From 136abbf38b48bac78e562e6f5610f01a4a3fe13c Mon Sep 17 00:00:00 2001 From: John Seekins Date: Thu, 16 Oct 2025 21:56:54 -0600 Subject: [PATCH] small fixes and additional name matching (and dep updates) Signed-off-by: John Seekins --- enrichers/general.py | 20 ++- file_utils.py | 6 +- ice_scrapers/__init__.py | 79 ++++++----- ice_scrapers/custom_facilities.py | 2 +- ice_scrapers/facilities_scraper.py | 14 +- ice_scrapers/general.py | 4 +- ice_scrapers/spreadsheet_load.py | 79 ++++++++--- ice_scrapers/utils.py | 64 ++++++++- main.py | 15 +- schemas.py | 6 +- uv.lock | 217 +++++++++++++++++------------ 11 files changed, 341 insertions(+), 165 deletions(-) diff --git a/enrichers/general.py b/enrichers/general.py index c7730c5..ae4a0a0 100644 --- a/enrichers/general.py +++ b/enrichers/general.py @@ -43,13 +43,23 @@ def _enrich_facility(facility_data: tuple) -> tuple: wd_res = wikidata.Wikidata(facility_name=facility_name).search() osm = openstreetmap.OpenStreetMap(facility_name=facility_name, address=facility.get("address", {})) osm_res = osm.search() - enriched_facility["wikipedia"]["page_url"] = wiki_res.get("url", "") + url = wiki_res.get("url", None) + if url: + enriched_facility["wikipedia"]["page_url"] = url enriched_facility["wikipedia"]["search_query"] = wiki_res.get("search_query_steps", "") - enriched_facility["wikidata"]["page_url"] = wd_res.get("url", "") + url = wd_res.get("url", None) + if url: + enriched_facility["wikidata"]["page_url"] = url enriched_facility["wikidata"]["search_query"] = wd_res.get("search_query_steps", "") - enriched_facility["osm"]["latitude"] = osm_res.get("details", {}).get("latitude", osm.default_coords["latitude"]) - enriched_facility["osm"]["longitude"] = osm_res.get("details", {}).get("longitude", osm.default_coords["longitude"]) - enriched_facility["osm"]["url"] = osm_res.get("url", "") + lat = osm_res.get("details", {}).get("latitude", None) + long = osm_res.get("details", {}).get("longitude", None) + if lat: + enriched_facility["osm"]["latitude"] = lat + if long: + enriched_facility["osm"]["longitude"] = lat + url = osm_res.get("url", None) + if url: + enriched_facility["osm"]["url"] = url enriched_facility["osm"]["search_query"] = osm_res.get("search_query_steps", "") logger.debug(enriched_facility) diff --git a/file_utils.py b/file_utils.py index 329f01f..f9a536c 100644 --- a/file_utils.py +++ b/file_utils.py @@ -23,12 +23,14 @@ def export_to_file( match file_type: case "xlsx": with xlsxwriter.Workbook(full_name, {"remove_timezone": True}) as wb: - writer.write_excel(workbook=wb, include_header=True, autofit=True) + _ = writer.write_excel(workbook=wb, include_header=True, autofit=True) case "csv": with open(full_name, "w", newline="", encoding="utf-8") as f_out: writer.write_csv(file=f_out, include_header=True) case "parquet": writer.write_parquet(full_name, use_pyarrow=True) + case _: + logger.warning("Invalid dataframe output type %s", file_type) elif file_type == "json": with open(full_name, "w", encoding="utf-8") as f_out: json.dump(facilities_data, f_out, indent=2, sort_keys=True, default=str) @@ -103,7 +105,7 @@ def print_summary(facilities_data: dict) -> None: false_positives = 0 errors = 0 for facility in facilities_data["facilities"].values(): - query = facility.get("wikipedia", {}).get("search_query", "") + query: str = facility.get("wikipedia", {}).get("search_query", "") if "REJECTED" in query: false_positives += 1 elif "ERROR" in query: diff --git a/ice_scrapers/__init__.py b/ice_scrapers/__init__.py index 55096a8..f554dec 100644 --- a/ice_scrapers/__init__.py +++ b/ice_scrapers/__init__.py @@ -4,38 +4,6 @@ may call them """ -# extracted ADP sheet header list 2025-09-07 -facility_sheet_header = [ - "Name", - "Address", - "City", - "State", - "Zip", - "AOR", - "Type Detailed", - "Male/Female", - "FY25 ALOS", - "Level A", - "Level B", - "Level C", - "Level D", - "Male Crim", - "Male Non-Crim", - "Female Crim", - "Female Non-Crim", - "ICE Threat Level 1", - "ICE Threat Level 2", - "ICE Threat Level 3", - "No ICE Threat Level", - "Mandatory", - "Guaranteed Minimum", - "Last Inspection Type", - "Last Inspection End Date", - "Pending FY25 Inspection", - "Last Inspection Standard", - "Last Final Rating", -] - ice_inspection_types = { # found in https://www.ice.gov/foia/odo-facility-inspections "ODO": "Office of Detention Oversight", @@ -43,28 +11,68 @@ "ORSA": "Operational Review Self-Assessment", } +# extracted from https://vera-institute.files.svdcdn.com/production/downloads/dashboard_appendix.pdf 2025-09-23 +ice_facility_group_mapping = { + "Non-Dedicated": ["IGSA"], + "Dedicated": ["DIGSA", "CDF", "SPC"], + "Federal": ["BOF", "USMSIGA", "USMS IGA", "USMS CDF", "DOD", "MOC"], + "Hold/Staging": ["Hold", "Staging"], + "Family/Youth": ["Family", "Juvenile", "FAMILY"], + "Medical": ["Hospital"], + "Hotel": ["Hotel"], + "Other/Unknown": ["Other", "Unknown", "Pending"], +} + # extracted from https://www.ice.gov/doclib/detention/FY25_detentionStats08292025.xlsx 2025-09-07 ice_facility_types = { "BOP": { "expanded_name": "Federal Bureau of Prisons", "description": "A facility operated by the Federal Bureau of Prisons", }, + "CDF": { + "expanded_name": "Contract Detention Facility", + "description": "Name derived from listing at https://www.vera.org/ice-detention-trends", + }, "DIGSA": { "expanded_name": "Dedicated Intergovernmental Service Agreement", "description": "A publicly-owned facility operated by state/local government(s), or private contractors, in which ICE contracts to use all bed space via a Dedicated Intergovernmental Service Agreement; or facilities used by ICE pursuant to Intergovernmental Service Agreements, which house only ICE detainees – typically these are operated by private contractors pursuant to their agreements with local governments.", }, "DOD": { "expanded_name": "Department of Defense", - "description": "Military facility", + "description": "Department of Defence facilities - Often Army bases", + }, + "FAMILY": { + "expanded_name": "Family", + "description": "A facility in which families are able to remain together while awaiting their proceedings", + }, + "Family": { + "expanded_name": "Family", + "description": "A facility in which families are able to remain together while awaiting their proceedings", + }, + "Hospital": { + "expanded_name": "Hospital", + "description": "A medical facility", }, "IGSA": { "expanded_name": "Intergovernmental Service Agreement", "description": "A publicly-owned facility operated by state/local government(s), or private contractors, in which ICE contracts for bed space via an Intergovernmental Service Agreement; or local jails used by ICE pursuant to Intergovernmental Service Agreements, which house both ICE and non-ICE detainees, typically county prisoners awaiting trial or serving short sentences, but sometimes also USMS prisoners.", }, + "Juvenile": { + "expanded_name": "Juvenile", + "description": "An IGSA facility capable of housing juveniles (separate from adults) for a temporary period of time", + }, + "Other": { + "expanded_name": "Other", + "description": "Facilities including but not limited to transportation-related facilities, hotels, and/or other facilities", + }, "SPC": { "expanded_name": "Service Processing Center", "description": "A facility owned by the government and staffed by a combination of federal and contract employees.", }, + "Unknown": { + "expanded_name": "Unknown", + "description": "A facility whose type could not be identified", + }, "USMS": { "expanded_name": "United States Marshals Service", "description": "A facility primarily contracted with the USMS for housing of USMS detainees, in which ICE contracts with the USMS for bed space.", @@ -82,10 +90,6 @@ "expanded_name": "United States Marshals Service Contract Detention Facility", "description": "Name derived from listing at https://www.vera.org/ice-detention-trends", }, - "CDF": { - "expanded_name": "Contract Detention Facility", - "description": "Name derived from listing at https://www.vera.org/ice-detention-trends", - }, "Staging": { "description": "Some facilities in the ICE spreadsheet are marked 'Staging'. Hard to determine why.", "expanded_name": "Staging", @@ -131,6 +135,7 @@ repair_locality, # noqa: F401 repair_street, # noqa: F401 repair_zip, # noqa: F401 + repair_name, # noqa: F401 special_facilities, # noqa: F401 update_facility, # noqa: F401 ) diff --git a/ice_scrapers/custom_facilities.py b/ice_scrapers/custom_facilities.py index 6854830..67b32c9 100644 --- a/ice_scrapers/custom_facilities.py +++ b/ice_scrapers/custom_facilities.py @@ -3,7 +3,7 @@ """ Handle manually discovered/managed facilities """ -custom_facilities = { +custom_facilities: dict = { "2309 North Highway 83,McCook,NE,69001": { "_repaired_record": False, "address": { diff --git a/ice_scrapers/facilities_scraper.py b/ice_scrapers/facilities_scraper.py index 1ee50ae..8ebdfcf 100644 --- a/ice_scrapers/facilities_scraper.py +++ b/ice_scrapers/facilities_scraper.py @@ -7,6 +7,7 @@ repair_locality, repair_street, repair_zip, + repair_name, special_facilities, update_facility, ) @@ -29,6 +30,7 @@ def scrape_facilities(facilities_data: dict) -> dict: facilities_data["scraped_date"] = datetime.datetime.now(datetime.UTC) urls = get_ice_scrape_pages(base_scrape_url) + scraped_count = 0 for page_num, url in enumerate(urls): logger.info("Scraping page %s/%s...", page_num + 1, len(urls)) try: @@ -37,6 +39,7 @@ def scrape_facilities(facilities_data: dict) -> dict: logger.error("Error scraping page %s: %s", page_num + 1, e) logger.debug("Found %s facilities on page %s", len(facilities), page_num + 1) time.sleep(1) # Be respectful to the server + scraped_count += len(facilities) for facility in facilities: facility = special_facilities(facility) addr = facility["address"] @@ -52,6 +55,10 @@ def scrape_facilities(facilities_data: dict) -> dict: if cleaned: addr["locality"] = locality facility["_repaired_record"] = True + name, cleaned = repair_name(facility["name"], addr["locality"]) + if cleaned: + facility["name"] = name + facility["_repaired_record"] = True full_address = ",".join([street, locality, addr["administrative_area"], zcode]).upper() if not facility["address_str"]: facility["address_str"] = full_address @@ -73,12 +80,12 @@ def scrape_facilities(facilities_data: dict) -> dict: facilities_data["facilities"][facility["name"]] = facility # type: ignore [index] facilities_data["scrape_runtime"] = time.time() - start_time - logger.info("Total facilities scraped: %s", len(list(facilities_data["facilities"].keys()))) # type: ignore [attr-defined] + logger.info("Total facilities scraped: %s", scraped_count) logger.info(" Completed in %s seconds", facilities_data["scrape_runtime"]) return facilities_data -def _scrape_updated(url: str): +def _scrape_updated(url: str) -> datetime.datetime: """ Scrape url to get "last updated" time Is specifically oriented around ice.gov facility pages @@ -92,7 +99,7 @@ def _scrape_updated(url: str): response.raise_for_status() except Exception as e: logger.error(" Error parsing %s: %s", url, e) - return [] + return datetime.datetime.strptime(default_timestamp, timestamp_format) soup = BeautifulSoup(response.content, "html.parser") times = soup.findAll("time") if not times: @@ -176,7 +183,6 @@ def _scrape_page(page_url: str) -> list: facilities.append(facility_data) logger.info(" Extracted %s facilities from page", len(facilities)) - return facilities diff --git a/ice_scrapers/general.py b/ice_scrapers/general.py index 4acd906..e4aa312 100644 --- a/ice_scrapers/general.py +++ b/ice_scrapers/general.py @@ -9,9 +9,9 @@ from schemas import facilities_schema -def facilities_scrape_wrapper() -> dict: +def facilities_scrape_wrapper(keep_sheet: bool = True, force_download: bool = True) -> dict: facilities_data = copy.deepcopy(facilities_schema) - facilities = load_sheet() + facilities = load_sheet(keep_sheet, force_download) facilities_data["facilities"] = copy.deepcopy(facilities) facilities_data = scrape_facilities(facilities_data) field_offices = scrape_field_offices() diff --git a/ice_scrapers/spreadsheet_load.py b/ice_scrapers/spreadsheet_load.py index 9356077..e77d56d 100644 --- a/ice_scrapers/spreadsheet_load.py +++ b/ice_scrapers/spreadsheet_load.py @@ -1,22 +1,22 @@ from bs4 import BeautifulSoup import copy import datetime -import os -import polars -import re -from schemas import ( - facility_schema, - field_office_schema, -) from ice_scrapers import ( - facility_sheet_header, ice_facility_types, ice_inspection_types, repair_locality, + repair_name, repair_street, repair_zip, special_facilities, ) +import os +import polars +import re +from schemas import ( + facility_schema, + field_office_schema, +) from typing import Tuple from utils import ( logger, @@ -26,9 +26,40 @@ SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__)) base_xlsx_url = "https://www.ice.gov/detain/detention-management" filename = f"{SCRIPT_DIR}{os.sep}detentionstats.xlsx" +# extracted ADP sheet header list 2025-09-07 +facility_sheet_header = [ + "Name", + "Address", + "City", + "State", + "Zip", + "AOR", + "Type Detailed", + "Male/Female", + "FY25 ALOS", + "Level A", + "Level B", + "Level C", + "Level D", + "Male Crim", + "Male Non-Crim", + "Female Crim", + "Female Non-Crim", + "ICE Threat Level 1", + "ICE Threat Level 2", + "ICE Threat Level 3", + "No ICE Threat Level", + "Mandatory", + "Guaranteed Minimum", + "Last Inspection Type", + "Last Inspection End Date", + "Pending FY25 Inspection", + "Last Inspection Standard", + "Last Final Rating", +] -def _download_sheet(keep_sheet: bool = True) -> Tuple[polars.DataFrame, str]: +def _download_sheet(keep_sheet: bool = True, force_download: bool = True) -> Tuple[polars.DataFrame, str]: """Download the detention stats sheet from ice.gov""" resp = session.get(base_xlsx_url, timeout=120) resp.raise_for_status() @@ -52,17 +83,19 @@ def _download_sheet(keep_sheet: bool = True) -> Tuple[polars.DataFrame, str]: cur_year = year logger.debug("Found sheet at: %s", actual_link) - logger.info("Downloading detention stats sheet from %s", actual_link) - resp = session.get(actual_link, timeout=120, stream=True) - size = len(resp.content) - with open(filename, "wb") as f: - for chunk in resp.iter_content(chunk_size=1024): - if chunk: - f.write(chunk) - logger.debug("Wrote %s byte sheet to %s", size, filename) + if force_download or not os.path.exists(filename): + logger.info("Downloading detention stats sheet from %s", actual_link) + resp = session.get(actual_link, timeout=120, stream=True) + size = len(resp.content) + with open(filename, "wb") as f: + for chunk in resp.iter_content(chunk_size=1024): + if chunk: + f.write(chunk) + logger.debug("Wrote %s byte sheet to %s", size, filename) df = polars.read_excel( drop_empty_rows=True, has_header=False, + raise_if_empty=True, # because we're manually defining the header... read_options={"skip_rows": 7, "column_names": facility_sheet_header}, sheet_name=f"Facilities FY{cur_year}", @@ -73,8 +106,9 @@ def _download_sheet(keep_sheet: bool = True) -> Tuple[polars.DataFrame, str]: return df, actual_link -def load_sheet(keep_sheet: bool = True) -> dict: - df, sheet_url = _download_sheet(keep_sheet) +def load_sheet(keep_sheet: bool = True, force_download: bool = True) -> dict: + logger.info("Collecting initial facility data from %s", base_xlsx_url) + df, sheet_url = _download_sheet(keep_sheet, force_download) """Convert the detentionstats sheet data into something we can update our facilities with""" results: dict = {} # occassionally a phone number shows up in weird places in the spreadsheet. @@ -93,13 +127,16 @@ def load_sheet(keep_sheet: bool = True) -> dict: details["phone"] = match.group(1) details["_repaired_record"] = True locality, cleaned = repair_locality(row["City"], row["State"]) + if cleaned: + details["_repaired_record"] = True + name, cleaned = repair_name(row["Name"], row["City"]) if cleaned: details["_repaired_record"] = True details["address"]["administrative_area"] = row["State"] details["address"]["locality"] = locality details["address"]["postal_code"] = zcode details["address"]["street"] = street - details["name"] = row["Name"] + details["name"] = name details = special_facilities(details) full_address = ",".join( [ @@ -157,9 +194,9 @@ def load_sheet(keep_sheet: bool = True) -> dict: "last_rating": row["Last Final Rating"], } details["source_urls"].append(sheet_url) - # details["field_office"] = self.field_offices["field_offices"][area_of_responsibility[row["AOR"]]] details["field_office"] = copy.deepcopy(field_office_schema) details["field_office"]["id"] = row["AOR"] details["address_str"] = full_address results[full_address] = details + logger.info(" Loaded %s facilties", len(results.keys())) return results diff --git a/ice_scrapers/utils.py b/ice_scrapers/utils.py index aa012a0..400dcf0 100644 --- a/ice_scrapers/utils.py +++ b/ice_scrapers/utils.py @@ -35,6 +35,67 @@ def special_facilities(facility: dict) -> dict: return facility +def repair_name(name: str, locality: str) -> Tuple[str, bool]: + """Even facility names are occasionally bad""" + matches = [ + {"match": "ALEXANDRIA STAGING FACILI", "replace": "Alexandria Staging Facility", "locality": "ALEXANDRIA"}, + {"match": "ORANGE COUNTY JAIL (NY)", "replace": "ORANGE COUNTY JAIL", "locality": "GOSHEN"}, + {"match": "NORTH LAKE CORRECTIONAL F", "replace": "NORTH LAKE CORRECTIONAL FACILITY", "locality": "BALDWIN"}, + {"match": "PHELPS COUNTY JAIL (MO)", "replace": "Phelps County Jail", "locality": "ROLLA"}, + { + "match": "PENNINGTON COUNTY JAIL (SOUTH DAKOTA)", + "replace": "PENNINGTON COUNTY JAIL", + "locality": "RAPID CITY", + }, + { + "match": "CORR. CTR OF NORTHWEST OHIO", + "replace": "CORRECTIONS CENTER OF NORTHWEST OHIO", + "locality": "STRYKER", + }, + { + "match": "FOLKSTON D RAY ICE PROCES", + "replace": "D. RAY JAMES CORRECTIONAL INSTITUTION", + "locality": "FOLKSTON", + }, + {"match": "COLLIER COUNTY NAPLES JAIL CENTER", "replace": "COLLIER COUNTY JAIL", "locality": "NAPLES"}, + { + "match": "IAH SECURE ADULT DETENTION FACILITY (POLK)", + "replace": "IAM SECURE ADULT DET. FACILITY", + "locality": "LIVINGSTON", + }, + {"match": "CIMMARRON CORR FACILITY", "replace": "CIMMARRON CORRECTIONAL FACILITY", "locality": "CUSHING"}, + {"match": "ORANGE COUNTY JAIL (FL)", "replace": "ORANGE COUNTY JAIL", "locality": "ORLANDO"}, + {"match": "CLARK COUNTY JAIL (IN)", "replace": "CLARK COUNTY JAIL", "locality": "JEFFERSONVILLE"}, + {"match": "PRINCE EDWARD COUNTY (FARMVILLE)", "replace": "ICA - FARMVILLE", "locality": "FARMVILLE"}, + {"match": "PHELPS COUNTY JAIL (NE)", "replace": "PHELPS COUNTY JAIL", "locality": "HOLDREGE"}, + { + "match": "WASHINGTON COUNTY JAIL (PURGATORY CORRECTIONAL FAC", + "replace": "WASHINGTON COUNTY JAIL", + "locality": "HURRICANE", + }, + {"match": "ETOWAH COUNTY JAIL (ALABAMA)", "replace": "ETOWAH COUNTY JAIL", "locality": "GADSDEN"}, + {"match": "BURLEIGH COUNTY", "replace": "BURLEIGH COUNTY JAIL", "locality": "BISMARCK"}, + {"match": "NELSON COLEMAN CORRECTION", "replace": "NELSON COLEMAN CORRECTIONS CENTER", "locality": "KILLONA"}, + { + "match": "CIMMARRON CORR FACILITY", + "replace": "CIMARRON CORRECTIONAL FACILITY", + "locality": "CUSHING", + }, + { + "match": "IAM SECURE ADULT DET. FACILITY", + "replace": "IAH SECURE ADULT DET. FACILITY", + "locality": "LIVINGSTON", + }, + ] + cleaned = False + for m in matches: + if m["match"] == name and m["locality"] == locality: + name = m["replace"] + cleaned = True + break + return name, cleaned + + def repair_street(street: str, locality: str = "") -> Tuple[str, bool]: """Generally, we'll let the spreadsheet win arguments just to be consistent""" street_filters = [ @@ -163,7 +224,8 @@ def repair_zip(zip_code: int, locality: str) -> Tuple[str, bool]: """ zcode = str(zip_code) cleaned = False - if len(zcode) < 5: + # don't replace an empty zip with all 0s + if 0 < len(zcode) < 5: # pad any prefix zeros = "0" * (5 - len(zcode)) zcode = f"{zeros}{zcode}" diff --git a/main.py b/main.py index b00b697..77b960e 100644 --- a/main.py +++ b/main.py @@ -93,6 +93,16 @@ def main() -> None: help="Add another column on export for OpenStreetMap debugging details and redirects", ) + parser.add_argument( + "--skip-downloads", + action="store_true", + help="Skip downloading sheet data", + ) + parser.add_argument( + "--delete-sheets", + action="store_true", + help="Remove any sheets we downloaded", + ) args = parser.parse_args() if args.debug: logger.setLevel(logging.DEBUG) @@ -113,7 +123,10 @@ def main() -> None: exit(1) if args.scrape: - facilities_data = facilities_scrape_wrapper() + facilities_data = facilities_scrape_wrapper( + keep_sheet=not args.delete_sheets, + force_download=not args.skip_downloads, + ) elif args.load_existing: facilities_data = copy.deepcopy(default_data.facilities_data) logger.info( diff --git a/schemas.py b/schemas.py index e3fb676..dc8417e 100644 --- a/schemas.py +++ b/schemas.py @@ -106,7 +106,7 @@ # enrichment response object -enrich_resp_schema = { +enrich_resp_schema: dict = { "cleaned_name": "", "details": {}, "enrichment_type": "", @@ -117,10 +117,10 @@ } # enrichment print details -enrichment_print_schema = { +enrichment_print_schema: dict = { "osm_found": 0, "wiki_found": 0, "wikidata_found": 0, } -supported_output_types = ["csv", 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