From 4e9150f9ad8e19993c04a34e2fc50633f0199819 Mon Sep 17 00:00:00 2001 From: = <=> Date: Thu, 22 Feb 2024 11:06:40 -0500 Subject: [PATCH] Add column mapping and data reader --- .gitignore | 5 +- .pre-commit-config.yaml | 35 ++++++ nad_ch/application/data_reader.py | 62 +++++++++ .../application/nad_column_maps/default.yaml | 119 ++++++++++++++++++ .../nad_column_maps/testprovider1.yaml | 47 +++++++ .../nad_column_maps/testprovider2.yaml | 11 ++ nad_ch/application/use_cases.py | 3 + nad_ch/infrastructure/task_queue.py | 2 + poetry.lock | 62 ++++++++- pyproject.toml | 1 + tests/application/test_data_reader.py | 66 ++++++++++ tests/test_data/config_baselines.py | 111 ++++++++++++++++ .../Naperville.gdb/a00000001.TablesByName.atx | Bin 0 -> 12310 bytes .../Naperville.gdb/a00000001.freelist | Bin 0 -> 12632 bytes .../Naperville.gdb/a00000001.gdbindexes | Bin 0 -> 110 bytes .../Naperville.gdb/a00000001.gdbtable | Bin 0 -> 884 bytes .../Naperville.gdb/a00000001.gdbtablx | Bin 0 -> 5152 bytes 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8594517 bytes .../Naperville.gdb/a0000001e.gdbtablx | Bin 0 -> 302112 bytes .../geodatabases/Naperville.gdb/a0000001e.spx | Bin 0 -> 1196054 bytes .../test_data/geodatabases/Naperville.gdb/gdb | Bin 0 -> 4 bytes .../geodatabases/Naperville.gdb/timestamps | Bin 0 -> 400 bytes .../baselines/naperville-gdf-0.pkl | Bin 0 -> 1735610 bytes .../baselines/naperville-gdf-1.pkl | Bin 0 -> 1601429 bytes .../baselines/naperville-gdf-2.pkl | Bin 0 -> 1737099 bytes .../baselines/naperville-gdf-3.pkl | Bin 0 -> 13862 bytes .../baselines/usa-major-cities-gdf-0.pkl | Bin 0 -> 3779 bytes .../baselines/usa-major-cities-gdf-1.pkl | Bin 0 -> 3775 bytes .../baselines/usa-major-cities-gdf-2.pkl | Bin 0 -> 2061 bytes .../usa-major-cities/usa-major-cities.dbf | Bin 0 -> 7002 bytes .../usa-major-cities/usa-major-cities.prj | 1 + .../usa-major-cities/usa-major-cities.sbn | Bin 0 -> 1252 bytes .../usa-major-cities/usa-major-cities.sbx | Bin 0 -> 172 bytes .../usa-major-cities/usa-major-cities.shp | Bin 0 -> 3460 bytes .../usa-major-cities/usa-major-cities.shp.xml | 1 + .../usa-major-cities/usa-major-cities.shx | Bin 0 -> 1060 bytes 99 files changed, 524 insertions(+), 2 deletions(-) create mode 100644 .pre-commit-config.yaml create mode 100644 nad_ch/application/data_reader.py create mode 100644 nad_ch/application/nad_column_maps/default.yaml create mode 100644 nad_ch/application/nad_column_maps/testprovider1.yaml create mode 100644 nad_ch/application/nad_column_maps/testprovider2.yaml create mode 100644 tests/application/test_data_reader.py create mode 100644 tests/test_data/config_baselines.py create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000001.TablesByName.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000001.freelist create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000001.gdbindexes create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000001.gdbtable create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000001.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000002.gdbtable create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000002.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000003.gdbindexes create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000003.gdbtable create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000003.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.CatItemsByPhysicalName.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.CatItemsByType.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.FDO_UUID.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.freelist create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.gdbindexes create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.gdbtable create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000004.spx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000005.CatItemTypesByName.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000005.CatItemTypesByParentTypeID.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000005.CatItemTypesByUUID.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000005.gdbindexes create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000005.gdbtable create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000005.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000006.CatRelsByDestinationID.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000006.CatRelsByOriginID.atx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a00000006.CatRelsByType.atx create mode 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tests/test_data/geodatabases/Naperville.gdb/a0000000e.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000000e.spx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000000f.gdbindexes create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000000f.gdbtable create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000000f.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000000f.spx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000001e.gdbindexes create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000001e.gdbtable create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000001e.gdbtablx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/a0000001e.spx create mode 100644 tests/test_data/geodatabases/Naperville.gdb/gdb create mode 100644 tests/test_data/geodatabases/Naperville.gdb/timestamps create mode 100644 tests/test_data/geodatabases/baselines/naperville-gdf-0.pkl create mode 100644 tests/test_data/geodatabases/baselines/naperville-gdf-1.pkl create mode 100644 tests/test_data/geodatabases/baselines/naperville-gdf-2.pkl create mode 100644 tests/test_data/geodatabases/baselines/naperville-gdf-3.pkl create mode 100644 tests/test_data/shapefiles/baselines/usa-major-cities-gdf-0.pkl create mode 100644 tests/test_data/shapefiles/baselines/usa-major-cities-gdf-1.pkl create mode 100644 tests/test_data/shapefiles/baselines/usa-major-cities-gdf-2.pkl create mode 100644 tests/test_data/shapefiles/usa-major-cities/usa-major-cities.dbf create mode 100644 tests/test_data/shapefiles/usa-major-cities/usa-major-cities.prj create mode 100644 tests/test_data/shapefiles/usa-major-cities/usa-major-cities.sbn create mode 100644 tests/test_data/shapefiles/usa-major-cities/usa-major-cities.sbx create mode 100644 tests/test_data/shapefiles/usa-major-cities/usa-major-cities.shp create mode 100644 tests/test_data/shapefiles/usa-major-cities/usa-major-cities.shp.xml create mode 100644 tests/test_data/shapefiles/usa-major-cities/usa-major-cities.shx diff --git a/.gitignore b/.gitignore index e20844c..e7cc0d4 100644 --- a/.gitignore +++ b/.gitignore @@ -175,4 +175,7 @@ control/ node_modules/ # Local notes -.notes \ No newline at end of file +.notes + +# Mac Desktop Services Store +*.DS_Store diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..8539279 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,35 @@ +# Yaml for setting up precommit hooks using: +# `pre-commit` library + +exclude: '^$' + +fail_fast: false +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v3.4.0 + hooks: + - id: trailing-whitespace + exclude: '[snap|json]$' + - id: end-of-file-fixer + - id: check-ast + - id: debug-statements + + - repo: https://github.com/python/black + rev: 20.8b1 + hooks: + - id: black + language_version: python + additional_dependencies: ['click==8.0.4'] + + - repo: https://github.com/pre-commit/mirrors-pylint + rev: v2.7.2 + hooks: + - id: pylint + language: python + args: [ + '--disable=R,wrong-import-position,fixme', + ] + - repo: https://github.com/pre-commit/mirrors-mypy + rev: v0.961 + hooks: + - id: mypy diff --git a/nad_ch/application/data_reader.py b/nad_ch/application/data_reader.py new file mode 100644 index 0000000..434ff7e --- /dev/null +++ b/nad_ch/application/data_reader.py @@ -0,0 +1,62 @@ +from geopandas import GeoDataFrame, read_file +import fiona +from typing import Optional +import yaml +import os + + +class DataReader(object): + def __init__(self, config_name: Optional[str] = None) -> None: + self.config_name = config_name + self.default_config_path = "nad_ch/application/nad_column_maps/default.yaml" + self.column_map = self.read_column_map() + + def read_column_map(self) -> dict[any]: + custom_config_path = ( + f"nad_ch/application/nad_column_maps/{self.config_name}.yaml" + ) + with open(self.default_config_path, "r") as file: + default_config = yaml.safe_load(file) + if not os.path.exists(custom_config_path): + column_map_config = default_config + else: + with open(custom_config_path, "r") as file: + column_map_config = yaml.safe_load(file) + column_map_config["data_required_fields"] = default_config.get( + "data_required_fields" + ) + return column_map_config + + def rename_columns(self, gdf: GeoDataFrame) -> GeoDataFrame: + column_map = self.column_map["data_column_mapping"] + original_names = {col.lower(): col for col in gdf.columns} + valid_renames = {} + for nad_column, fields_to_check in column_map.items(): + orig_matched_name = original_names.get(nad_column.lower()) + if orig_matched_name: + valid_renames[orig_matched_name] = nad_column + continue + for field in fields_to_check: + orig_matched_name = original_names.get(field.lower()) + if orig_matched_name: + valid_renames[orig_matched_name] = nad_column + break + gdf = gdf.rename(columns=valid_renames) + return gdf[[col for col in valid_renames.values()]] + + def read_file_in_batches( + self, path: str, table_name: Optional[str] = None, batch_size: int = 100000 + ) -> GeoDataFrame: + # TODO: Modify to return a joined table; for cases where 1 or more tables + # are needed to get all fields from source file. + layers = fiona.listlayers(path) + if table_name and table_name not in layers: + raise Exception(f"Table name {table_name} does not exist") + i = 0 + while True: + gdf = read_file(path, rows=slice(i, i + batch_size)) + if gdf.shape[0] == 0: + break + gdf = self.rename_columns(gdf) + yield gdf + i += batch_size diff --git a/nad_ch/application/nad_column_maps/default.yaml b/nad_ch/application/nad_column_maps/default.yaml new file mode 100644 index 0000000..a4a6776 --- /dev/null +++ b/nad_ch/application/nad_column_maps/default.yaml @@ -0,0 +1,119 @@ +data_required_fields: + - Add_Number + - AddNo_Full + - St_Name + - StNam_Full + - County + - Inc_Muni + - Post_City + - State + - UUID + - AddAuth + - Longitude + - Latitude + - NatGrid + - Placement + - AddrPoint + - DateUpdate + - NAD_Source + - DataSet_ID +data_column_mapping: + AddNum_Pre: + - ANUMBERPRE + Add_Number: + - ANUMBER + AddNum_Suf: + - ANUMBERSUF + AddNo_Full: + - ADR_NUM_COMP + St_PreMod: + - ST_PRE_MOD + St_PreDir: + - ST_PRE_DIR + St_PreTyp: + - ST_PRE_TYP + St_PreSep: + - ST_PRE_SEP + St_Name: + St_PosTyp: + - ST_POS_TYP + St_PosDir: + - ST_POS_DIR + St_PosMod: + - ST_POS_MOD + StNam_Full: + - ST_FULNAM + Building: + Floor: + Unit: + Room: + Seat: + Addtl_Loc: + SubAddress: + LandmkName: + - LANDMARK + County: + - CO_NAME + Inc_Muni: + Post_City: + - Post_Comm + - POSTCOMM + Census_Plc: + Uninc_Comm: + Nbrhd_Comm: + NatAmArea: + NatAmSub: + Urbnztn_PR: + PlaceOther: + State: + Zip_Code: + - Post_Code + - ZIP + Plus_4: + - Post_Code4 + - ZIP4 + UUID: + - GlobalID + AddAuth: + - DiscrpAgID + - AAUTHORITY + AddrRefSys: + Longitude: + - Long + - LONGITUDE + Latitude: + - Lat + - LATITUDE + NatGrid: + - USNG_CODE + Elevation: + - Elev + Placement: + - PLACE_LOC + AddrPoint: + Related_ID: + RelateType: + ParcelSrc: + Parcel_ID: + - STATE_PIN + AddrClass: + Lifecycle: + - STATUS + Effective: + - EFF_DATE + Expire: + - RET_DATE + DateUpdate: + - EDIT_DATE + AnomStatus: + - VERROR_911 + LocatnDesc: + - LOC_DESC + Addr_Type: + - Place_Type + PlaceNmTyp: + DeliverTyp: + NAD_Source: + DataSet_ID: + - Site_NGUID + - ADD_ID diff --git a/nad_ch/application/nad_column_maps/testprovider1.yaml b/nad_ch/application/nad_column_maps/testprovider1.yaml new file mode 100644 index 0000000..830ce1a --- /dev/null +++ b/nad_ch/application/nad_column_maps/testprovider1.yaml @@ -0,0 +1,47 @@ +data_column_mapping: + COL_0: + - ID + COL_1: + - STCOFIPS + COL_10: + - HISPPOP + COL_11: + - AMERIND + COL_12: + - ASIAN + COL_13: + - PACIFIC + COL_14: + - RACE2UP + COL_15: + - OTHRACE + COL_16: + - LASTUPDATE + COL_17: + - LASTEDITOR + COL_18: + - AGEMAJOR + COL_19: + - AREASQMETER + COL_2: + - TRACT + COL_20: + - Shape_Length + COL_21: + - Shape_Area + COL_22: + - geometry + COL_3: + - STFID + COL_4: + - BLOCK + COL_5: + - TOTPOP + COL_6: + - POPDENS + COL_7: + - RACEBASE + COL_8: + - WHITE + COL_9: + - BLACK diff --git a/nad_ch/application/nad_column_maps/testprovider2.yaml b/nad_ch/application/nad_column_maps/testprovider2.yaml new file mode 100644 index 0000000..38bfc4c --- /dev/null +++ b/nad_ch/application/nad_column_maps/testprovider2.yaml @@ -0,0 +1,11 @@ +data_column_mapping: + COL_0: + - NAME + COL_1: + - ST + COL_2: + - ZIP + COL_3: + - RuleID + COL_4: + - geometry diff --git a/nad_ch/application/use_cases.py b/nad_ch/application/use_cases.py index f2e150e..daf24eb 100644 --- a/nad_ch/application/use_cases.py +++ b/nad_ch/application/use_cases.py @@ -107,6 +107,9 @@ def validate_data_submission(ctx: ApplicationContext, filename: str): ctx.logger.error("Data extration error") return + # data_producer = submission.producer + # config_name = f"{data_producer.name}_{data_producer.id}" + # TODO: Incorporate config report = ctx.task_queue.run_load_and_validate( ctx.submissions, submission.id, download_result.extracted_dir ) diff --git a/nad_ch/infrastructure/task_queue.py b/nad_ch/infrastructure/task_queue.py index 8b93649..7bcf5fe 100644 --- a/nad_ch/infrastructure/task_queue.py +++ b/nad_ch/infrastructure/task_queue.py @@ -6,6 +6,8 @@ report_to_dict, report_from_dict, ) +from typing import Optional +from nad_ch.application.data_reader import DataReader from nad_ch.application.interfaces import TaskQueue from nad_ch.application.validation import get_feature_count, get_feature_details from nad_ch.config import QUEUE_BROKER_URL, QUEUE_BACKEND_URL diff --git a/poetry.lock b/poetry.lock index ddfebe5..6a59df2 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1230,6 +1230,66 @@ files = [ {file = "pytz-2024.1.tar.gz", hash = "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812"}, ] +[[package]] +name = "pyyaml" 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watchdog = ["watchdog (>=2.3)"] [metadata] lock-version = "2.0" python-versions = "^3.11" -content-hash = "7d22081fc1a7de6c76d28410e0c410cb621bcf6032dd4240b38a25075fffd2b1" +content-hash = "c7423c2683e9c34dafbd4025104fa624ca6f6e72cafdf4bfb4a0767ec7cc69ee" diff --git a/pyproject.toml b/pyproject.toml index 923e73a..e8b1a90 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,6 +26,7 @@ pandas = "^2.2.0" geopandas = "^0.14.2" pyarrow = "^15.0.0" shapely = "^2.0.2" +pyyaml = "^6.0.1" [tool.poetry.group.dev.dependencies] pytest = "^7.4.2" diff --git a/tests/application/test_data_reader.py b/tests/application/test_data_reader.py new file mode 100644 index 0000000..c27c49d --- /dev/null +++ b/tests/application/test_data_reader.py @@ -0,0 +1,66 @@ +import os +from nad_ch.application.data_reader import DataReader +from tests.test_data.config_baselines import ( + EXPECTED_DEFAULT_CONFIG, + TESTPROVIDER1_CONFIG, +) +import pickle +from pandas.testing import assert_frame_equal + +TEST_DATA_DIR = "tests/test_data" + + +def test_read_column_map(): + reader = DataReader() + assert ( + reader.column_map["data_required_fields"] + == EXPECTED_DEFAULT_CONFIG["data_required_fields"] + ) + assert ( + reader.column_map["data_column_mapping"] + == EXPECTED_DEFAULT_CONFIG["data_column_mapping"] + ) + + reader = DataReader("testprovider1") + assert ( + reader.column_map["data_required_fields"] + == EXPECTED_DEFAULT_CONFIG["data_required_fields"] + ) + assert ( + reader.column_map["data_column_mapping"] + != EXPECTED_DEFAULT_CONFIG["data_column_mapping"] + ) + assert ( + reader.column_map["data_column_mapping"] + == TESTPROVIDER1_CONFIG["data_column_mapping"] + ) + + +def test_read_file_in_batches_shape(): + file_path = os.path.join( + TEST_DATA_DIR, "shapefiles/usa-major-cities/usa-major-cities.shp" + ) + reader = DataReader("testprovider2") + i = 0 + for gdf in reader.read_file_in_batches(path=file_path, batch_size=50): + baseline_path = os.path.join( + TEST_DATA_DIR, f"shapefiles/baselines/usa-major-cities-gdf-{i}.pkl" + ) + with open(baseline_path, "rb") as f: + gdf_baseline = pickle.load(f) + assert_frame_equal(gdf, gdf_baseline) + i += 1 + + +def test_read_file_in_batches_gdb(): + file_path = os.path.join(TEST_DATA_DIR, "geodatabases/Naperville.gdb") + reader = DataReader("testprovider1") + i = 0 + for gdf in reader.read_file_in_batches(path=file_path, batch_size=2000): + baseline_path = os.path.join( + TEST_DATA_DIR, f"geodatabases/baselines/naperville-gdf-{i}.pkl" + ) + with open(baseline_path, "rb") as f: + gdf_baseline = pickle.load(f) + assert_frame_equal(gdf, gdf_baseline) + i += 1 diff --git a/tests/test_data/config_baselines.py b/tests/test_data/config_baselines.py new file mode 100644 index 0000000..db003ec --- /dev/null +++ b/tests/test_data/config_baselines.py @@ -0,0 +1,111 @@ +EXPECTED_DEFAULT_CONFIG = { + "data_required_fields": [ + "Add_Number", + "AddNo_Full", + "St_Name", + "StNam_Full", + "County", + "Inc_Muni", + "Post_City", + "State", + "UUID", + "AddAuth", + "Longitude", + "Latitude", + "NatGrid", + "Placement", + "AddrPoint", + "DateUpdate", + "NAD_Source", + "DataSet_ID", + ], + "data_column_mapping": { + "AddNum_Pre": ["ANUMBERPRE"], + "Add_Number": ["ANUMBER"], + "AddNum_Suf": ["ANUMBERSUF"], + "AddNo_Full": ["ADR_NUM_COMP"], + "St_PreMod": ["ST_PRE_MOD"], + "St_PreDir": ["ST_PRE_DIR"], + "St_PreTyp": ["ST_PRE_TYP"], + "St_PreSep": ["ST_PRE_SEP"], + "St_Name": None, + "St_PosTyp": ["ST_POS_TYP"], + "St_PosDir": ["ST_POS_DIR"], + "St_PosMod": ["ST_POS_MOD"], + "StNam_Full": ["ST_FULNAM"], + "Building": None, + "Floor": None, + "Unit": None, + "Room": None, + "Seat": None, + "Addtl_Loc": None, + "SubAddress": None, + "LandmkName": ["LANDMARK"], + "County": ["CO_NAME"], + "Inc_Muni": None, + "Post_City": ["Post_Comm", "POSTCOMM"], + "Census_Plc": None, + "Uninc_Comm": None, + "Nbrhd_Comm": None, + "NatAmArea": None, + "NatAmSub": None, + "Urbnztn_PR": None, + "PlaceOther": None, + "State": None, + "Zip_Code": ["Post_Code", "ZIP"], + "Plus_4": ["Post_Code4", "ZIP4"], + "UUID": ["GlobalID"], + "AddAuth": ["DiscrpAgID", "AAUTHORITY"], + "AddrRefSys": None, + "Longitude": ["Long", "LONGITUDE"], + "Latitude": ["Lat", "LATITUDE"], + "NatGrid": ["USNG_CODE"], + "Elevation": ["Elev"], + "Placement": ["PLACE_LOC"], + "AddrPoint": None, + "Related_ID": None, + "RelateType": None, + "ParcelSrc": None, + "Parcel_ID": ["STATE_PIN"], + "AddrClass": None, + "Lifecycle": ["STATUS"], + "Effective": ["EFF_DATE"], + "Expire": ["RET_DATE"], + "DateUpdate": ["EDIT_DATE"], + "AnomStatus": ["VERROR_911"], + "LocatnDesc": ["LOC_DESC"], + "Addr_Type": ["Place_Type"], + "PlaceNmTyp": None, + "DeliverTyp": None, + "NAD_Source": None, + "DataSet_ID": ["Site_NGUID", "ADD_ID"], + }, +} + +TESTPROVIDER1_CONFIG = { + "data_column_mapping": { + "COL_0": ["ID"], + "COL_1": ["STCOFIPS"], + "COL_10": ["HISPPOP"], + "COL_11": ["AMERIND"], + "COL_12": ["ASIAN"], + "COL_13": ["PACIFIC"], + "COL_14": ["RACE2UP"], + 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