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nist_database.py
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nist_database.py
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import pymssql
import sqlalchemy as sqla
import pandas
import json
import regex as re
class MSSQLDatabase():
# wraps a Microsoft SQL Server database
def __init__(self,AUTH,DATABASE=None):
# AUTH should be a dict with some specific fields useful for a direct connection to the database
self.AUTH=AUTH
self.SERVER=AUTH['host']
if DATABASE is None:
self.DATABASE=AUTH['database']
else:
self.DATABASE=DATABASE
self.ENGINE=self.__create_engine()
def execPyMSSQL(self,statement):
with pymssql.connect(self.SERVER, self.AUTH['user'], self.AUTH['pwd'], self.DATABASE) as conn:
cursor = conn.cursor()
r=cursor.execute(statement)
conn.commit()
return r
def execute_query(self,sql):
if type(sql) == str:
sql = sqla.text(sql)
with self.ENGINE.connect() as conn:
return pandas.read_sql(sql,conn)
def execute_update(self,statement):
if type(statement) == str:
statement = sqla.text(statement)
with self.ENGINE.connect() as conn:
# r=self.ENGINE.execute(statement)
trans = conn.begin()
try:
result = conn.execute(statement)
trans.commit()
except:
trans.rollback()
raise
return result
def __create_engine(self):
return sqla.create_engine(f"mssql+pymssql://{self.AUTH['user']}:{self.AUTH['pwd']}@{self.SERVER}:1433/{self.DATABASE}?charset=utf8")
def create_schema(self,schema):
self.ENGINE.execute(sqla.schema.CreateSchema(schema))
def get_source_id(self, ORG, schema='dbo'):
sql=f"select source_id from {schema}.metadata_source where source_type='org' and organization_name='{ORG}'"
with self.ENGINE.connect() as con:
SOURCE_ID=pandas.read_sql(sql,con).source_id[0]
return SOURCE_ID
def drop_all_tables(self,schema,keep_tables=[]):
tables=reversed(list(self.sorted_tables(schema).keys()))
drop_all = "\n".join([f'drop table {schema}.{t}' for t in tables if t not in keep_tables])
print(drop_all)
# execPyMSSQL(drop_all)
def delete_from_all_tables(self,schema,keep_tables=[]):
tables=reversed(list(self.sorted_tables(schema).keys()))
delete_all = "\n".join([f'delete from {schema}.{t}' for t in tables if t not in keep_tables])
print(delete_all)
self.execPyMSSQL(delete_all)
def sorted_tables(self,schema):
# sort tables in a schema according to FK relationship
# returns tables ordered such tha if table t1 refers to table t2, t2 will be earlier in the result than t1
# the 'engine' variable should be result of a SQLAlchemy create_engine statement
with self.ENGINE.connect() as conn:
sql=f"""
SELECT c.table_name, string_agg(c.column_name,',') within group(order by c.ordinal_position) as columns
, sum(case when c.column_name='source_id' then 1 else 0 end) as has_source_id
, max(case when COLUMNPROPERTY(object_id(c.TABLE_SCHEMA+'.'+c.TABLE_NAME), c.COLUMN_NAME, 'IsIdentity') = 1 then c.column_name else null end) as identity_column
from information_Schema.tables t
join information_schema.columns c on c.table_schema=t.table_schema and c.table_name=t.table_name
where t.table_schema = '{schema}' and t.table_type='BASE TABLE'
group by c.table_name
"""
tables=pandas.read_sql(sql,conn)
tables={t.table_name:{'columns':t.columns,'identity_column':t.identity_column,'has_source_id':t.has_source_id,'FKs':set()} for t in tables.itertuples()}
sql=f"""
SELECT OBJECT_NAME(fk.parent_object_id) as from_table
, OBJECT_NAME(fk.referenced_object_id) to_table
FROM sys.foreign_keys fk
INNER JOIN sys.foreign_key_columns fkc
ON fkc.constraint_object_id = fk.object_id
INNER JOIN sys.columns c1
ON fkc.parent_column_id = c1.column_id
AND fkc.parent_object_id = c1.object_id
INNER JOIN sys.columns c2
ON fkc.referenced_column_id = c2.column_id
AND fkc.referenced_object_id = c2.object_id
inner join sys.schemas s on s.schema_id=fk.schema_id
where s.name='{schema}'
"""
FKs=pandas.read_sql(sql,conn)
for f in FKs.itertuples():
tables[f.from_table]['FKs'].add(f.to_table)
ordered=[]
done=set()
def topsort(t):
if t not in tables:
return
refs=tables[t]['FKs']
for r in refs:
if r in done:
continue
topsort(r)
ordered.append(t)
done.add(t)
for t in tables:
if t not in done:
topsort(t)
return {t:{'columns':tables[t]['columns'],
'identity_column':tables[t]['identity_column'],
'has_source_id':True if tables[t]['has_source_id']==1 else False,'FKs':tables[t]['FKs'] if len(tables[t]['FKs'])>0 else None} for t in ordered}
# str = df.to_json(orient='records')
# df = pandas.read_json(json_string, orient='records')
class MockDB():
def __init__(self,AUTH,DATABASE=None):
# server stuff
self.AUTH=AUTH
self.SERVER=AUTH['host']
if DATABASE is None:
self.DATABASE=AUTH['database']
else:
self.DATABASE=DATABASE
self.ENGINE=self.__create_engine()
# mock db stuff
# convert with df.to_json(orient='records')
self.video = pandas.read_json('[{"id":31,"filename":"assets\\/data\\/TrackAddict\\/Log-20230626-173441 walk home 20230626.mp4","checksum":"30b55d42d2d5a76d46a4387e4a5b55a2","metadata":"{\\"streams\\": [{\\"index\\": 0, \\"codec_name\\": \\"h264\\", \\"codec_long_name\\": \\"H.264 \\/ AVC \\/ MPEG-4 AVC \\/ MPEG-4 part 10\\", \\"profile\\": \\"High\\", \\"codec_type\\": \\"video\\", \\"codec_time_base\\": \\"1713211\\/103340000\\", \\"codec_tag_string\\": \\"avc1\\", \\"codec_tag\\": \\"0x31637661\\", \\"width\\": 1920, \\"height\\": 1080, \\"coded_width\\": 1920, \\"coded_height\\": 1088, \\"closed_captions\\": 0, \\"has_b_frames\\": 0, \\"sample_aspect_ratio\\": \\"1:1\\", \\"display_aspect_ratio\\": \\"16:9\\", \\"pix_fmt\\": \\"yuv420p\\", \\"level\\": 40, \\"color_range\\": \\"tv\\", \\"color_space\\": \\"bt709\\", \\"color_transfer\\": \\"bt709\\", \\"color_primaries\\": \\"bt709\\", \\"chroma_location\\": \\"left\\", \\"refs\\": 1, \\"is_avc\\": \\"true\\", \\"nal_length_size\\": \\"4\\", \\"r_frame_rate\\": \\"179\\/6\\", \\"avg_frame_rate\\": \\"51670000\\/1713211\\", \\"time_base\\": \\"1\\/90000\\", \\"start_pts\\": 0, \\"start_time\\": \\"0.000000\\", \\"duration_ts\\": 15411202, \\"duration\\": \\"171.235578\\", \\"bit_rate\\": \\"16779348\\", \\"bits_per_raw_sample\\": \\"8\\", \\"nb_frames\\": \\"5167\\", \\"disposition\\": {\\"default\\": 1, \\"dub\\": 0, \\"original\\": 0, \\"comment\\": 0, \\"lyrics\\": 0, \\"karaoke\\": 0, \\"forced\\": 0, \\"hearing_impaired\\": 0, \\"visual_impaired\\": 0, \\"clean_effects\\": 0, \\"attached_pic\\": 0, \\"timed_thumbnails\\": 0}, \\"tags\\": {\\"creation_time\\": \\"2023-06-26T21:37:35.000000Z\\", \\"language\\": \\"eng\\", \\"handler_name\\": \\"VideoHandle\\"}}, {\\"index\\": 1, \\"codec_name\\": \\"aac\\", \\"codec_long_name\\": \\"AAC (Advanced Audio Coding)\\", \\"profile\\": \\"LC\\", \\"codec_type\\": \\"audio\\", \\"codec_time_base\\": \\"1\\/48000\\", \\"codec_tag_string\\": \\"mp4a\\", \\"codec_tag\\": \\"0x6134706d\\", \\"sample_fmt\\": \\"fltp\\", \\"sample_rate\\": \\"48000\\", \\"channels\\": 2, \\"channel_layout\\": \\"stereo\\", \\"bits_per_sample\\": 0, \\"r_frame_rate\\": \\"0\\/0\\", \\"avg_frame_rate\\": \\"0\\/0\\", \\"time_base\\": \\"1\\/48000\\", \\"start_pts\\": 0, \\"start_time\\": \\"0.000000\\", \\"duration_ts\\": 8222592, \\"duration\\": \\"171.304000\\", \\"bit_rate\\": \\"156002\\", \\"max_bit_rate\\": \\"156000\\", \\"nb_frames\\": \\"8030\\", \\"disposition\\": {\\"default\\": 1, \\"dub\\": 0, \\"original\\": 0, \\"comment\\": 0, \\"lyrics\\": 0, \\"karaoke\\": 0, \\"forced\\": 0, \\"hearing_impaired\\": 0, \\"visual_impaired\\": 0, \\"clean_effects\\": 0, \\"attached_pic\\": 0, \\"timed_thumbnails\\": 0}, \\"tags\\": {\\"creation_time\\": \\"2023-06-26T21:37:35.000000Z\\", \\"language\\": \\"eng\\", \\"handler_name\\": \\"SoundHandle\\"}}], \\"format\\": {\\"filename\\": \\"assets\\/data\\/TrackAddict\\/Log-20230626-173441 walk home 20230626.mp4\\", \\"nb_streams\\": 2, \\"nb_programs\\": 0, \\"format_name\\": \\"mov,mp4,m4a,3gp,3g2,mj2\\", \\"format_long_name\\": \\"QuickTime \\/ MOV\\", \\"start_time\\": \\"0.000000\\", \\"duration\\": \\"171.304000\\", \\"size\\": \\"362561590\\", \\"bit_rate\\": \\"16931844\\", \\"probe_score\\": 100, \\"tags\\": {\\"major_brand\\": \\"mp42\\", \\"minor_version\\": \\"0\\", \\"compatible_brands\\": \\"isommp42\\", \\"creation_time\\": \\"2023-06-26T21:37:35.000000Z\\", \\"location\\": \\"+39.3327-076.6219\\/\\", \\"location-eng\\": \\"+39.3327-076.6219\\/\\", \\"com.android.version\\": \\"10\\"}}}"},{"id":33,"filename":"assets\\/data\\/TrackAddict\\/Log-20230711-174746 Segment_ryan_drive.mp4","checksum":"3d7e8f32590e6056970c05626195c1a8","metadata":"{\\"streams\\": [{\\"index\\": 0, \\"codec_name\\": \\"h264\\", \\"codec_long_name\\": \\"H.264 \\/ AVC \\/ MPEG-4 AVC \\/ MPEG-4 part 10\\", \\"profile\\": \\"High\\", \\"codec_type\\": \\"video\\", \\"codec_time_base\\": \\"777389\\/46660000\\", \\"codec_tag_string\\": \\"avc1\\", \\"codec_tag\\": \\"0x31637661\\", \\"width\\": 1920, \\"height\\": 1080, \\"coded_width\\": 1920, \\"coded_height\\": 1088, \\"closed_captions\\": 0, \\"has_b_frames\\": 0, \\"sample_aspect_ratio\\": \\"1:1\\", \\"display_aspect_ratio\\": \\"16:9\\", \\"pix_fmt\\": \\"yuvj420p\\", \\"level\\": 40, \\"color_range\\": \\"pc\\", \\"color_space\\": \\"smpte170m\\", \\"color_transfer\\": \\"smpte170m\\", \\"color_primaries\\": \\"smpte170m\\", \\"chroma_location\\": \\"left\\", \\"refs\\": 1, \\"is_avc\\": \\"true\\", \\"nal_length_size\\": \\"4\\", \\"r_frame_rate\\": \\"30\\/1\\", \\"avg_frame_rate\\": \\"23330000\\/777389\\", \\"time_base\\": \\"1\\/90000\\", \\"start_pts\\": 0, \\"start_time\\": \\"0.000000\\", \\"duration_ts\\": 41979006, \\"duration\\": \\"466.433400\\", \\"bit_rate\\": \\"16777420\\", \\"bits_per_raw_sample\\": \\"8\\", \\"nb_frames\\": \\"13998\\", \\"disposition\\": {\\"default\\": 1, \\"dub\\": 0, \\"original\\": 0, \\"comment\\": 0, \\"lyrics\\": 0, \\"karaoke\\": 0, \\"forced\\": 0, \\"hearing_impaired\\": 0, \\"visual_impaired\\": 0, \\"clean_effects\\": 0, \\"attached_pic\\": 0, \\"timed_thumbnails\\": 0}, \\"tags\\": {\\"rotate\\": \\"180\\", \\"creation_time\\": \\"2023-07-11T21:55:34.000000Z\\", \\"language\\": \\"eng\\", \\"handler_name\\": \\"VideoHandle\\"}, \\"side_data_list\\": [{\\"side_data_type\\": \\"Display Matrix\\", \\"displaymatrix\\": \\"\\\\n00000000: -65536 0 0\\\\n00000001: 0 -65536 0\\\\n00000002: 0 0 1073741824\\\\n\\", \\"rotation\\": -180}]}, {\\"index\\": 1, \\"codec_name\\": \\"aac\\", \\"codec_long_name\\": \\"AAC (Advanced Audio Coding)\\", \\"profile\\": \\"LC\\", \\"codec_type\\": \\"audio\\", \\"codec_time_base\\": \\"1\\/48000\\", \\"codec_tag_string\\": \\"mp4a\\", \\"codec_tag\\": \\"0x6134706d\\", \\"sample_fmt\\": \\"fltp\\", \\"sample_rate\\": \\"48000\\", \\"channels\\": 2, \\"channel_layout\\": \\"stereo\\", \\"bits_per_sample\\": 0, \\"r_frame_rate\\": \\"0\\/0\\", \\"avg_frame_rate\\": \\"0\\/0\\", \\"time_base\\": \\"1\\/48000\\", \\"start_pts\\": 0, \\"start_time\\": \\"0.000000\\", \\"duration_ts\\": 22390784, \\"duration\\": \\"466.474667\\", \\"bit_rate\\": \\"256001\\", \\"max_bit_rate\\": \\"256000\\", \\"nb_frames\\": \\"21866\\", \\"disposition\\": {\\"default\\": 1, \\"dub\\": 0, \\"original\\": 0, \\"comment\\": 0, \\"lyrics\\": 0, \\"karaoke\\": 0, \\"forced\\": 0, \\"hearing_impaired\\": 0, \\"visual_impaired\\": 0, \\"clean_effects\\": 0, \\"attached_pic\\": 0, \\"timed_thumbnails\\": 0}, \\"tags\\": {\\"creation_time\\": \\"2023-07-11T21:55:34.000000Z\\", \\"language\\": \\"eng\\", \\"handler_name\\": \\"SoundHandle\\"}}], \\"format\\": {\\"filename\\": \\"assets\\/data\\/TrackAddict\\/Log-20230711-174746 Segment_ryan_drive.mp4\\", \\"nb_streams\\": 2, \\"nb_programs\\": 0, \\"format_name\\": \\"mov,mp4,m4a,3gp,3g2,mj2\\", \\"format_long_name\\": \\"QuickTime \\/ MOV\\", \\"start_time\\": \\"0.000000\\", \\"duration\\": \\"466.475000\\", \\"size\\": \\"993337692\\", \\"bit_rate\\": \\"17035642\\", \\"probe_score\\": 100, \\"tags\\": {\\"major_brand\\": \\"mp42\\", \\"minor_version\\": \\"0\\", \\"compatible_brands\\": \\"isommp42\\", \\"creation_time\\": \\"2023-07-11T21:55:34.000000Z\\", \\"location\\": \\"+39.3323-076.6234\\/\\", \\"location-eng\\": \\"+39.3323-076.6234\\/\\", \\"com.android.version\\": \\"9\\"}}}"},{"id":42,"filename":"assets\\/data\\/TrackAddict\\/Log-20230707-093013 walk to work GL.mp4","checksum":"b9fbf97f0c79899a4f8af1304a245624","metadata":"{\\"streams\\": [{\\"index\\": 0, \\"codec_name\\": \\"h264\\", \\"codec_long_name\\": \\"H.264 \\/ AVC \\/ MPEG-4 AVC \\/ MPEG-4 part 10\\", \\"profile\\": \\"High\\", \\"codec_type\\": \\"video\\", \\"codec_time_base\\": \\"5867263\\/353640000\\", \\"codec_tag_string\\": \\"avc1\\", \\"codec_tag\\": \\"0x31637661\\", \\"width\\": 1920, \\"height\\": 1080, \\"coded_width\\": 1920, \\"coded_height\\": 1088, \\"closed_captions\\": 0, \\"has_b_frames\\": 0, \\"sample_aspect_ratio\\": \\"1:1\\", \\"display_aspect_ratio\\": \\"16:9\\", \\"pix_fmt\\": \\"yuv420p\\", \\"level\\": 40, \\"color_range\\": \\"tv\\", \\"color_space\\": \\"bt709\\", \\"color_transfer\\": \\"bt709\\", \\"color_primaries\\": \\"bt709\\", \\"chroma_location\\": \\"left\\", \\"refs\\": 1, \\"is_avc\\": \\"true\\", \\"nal_length_size\\": \\"4\\", \\"r_frame_rate\\": \\"179\\/6\\", \\"avg_frame_rate\\": \\"176820000\\/5867263\\", \\"time_base\\": \\"1\\/90000\\", \\"start_pts\\": 0, \\"start_time\\": \\"0.000000\\", \\"duration_ts\\": 17594370, \\"duration\\": \\"195.493000\\", \\"bit_rate\\": \\"16778210\\", \\"bits_per_raw_sample\\": \\"8\\", \\"nb_frames\\": \\"5894\\", \\"disposition\\": {\\"default\\": 1, \\"dub\\": 0, \\"original\\": 0, \\"comment\\": 0, \\"lyrics\\": 0, \\"karaoke\\": 0, \\"forced\\": 0, \\"hearing_impaired\\": 0, \\"visual_impaired\\": 0, \\"clean_effects\\": 0, \\"attached_pic\\": 0, \\"timed_thumbnails\\": 0}, \\"tags\\": {\\"creation_time\\": \\"2023-07-07T13:33:32.000000Z\\", \\"language\\": \\"eng\\", \\"handler_name\\": \\"VideoHandle\\"}}, {\\"index\\": 1, \\"codec_name\\": \\"aac\\", \\"codec_long_name\\": \\"AAC (Advanced Audio Coding)\\", \\"profile\\": \\"LC\\", \\"codec_type\\": \\"audio\\", \\"codec_time_base\\": \\"1\\/48000\\", \\"codec_tag_string\\": \\"mp4a\\", \\"codec_tag\\": \\"0x6134706d\\", \\"sample_fmt\\": \\"fltp\\", \\"sample_rate\\": \\"48000\\", \\"channels\\": 2, \\"channel_layout\\": \\"stereo\\", \\"bits_per_sample\\": 0, \\"r_frame_rate\\": \\"0\\/0\\", \\"avg_frame_rate\\": \\"0\\/0\\", \\"time_base\\": \\"1\\/48000\\", \\"start_pts\\": 0, \\"start_time\\": \\"0.000000\\", \\"duration_ts\\": 9385837, \\"duration\\": \\"195.538271\\", \\"bit_rate\\": \\"156002\\", \\"max_bit_rate\\": \\"156000\\", \\"nb_frames\\": \\"9166\\", \\"disposition\\": {\\"default\\": 1, \\"dub\\": 0, \\"original\\": 0, \\"comment\\": 0, \\"lyrics\\": 0, \\"karaoke\\": 0, \\"forced\\": 0, \\"hearing_impaired\\": 0, \\"visual_impaired\\": 0, \\"clean_effects\\": 0, \\"attached_pic\\": 0, \\"timed_thumbnails\\": 0}, \\"tags\\": {\\"creation_time\\": \\"2023-07-07T13:33:32.000000Z\\", \\"language\\": \\"eng\\", \\"handler_name\\": \\"SoundHandle\\"}}], \\"format\\": {\\"filename\\": \\"assets\\/data\\/TrackAddict\\/Log-20230707-093013 walk to work GL.mp4\\", \\"nb_streams\\": 2, \\"nb_programs\\": 0, \\"format_name\\": \\"mov,mp4,m4a,3gp,3g2,mj2\\", \\"format_long_name\\": \\"QuickTime \\/ MOV\\", \\"start_time\\": \\"0.000000\\", \\"duration\\": \\"195.538000\\", \\"size\\": \\"413893934\\", \\"bit_rate\\": \\"16933544\\", \\"probe_score\\": 100, \\"tags\\": {\\"major_brand\\": \\"mp42\\", \\"minor_version\\": \\"0\\", \\"compatible_brands\\": \\"isommp42\\", \\"creation_time\\": \\"2023-07-07T13:33:32.000000Z\\", \\"location\\": \\"+39.3356-076.6200\\/\\", \\"location-eng\\": \\"+39.3356-076.6200\\/\\", \\"com.android.version\\": \\"10\\"}}}"}]')
self.audio = pandas.read_json('[{"id":25,"video_id":31,"filename":"assets\\/data\\/TrackAddict\\/Log-20230626-173441 walk home 20230626.wav","checksum":"7d577446990e0d6c30cd86cd98f9c20b"},{"id":27,"video_id":33,"filename":"assets\\/data\\/TrackAddict\\/Log-20230711-174746 Segment_ryan_drive.wav","checksum":"6257ac17fdfa521d0707f648b2aa31e6"},{"id":36,"video_id":42,"filename":"assets\\/data\\/TrackAddict\\/Log-20230707-093013 walk to work GL.wav","checksum":"c16cd11373c78a796bb0e7b98f6fd8a3"}]')
self.transcription = pandas.read_json('[{"id":21,"audio_id":25,"config":"{\\"model\\": \\"whisper-net\\", \\"load_model\\": \\"base\\"}"},{"id":23,"audio_id":27,"config":"{\\"model\\": \\"whisper-net\\", \\"load_model\\": \\"base\\"}"},{"id":29,"audio_id":36,"config":"{\\"model\\": \\"whisper-net\\", \\"load_model\\": \\"base\\"}"}]')
self.text_segment = pandas.read_json('[{"id":4454,"transcription_id":21,"segment":" Here\'s a car.","temperature":null,"time_start":9.3800001144,"time_end":10.4799995422,"thumbnail":null,"video_id":31},{"id":4455,"transcription_id":21,"segment":" Here\'s a parking lot with lots of cars on it.","temperature":null,"time_start":11.0200004578,"time_end":13.8599996567,"thumbnail":null,"video_id":31},{"id":4456,"transcription_id":21,"segment":" I\'m walking.","temperature":null,"time_start":14.6800003052,"time_end":15.4600000381,"thumbnail":null,"video_id":31},{"id":4457,"transcription_id":21,"segment":" Here are more parking spaces.","temperature":null,"time_start":15.9799995422,"time_end":18.9200000763,"thumbnail":null,"video_id":31},{"id":4458,"transcription_id":21,"segment":" More cars on it.","temperature":null,"time_start":19.9799995422,"time_end":21.1200008392,"thumbnail":null,"video_id":31},{"id":4459,"transcription_id":21,"segment":" Here\'s a Prius.","temperature":null,"time_start":23.3600006104,"time_end":24.4799995422,"thumbnail":null,"video_id":31},{"id":4460,"transcription_id":21,"segment":" Here\'s a Camry.","temperature":null,"time_start":25.9799995422,"time_end":26.7399997711,"thumbnail":null,"video_id":31},{"id":4461,"transcription_id":21,"segment":" Here\'s a Chevrolet.","temperature":null,"time_start":29.5799999237,"time_end":31.1200008392,"thumbnail":null,"video_id":31},{"id":4462,"transcription_id":21,"segment":" Keep on going.","temperature":null,"time_start":31.5,"time_end":34.9599990845,"thumbnail":null,"video_id":31},{"id":4463,"transcription_id":21,"segment":" Here\'s a car coming towards us.","temperature":null,"time_start":35.9799995422,"time_end":38.2999992371,"thumbnail":null,"video_id":31},{"id":4464,"transcription_id":21,"segment":" Here\'s an Acura Toyota 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\\"Latitude\\": 39.3343502, \\"Longitude\\": -76.6203178, \\"Altitude (m)\\": 51.0, \\"Altitude (ft)\\": 167.0, \\"Speed (Km\\/h)\\": 3.6, \\"Heading\\": 215.1, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.15, \\"Accel Y\\": -0.69, \\"Accel Z\\": -0.45, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.6}","timestamp":1688722348913,"latitude":39.3343502,"longitude":-76.6203178,"altitude":51.0},{"id":2652,"video_id":42,"location":"{\\"Time\\": 135.412, \\"UTC Time\\": 1688736751.412, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343435, \\"Longitude\\": -76.6203536, \\"Altitude (m)\\": 49.8, \\"Altitude (ft)\\": 163.0, \\"Speed (Km\\/h)\\": 5.0, \\"Heading\\": 193.4, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.04, \\"Accel Y\\": -0.63, \\"Accel Z\\": -0.51, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722351413,"latitude":39.3343435,"longitude":-76.6203536,"altitude":49.8},{"id":2702,"video_id":42,"location":"{\\"Time\\": 137.841, \\"UTC Time\\": 1688736753.841, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343397, \\"Longitude\\": -76.6204068, \\"Altitude (m)\\": 47.9, \\"Altitude (ft)\\": 157.0, \\"Speed (Km\\/h)\\": 1.9, \\"Heading\\": 193.5, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.03, \\"Accel Y\\": -0.59, \\"Accel Z\\": -0.56, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722353840,"latitude":39.3343397,"longitude":-76.6204068,"altitude":47.9},{"id":2752,"video_id":42,"location":"{\\"Time\\": 140.315, \\"UTC Time\\": 1688736756.315, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343473, \\"Longitude\\": -76.6204391, \\"Altitude (m)\\": 49.5, \\"Altitude (ft)\\": 162.0, \\"Speed (Km\\/h)\\": 1.9, \\"Heading\\": 193.8, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.06, \\"Accel Y\\": -0.49, \\"Accel Z\\": -0.49, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.3}","timestamp":1688722356317,"latitude":39.3343473,"longitude":-76.6204391,"altitude":49.5},{"id":2802,"video_id":42,"location":"{\\"Time\\": 142.741, \\"UTC Time\\": 1688736758.741, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343398, \\"Longitude\\": -76.6204942, \\"Altitude (m)\\": 52.1, \\"Altitude (ft)\\": 171.0, \\"Speed (Km\\/h)\\": 5.0, \\"Heading\\": 210.4, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.04, \\"Accel Y\\": -0.46, \\"Accel Z\\": -0.5, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.3}","timestamp":1688722358740,"latitude":39.3343398,"longitude":-76.6204942,"altitude":52.1},{"id":2852,"video_id":42,"location":"{\\"Time\\": 145.19, \\"UTC Time\\": 1688736761.19, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343172, \\"Longitude\\": -76.620525, \\"Altitude (m)\\": 50.0, \\"Altitude (ft)\\": 164.0, \\"Speed (Km\\/h)\\": 2.3, \\"Heading\\": 194.3, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.07, \\"Accel Y\\": -0.52, \\"Accel Z\\": -0.52, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.3}","timestamp":1688722361190,"latitude":39.3343172,"longitude":-76.620525,"altitude":50.0},{"id":2902,"video_id":42,"location":"{\\"Time\\": 147.593, \\"UTC Time\\": 1688736763.593, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342891, \\"Longitude\\": -76.6205698, \\"Altitude (m)\\": 50.2, \\"Altitude (ft)\\": 165.0, \\"Speed (Km\\/h)\\": 3.3, \\"Heading\\": 194.5, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.1, \\"Accel Y\\": -0.49, \\"Accel Z\\": -0.47, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.4}","timestamp":1688722363593,"latitude":39.3342891,"longitude":-76.6205698,"altitude":50.2},{"id":2952,"video_id":42,"location":"{\\"Time\\": 150.091, \\"UTC Time\\": 1688736766.091, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342692, \\"Longitude\\": -76.62058, \\"Altitude (m)\\": 50.6, \\"Altitude (ft)\\": 166.0, \\"Speed (Km\\/h)\\": 2.4, \\"Heading\\": 194.6, \\"Accuracy (m)\\": 11.8, \\"Accel X\\": 0.1, \\"Accel Y\\": -0.64, \\"Accel Z\\": -0.49, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722366090,"latitude":39.3342692,"longitude":-76.62058,"altitude":50.6},{"id":3002,"video_id":42,"location":"{\\"Time\\": 152.619, \\"UTC Time\\": 1688736768.619, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342641, \\"Longitude\\": -76.6206365, \\"Altitude (m)\\": 51.5, \\"Altitude (ft)\\": 169.0, \\"Speed (Km\\/h)\\": 5.0, \\"Heading\\": 284.4, \\"Accuracy (m)\\": 11.8, \\"Accel X\\": 0.14, \\"Accel Y\\": -0.72, \\"Accel Z\\": -0.44, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722368620,"latitude":39.3342641,"longitude":-76.6206365,"altitude":51.5},{"id":3052,"video_id":42,"location":"{\\"Time\\": 155.086, \\"UTC Time\\": 1688736771.086, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342553, \\"Longitude\\": -76.6206708, \\"Altitude (m)\\": 52.6, \\"Altitude (ft)\\": 173.0, \\"Speed (Km\\/h)\\": 4.6, \\"Heading\\": 253.6, \\"Accuracy (m)\\": 11.8, \\"Accel X\\": 0.18, \\"Accel Y\\": -0.69, \\"Accel Z\\": -0.35, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722371087,"latitude":39.3342553,"longitude":-76.6206708,"altitude":52.6},{"id":3102,"video_id":42,"location":"{\\"Time\\": 157.547, \\"UTC Time\\": 1688736773.547, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342572, \\"Longitude\\": -76.6207357, \\"Altitude (m)\\": 52.3, \\"Altitude (ft)\\": 172.0, \\"Speed (Km\\/h)\\": 5.9, \\"Heading\\": 279.0, \\"Accuracy (m)\\": 11.8, \\"Accel X\\": 0.05, \\"Accel Y\\": -0.54, \\"Accel Z\\": -0.54, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.4}","timestamp":1688722373547,"latitude":39.3342572,"longitude":-76.6207357,"altitude":52.3},{"id":3152,"video_id":42,"location":"{\\"Time\\": 159.992, \\"UTC Time\\": 1688736775.992, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342633, \\"Longitude\\": -76.6207704, \\"Altitude (m)\\": 53.0, \\"Altitude (ft)\\": 174.0, \\"Speed (Km\\/h)\\": 4.0, \\"Heading\\": 282.0, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.09, \\"Accel Y\\": -0.52, \\"Accel Z\\": -0.5, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.3}","timestamp":1688722375993,"latitude":39.3342633,"longitude":-76.6207704,"altitude":53.0},{"id":3202,"video_id":42,"location":"{\\"Time\\": 162.453, \\"UTC Time\\": 1688736778.453, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 1.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342661, \\"Longitude\\": -76.6208392, \\"Altitude (m)\\": 53.1, \\"Altitude (ft)\\": 174.0, \\"Speed (Km\\/h)\\": 5.0, \\"Heading\\": 258.9, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.06, \\"Accel Y\\": -0.52, \\"Accel Z\\": -0.48, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.3}","timestamp":1688722378453,"latitude":39.3342661,"longitude":-76.6208392,"altitude":53.1},{"id":3252,"video_id":42,"location":"{\\"Time\\": 165.47, \\"UTC Time\\": 1688736781.47, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342844, \\"Longitude\\": -76.6208591, \\"Altitude (m)\\": 51.9, \\"Altitude (ft)\\": 170.0, \\"Speed (Km\\/h)\\": 4.8, \\"Heading\\": 259.2, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.08, \\"Accel Y\\": -0.51, \\"Accel Z\\": -0.44, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.3}","timestamp":1688722381470,"latitude":39.3342844,"longitude":-76.6208591,"altitude":51.9},{"id":3302,"video_id":42,"location":"{\\"Time\\": 167.907, \\"UTC Time\\": 1688736783.907, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343136, \\"Longitude\\": -76.6208883, \\"Altitude (m)\\": 50.0, \\"Altitude (ft)\\": 164.0, \\"Speed (Km\\/h)\\": 4.9, \\"Heading\\": 303.4, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.06, \\"Accel Y\\": -0.51, \\"Accel Z\\": -0.49, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.3}","timestamp":1688722383907,"latitude":39.3343136,"longitude":-76.6208883,"altitude":50.0},{"id":3352,"video_id":42,"location":"{\\"Time\\": 170.395, \\"UTC Time\\": 1688736786.395, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343324, \\"Longitude\\": -76.620906, \\"Altitude (m)\\": 50.1, \\"Altitude (ft)\\": 164.0, \\"Speed (Km\\/h)\\": 5.3, \\"Heading\\": 259.4, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.03, \\"Accel Y\\": -0.49, \\"Accel Z\\": -0.55, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.4}","timestamp":1688722386397,"latitude":39.3343324,"longitude":-76.620906,"altitude":50.1},{"id":3402,"video_id":42,"location":"{\\"Time\\": 172.865, \\"UTC Time\\": 1688736788.865, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343427, \\"Longitude\\": -76.6209451, \\"Altitude (m)\\": 49.1, \\"Altitude (ft)\\": 161.0, \\"Speed (Km\\/h)\\": 4.2, \\"Heading\\": 274.2, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.06, \\"Accel Y\\": -0.45, \\"Accel Z\\": -0.54, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.4}","timestamp":1688722388867,"latitude":39.3343427,"longitude":-76.6209451,"altitude":49.1},{"id":3452,"video_id":42,"location":"{\\"Time\\": 175.746, \\"UTC Time\\": 1688736791.746, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343497, \\"Longitude\\": -76.6209673, \\"Altitude (m)\\": 47.7, \\"Altitude (ft)\\": 157.0, \\"Speed (Km\\/h)\\": 0.0, \\"Heading\\": 0.0, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.08, \\"Accel Y\\": -0.59, \\"Accel Z\\": -0.46, \\"Brake (calculated)\\": 1.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.4}","timestamp":1688722391747,"latitude":39.3343497,"longitude":-76.6209673,"altitude":47.7},{"id":3502,"video_id":42,"location":"{\\"Time\\": 178.213, \\"UTC Time\\": 1688736794.213, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343538, \\"Longitude\\": -76.6209735, \\"Altitude (m)\\": 48.3, \\"Altitude (ft)\\": 159.0, \\"Speed (Km\\/h)\\": 0.0, \\"Heading\\": 0.0, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.04, \\"Accel Y\\": -0.57, \\"Accel Z\\": -0.5, \\"Brake (calculated)\\": 1.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.4}","timestamp":1688722394213,"latitude":39.3343538,"longitude":-76.6209735,"altitude":48.3},{"id":3552,"video_id":42,"location":"{\\"Time\\": 180.663, \\"UTC Time\\": 1688736796.663, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343471, \\"Longitude\\": -76.6210156, \\"Altitude (m)\\": 46.0, \\"Altitude (ft)\\": 151.0, \\"Speed (Km\\/h)\\": 5.1, \\"Heading\\": 258.3, \\"Accuracy (m)\\": 11.8, \\"Accel X\\": 0.06, \\"Accel Y\\": -0.56, \\"Accel Z\\": -0.53, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722396663,"latitude":39.3343471,"longitude":-76.6210156,"altitude":46.0},{"id":3602,"video_id":42,"location":"{\\"Time\\": 183.164, \\"UTC Time\\": 1688736799.164, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.33434, \\"Longitude\\": -76.621052, \\"Altitude (m)\\": 46.4, \\"Altitude (ft)\\": 152.0, \\"Speed (Km\\/h)\\": 5.1, \\"Heading\\": 259.5, \\"Accuracy (m)\\": 11.8, \\"Accel X\\": 0.05, \\"Accel Y\\": -0.49, \\"Accel Z\\": -0.5, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722399163,"latitude":39.33434,"longitude":-76.621052,"altitude":46.4},{"id":3652,"video_id":42,"location":"{\\"Time\\": 185.706, \\"UTC Time\\": 1688736801.706, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3343023, \\"Longitude\\": -76.6211101, \\"Altitude (m)\\": 44.4, \\"Altitude (ft)\\": 146.0, \\"Speed (Km\\/h)\\": 5.3, \\"Heading\\": 228.9, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.01, \\"Accel Y\\": -0.66, \\"Accel Z\\": -0.53, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722401707,"latitude":39.3343023,"longitude":-76.6211101,"altitude":44.4},{"id":3702,"video_id":42,"location":"{\\"Time\\": 188.129, \\"UTC Time\\": 1688736804.129, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342758, \\"Longitude\\": -76.6211417, \\"Altitude (m)\\": 45.7, \\"Altitude (ft)\\": 150.0, \\"Speed (Km\\/h)\\": 4.4, \\"Heading\\": 226.7, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.0, \\"Accel Y\\": -0.66, \\"Accel Z\\": -0.59, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722404130,"latitude":39.3342758,"longitude":-76.6211417,"altitude":45.7},{"id":3752,"video_id":42,"location":"{\\"Time\\": 190.599, \\"UTC Time\\": 1688736806.599, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.007, \\"Latitude\\": 39.3342369, \\"Longitude\\": -76.6211908, \\"Altitude (m)\\": 44.6, \\"Altitude (ft)\\": 146.0, \\"Speed (Km\\/h)\\": 6.4, \\"Heading\\": 214.2, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": 0.2, \\"Accel Y\\": -0.64, \\"Accel Z\\": -0.42, \\"Brake (calculated)\\": 1.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.4}","timestamp":1688722406600,"latitude":39.3342369,"longitude":-76.6211908,"altitude":44.6},{"id":3802,"video_id":42,"location":"{\\"Time\\": 193.117, \\"UTC Time\\": 1688736809.117, \\"Lap\\": 0.0, \\"Predicted Lap Time\\": 0.0, \\"Predicted vs Best Lap\\": 0.0, \\"GPS_Update\\": 0.0, \\"GPS_Delay\\": 0.0, \\"Latitude\\": 39.3342073, \\"Longitude\\": -76.6211933, \\"Altitude (m)\\": 45.3, \\"Altitude (ft)\\": 149.0, \\"Speed (Km\\/h)\\": 5.1, \\"Heading\\": 186.9, \\"Accuracy (m)\\": 10.7, \\"Accel X\\": -0.22, \\"Accel Y\\": -0.21, \\"Accel Z\\": -0.2, \\"Brake (calculated)\\": 0.0, \\"Barometric Pressure (kPa)\\": 100.16, \\"Pressure Altitude (m)\\": 97.5}","timestamp":1688722409117,"latitude":39.3342073,"longitude":-76.6211933,"altitude":45.3}]')
def __create_engine(self):
return sqla.create_engine(f"mssql+pymssql://{self.AUTH['user']}:{self.AUTH['pwd']}@{self.SERVER}:1433/{self.DATABASE}?charset=utf8")
def execute_query(self, sql):
# replace all and's with lower case and
sql = sql.replace(' AND ', ' and ')
sql = sql.replace(' and \'', ' &&& \'') # separates datetime strings, not conditions.
df = None
# calls without where
if 'where' not in sql: # "select * from {table}"
query_words = sql.split(' ')
db = query_words[3]
df = getattr(self, db)
# calls with where
else:
table_query, conditions = sql.split(' where ')
db = table_query.split(' ')[3]
df = getattr(self, db)
# delete rows that don't match conditions
for condition in re.split(' and ', conditions):
if condition == '1=0':
df = df[0:0]
break
if condition == '1=1': continue
# parse conditions 1 by 1
if '=' in condition: # "... video_id=1"
col_name, value = condition.split('=')
col_name, value = col_name.strip(), value.strip()
if value[0] == '\'': value = value[1:-1]
if value.isdigit() or '.' in value: value = int(float(value))
df = df[df[col_name] == value]
elif ' in ' in condition: # "... video_id in (0, 1, 2)"
col_name, values = condition.split(' in ')
values = values[1:-1].split(', ')
values = [int(v) for v in values]
df = df[df[col_name].isin(values)]
elif 'JSON_VALUE' in condition: # "... JSON_VALUE(metadata, '$.{key}') like '%{val}%'"
left, right = condition.split(' like ')
last_key = left.split('.')[-1][:-2]
value = right[1:-1]
regex_value = ''.join(['.*' if c == '%' else c for c in value])
df = df[df['metadata'].str.contains(f'"{last_key}": "{regex_value}"', flags=re.IGNORECASE, regex=True, na=False)]
elif 'between' in condition: # timestamp between '2023-07-07 09:30:00' AND '2023-07-07 09:31:30'
col_name, two_times = condition.split(' between ')
start, end = two_times.split(' &&& ')
start, end = start[1:-1], end[1:-1]
df = df[(df[col_name] >= start) & (df[col_name] <= end)]
else: # "... segment like '%[^a-zA-Z]en%'"
col_name, regex_condition = condition.split(' like ')
regex_condition = regex_condition[1:-1]
regex_condition = ''.join(['.*' if c == '%' else c for c in regex_condition])
df = df[df[col_name].str.contains(regex_condition, flags=re.IGNORECASE, regex=True, na=False)]
return df
# queries to support:
"select * from video where id in (1, 11)"
"select * from video where JSON_VALUE(metadata, '$.format.filename') like '%'"
"select * from text_segment where segment like '%[^a-zA-Z]en%'"