # self._query['values'] = {'$elemMatch': {'date': {'$gte': start}}}
+        elif start is None and end is not None:
+            self._query['values.date'] = {'$lte': end}
+        elif start is not None and end is not None:
+            self._query['values.date'] = {'$gte': start, '$lte': end}
+        else:  # both none
+            pass
+
+    def _get_query_cursor(self, start, end):
+        if start is None and end is None:
+            return self._get_cursor()  # simple case
+        else:
+            co = self._get_collection()
+            key_ls = self.get_keys()
+            match_dd = {'$match': self._query}
+            if start is not None and end is None:
+                if isinstance(start, (dt.datetime, dt.date)):
+                    start = start.strftime('%Y%m%d')
+                start = start.replace('-', '')
+                filter_dd = {
+                    '$filter':
+                        {'input': '$values',
+                         'as': 'vals',
+                         'cond': {'$gte': ['$$vals.date', start]}
+                         }
+                }
+            elif start is None and end is not None:
+                if isinstance(end, dt.datetime):
+                    end = end.strftime('%Y%m%d')
+                end = end.replace('-', '')
+                filter_dd = {
+                    '$filter':
+                        {'input': '$values',
+                         'as': 'vals',
+                         'cond': {'$lte': ['$$vals.date', end]}
+                         }
+                }
+            else:  # both defined
+                if isinstance(start, dt.datetime):
+                    start = start.strftime('%Y%m%d')
+                start = start.replace('-', '')
+
+                if isinstance(end, dt.datetime):
+                    end = end.strftime('%Y%m%d')
+                end = end.replace('-', '')
+                filter_dd = {
+                    '$filter':
+                        {'input': '$values',
+                         'as': 'vals',
+                         'cond': {'$and': [{'$gte': ['$$vals.date', start]},
+                                           {'$lte': ['$$vals.date', end]}]}
+                         }
+                }
+            key_dd = {i: 1 for i in key_ls}
+            key_dd['values'] = filter_dd
+            project_dd = {'$project': key_dd}
+            cursor = co.aggregate([match_dd, project_dd])
+            return cursor
+
+    def insert(self, pd_obj, col_key):
+        if pd_obj.empty:
+            print('pd_obj empty, no data to insert')
+            return
+
+        if isinstance(pd_obj, pd.Series):
+            pd_obj = pd.DataFrame(pd_obj)
+
+        # check no dups
+        if pd_obj.columns.has_duplicates:
+            raise Exception('inserted object cannot have duplicated keys!')
+
+        # initial checks
+        if isinstance(col_key, str):
+            col_key = [col_key]
+
+        if len(self._key_ls) != len(col_key):
+            name = self._name
+            full = len(self._key_ls)
+            given = len(col_key)
+            raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
+
+        df = pd_obj.copy()
+        df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
+
+        # integrity check
+        for col in pd_obj.columns:
+            col_val_ls = col.split('.')
+            if len(self._full_key_ls) - 1 != len(col_val_ls):
+                raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
+
+        # do not store full NaN rows or columns
+        df = df.dropna(how='all', axis=0)
+        df = df.dropna(how='all', axis=1)
+
+        request_ls = []
+        for col in df.columns:
+            col_val_ls = col.split('.')
+            tup = zip(col_key, col_val_ls)
+            query_dd = {k: v for k, v in tup}
+            values_dd = df[col].dropna().to_dict()
+            values_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
+            update_dd = {'$set': {'values': values_ls}}
+            request = pymongo.UpdateOne(query_dd, update_dd, upsert=True)
+            request_ls.append(request)
+        self._get_collection().bulk_write(request_ls)
+
+    def last_update(self, how='each', order='min'):
+        match_dd = {'$match': self._query}
+        key_dd = {k: f'${k}' for k in self._key_ls}
+        group_dd = {
+            '$group':
+                {'_id':
+                     {'_id': key_dd},
+                 'max': {'$max': "$values.date"}
+                 }
+        }
+        sort_dd = {'$sort': {'values.date': 1}}
+        cursor = self._get_collection().aggregate([match_dd, group_dd, sort_dd])
+        last_df = pd.DataFrame()
+        for num, doc in enumerate(cursor):
+            dd = doc['_id']['_id']
+            dd['last_update'] = doc['max'][-1]
+            tmp_df = pd.DataFrame.from_dict(dd, orient='index').T
+            last_df = pd.concat([last_df, tmp_df], axis=0, sort=True)
+        last_df = last_df[self._key_ls + ['last_update']]
+        last_df['last_update'] = last_df['last_update'].apply(pd.to_datetime)
+        days_f = lambda x: (dt.datetime.today() - x).days
+        last_df['last_update_days'] = last_df['last_update'].apply(days_f)
+        if how == 'all':
+            if order == 'max':
+                return last_df['last_update'].max()
+            elif order == 'min':
+                return last_df['last_update'].min()
+            else:
+                raise Exception(f'argument order not recognized {order}')
+        elif how == 'each':
+            return last_df
+        else:
+            raise Exception(f'argument how not recognized: {how}')
+
+    def query(self, start=None, end=None, rename=None, expand=False):
+        """
+        override is for self.last_update()
+        """
+        if self._out is None:
+            cursor = self._get_query_cursor(start, end)
+
+            if rename is not None:
+                if isinstance(rename, str):
+                    rename = [rename]
+
+            exclude_ls = ['_id', 'values']
+            df = pd.DataFrame()
+            for doc in cursor:
+                if len(doc['values']) > 0:
+                    if rename is not None:
+                        name = '.'.join([doc[i] for i in rename])
+                    else:
+                        name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
+                    doc_df = pd.DataFrame().from_dict(doc['values']).set_index('date')
+                    doc_df.columns = [name]
+                    df = pd.concat([df, doc_df], axis=1, sort=True)
+
+            if df.empty:
+                return df
+
+            df.index = df.index.map(pd.to_datetime)
+
+            if self._get_drop_weekends():
+                week_days_ls = df.index.weekday < 5
+                df = df.loc[week_days_ls].copy()
+
+            if expand:
+                df.columns = df.columns.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(df.columns) == 1:
+                df = df[df.columns[0]].copy()
+
+            if len(df.index) == 1:
+                df = df.iloc[-1].copy()
+
+            self._out = df.copy()
+        return self._out
+
+    def drop_datapoint(self, date_str):
+        if self._collection.count_documents(self._query) == 0:
+            raise Exception('no documents found with given filters')
+
+        if self._collection.count_documents(self._query) > 1:
+            raise Exception('you can only drop datapoints one series at a time')
+
+        if isinstance(date_str, dt.datetime):
+            date_str = date_str.strftime('%Y%m%d')
+
+        cursor = self._get_cursor()
+        request_ls = []
+        for doc in cursor:
+            doc.pop('_id')
+            doc.pop('values')
+            doc['values.date'] = date_str
+            update_dd = {'$unset': {'values.$.value': ""}}
+            request = pymongo.UpdateOne(doc, update_dd, upsert=False)
+            request_ls.append(request)
+        self._get_collection().bulk_write(request_ls)
+
+    def update_values(self, pd_obj, col_key):
+        if pd_obj.empty:
+            print('pd_obj empty, no data to update')
+            return
+
+        # initial checks
+        if isinstance(col_key, str):
+            col_key = [col_key]
+
+        if len(self._key_ls) != len(col_key):
+            name = self._name
+            full = len(self._key_ls)
+            given = len(col_key)
+            raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
+
+        if isinstance(pd_obj, pd.Series):
+            df = pd.DataFrame(pd_obj)
+        else:
+            df = pd_obj.copy()
+
+        # check no dups
+        if df.columns.has_duplicates:
+            raise Exception('inserted object cannot have duplicated keys!')
+
+        # integrity check
+        for col in df.columns:
+            col_val_ls = col.split('.')
+            if len(self._full_key_ls) - 1 != len(col_val_ls):
+                raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
+
+        df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
+        df = df.dropna(axis=0, how='all')
+        df = df.dropna(axis=1, how='all')
+
+        request_ls = []
+        for col in df.columns:
+            col_val_ls = col.split('.')
+            tup = zip(col_key, col_val_ls)
+            query_dd = {k: v for k, v in tup}
+            values_dd = df[col].dropna().to_dict()
+
+            # pull many
+            date_ls = list(values_dd.keys())
+            update_dd = {
+                '$pull': {'values': {'date': {'$in': date_ls}}}
+            }
+            request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
+            request_ls.append(request)
+
+            # push many
+            new_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
+            update_dd = {'$push': {'values': {'$each': new_ls}}}
+            request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
+            request_ls.append(request)
+        self._get_collection().bulk_write(request_ls, ordered=True)
+
+
+class _MongoDoc(_MongoAbstract):
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def insert(self, dd):
+        if not isinstance(dd, dict):
+            print('insert dict empty, no data to insert')
+            return
+
+        # initial checks
+        if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
+            raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
+
+        cast_key_ls = set([str(k) for k in dd.keys()])
+        if len(cast_key_ls) != len(dd.keys()):
+            raise Exception('identical string representations of keys are not allowed')
+        insert_dd = {str(k): v for k, v in dd.items()}
+
+        filter_dd = self._get_query()
+        update_dd = {'$set': {'values': insert_dd}}
+        self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
+
+    def query(self, expand=False, rename=None):
+        """
+        override is for self.last_update()
+        """
+
+        if rename:
+            if isinstance(rename, str):
+                rename = [rename]
+
+        if self._out is None:
+            cursor = self._get_cursor()  # simple case
+
+            df = pd.DataFrame()
+            for num, doc in enumerate(cursor):
+                if doc['values']:
+                    doc.pop('_id')
+                    val_dd = doc.pop('values')
+                    if rename:
+                        name = '.'.join([str(doc[k]) for k in rename])
+                    else:
+                        name = '.'.join([str(doc[k]) for k in sorted(doc.keys())])
+                    s = pd.Series(val_dd, name=name, dtype=object)
+                    df = pd.concat([df, s], axis=1, sort=True)
+
+            if expand:
+                df.columns = df.columns.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(df.columns) == 1:
+                df = df[df.columns[0]].copy()
+
+            if len(df.index) == 1:
+                df = df.iloc[-1].copy()
+
+            self._out = df
+        return self._out
+
+
+class _MongoTable(_MongoAbstract):
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def insert(self, pd_obj):
+        if pd_obj.empty:
+            print('pd_obj empty, no data to insert')
+            return
+
+        if isinstance(pd_obj, pd.Series):
+            pd_obj = pd.DataFrame(pd_obj)
+
+        # check no dups
+        if pd_obj.columns.has_duplicates:
+            raise Exception('inserted object cannot have duplicated columns!')
+
+        # initial checks
+        if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
+            raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
+
+        # drop nan
+        df = pd_obj.copy()
+        df = df.dropna(how='all', axis=0)
+        df = df.dropna(how='all', axis=1)
+
+        if isinstance(df.columns, pd.core.indexes.multi.MultiIndex):
+            df.columns = ['.'.join([i for i in col]) for col in df.columns]
+
+        if isinstance(df.index, pd.core.indexes.multi.MultiIndex):
+            df.index = ['.'.join([i for i in col]) for col in df.columns]
+
+        df.columns = df.columns.map(str)
+        df.index = df.index.map(str)
+
+        values_dd = df.to_dict(orient='records')
+
+        filter_dd = self._get_query()
+        update_dd = {'$set': {'values': values_dd}}
+        self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
+
+    def query(self, rename=None, expand=False):
+        """
+        override is for self.last_update()
+        """
+        if self._out is None:
+            cursor = self._get_cursor()  # simple case
+
+            if rename is not None:
+                if isinstance(rename, str):
+                    rename = [rename]
+
+            exclude_ls = ['_id', 'values']
+            out_df = pd.DataFrame()
+            cnt = 0
+            for num, doc in enumerate(cursor):
+                if len(doc['values']) > 0:
+                    df = pd.DataFrame().from_records(doc['values'])
+                    if rename is not None:
+                        name = '.'.join([doc[i] for i in rename])
+                    else:
+                        name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
+                    id_ls = [name] * df.shape[0]
+                    df['_id'] = id_ls
+                    out_df = pd.concat([out_df, df], axis=0, sort=True)
+                    cnt += 1
+
+            if out_df.empty:
+                return out_df
+
+            if cnt > 1:
+                out_df = out_df.reset_index(drop=False)
+                out_df = out_df.set_index('_id', drop=True)
+                out_df.index.name = None
+            else:
+                out_df = out_df.drop('_id', axis=1)
+
+            if expand:
+                out_df.index = out_df.index.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(out_df.columns) == 1:
+                out_df = out_df[out_df.columns[0]].copy()
+
+            if len(out_df.index) == 1:
+                out_df = out_df.iloc[-1].copy()
+
+            self._out = out_df.copy()
+        return self._out
+
+
+class _MongoLog(_MongoAbstract):
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def _log(self, df):
+        request_ls = []
+        if not df.empty:
+            for (section, iso_dt), row_s in df.iterrows():
+                values_dd = row_s.to_dict()
+                doc_id = {'section': section,
+                          'iso_date': iso_dt}
+                update_dd = {'$push': {'values': values_dd}}
+                request = pymongo.UpdateOne(doc_id, update_dd, upsert=True)
+                request_ls.append(request)
+            self._get_collection().bulk_write(request_ls)
+
+    def query(self, rename=None, expand=False):
+        """
+        override is for self.last_update()
+        """
+        if self._out is None:
+            cursor = self._get_cursor()  # simple case
+
+            if rename is not None:
+                if isinstance(rename, str):
+                    rename = [rename]
+
+            exclude_ls = ['_id', 'values']
+            df = pd.DataFrame()
+            for doc in cursor:
+                if len(doc['values']) > 0:
+                    if rename is not None:
+                        name = '.'.join([doc[i] for i in rename])
+                    else:
+                        name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
+                    doc_df = pd.DataFrame().from_records(doc['values'])
+                    doc_df.index = [name] * len(doc_df.index)
+                    df = pd.concat([df, doc_df], axis=0, sort=True)
+
+            if df.empty:
+                return df
+
+            if expand:
+                df.index = df.index.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(df.columns) == 1:
+                df = df[df.columns[0]].copy()
+
+            if len(df.index) == 1:
+                df = df.iloc[-1].copy()
+
+            self._out = df.copy()
+        return self._out

modules/mongo/build/lib/mongo_api/mongo_credentials.py

@@ -1,3 +1,8 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4b1015f9f73984be858448f831b2f69c477f127b8cba4cacc150e0cf09843ee8
-size 268
+credentials = {
+    "user": "quantUser",# "dbUser"
+    "password": "Quant.L4rr4?", # "Larra.2020"
+    "dbname": "QuantRepo",
+    "host": "quant-main.5pkxp.mongodb.net", # "amalgama-fbqlw.mongodb.net"
+    "args": "test?retryWrites=true&w=majority",
+    "port": 27017
+}

modules/mongo/mongo_api.egg-info/PKG-INFO

@@ -1,3 +1,10 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fedbe1b1c6598e7c369cf9df5ba51c9e1e0ecdfc0e37188cb6ca58a466d8ee2b
-size 257
+Metadata-Version: 1.0
+Name: mongo-api
+Version: 0.1.2
+Summary: Amalgama Mongo API
+Home-page: https://github.com/AmalgamaLtd/mongo_api.git
+Author: Alexandre Larrain
+Author-email: [email protected]
+License: GNU GPL v.3
+Description: UNKNOWN
+Platform: UNKNOWN

modules/mongo/mongo_api.egg-info/SOURCES.txt

@@ -1,3 +1,10 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5715f44353eb37a95d435440b76c1a763059b0bff233fa9a1b232a1c8836a6ff
-size 258
+README.md
+setup.py
+mongo_api/__init__.py
+mongo_api/mongo_api.py
+mongo_api/mongo_credentials.py
+mongo_api.egg-info/PKG-INFO
+mongo_api.egg-info/SOURCES.txt
+mongo_api.egg-info/dependency_links.txt
+mongo_api.egg-info/not-zip-safe
+mongo_api.egg-info/top_level.txt

modules/mongo/mongo_api.egg-info/dependency_links.txt

@@ -1,3 +1 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:01ba4719c80b6fe911b091a7c05124b64eeece964e09c058ef8f9805daca546b
-size 1
+

modules/mongo/mongo_api.egg-info/not-zip-safe

@@ -1,3 +1 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:01ba4719c80b6fe911b091a7c05124b64eeece964e09c058ef8f9805daca546b
-size 1
+

modules/mongo/mongo_api.egg-info/top_level.txt

@@ -1,3 +1 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8894f842c3c244ee640206df66e6fbd225f7a4465ab1ede35554db5dedb8baa9
-size 10
+mongo_api

modules/mongo/mongo_api/mongo_api.py

@@ -1,3 +1,762 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a2654263abbad22318389e5e6816a1d300f2631d28eeb5003972aac0af2bf545
-size 28518
+import datetime as dt
+import pandas as pd
+import itertools
+import pymongo  # requires dnspython
+import configparser
+from .mongo_credentials import credentials
+
+CREDENTIALS = credentials
+
+
+class _MongoAbstract(object):
+    _instance = None
+    _credentials = None
+    _name = None
+    _key_ls = None
+    _del_many_limit = 50
+    _override_boolean_key = None
+
+    def __init__(self, instance='remote', **query):
+        self._set_instance(instance)
+        self._set_credentials()
+
+        if not isinstance(self._name, str) or not isinstance(self._instance, str) or not isinstance(self._key_ls, list):
+            raise Exception('Instance (str), collection _name (str) and _key_ls (list) need to be properly declared!')
+
+        db_obj = self._get_db_object()
+        collection_names_ls = db_obj.list_collection_names()
+
+        idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
+        if self._name not in collection_names_ls:
+            print(f"Creating new {self._instance} collection: {self._name}\n")
+            collection = db_obj[self._name]  # this will create the collection
+            collection.create_index(idx_tup_ls, unique=True, name=self._name)  # this will index it
+        else:
+            collection = db_obj[self._name]  # collection already exists
+
+        self._db_obj = db_obj
+        self._collection = collection
+        query = self._override_boolean_keys(**query)
+        self._is_adv_query = sum([isinstance(v, list) for v in query.values()])
+        self._set_query(query)
+        self._set_advanced_query()
+        self._out = None
+        self._cursor = self._get_cursor()
+        self._full_key_ls = self._key_ls + ['values']
+
+    def _set_credentials(self):
+        if self._credentials is None:
+            self._credentials = CREDENTIALS
+
+    def _get_credentials(self):
+        if self._credentials is None:
+            self._set_credentials()
+        return self._credentials
+
+    def _set_instance(self, instance):
+        self._instance = instance
+
+    def _override_boolean_keys(self, **query):
+        if self._get_boolean_keys() and query:
+            for key in self._get_boolean_keys():
+                if key in query.keys():
+                    if isinstance(query[key], (tuple, list)):
+                        query[key] = [str(int(i)) if isinstance(i, bool) else i for i in query[key]]
+                    else:
+                        if isinstance(query[key], bool):
+                            query[key] = str(int(query[key]))
+        return query
+
+    def _get_boolean_keys(self):
+        if self._override_boolean_key is not None:
+            if isinstance(self._override_boolean_key, str):
+                return [self._override_boolean_key]
+            elif isinstance(self._override_boolean_key, list):
+                return self._override_boolean_key
+            else:
+                raise Exception(f'_override_boolean_key not recognized {self._override_boolean_key}')
+        else:
+            return None
+
+    def __repr__(self):
+        print_str = f'database: {self._get_db_name()}'
+        print_str += f'\ninstance: {self._get_instance()}'
+        print_str += f'\ncollection: {self._get_name()}'
+        key_str = ', '.join([i for i in self.get_keys() if i != 'values'])
+        print_str += f'\nkeys: [{key_str}]'
+        storage_size = self._db_obj.command('collstats', self._get_name())['size'] / 1e6
+        print_str += f'\nstorage size: {storage_size:.1f}MB'
+        num_docs = self._get_cursor().count()
+        print_str += f'\ndocuments: {num_docs}'
+        return print_str
+
+    def _get_collection(self):
+        return self._collection
+
+    def _get_instance(self):
+        return self._instance
+
+    def _get_name(self):
+        return self._name
+
+    def _get_host_and_port(self):
+        user = self._get_credentials()['user']
+        password = self._get_credentials()['password']
+        host = self._get_credentials()['host']
+        port = self._get_credentials()['port']
+        full_hostname = f"mongodb+srv://{user}:{password}@{host}/{port}"
+        return full_hostname, port
+
+    def _get_db_object(self):
+        client = pymongo.MongoClient(host=self._get_host_and_port()[0], port=self._get_host_and_port()[1])
+        return client[self._get_db_name()]
+
+    def _get_db_name(self):
+        return self._get_credentials()['dbname']
+
+    def _set_advanced_query(self):
+        if self._is_adv_query:
+            and_ls = []
+            ls_dd = self._product_dict(**self._query)
+            for dd in ls_dd:
+                and_ls.extend([{'$and': [dd]}])
+            or_dd = {'$or': and_ls}
+            self._query = or_dd
+
+    def _get_query(self):
+        return self._query
+
+    def _get_cursor(self):
+        if self._out is None:
+            self._cursor = self._collection.find(self._query)
+        return self._cursor
+
+    @staticmethod
+    def _product_dict(**kwargs):
+        for key, val in kwargs.items():  # make sure adv query values are all lists
+            if not isinstance(val, list):
+                kwargs.update({key: [val]})
+
+        keys = kwargs.keys()
+        vals = kwargs.values()
+        for instance in itertools.product(*vals):
+            yield dict(zip(keys, instance))
+
+    def _set_query(self, query):
+        query_dd = dict()
+        for k, v in query.items():
+            if v is not None:  # drop None from queries, but allow it to pass
+                if isinstance(v, str) and '~' in v:
+                    query_dd[k] = {'$ne': v.replace('~', '')}
+                elif isinstance(v, list):
+                    new_ls = list()
+                    neg_ls = list()
+                    for i in v:
+                        if isinstance(i, str) and '~' in i:
+                            neg_ls.append(i.replace('~', ''))
+                        else:
+                            new_ls.append(i)
+                    if len(neg_ls) > 0:
+                        new_ls.append({'$nin': neg_ls})
+                    query_dd[k] = new_ls
+                else:
+                    query_dd[k] = v
+        self._query = query_dd
+
+    def drop_collection(self, confirm=''):
+        if confirm != 'confirm':
+            print('drop_collection not confirmed. Make sure you know what you are doing. Pass "confirm" to drop.')
+        else:
+            db_obj = self._get_db_object()
+            db_obj.drop_collection(self._name)
+            print('Database: %s' % self._get_db_name())
+            print('Collection dropped: %s' % self._name)
+
+    def _reindex(self, confirm=''):
+        if confirm != 'confirm':
+            print('reindex not confirmed. Nothing done. Pass "confirm" to reindex.')
+        else:
+            collection = self._get_collection()
+            collection.drop_indexes()
+            idx_tup_ls = [(i, pymongo.ASCENDING) for i in self._key_ls]
+            collection.create_index(idx_tup_ls, unique=True, name=self._name)  # this will index it
+            print('collection %s successfully re-indexed' % self._name)
+
+    def count(self):
+        print(f'Database: {self._get_db_name()}')
+        print(f'Collection: {self._name}')
+
+        print(f'Query: {self._query}')
+        print(f'Documents: {self._collection.count_documents(self._query)}')
+
+    def replace_field_value(self, existing_field=True, **kwargs):
+        """
+        make sure you declare the appropriate key=value arguments to be modified in your query!
+        """
+        if len(kwargs) != 1:
+            raise Exception('please rename only one field at a time')
+
+        field = list(kwargs.keys())[0]
+        value = kwargs[field]
+
+        if field not in self.get_keys() and existing_field:  # check init that everything is ok to reindex
+            raise Exception('new field needs to be declared in collection keys before replace / re-index')
+
+        if field == 'values':
+            raise Exception('values cannot be replace with this method. Use .update_values() instead')
+
+        if existing_field:
+            if not self._query:
+                raise Exception('Cannot replace key value without filters.')
+            if self._get_boolean_keys() and field in self._get_boolean_keys():
+                value = str(int(value))
+
+        cursor = self._get_cursor()
+        request_ls = []
+        for doc in cursor:
+            if existing_field:
+                doc.pop(field)
+            update_dd = {'$set': {field: value}}
+            request = pymongo.UpdateOne(doc, update_dd, upsert=False)
+            request_ls.append(request)
+
+        if len(request_ls) > 0:
+            self._get_collection().bulk_write(request_ls)
+            print(f'collection field {field} successfully updated to {value}')
+
+            if not existing_field:
+                self._reindex('confirm')
+        else:
+            print('no operations to handle')
+
+    @classmethod
+    def get_keys(self):
+        return [i for i in self._key_ls]  # pass a copy
+
+    def get_key_values(self):
+        match_dd = {'$match': self._query}
+
+        key_dd = {k: f'${k}' for k in self._key_ls}
+        group_dd = {'$group': {'_id': key_dd}}
+
+        cursor = self._collection.aggregate([match_dd, group_dd])
+        ls = [i['_id'] for i in list(cursor)]
+        keys_df = pd.DataFrame(ls)
+        if not keys_df.empty:
+            keys_df = keys_df.sort_values(by=self._key_ls)
+            keys_df = keys_df.reset_index(drop=True)
+        return keys_df
+
+    def _is_local_instance(self):
+        return self._get_instance() == 'local'
+
+    def delete_many(self, confirm=''):
+        if not self._query:
+            raise Exception('Cannot delete_many without filters. Use drop_collection() instead for a full drop.')
+
+        lmt = self._del_many_limit
+        cnt = self._collection.count_documents(self._query)
+        if (cnt > lmt) and confirm != 'confirm':
+            raise Exception(f'confirm delete_many() if more than {lmt} documents. Potentially deleted: {cnt}')
+
+        before = self._collection.count_documents({})
+        self._get_collection().delete_many(self._query)
+        after = self._collection.count_documents({})
+        self._out = None
+        print(f'{before - after} document(s) deleted')
+
+    def distinct(self, field):
+        if isinstance(field, str):
+            field = field
+            cursor = self._get_cursor()
+            return cursor.distinct(field)  # faster
+        elif isinstance(field, list):
+            group_dd = {"_id": {i: f'${i}' for i in field}}
+            if len(self._query) > 0:
+                cursor = self._collection.aggregate([{'$match': self._query},
+                                                     {"$group": group_dd}])
+            else:
+                cursor = self._collection.aggregate([{"$group": group_dd}])
+            dd = [doc['_id'] for doc in cursor]
+            return pd.DataFrame().from_dict(dd)
+
+
+class _MongoSeries(_MongoAbstract):
+    _drop_weekends = None
+
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def _get_drop_weekends(self):
+        return self._drop_weekends
+
+    def _update_query_date_range(self, start, end):
+        if start is not None and end is None:
+            self._query['values.date'] = start
+            # self._query['values'] = {'$elemMatch': {'date': {'$gte': start}}}
+        elif start is None and end is not None:
+            self._query['values.date'] = {'$lte': end}
+        elif start is not None and end is not None:
+            self._query['values.date'] = {'$gte': start, '$lte': end}
+        else:  # both none
+            pass
+
+    def _get_query_cursor(self, start, end):
+        if start is None and end is None:
+            return self._get_cursor()  # simple case
+        else:
+            co = self._get_collection()
+            key_ls = self.get_keys()
+            match_dd = {'$match': self._query}
+            if start is not None and end is None:
+                if isinstance(start, (dt.datetime, dt.date)):
+                    start = start.strftime('%Y%m%d')
+                start = start.replace('-', '')
+                filter_dd = {
+                    '$filter':
+                        {'input': '$values',
+                         'as': 'vals',
+                         'cond': {'$gte': ['$$vals.date', start]}
+                         }
+                }
+            elif start is None and end is not None:
+                if isinstance(end, dt.datetime):
+                    end = end.strftime('%Y%m%d')
+                end = end.replace('-', '')
+                filter_dd = {
+                    '$filter':
+                        {'input': '$values',
+                         'as': 'vals',
+                         'cond': {'$lte': ['$$vals.date', end]}
+                         }
+                }
+            else:  # both defined
+                if isinstance(start, dt.datetime):
+                    start = start.strftime('%Y%m%d')
+                start = start.replace('-', '')
+
+                if isinstance(end, dt.datetime):
+                    end = end.strftime('%Y%m%d')
+                end = end.replace('-', '')
+                filter_dd = {
+                    '$filter':
+                        {'input': '$values',
+                         'as': 'vals',
+                         'cond': {'$and': [{'$gte': ['$$vals.date', start]},
+                                           {'$lte': ['$$vals.date', end]}]}
+                         }
+                }
+            key_dd = {i: 1 for i in key_ls}
+            key_dd['values'] = filter_dd
+            project_dd = {'$project': key_dd}
+            cursor = co.aggregate([match_dd, project_dd])
+            return cursor
+
+    def insert(self, pd_obj, col_key):
+        if pd_obj.empty:
+            print('pd_obj empty, no data to insert')
+            return
+
+        if isinstance(pd_obj, pd.Series):
+            pd_obj = pd.DataFrame(pd_obj)
+
+        # check no dups
+        if pd_obj.columns.has_duplicates:
+            raise Exception('inserted object cannot have duplicated keys!')
+
+        # initial checks
+        if isinstance(col_key, str):
+            col_key = [col_key]
+
+        if len(self._key_ls) != len(col_key):
+            name = self._name
+            full = len(self._key_ls)
+            given = len(col_key)
+            raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
+
+        df = pd_obj.copy()
+        df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
+
+        # integrity check
+        for col in pd_obj.columns:
+            col_val_ls = col.split('.')
+            if len(self._full_key_ls) - 1 != len(col_val_ls):
+                raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
+
+        # do not store full NaN rows or columns
+        df = df.dropna(how='all', axis=0)
+        df = df.dropna(how='all', axis=1)
+
+        request_ls = []
+        for col in df.columns:
+            col_val_ls = col.split('.')
+            tup = zip(col_key, col_val_ls)
+            query_dd = {k: v for k, v in tup}
+            values_dd = df[col].dropna().to_dict()
+            values_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
+            update_dd = {'$set': {'values': values_ls}}
+            request = pymongo.UpdateOne(query_dd, update_dd, upsert=True)
+            request_ls.append(request)
+        self._get_collection().bulk_write(request_ls)
+
+    def last_update(self, how='each', order='min'):
+        match_dd = {'$match': self._query}
+        key_dd = {k: f'${k}' for k in self._key_ls}
+        group_dd = {
+            '$group':
+                {'_id':
+                     {'_id': key_dd},
+                 'max': {'$max': "$values.date"}
+                 }
+        }
+        sort_dd = {'$sort': {'values.date': 1}}
+        cursor = self._get_collection().aggregate([match_dd, group_dd, sort_dd])
+        last_df = pd.DataFrame()
+        for num, doc in enumerate(cursor):
+            dd = doc['_id']['_id']
+            dd['last_update'] = doc['max'][-1]
+            tmp_df = pd.DataFrame.from_dict(dd, orient='index').T
+            last_df = pd.concat([last_df, tmp_df], axis=0, sort=True)
+        last_df = last_df[self._key_ls + ['last_update']]
+        last_df['last_update'] = last_df['last_update'].apply(pd.to_datetime)
+        days_f = lambda x: (dt.datetime.today() - x).days
+        last_df['last_update_days'] = last_df['last_update'].apply(days_f)
+        if how == 'all':
+            if order == 'max':
+                return last_df['last_update'].max()
+            elif order == 'min':
+                return last_df['last_update'].min()
+            else:
+                raise Exception(f'argument order not recognized {order}')
+        elif how == 'each':
+            return last_df
+        else:
+            raise Exception(f'argument how not recognized: {how}')
+
+    def query(self, start=None, end=None, rename=None, expand=False):
+        """
+        override is for self.last_update()
+        """
+        if self._out is None:
+            cursor = self._get_query_cursor(start, end)
+
+            if rename is not None:
+                if isinstance(rename, str):
+                    rename = [rename]
+
+            exclude_ls = ['_id', 'values']
+            df = pd.DataFrame()
+            for doc in cursor:
+                if len(doc['values']) > 0:
+                    if rename is not None:
+                        name = '.'.join([doc[i] for i in rename])
+                    else:
+                        name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
+                    doc_df = pd.DataFrame().from_dict(doc['values']).set_index('date')
+                    doc_df.columns = [name]
+                    df = pd.concat([df, doc_df], axis=1, sort=True)
+
+            if df.empty:
+                return df
+
+            df.index = df.index.map(pd.to_datetime)
+
+            if self._get_drop_weekends():
+                week_days_ls = df.index.weekday < 5
+                df = df.loc[week_days_ls].copy()
+
+            if expand:
+                df.columns = df.columns.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(df.columns) == 1:
+                df = df[df.columns[0]].copy()
+
+            if len(df.index) == 1:
+                df = df.iloc[-1].copy()
+
+            self._out = df.copy()
+        return self._out
+
+    def drop_datapoint(self, date_str):
+        if self._collection.count_documents(self._query) == 0:
+            raise Exception('no documents found with given filters')
+
+        if self._collection.count_documents(self._query) > 1:
+            raise Exception('you can only drop datapoints one series at a time')
+
+        if isinstance(date_str, dt.datetime):
+            date_str = date_str.strftime('%Y%m%d')
+
+        cursor = self._get_cursor()
+        request_ls = []
+        for doc in cursor:
+            doc.pop('_id')
+            doc.pop('values')
+            doc['values.date'] = date_str
+            update_dd = {'$unset': {'values.$.value': ""}}
+            request = pymongo.UpdateOne(doc, update_dd, upsert=False)
+            request_ls.append(request)
+        self._get_collection().bulk_write(request_ls)
+
+    def update_values(self, pd_obj, col_key):
+        if pd_obj.empty:
+            print('pd_obj empty, no data to update')
+            return
+
+        # initial checks
+        if isinstance(col_key, str):
+            col_key = [col_key]
+
+        if len(self._key_ls) != len(col_key):
+            name = self._name
+            full = len(self._key_ls)
+            given = len(col_key)
+            raise Exception(f'insert error: {name}. col_key must have {full} elements. provided was {given}')
+
+        if isinstance(pd_obj, pd.Series):
+            df = pd.DataFrame(pd_obj)
+        else:
+            df = pd_obj.copy()
+
+        # check no dups
+        if df.columns.has_duplicates:
+            raise Exception('inserted object cannot have duplicated keys!')
+
+        # integrity check
+        for col in df.columns:
+            col_val_ls = col.split('.')
+            if len(self._full_key_ls) - 1 != len(col_val_ls):
+                raise Exception(f'all columns must have {len(col_key)} elements. provided was {col_val_ls}')
+
+        df.index = df.index.map(lambda i: i.strftime('%Y%m%d'))
+        df = df.dropna(axis=0, how='all')
+        df = df.dropna(axis=1, how='all')
+
+        request_ls = []
+        for col in df.columns:
+            col_val_ls = col.split('.')
+            tup = zip(col_key, col_val_ls)
+            query_dd = {k: v for k, v in tup}
+            values_dd = df[col].dropna().to_dict()
+
+            # pull many
+            date_ls = list(values_dd.keys())
+            update_dd = {
+                '$pull': {'values': {'date': {'$in': date_ls}}}
+            }
+            request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
+            request_ls.append(request)
+
+            # push many
+            new_ls = [{'date': k, 'value': v} for k, v in values_dd.items()]
+            update_dd = {'$push': {'values': {'$each': new_ls}}}
+            request = pymongo.UpdateMany(query_dd, update_dd, upsert=True)
+            request_ls.append(request)
+        self._get_collection().bulk_write(request_ls, ordered=True)
+
+
+class _MongoDoc(_MongoAbstract):
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def insert(self, dd):
+        if not isinstance(dd, dict):
+            print('insert dict empty, no data to insert')
+            return
+
+        # initial checks
+        if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
+            raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
+
+        cast_key_ls = set([str(k) for k in dd.keys()])
+        if len(cast_key_ls) != len(dd.keys()):
+            raise Exception('identical string representations of keys are not allowed')
+        insert_dd = {str(k): v for k, v in dd.items()}
+
+        filter_dd = self._get_query()
+        update_dd = {'$set': {'values': insert_dd}}
+        self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
+
+    def query(self, expand=False, rename=None):
+        """
+        override is for self.last_update()
+        """
+
+        if rename:
+            if isinstance(rename, str):
+                rename = [rename]
+
+        if self._out is None:
+            cursor = self._get_cursor()  # simple case
+
+            df = pd.DataFrame()
+            for num, doc in enumerate(cursor):
+                if doc['values']:
+                    doc.pop('_id')
+                    val_dd = doc.pop('values')
+                    if rename:
+                        name = '.'.join([str(doc[k]) for k in rename])
+                    else:
+                        name = '.'.join([str(doc[k]) for k in sorted(doc.keys())])
+                    s = pd.Series(val_dd, name=name, dtype=object)
+                    df = pd.concat([df, s], axis=1, sort=True)
+
+            if expand:
+                df.columns = df.columns.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(df.columns) == 1:
+                df = df[df.columns[0]].copy()
+
+            if len(df.index) == 1:
+                df = df.iloc[-1].copy()
+
+            self._out = df
+        return self._out
+
+
+class _MongoTable(_MongoAbstract):
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def insert(self, pd_obj):
+        if pd_obj.empty:
+            print('pd_obj empty, no data to insert')
+            return
+
+        if isinstance(pd_obj, pd.Series):
+            pd_obj = pd.DataFrame(pd_obj)
+
+        # check no dups
+        if pd_obj.columns.has_duplicates:
+            raise Exception('inserted object cannot have duplicated columns!')
+
+        # initial checks
+        if sorted(list(self._get_query().keys())) != sorted(self.get_keys()):
+            raise Exception(f'specify a full query to insert into a _MongoTable! Keys are: {str(self.get_keys())}')
+
+        # drop nan
+        df = pd_obj.copy()
+        df = df.dropna(how='all', axis=0)
+        df = df.dropna(how='all', axis=1)
+
+        if isinstance(df.columns, pd.core.indexes.multi.MultiIndex):
+            df.columns = ['.'.join([i for i in col]) for col in df.columns]
+
+        if isinstance(df.index, pd.core.indexes.multi.MultiIndex):
+            df.index = ['.'.join([i for i in col]) for col in df.columns]
+
+        df.columns = df.columns.map(str)
+        df.index = df.index.map(str)
+
+        values_dd = df.to_dict(orient='records')
+
+        filter_dd = self._get_query()
+        update_dd = {'$set': {'values': values_dd}}
+        self._get_collection().update_one(filter_dd, update=update_dd, upsert=True)
+
+    def query(self, rename=None, expand=False):
+        """
+        override is for self.last_update()
+        """
+        if self._out is None:
+            cursor = self._get_cursor()  # simple case
+
+            if rename is not None:
+                if isinstance(rename, str):
+                    rename = [rename]
+
+            exclude_ls = ['_id', 'values']
+            out_df = pd.DataFrame()
+            cnt = 0
+            for num, doc in enumerate(cursor):
+                if len(doc['values']) > 0:
+                    df = pd.DataFrame().from_records(doc['values'])
+                    if rename is not None:
+                        name = '.'.join([doc[i] for i in rename])
+                    else:
+                        name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
+                    id_ls = [name] * df.shape[0]
+                    df['_id'] = id_ls
+                    out_df = pd.concat([out_df, df], axis=0, sort=True)
+                    cnt += 1
+
+            if out_df.empty:
+                return out_df
+
+            if cnt > 1:
+                out_df = out_df.reset_index(drop=False)
+                out_df = out_df.set_index('_id', drop=True)
+                out_df.index.name = None
+            else:
+                out_df = out_df.drop('_id', axis=1)
+
+            if expand:
+                out_df.index = out_df.index.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(out_df.columns) == 1:
+                out_df = out_df[out_df.columns[0]].copy()
+
+            if len(out_df.index) == 1:
+                out_df = out_df.iloc[-1].copy()
+
+            self._out = out_df.copy()
+        return self._out
+
+
+class _MongoLog(_MongoAbstract):
+    def __init__(self, instance='remote', **query):
+        _MongoAbstract.__init__(self, instance=instance, **query)
+
+    def _log(self, df):
+        request_ls = []
+        if not df.empty:
+            for (section, iso_dt), row_s in df.iterrows():
+                values_dd = row_s.to_dict()
+                doc_id = {'section': section,
+                          'iso_date': iso_dt}
+                update_dd = {'$push': {'values': values_dd}}
+                request = pymongo.UpdateOne(doc_id, update_dd, upsert=True)
+                request_ls.append(request)
+            self._get_collection().bulk_write(request_ls)
+
+    def query(self, rename=None, expand=False):
+        """
+        override is for self.last_update()
+        """
+        if self._out is None:
+            cursor = self._get_cursor()  # simple case
+
+            if rename is not None:
+                if isinstance(rename, str):
+                    rename = [rename]
+
+            exclude_ls = ['_id', 'values']
+            df = pd.DataFrame()
+            for doc in cursor:
+                if len(doc['values']) > 0:
+                    if rename is not None:
+                        name = '.'.join([doc[i] for i in rename])
+                    else:
+                        name = '.'.join([doc[i] for i in sorted(doc.keys()) if i not in exclude_ls])
+                    doc_df = pd.DataFrame().from_records(doc['values'])
+                    doc_df.index = [name] * len(doc_df.index)
+                    df = pd.concat([df, doc_df], axis=0, sort=True)
+
+            if df.empty:
+                return df
+
+            if expand:
+                df.index = df.index.str.split('.', expand=True)
+
+            # return series if only one column or row
+            if len(df.columns) == 1:
+                df = df[df.columns[0]].copy()
+
+            if len(df.index) == 1:
+                df = df.iloc[-1].copy()
+
+            self._out = df.copy()
+        return self._out

modules/mongo/mongo_api/mongo_credentials.py

@@ -1,3 +1,29 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ed3131ed14f84e72d4412315ceea5af355b36cca926a7cbd5ceba4c0b25cdfb2
-size 824
+import os
+import streamlit as st
+try:
+    credentials = {
+        "user": st.secrets['MONGO_USER'],
+        "password": st.secrets['MONGO_PASSWORD'],
+        "dbname": str(st.secrets['MONGO_DB']),
+        "host": st.secrets['MONGO_HOST'],
+        "args": "test?retryWrites=true&w=majority",
+        "port": int(st.secrets['MONGO_PORT'])
+    }
+except:
+    credentials = {
+        "user": 'quantUser',
+        "password": 'Quant.L4rr4?',
+        "dbname": 'QuantRepo',
+        "host": 'quant-main.5pkxp.mongodb.net',
+        "args": "test?retryWrites=true&w=majority",
+        "port": 27017
+    }
+
+# credentials = {
+#     "user": 'quantUser',
+#     "password": 'Quant.L4rr4?',
+#     "dbname": 'QuantRepo',
+#     "host": 'quant-main.5pkxp.mongodb.net',
+#     "args": "test?retryWrites=true&w=majority",
+#     "port": 27017
+# }

modules/mongo/requirements.txt

@@ -1,3 +1,6 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:859bde716e9608b957e3afe39553c84bdaa7096702b6001069f4f09f309421e3
-size 145
+datetime>=4.3
+numpy==1.19.3  # use 1.19.3 until windows problem is fixed with 1.19.4
+pandas>=1.1.5
+dnspython==2.0.0
+pymongo==3.11.2
+wheel>=0.36.1

modules/mongo/setup.py

@@ -1,3 +1,12 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7ebe817bf1ad7d81101a2063f963e4528e413daec3f3f213854db345cbfaa2f6
-size 340
+from setuptools import setup
+
+setup(name='mongo_api',
+      version='0.1.2',
+      description='Amalgama Mongo API',
+      url='https://github.com/AmalgamaLtd/mongo_api.git',
+      author='Alexandre Larrain',
+      author_email='[email protected]',
+      license= 'GNU GPL v.3',
+      packages=['mongo_api'],
+      zip_safe=False
+      )

modules/quill/LICENSE

@@ -1,3 +1,19 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ec423cc5506eea1ffbfc9955c3ec8f86139996963d84ff306a5ee41eda8a4ff1
-size 1074
+Copyright (c) 2018 The Python Packaging Authority
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

modules/quill/MANIFEST.in

@@ -1,3 +1 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9a265b1cd68f8b1cb9ee4f401897f327e33fa7b7adeb0f569450773bd8ba1b23
-size 47
+recursive-include streamlit_*/frontend/build *

modules/quill/README.md

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e5f2afa1373bfa8895f538fac2c6e2bbbf34570fe1c62e87e6485891743b024b
-size 971
+oid sha256:7d76f835c01d890d4752c2c6ede7aaee76c7cc066f86f3c45f99936930b2afce
+size 1010

modules/quill/setup.py

@@ -1,3 +1,21 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fd5ff7d67093fc3bc5f1706949a4a6f331861c6a406eebd75a0283a858caa9da
-size 561
+from pathlib import Path
+import setuptools
+
+
+setuptools.setup(
+    name="streamlit-quill",
+    version="0.0.3",
+    author="Ghasel",
+    author_email="",
+    description="Quill component for Streamlit",
+    long_description=(Path(__file__).parent / "README.md").read_text(),
+    long_description_content_type="text/markdown",
+    url="https://github.com/Ghasel/streamlit-quill",
+    packages=setuptools.find_packages(),
+    include_package_data=True,
+    classifiers=[],
+    python_requires=">=3.6",
+    install_requires=[
+        "streamlit >= 0.63",
+    ],
+)

modules/quill/streamlit_quill/frontend/.env

@@ -1,3 +1,6 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4f02e15064d395d3ef4f89d6dc1064ac7cbfde816f8988dbb490e6b4475b0976
-size 180
+# Run the component's dev server on :3001
+# (The Streamlit dev server already runs on :3000)
+PORT=3001
+
+# Don't automatically open the web browser on `npm run start`.
+BROWSER=none

modules/quill/streamlit_quill/frontend/.prettierrc

@@ -1,3 +1,5 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a815065c30748a8095141de8e335549d594e1e2a90a9b401f6f1552ac9566afd
-size 67
+{
+  "endOfLine": "lf",
+  "semi": false,
+  "trailingComma": "es5"
+}

modules/quill/streamlit_quill/frontend/build/asset-manifest.json

@@ -1,3 +1,23 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fba4b68936e8f68698cc1c8081db6210575ff2644af26028bf0cf3f0fbcd886d
-size 1150
+{
+  "files": {
+    "main.js": "./static/js/main.21a6f1da.chunk.js",
+    "main.js.map": "./static/js/main.21a6f1da.chunk.js.map",
+    "runtime-main.js": "./static/js/runtime-main.11ec9aca.js",
+    "runtime-main.js.map": "./static/js/runtime-main.11ec9aca.js.map",
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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 .ql-picker.ql-size .ql-picker-label[data-value=huge]::before,\n.ql-snow .ql-picker.ql-size .ql-picker-item[data-value=huge]::before {\n  content: 'Huge';\n}\n.ql-snow .ql-picker.ql-size .ql-picker-item[data-value=small]::before {\n  font-size: 10px;\n}\n.ql-snow .ql-picker.ql-size .ql-picker-item[data-value=large]::before {\n  font-size: 18px;\n}\n.ql-snow .ql-picker.ql-size .ql-picker-item[data-value=huge]::before {\n  font-size: 32px;\n}\n.ql-snow .ql-color-picker.ql-background .ql-picker-item {\n  background-color: #fff;\n}\n.ql-snow .ql-color-picker.ql-color .ql-picker-item {\n  background-color: #000;\n}\n.ql-toolbar.ql-snow {\n  border: 1px solid #ccc;\n  box-sizing: border-box;\n  font-family: 'Helvetica Neue', 'Helvetica', 'Arial', sans-serif;\n  padding: 8px;\n}\n.ql-toolbar.ql-snow .ql-formats {\n  margin-right: 15px;\n}\n.ql-toolbar.ql-snow .ql-picker-label {\n  border: 1px solid transparent;\n}\n.ql-toolbar.ql-snow .ql-picker-options {\n  border: 1px solid transparent;\n  box-shadow: 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"]}

modules/quill/streamlit_quill/frontend/build/static/js/2.c8ea490a.chunk.js.LICENSE.txt

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-version https://git-lfs.github.com/spec/v1
-oid sha256:ac21dd5e43890a2c938c7f15eb098f69130b71247d8d01b0704f17d17535f50a
-size 2531
+/*
+object-assign
+(c) Sindre Sorhus
+@license MIT
+*/
+
+/*!
+ * Quill Editor v1.3.7
+ * https://quilljs.com/
+ * Copyright (c) 2014, Jason Chen
+ * Copyright (c) 2013, salesforce.com
+ */
+
+/*!
+ * The buffer module from node.js, for the browser.
+ *
+ * @author   Feross Aboukhadijeh <http://feross.org>
+ * @license  MIT
+ */
+
+/**
+ * @license
+ * Copyright 2018-2019 Streamlit Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/**
+ * @license
+ * Copyright 2018-2020 Streamlit Inc.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/** @license React v0.19.1
+ * scheduler.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license React v16.13.1
+ * react-dom.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license React v16.13.1
+ * react-is.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */
+
+/** @license React v16.13.1
+ * react.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */

modules/quill/streamlit_quill/frontend/build/static/js/main.21a6f1da.chunk.js

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