diff --git a/README.md b/README.md index 15f2df68..06e9ea41 100644 --- a/README.md +++ b/README.md @@ -10,7 +10,7 @@ The backend is using [Apache HBase](https://hbase.apache.org/), a distributed no ## Backend structure -After each observation night, the data is aggregated and pushed into Apache HBase tables. The main table contains all alert data processed by Fink since 2019-11-01. This represents more than 140 million alerts collected (5 TB), and about 95 million processed (4 TB) as of 07/2022. The main table data is indexed along the `objectId` of alerts, and the emission date `jd`. +After each observation night, the data is aggregated and pushed into Apache HBase tables. The main table contains all alert data processed by Fink since 2019-11-01. This represents more than 210 million alerts collected, and about 145 million scientifically valid (7.5 TB) as of 11/2023. The main table data is indexed along the `objectId` of alerts, and the emission date `jd`. In order to allow multi-indexing with HBase, we create _index tables_. These tables are indexed along different properties (time, sky position, classification, ...). They contain the same number of rows than the main table but fewer columns. These index tables are used to perform fast search along arbitrary properties and isolate interesting candidates, while the main table is used to display final data. @@ -44,7 +44,7 @@ IP: fink-portal.org PORT: 24000 HBASEIP: hbase-1.lal.in2p3.fr ZOOPORT: 2183 -SCHEMAVER: "schema_2.2_2.0.0" +SCHEMAVER: "schema_3.1_5.0.0" tablename: ztf ``` diff --git a/apps/api/api.py b/apps/api/api.py index 334843ce..2e38ea09 100644 --- a/apps/api/api.py +++ b/apps/api/api.py @@ -1,4 +1,4 @@ -# Copyright 2020-2022 AstroLab Software +# Copyright 2020-2023 AstroLab Software # Author: Julien Peloton # # Licensed under the Apache License, Version 2.0 (the "License"); @@ -37,6 +37,7 @@ from apps.api.utils import return_ssoft_pdf from apps.api.utils import return_resolver_pdf from apps.api.utils import upload_euclid_data +from apps.api.utils import download_euclid_data from apps.api.utils import retrieve_metadata, post_metadata, retrieve_oid from fink_utils.xmatch.simbad import get_simbad_labels @@ -682,6 +683,39 @@ def layout(is_mobile): 'name': 'payload', 'required': True, 'description': 'Data file' + }, + { + 'name': 'mode', + 'required': False, + 'description': 'Execution mode among production[default], or sandbox. Choose sandbox if you just want to test the upload without touching the tables.' + }, +] + +args_eucliddata = [ + { + 'name': 'pipeline', + 'required': True, + 'description': '`SSOPipe`, `streakdet`, `DL`' + }, + { + 'name': 'dates', + 'required': True, + 'description': 'Observation dates. It can be a single date (YYYYMMDD), and range (YYYYMMDD:YYYYMMDD), or any superset (e.g. YYYY)' + }, + { + 'name': 'columns', + 'required': False, + 'description': 'Comma-separated data columns to transfer. Default is all columns. See {}/api/v1/columns for more information.'.format(APIURL) + }, + { + 'name': 'mode', + 'required': False, + 'description': 'Execution mode among production[default], or sandbox. Choose sandbox if you just want to connect to the test table.' + }, + { + 'name': 'output-format', + 'required': False, + 'description': 'Output format among json[default], csv, parquet, votable' } ] @@ -1330,6 +1364,43 @@ def query_euclidin(payload=None): return out +@api_bp.route('/api/v1/eucliddata', methods=['GET']) +def query_eucliddata_arguments(): + """ Obtain information about Euclid stored data + """ + if len(request.args) > 0: + # POST from query URL + return query_eucliddata(payload=request.args) + else: + return jsonify({'args': args_eucliddata}) + +@api_bp.route('/api/v1/eucliddata', methods=['POST']) +def query_eucliddata(payload=None): + """ Download Euclid data in Fink + """ + # get payload from the JSON + if payload is None: + payload = request.json + + # Check all required args are here + required_args = [i['name'] for i in args_eucliddata if i['required'] is True] + for required_arg in required_args: + if required_arg not in payload: + rep = { + 'status': 'error', + 'text': "A value for `{}` is required. Use GET to check arguments.\n".format(required_arg) + } + return Response(str(rep), 400) + + out = download_euclid_data(payload) + + # Error propagation + if isinstance(out, Response): + return out + + output_format = payload.get('output-format', 'json') + return send_data(out, output_format) + @api_bp.route('/api/v1/metadata', methods=['GET']) def metadata_arguments(): """ Obtain information about uploading metadata diff --git a/apps/api/utils.py b/apps/api/utils.py index cd79c7fa..e4ba23e2 100644 --- a/apps/api/utils.py +++ b/apps/api/utils.py @@ -41,6 +41,9 @@ from apps.utils import hbase_type_converter from apps.euclid.utils import load_euclid_header +from apps.euclid.utils import add_columns +from apps.euclid.utils import compute_rowkey +from apps.euclid.utils import check_header from apps.plotting import legacy_normalizer, convolve, sigmoid_normalizer @@ -1459,38 +1462,122 @@ def upload_euclid_data(payload: dict) -> pd.DataFrame: data = payload['payload'] pipeline_name = payload['pipeline'].lower() + # Read data into pandas DataFrame + pdf = pd.read_csv(io.BytesIO(eval(data)), header=0, sep=' ', index_col=False) + + # Add Fink defined columns + pdf = add_columns( + pdf, + pipeline_name, + payload['version'], + payload['date'], + payload['EID'] + ) + + # Load official headers for HBase header = load_euclid_header(pipeline_name) euclid_header = header.keys() - pdf = pd.read_csv(io.BytesIO(eval(data)), header=0, sep=' ', index_col=False) + msg = check_header(pdf, list(euclid_header)) + if msg != 'ok': + return Response(msg, 400) - # BUG: look for element-wise comparison method - if ~np.all(pdf.columns == np.array(euclid_header)): - missingfields = [field for field in euclid_header if field not in pdf.columns] - newfields = [field for field in pdf.columns if field not in euclid_header] - msg = """ - WARNING: we detected a change in the schema. - Missing fields: {} - New fields: {} - """.format(missingfields, newfields) - else: - # add a column with the name of the pipeline - pdf['pipeline'] = pipeline_name + # Push data in the HBase table + mode = payload.get('mode', 'production') + if mode == 'production': + table = 'euclid.in' + elif mode == 'sandbox': + table = 'euclid.test' + client = connect_to_hbase_table(table, schema_name='schema_{}'.format(pipeline_name)) + for index, row in pdf.iterrows(): + # Compute the row key + rowkey = compute_rowkey(row, index) + # Compute the payload + out = ['d:{}:{}'.format(name, value) for name, value in row.items()] - msg = 'Uploaded!' + client.put( + rowkey, + out + ) + client.close() return Response( - '{} - {} - {} - {} - {}'.format( + '{} - {} - {} - {} - Uploaded!'.format( payload['EID'], payload['pipeline'], payload['version'], payload['date'], - msg ), 200 ) +def download_euclid_data(payload: dict) -> pd.DataFrame: + """ Download Euclid data + + Data is from /api/v1/eucliddata + + Parameters + ---------- + payload: dict + See https://fink-portal.org/api/v1/eucliddata + + Return + ---------- + out: pandas dataframe + """ + # Interpret user input + pipeline = payload['pipeline'].lower() + + if 'columns' in payload: + cols = payload['columns'].replace(" ", "") + else: + cols = '*' + + # Push data in the HBase table + mode = payload.get('mode', 'production') + if mode == 'production': + table = 'euclid.in' + elif mode == 'sandbox': + table = 'euclid.test' + + client = connect_to_hbase_table(table, schema_name='schema_{}'.format(pipeline)) + + # TODO: put a regex instead? + if ":" in payload['dates']: + start, stop = payload['dates'].split(':') + to_evaluate = "key:key:{}_{},key:key:{}_{}".format(pipeline, start, pipeline, stop) + client.setRangeScan(True) + elif payload['dates'].replace(' ', '') == '*': + to_evaluate = "key:key:{}".format(pipeline) + else: + start = payload['dates'] + to_evaluate = "key:key:{}_{}".format(pipeline, start) + + results = client.scan( + "", + to_evaluate, + cols, + 0, False, False + ) + + pdf = pd.DataFrame.from_dict(results, orient='index') + + # Remove hbase specific fields + if 'key:key' in pdf.columns: + pdf = pdf.drop(columns=['key:key']) + if 'key:time' in pdf.columns: + pdf = pdf.drop(columns=['key:time']) + + # Type conversion + schema = client.schema() + pdf = pdf.astype( + {i: hbase_type_converter[schema.type(i)] for i in pdf.columns}) + + client.close() + + return pdf + def post_metadata(payload: dict) -> Response: """ Upload metadata in Fink """ diff --git a/apps/client.py b/apps/client.py index 1603d43c..424f0bf7 100644 --- a/apps/client.py +++ b/apps/client.py @@ -17,36 +17,50 @@ import jpype import jpype.imports +import numpy as np + import yaml -def initialise_jvm(): - """ +def initialise_jvm(path=None): + """ Start a JVM + + Parameters + ---------- + path: str, optional + Path to the HBase client. Default is relative to apps/ """ if not jpype.isJVMStarted(): - path = os.path.dirname(apps_loc) + '/../bin/FinkBrowser.exe.jar' + if path is None: + path = os.path.dirname(apps_loc) + '/../bin/FinkBrowser.exe.jar' jarpath = "-Djava.class.path={}".format(path) jpype.startJVM(jpype.getDefaultJVMPath(), "-ea", jarpath, convertStrings=True) jpype.attachThreadToJVM() -def connect_to_hbase_table(tablename: str, nlimit=10000, setphysicalrepo=False): +def connect_to_hbase_table(tablename: str, schema_name=None, nlimit=10000, setphysicalrepo=False, config_path=None): """ Return a client connected to a HBase table Parameters ---------- tablename: str The name of the table + schema_name: str, optional + Name of the rowkey in the table containing the schema. Default is given by the config file. nlimit: int, optional Maximum number of objects to return. Default is 10000 - setphysicalrepo: bool + setphysicalrepo: bool, optional If True, store cutouts queried on disk ("/tmp/Lomikel/HBaseClientBinaryDataRepository") Needs client 02.01+. Default is False + config_path: str, optional + Path to the config file. Default is None (relative to the apps/ folder) """ initialise_jvm() + if config_path is None: + config_path = os.path.dirname(apps_loc) + '/../config.yml' args = yaml.load( - open(os.path.dirname(apps_loc) + '/../config.yml'), + open(config_path), yaml.Loader ) @@ -55,11 +69,71 @@ def connect_to_hbase_table(tablename: str, nlimit=10000, setphysicalrepo=False): Init.init() - client = com.Lomikel.HBaser.HBaseClient(args['HBASEIP'], args['ZOOPORT']); - client.connect(tablename, args['SCHEMAVER']) + client = com.Lomikel.HBaser.HBaseClient(args['HBASEIP'], args['ZOOPORT']) + + if schema_name is None: + schema_name = args['SCHEMAVER'] + client.connect(tablename, schema_name) if setphysicalrepo: import com.Lomikel.HBaser.FilesBinaryDataRepository client.setRepository(com.Lomikel.HBaser.FilesBinaryDataRepository()) client.setLimit(nlimit) return client + +def create_or_update_hbase_table(tablename: str, families: list, schema_name: str, schema: dict, create=False, config_path=None): + """ Create or update a table in HBase + + By default (create=False), it will only update the schema of the table + otherwise it will create the table in HBase and push the schema. The schema + has a rowkey `schema`. + + Currently accepts only a single family name + + Parameters + ---------- + tablename: str + The name of the table + families: list + List of family names, e.g. ['d'] + schema_name: str + Rowkey value for the schema + schema: dict + Dictionary with column names (keys) and column types (values) + create: bool + If true, create the table. Default is False (only update schema) + config_path: str, optional + Path to the config file. Default is None (relative to the apps/ folder) + """ + if len(np.unique(families)) != 1: + raise NotImplementedError("`create_hbase_table` only accepts one family name") + + initialise_jvm() + + if config_path is None: + config_path = os.path.dirname(apps_loc) + '/../config.yml' + args = yaml.load( + open(config_path), + yaml.Loader + ) + + import com.Lomikel.HBaser + from com.astrolabsoftware.FinkBrowser.Utils import Init + + Init.init() + + client = com.Lomikel.HBaser.HBaseClient(args['HBASEIP'], args['ZOOPORT']) + + if create: + # Create the table and connect without schema + client.create(tablename, families) + client.connect(tablename) + else: + # Connect by ignoring the current schema + client.connect(tablename, None) + + # Push the schema + out = ['{}:{}:{}'.format(families[0], colname, coltype) for colname, coltype in schema.items()] + client.put(schema_name, out) + + client.close() \ No newline at end of file diff --git a/apps/euclid/utils.py b/apps/euclid/utils.py index e230e646..2fbd0e7f 100644 --- a/apps/euclid/utils.py +++ b/apps/euclid/utils.py @@ -12,9 +12,13 @@ # 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. +import numpy as np + +from astropy.time import Time + def load_euclid_header(pipeline=None): - """ Load the header from a Euclid pipeline + """ Load the header from a Euclid pipeline (names, types) Parameters ---------- @@ -24,66 +28,149 @@ def load_euclid_header(pipeline=None): Returns ---------- header: dict - Keys are Euclid pipeline names, values are Fink translated names + Keys are Euclid pipeline names, values are column types """ if pipeline == 'ssopipe': HEADER = { - 'INDEX': 'index', - 'RA': 'ra', - 'DEC': 'dec', - 'PROP_MOT': 'prop_mot', - 'N_DET': 'n_det', - 'CATALOG': 'catalog', - 'X_WORLD': 'x_world', - 'Y_WORLD': 'y_world', - 'ERRA_WORLD': 'erra_world', - 'ERRB_WORLD': 'errb_world', - 'FLUX_AUTO': 'flux_auto', - 'FLUXERR_AUTO': 'fluxerr_auto', - 'MAG_AUTO': 'mag_auto', - 'MAGERR_AUTO': 'magerr_auto', - 'ELONGATION': 'elongation', - 'ELLIPTICITY': 'ellipticity', - 'MJD': 'mjd' + 'INDEX': 'integer', + 'RA': 'double', + 'DEC': 'double', + 'PROP_MOT': 'double', + 'N_DET': 'integer', + 'CATALOG': 'string', + 'X_WORLD': 'double', + 'Y_WORLD': 'double', + 'ERRA_WORLD': 'double', + 'ERRB_WORLD': 'double', + 'FLUX_AUTO': 'double', + 'FLUXERR_AUTO': 'double', + 'MAG_AUTO': 'double', + 'MAGERR_AUTO': 'double', + 'ELONGATION': 'double', + 'ELLIPTICITY': 'double', + 'MJD': 'double' } elif pipeline == 'streakdet': HEADER = { - 'Obj_id': 'index', - 'Dither': 'dither', - 'NDet': 'n_det', - 'RA_middle': 'ra_middle', - 'DEC_middle': 'dec_middle', - 'RA_start': 'ra_start', - 'DEC_start': 'dec_start', - 'RA_end': 'ra_end', - 'DEC_end': 'dec_end', - 'MJD_middle': 'mjd_middle', - 'MJD_start': 'mjd_start', - 'MJD_end': 'mjd_end', - 'FLUX_AUTO': 'flux_auto', - 'MAG_AUTO': 'mag_auto' + 'Obj_id': 'integer', + 'Dither': 'double', + 'NDet': 'integer', + 'RA_middle': 'double', + 'DEC_middle': 'double', + 'RA_start': 'double', + 'DEC_start': 'double', + 'RA_end': 'double', + 'DEC_end': 'double', + 'MJD_middle': 'double', + 'MJD_start': 'double', + 'MJD_end': 'double', + 'FLUX_AUTO': 'double', + 'MAG_AUTO': 'double' } elif pipeline == 'dl': HEADER = { - 'Obj_id': 'index', - 'Dither': 'dither', - 'NDet': 'n_det', - 'RA_middle': 'ra_middle', - 'DEC_middle': 'dec_middle', - 'RA_start': 'ra_start', - 'DEC_start': 'dec_start', - 'RA_end': 'ra_end', - 'DEC_end': 'dec_end', - 'MJD_middle': 'mjd_middle', - 'MJD_start': 'mjd_start', - 'MJD_end': 'mjd_end', - 'FLUX_AUTO': 'flux_auto', - 'MAG_AUTO': 'mag_auto', - 'Score': 'score' + 'Obj_id': 'integer', + 'Dither': 'double', + 'NDet': 'integer', + 'RA_middle': 'double', + 'DEC_middle': 'double', + 'RA_start': 'double', + 'DEC_start': 'double', + 'RA_end': 'double', + 'DEC_end': 'double', + 'MJD_middle': 'double', + 'MJD_start': 'double', + 'MJD_end': 'double', + 'FLUX_AUTO': 'double', + 'MAG_AUTO': 'double', + 'Score': 'double' } else: print('Pipeline name {} not understood'.format(pipeline)) HEADER = {} + # Fink added columns + HEADER.update({'pipeline': 'string'}) + HEADER.update({'version': 'string'}) + HEADER.update({'submission_date': 'integer'}) + HEADER.update({'EID': 'string'}) + return HEADER +def add_columns(pdf, pipeline: str, version: str, submission_date: int, eid: str): + """ Add Fink based column names to an incoming Euclid dataFrame + + Parameters + ---------- + pdf: pd.DataFrame + Incoming data from Euclid + pipeline: str + Name of the pipeline: ssopipe, streakdet, dl + version: str + Pipeline version + submission_date: int + Date provided by the user + eid: str + Unique ID for a detection + + Returns + ---------- + pdf: pd.DataFrame + """ + # add a column with the name of the pipeline + pdf['pipeline'] = pipeline + pdf['version'] = version + pdf['submission_date'] = submission_date + pdf['EID'] = eid + + return pdf + +def compute_rowkey(row: dict, index: int): + """ Compute the row key based on a formatted dataframe + + Parameters + ---------- + row: dict + Row of the Euclid dataframe + index: int + Index of the row + + Returns + ---------- + rowkey: string + ___ + """ + if row['pipeline'] == 'ssopipe': + t0 = row['MJD'] + else: + t0 = row['MJD_start'] + + iso = Time(t0, format='mjd').strftime('%Y%m%d') + + rowkey = '{}_{}_{}_{}'.format(row['pipeline'], iso, row['EID'], index) + + return rowkey + +def check_header(pdf, euclid_header): + """ Check if the columns of the DataFrame match those expected + + Parameters + ---------- + pdf: pd.DataFrame + Euclid DataFrame for a given pipeline + euclid_header: list + List of column names for a given pipeline + """ + cols1 = np.sort(pdf.columns) + cols2 = np.sort(euclid_header) + if ~np.all(cols1 == cols2): + missingfields = [field for field in euclid_header if field not in pdf.columns] + newfields = [field for field in pdf.columns if field not in euclid_header] + msg = """ + WARNING: we detected a difference in the schema with respect to what is defined on the server. + Missing fields: {} + New fields: {} + """.format(missingfields, newfields) + else: + msg = 'ok' + return msg \ No newline at end of file diff --git a/tests/api_euclidsso_test.py b/tests/api_euclidsso_test.py new file mode 100644 index 00000000..128663fc --- /dev/null +++ b/tests/api_euclidsso_test.py @@ -0,0 +1,144 @@ +# Copyright 2023 AstroLab Software +# Author: Julien Peloton +# +# 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. +import requests +import pandas as pd + +from astropy.io import votable + +import io +import sys + +APIURL = sys.argv[1] + +def push_euclid(fn='old_ssopipe.txt'): + """ Push Euclid SSO data + """ + data = open(fn, 'rb').read() + + r = requests.post( + '{}/api/v1/euclidin'.format(APIURL), + json={ + 'EID': '6565656', + 'pipeline': 'ssopipe', + 'version': '1.0', + 'date': '19881103', + 'payload': str(data), + 'mode': 'sandbox' + } + ) + + return r.content + +def pull_euclid(pipeline='ssopipe', dates='20210101', columns='*', output_format='json'): + """ Pull Euclid data + """ + payload = { + 'pipeline': pipeline, + 'dates': dates, + 'columns': columns, + 'mode': 'sandbox', + 'output-format': output_format + } + + r = requests.post( + '{}/api/v1/eucliddata'.format(APIURL), + json=payload + ) + + if output_format == 'json': + # Format output in a DataFrame + pdf = pd.read_json(io.BytesIO(r.content)) + elif output_format == 'csv': + pdf = pd.read_csv(io.BytesIO(r.content)) + elif output_format == 'parquet': + pdf = pd.read_parquet(io.BytesIO(r.content)) + + return pdf + +def test_euclid_push() -> None: + """ + Examples + --------- + >>> test_euclid_push() + """ + msg = push_euclid() + + # Not empty + assert msg == b'6565656 - ssopipe - 1.0 - 19881103 - Uploaded!', msg + + +def test_euclid_single_date() -> None: + """ + Examples + --------- + >>> test_euclid_single_date() + """ + pdf = pull_euclid(dates='20210101') + + # Not empty + assert not pdf.empty + + # One object found + assert len(pdf) == 2798, len(pdf) + +def test_euclid_range_date() -> None: + """ + Examples + --------- + >>> test_euclid_range_date() + """ + pdf = pull_euclid(dates='20210101:20210102') + + # Not empty + assert not pdf.empty + + # One object found + assert len(pdf) == 2798, len(pdf) + +def test_euclid_all_date() -> None: + """ + Examples + --------- + >>> test_euclid_all_date() + """ + pdf = pull_euclid(dates='*') + + # Not empty + assert not pdf.empty + + # One object found + assert len(pdf) == 2798, len(pdf) + +def test_euclid_columns() -> None: + """ + Examples + --------- + >>> test_euclid_columns() + """ + pdf = pull_euclid(dates='20210101', columns='d:INDEX') + + # Not empty + assert not pdf.empty + + # One object found + assert len(pdf.columns) == 1, pdf.columns + + +if __name__ == "__main__": + """ Execute the test suite """ + import sys + import doctest + + sys.exit(doctest.testmod()[0]) diff --git a/tests/old_ssopipe.txt b/tests/old_ssopipe.txt new file mode 100644 index 00000000..cf4f2e7c --- /dev/null +++ b/tests/old_ssopipe.txt @@ -0,0 +1,2799 @@ +INDEX RA DEC PROP_MOT N_DET CATALOG X_WORLD Y_WORLD ERRA_WORLD ERRB_WORLD FLUX_AUTO FLUXERR_AUTO MAG_AUTO MAGERR_AUTO ELONGATION ELLIPTICITY MJD +0 7.678199583795886 -21.23647516734966 4.078818560515706 4 D1_ObsId03_purged.txt 7.678199583795885 -21.236475167349656 3.265579380240524e-07 2.1048177245575062e-07 56860.0 281.6098327636719 19.262983322143555 0.005378618836402893 1.7200441360473633 0.4186195731163025 59215.25069444445 +1 7.6784768631923965 -21.236274746839204 4.078818560515706 4 D2_ObsId03_purged.txt 7.6784768631923965 -21.236274746839204 3.248530333621602e-07 2.090550452749085e-07 56539.71875 279.5437316894531 19.269115447998047 0.005369402468204497 1.7110624313354492 0.41556775569915766 59215.26265046285 +2 7.678761367062062 -21.23607344297273 4.078818560515706 4 D3_ObsId03_purged.txt 7.678761367062062 -21.23607344297273 3.254286298215448e-07 2.1164642305393497e-07 56069.78125 279.10595703125 19.278177261352536 0.005405925679951905 1.7230046987533567 0.419618546962738 59215.27460648171 +3 7.679028148833312 -21.23588301021517 4.078818560515706 4 D4_ObsId03_purged.txt 7.679028148833311 -21.23588301021517 3.344958088291605e-07 2.1292986218668375e-07 55827.58203125 278.3727111816406 19.28287696838379 0.00541511457413435 1.7233257293701172 0.41972666978836054 59215.2865625 +0 7.72277500199734 -21.22508377571373 9.592444438085035 4 D1_ObsId03_purged.txt 7.72277500199734 -21.22508377571373 7.56291342440818e-07 2.508659235900268e-07 47966.74609375 303.64654541015625 19.447649002075195 0.006874765735119581 3.9377629756927486 0.7460486888885498 59215.25069444445 +1 7.723292329851062 -21.22450802505028 9.592444438085035 4 D2_ObsId03_purged.txt 7.723292329851063 -21.22450802505028 7.530396146648856e-07 2.6435247946210444e-07 47759.1875 303.4143981933594 19.45235824584961 0.0068993642926216125 3.743240833282471 0.732851803302765 59215.26265046285 +2 7.723824518846129 -21.223909802426288 9.592444438085035 4 D3_ObsId03_purged.txt 7.723824518846129 -21.223909802426288 7.4595686783141e-07 2.527971787458228e-07 47952.10546875 302.31524658203125 19.447980880737305 0.006846714299172163 3.833229303359985 0.7391233444213867 59215.27460648171 +3 7.7243160924142495 -21.223300512202808 9.592444438085035 4 D4_ObsId03_purged.txt 7.7243160924142495 -21.223300512202808 7.815584126547037e-07 2.828581102676253e-07 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