From 31eb401ab548a664e1e0994f91f7fd981cad8318 Mon Sep 17 00:00:00 2001 From: John Seekins Date: Tue, 2 Dec 2025 23:01:51 -0700 Subject: [PATCH 01/10] add very basic inspections collection Signed-off-by: John Seekins --- .gitignore | 1 + file_utils.py | 4 +-- ice_scrapers/agencies.py | 4 +-- ice_scrapers/general.py | 2 ++ ice_scrapers/inspections.py | 48 ++++++++++++++++++++++++++++++++ ice_scrapers/spreadsheet_load.py | 22 +++++++-------- ice_scrapers/vera_data.py | 4 +-- main.py | 2 +- utils.py | 3 ++ 9 files changed, 71 insertions(+), 19 deletions(-) create mode 100644 ice_scrapers/inspections.py diff --git a/.gitignore b/.gitignore index 1794471..93a8f0d 100644 --- a/.gitignore +++ b/.gitignore @@ -9,3 +9,4 @@ __pycache__/ **/.xlsx# *.parquet **/.parquet +output/ diff --git a/file_utils.py b/file_utils.py index f1af968..7d4424b 100644 --- a/file_utils.py +++ b/file_utils.py @@ -18,9 +18,7 @@ def export_to_file( if not facilities_data or not facilities_data.get("facilities", []): logger.warning("No data to export!") return "" - # make sure the folder we're dropping files into exists - os.makedirs(output_folder, exist_ok=True) - full_name = f"{output_folder}/{filename}.{file_type}" + full_name = f"{output_folder}{os.sep}{filename}.{file_type}" if file_type in ["csv", "xlsx", "parquet"]: writer = convert_to_dataframe(facilities_data["facilities"]) match file_type: diff --git a/ice_scrapers/agencies.py b/ice_scrapers/agencies.py index 29b4d0e..3054557 100644 --- a/ice_scrapers/agencies.py +++ b/ice_scrapers/agencies.py @@ -11,11 +11,11 @@ import time from utils import ( logger, + output_folder, session, ) from .utils import download_file -SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__)) base_xlsx_url = "https://www.ice.gov/identify-and-arrest/287g" @@ -45,7 +45,7 @@ def scrape_agencies(keep_sheet: bool = True, force_download: bool = True) -> dic """ # remove the date so we can easily overwrite the local (cached) file filename = date_re.sub("", link.split("/")[-1]) - path = f"{SCRIPT_DIR}{os.sep}{filename}" + path = f"{output_folder}{os.sep}{filename}" if force_download or not os.path.exists(path): logger.info("Downloading agency info sheet from %s", link) download_file(link, path) diff --git a/ice_scrapers/general.py b/ice_scrapers/general.py index 560c6d7..e1ec3f4 100644 --- a/ice_scrapers/general.py +++ b/ice_scrapers/general.py @@ -7,6 +7,7 @@ merge_field_offices, scrape_field_offices, ) +from .inspections import find_inspections from .spreadsheet_load import load_sheet from .vera_data import collect_vera_facility_data @@ -24,5 +25,6 @@ def facilities_scrape_wrapper( field_offices = scrape_field_offices() facilities_data = merge_field_offices(facilities_data, field_offices) facilities_data = insert_additional_facilities(facilities_data) + _ = find_inspections() return facilities_data, agencies diff --git a/ice_scrapers/inspections.py b/ice_scrapers/inspections.py new file mode 100644 index 0000000..46dd74c --- /dev/null +++ b/ice_scrapers/inspections.py @@ -0,0 +1,48 @@ +from bs4 import BeautifulSoup +import os +from pprint import pformat +import re +from utils import ( + logger, + output_folder, + session, +) +from .utils import download_file + +root_url = "https://www.ice.gov/foia/odo-facility-inspections" +storage_dir = f"{output_folder}{os.sep}inspections{os.sep}" +text_re = re.compile(r"^(\w+\s)?(\d+)\s(.+)\s(-|–)\s(.+)$") + + +def find_inspections(download_reports: bool = False): + os.makedirs(storage_dir, exist_ok=True) + inspections: dict = {} + logger.info("Collecting inspection reports from %s", root_url) + resp = session.get(root_url, timeout=120) + resp.raise_for_status() + soup = BeautifulSoup(resp.content, "html.parser") + content = soup.select_one("div.facility-inspections") + links = content.select("a") # type: ignore [union-attr] + for link in links: + url = link["href"] + file_name = url.split("/")[-1] # type: ignore [union-attr] + """ + example: 2011 Calhoun County Correctional Facility, Battle Creek, MI - Dec. 6-8, 2011 + example 2: 2024 Chippewa County, Sault Sainte Marie, MI – Apr. 23-25, 2024 + example 3: FY 2018 South Texas ICE Processing Center Compliance Inspection Report – Pearsall, TX - May 1-3, 2018 + There are inconsistent hyphens! + """ + text = text_re.search(link.text.strip()) + # third capture group should be the facility name + location: str = text[3] # type: ignore [index] + # fifth capture group should be the inspection date + date: str = text[5] # type: ignore [index] + logger.debug("Facility: %s, date: %s, details: %s", location, date, url) + if download_reports: + download_file(str(url), f"{output_folder}{os.sep}inspections{os.sep}{file_name}") + if location in inspections: + inspections[location].append({"date": date, "details": url}) + else: + inspections[location] = [{"date": date, "details": url}] + logger.debug(pformat(inspections)) + return inspections diff --git a/ice_scrapers/spreadsheet_load.py b/ice_scrapers/spreadsheet_load.py index aeeb55f..58a61fd 100644 --- a/ice_scrapers/spreadsheet_load.py +++ b/ice_scrapers/spreadsheet_load.py @@ -5,14 +5,6 @@ ice_facility_types, ice_inspection_types, ) -from .utils import ( - download_file, - repair_locality, - repair_name, - repair_street, - repair_zip, - special_facilities, -) import os import polars import re @@ -22,13 +14,21 @@ ) from utils import ( logger, + output_folder, session, ) +from .utils import ( + download_file, + repair_locality, + repair_name, + repair_street, + repair_zip, + special_facilities, +) -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 +filename = f"{output_folder}{os.sep}detentionstats.xlsx" +# extracted ADP sheet header list 2025-11-07 # These headers periodically change. (eg the FY headers.) facility_sheet_header = [ "Name", diff --git a/ice_scrapers/vera_data.py b/ice_scrapers/vera_data.py index 05b3ca2..87c6749 100644 --- a/ice_scrapers/vera_data.py +++ b/ice_scrapers/vera_data.py @@ -5,15 +5,15 @@ from schemas import facility_schema from utils import ( logger, + output_folder, session, ) -SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__)) # Github can aggressively rate-limit requests, so this may fail in surprising ways! base_url = ( "https://raw.githubusercontent.com/vera-institute/ice-detention-trends/refs/heads/main/metadata/facilities.csv" ) -filename = f"{SCRIPT_DIR}{os.sep}vera_facilities.csv" +filename = f"{output_folder}{os.sep}vera_facilities.csv" def _vera_name_fixes(name: str, city: str) -> tuple[str, bool]: diff --git a/main.py b/main.py index 5280ccb..db3904a 100755 --- a/main.py +++ b/main.py @@ -129,7 +129,7 @@ def main() -> None: logger.error("Can't scrape and load existing data!") exit(1) - facilities_data = {} + facilities_data: dict = {} if args.scrape: facilities_data, agencies = facilities_scrape_wrapper( keep_sheet=not args.delete_sheets, diff --git a/utils.py b/utils.py index 8749ec8..48bd41f 100644 --- a/utils.py +++ b/utils.py @@ -23,6 +23,9 @@ session.headers.update(default_headers) output_folder = f"{SCRIPTDIR}/output/" +# and make sure our output folder exists +os.makedirs(output_folder, exist_ok=True) + default_timestamp = "1970-01-01T00:00:00-+0000" timestamp_format = "%Y-%m-%dT%H:%M:%S-%z" From 19c15f4e28d5f2a026a9e211a490a4beefa9411f Mon Sep 17 00:00:00 2001 From: John Seekins Date: Tue, 2 Dec 2025 23:04:20 -0700 Subject: [PATCH 02/10] be consistent about separators Signed-off-by: John Seekins --- utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/utils.py b/utils.py index 48bd41f..c88ef46 100644 --- a/utils.py +++ b/utils.py @@ -22,7 +22,7 @@ session.mount("http://", _adapter) session.headers.update(default_headers) -output_folder = f"{SCRIPTDIR}/output/" +output_folder = f"{SCRIPTDIR}{os.sep}output{os.sep}" # and make sure our output folder exists os.makedirs(output_folder, exist_ok=True) From 657f1ce864486bb7d1ccf77431de2a9bd11ed43a Mon Sep 17 00:00:00 2001 From: John Seekins Date: Wed, 3 Dec 2025 22:05:26 -0700 Subject: [PATCH 03/10] add text extraction Signed-off-by: John Seekins --- ice_scrapers/general.py | 2 +- ice_scrapers/inspections.py | 49 +++++--- ice_scrapers/utils.py | 7 +- pyproject.toml | 1 + uv.lock | 217 ++++++++++++++++++++++++++++++++++++ 5 files changed, 257 insertions(+), 19 deletions(-) diff --git a/ice_scrapers/general.py b/ice_scrapers/general.py index e1ec3f4..d299fc8 100644 --- a/ice_scrapers/general.py +++ b/ice_scrapers/general.py @@ -15,6 +15,7 @@ def facilities_scrape_wrapper( keep_sheet: bool = True, force_download: bool = True, skip_vera: bool = False ) -> tuple[dict, dict]: + _ = find_inspections() agencies = scrape_agencies(keep_sheet, force_download) facilities_data = copy.deepcopy(facilities_schema) facilities = load_sheet(keep_sheet, force_download) @@ -25,6 +26,5 @@ def facilities_scrape_wrapper( field_offices = scrape_field_offices() facilities_data = merge_field_offices(facilities_data, field_offices) facilities_data = insert_additional_facilities(facilities_data) - _ = find_inspections() return facilities_data, agencies diff --git a/ice_scrapers/inspections.py b/ice_scrapers/inspections.py index 46dd74c..29e4f43 100644 --- a/ice_scrapers/inspections.py +++ b/ice_scrapers/inspections.py @@ -1,5 +1,6 @@ from bs4 import BeautifulSoup import os +import pdfplumber from pprint import pformat import re from utils import ( @@ -11,10 +12,27 @@ root_url = "https://www.ice.gov/foia/odo-facility-inspections" storage_dir = f"{output_folder}{os.sep}inspections{os.sep}" +""" +example: 2011 Calhoun County Correctional Facility, Battle Creek, MI - Dec. 6-8, 2011 +example 2: 2024 Chippewa County, Sault Sainte Marie, MI – Apr. 23-25, 2024 +example 3: FY 2018 South Texas ICE Processing Center Compliance Inspection Report – Pearsall, TX - May 1-3, 2018 +""" text_re = re.compile(r"^(\w+\s)?(\d+)\s(.+)\s(-|–)\s(.+)$") -def find_inspections(download_reports: bool = False): +def _extract_txt(url: str) -> str: + file_name = url.split("/")[-1] # type: ignore [union-attr] + download_file(str(url), f"{storage_dir}{file_name}") + full_text = "" + with pdfplumber.open(f"{storage_dir}{file_name}") as pdf: + for idx, page in enumerate(pdf.pages): + txt = page.extract_text() + logger.debug(" Page %s: %s", idx + 1, txt) + full_text = f"{full_text}\n{txt}" + return full_text + + +def find_inspections() -> dict: os.makedirs(storage_dir, exist_ok=True) inspections: dict = {} logger.info("Collecting inspection reports from %s", root_url) @@ -25,24 +43,23 @@ def find_inspections(download_reports: bool = False): links = content.select("a") # type: ignore [union-attr] for link in links: url = link["href"] - file_name = url.split("/")[-1] # type: ignore [union-attr] - """ - example: 2011 Calhoun County Correctional Facility, Battle Creek, MI - Dec. 6-8, 2011 - example 2: 2024 Chippewa County, Sault Sainte Marie, MI – Apr. 23-25, 2024 - example 3: FY 2018 South Texas ICE Processing Center Compliance Inspection Report – Pearsall, TX - May 1-3, 2018 - There are inconsistent hyphens! - """ - text = text_re.search(link.text.strip()) + obj = {"date": "", "url": url, "text": ""} + matches = text_re.search(link.text.strip()) + if len(matches.groups()) < 5: # type: ignore [union-attr] + logger.warning(" Did not find all expected groups in %s. Skipping...", link.text.strip()) + continue # third capture group should be the facility name - location: str = text[3] # type: ignore [index] + location: str = matches.group(3) # type: ignore [union-attr] # fifth capture group should be the inspection date - date: str = text[5] # type: ignore [index] - logger.debug("Facility: %s, date: %s, details: %s", location, date, url) - if download_reports: - download_file(str(url), f"{output_folder}{os.sep}inspections{os.sep}{file_name}") + date: str = matches.group(5) # type: ignore [union-attr] + obj["date"] = date + logger.debug(" Facility: %s, date: %s, details: %s", location, date, url) + obj["text"] = _extract_txt(str(url)) + exit(1) if location in inspections: - inspections[location].append({"date": date, "details": url}) + inspections[location].append(obj) else: - inspections[location] = [{"date": date, "details": url}] + inspections[location] = [obj] + logger.debug(pformat(inspections)) return inspections diff --git a/ice_scrapers/utils.py b/ice_scrapers/utils.py index fc905a9..10ffea2 100644 --- a/ice_scrapers/utils.py +++ b/ice_scrapers/utils.py @@ -1,4 +1,5 @@ from bs4 import BeautifulSoup +import os import re from utils import ( logger, @@ -6,17 +7,19 @@ ) -def download_file(link: str, path: str) -> None: +def download_file(link: str, path: str, redownload: bool = False) -> None: """ Standard pattern for downloading a binary file from a URL """ + if os.path.exists(path) and os.path.getsize(path) > 0 and not redownload: + logger.debug(" Skipping redownload of existing file %s", path) resp = session.get(link, timeout=120, stream=True) size = len(resp.content) with open(path, "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, path) + logger.debug(" Wrote %s byte file to %s", size, path) def special_facilities(facility: dict) -> dict: diff --git a/pyproject.toml b/pyproject.toml index bd830cd..7439d05 100644 --- 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a/enrichers/__init__.py b/enrichers/__init__.py index 090b073..ec9b602 100644 --- a/enrichers/__init__.py +++ b/enrichers/__init__.py @@ -5,21 +5,13 @@ """ import copy -import requests from schemas import enrich_resp_schema -import time -from utils import ( - default_headers, - session, -) class Enrichment(object): _required_keys = [ "facility_name", ] - # in seconds - _wait_time: float = 1 def __init__(self, **kwargs): self.resp_info = copy.deepcopy(enrich_resp_schema) @@ -32,28 +24,6 @@ def search(self) -> dict: """Child objects should implement this""" return {} - def _req(self, url: str, **kwargs) -> requests.Response: - """requests response wrapper to ensure we honor waits""" - headers = kwargs.get("headers", {}) - # ensure we get all headers configured correctly - # but manually applied headers win the argument - for k, v in default_headers.items(): - if k in headers.keys(): - continue - headers[k] = v - - response = session.get( - url, - allow_redirects=True, - timeout=kwargs.get("timeout", 10), - params=kwargs.get("params", {}), - stream=kwargs.get("stream", False), - headers=headers, - ) - response.raise_for_status() - time.sleep(self._wait_time) - return response - def _minimal_clean_facility_name(self, name: str) -> str: """Minimal cleaning that preserves important context like 'County Jail'""" cleaned = name diff --git a/enrichers/openstreetmap.py b/enrichers/openstreetmap.py index 75d16d7..951560e 100644 --- a/enrichers/openstreetmap.py +++ b/enrichers/openstreetmap.py @@ -1,5 +1,5 @@ from enrichers import Enrichment -from utils import logger +from utils import logger, req_get class OpenStreetMap(Enrichment): @@ -40,13 +40,13 @@ def search(self) -> dict: "dedupe": 1, }, "street_address": { - "q": f"{full_address}", + "q": full_address, "format": "json", "limit": 5, "dedupe": 1, }, "locality": { - "q": f"{locality}", + "q": locality, "format": "json", "limit": 5, "dedupe": 1, @@ -56,7 +56,7 @@ def search(self) -> dict: logger.debug("Searching OSM for %s", params["q"]) self.resp_info["search_query_steps"].append(params["q"]) # type: ignore [attr-defined] try: - response = self._req(search_url, params=params, timeout=15) + response = req_get(search_url, params=params, timeout=15) data.extend(response.json()) except Exception as e: logger.debug(" OSM search error for '%s': %s", facility_name, e) @@ -73,10 +73,8 @@ def search(self) -> dict: lon = first_result.get("lon", self.default_coords["longitude"]) osm_type = first_result.get("osm_type", "") osm_id = first_result.get("osm_id", "") - self.resp_info["details"]["latitude"] = lat # type: ignore [index] - self.resp_info["details"]["longitude"] = lon # type: ignore [index] self.resp_info["title"] = first_result.get("display_name", "") - self.resp_info["details"]["class"] = first_result.get("class", "") # type: ignore [index] + self.resp_info["details"] = {"latitude": lat, "logitude": lon, "class": first_result.get("class", "")} if osm_type == "way": self.resp_info["url"] = f"https://www.openstreetmap.org/way/{osm_id}" else: diff --git a/enrichers/wikidata.py b/enrichers/wikidata.py index 26410c4..9276ce7 100644 --- a/enrichers/wikidata.py +++ b/enrichers/wikidata.py @@ -1,5 +1,8 @@ from enrichers import Enrichment -from utils import logger +from utils import ( + logger, + req_get, +) class Wikidata(Enrichment): @@ -11,29 +14,32 @@ def search(self) -> dict: # Fetches 3 results based on _clean_facility_name (not exact name). todo: needs adjustment. # Falls back to first result (usually truncated, eg. county) search_name_fallback = self._clean_facility_name(facility_name) + self.resp_info["enrichment_type"] = "wikidata" logger.debug("Searching wikidata for %s and %s", facility_name, search_name_fallback) search_url = "https://www.wikidata.org/w/api.php" params = { - "action": "wbsearchentities", - "search": facility_name, - "language": "en", - "format": "json", - "limit": 3, + "facility_name": { + "action": "wbsearchentities", + "search": facility_name, + "language": "en", + "format": "json", + "limit": 3, + }, + "fallback": { + "action": "wbsearchentities", + "search": search_name_fallback, + "language": "en", + "format": "json", + "limit": 3, + }, } - self.resp_info["enrichment_type"] = "wikidata" data = {} - try: - response = self._req(search_url, params=params) - data = response.json() - except Exception as e: - logger.debug(" Wikidata search error for '%s': %s", facility_name, e) - self.resp_info["search_query_steps"].append(f"(Failed -> {e})") # type: ignore [attr-defined] - if not data.get("search"): - params["search"] = search_name_fallback - self.resp_info["search_query_steps"].append(search_name_fallback) # type: ignore [attr-defined] + for search, params in params.items(): + self.resp_info["search_query_steps"].append(params["search"]) # type: ignore [attr-defined] try: - response = self._req(search_url, params=params) + response = req_get(search_url, params=params, wait_time=self._wait_time) data = response.json() + break except Exception as e: logger.debug(" Wikidata search error for '%s': %s", facility_name, e) self.resp_info["search_query_steps"].append(f"(Failed -> {e})") # type: ignore [attr-defined] @@ -45,10 +51,11 @@ def search(self) -> dict: if any(term in description for term in match_terms): self.resp_info["url"] = f"https://www.wikidata.org/wiki/{result['id']}" self.resp_info["title"] = result.get("label", "") - return self.resp_info - # fallback to first result - first = data["search"][0] - logger.debug(" Closer matching failed, falling back to first result %s", first) - self.resp_info["url"] = f"https://www.wikidata.org/wiki/{result['id']}" - self.resp_info["title"] = result.get("label", "") + break + else: + # fall back to first result + first = data["search"][0] + logger.debug(" Closer matching failed, falling back to first result %s", first) + self.resp_info["url"] = f"https://www.wikidata.org/wiki/{first['id']}" + self.resp_info["title"] = first.get("label", "") return self.resp_info diff --git a/enrichers/wikipedia.py b/enrichers/wikipedia.py index 8cfc44d..e389ede 100644 --- a/enrichers/wikipedia.py +++ b/enrichers/wikipedia.py @@ -1,6 +1,6 @@ from enrichers import Enrichment from urllib.parse import quote -from utils import logger +from utils import logger, req_get class Wikipedia(Enrichment): @@ -32,7 +32,7 @@ def search(self) -> dict: self.resp_info["search_query_steps"].append(wiki_url) # type: ignore [attr-defined] initial_response = False try: - response = self._req(wiki_url) + response = req_get(wiki_url, wait_time=self._wait_time) initial_response = True except Exception as e: logger.debug(" Wikipedia search error for '%s': %s", wiki_url, e) @@ -40,7 +40,7 @@ def search(self) -> dict: wiki_url = f"{self.static_search}{quote(facility_name.replace(' ', '_').replace('|', '_'))}" self.resp_info["search_query_steps"].append(wiki_url) # type: ignore [attr-defined] try: - response = self._req(wiki_url) + response = req_get(wiki_url, wait_time=self._wait_time) initial_response = True except Exception as e: logger.debug(" Wikipedia search error for '%s': %s", wiki_url, e) @@ -101,7 +101,7 @@ def search(self) -> dict: } try: - response = self._req(self.api_search, params=params) + response = req_get(self.api_search, params=params, wait_time=self._wait_time) data = response.json() except Exception as e: logger.debug(" Wikipedia search for %s failed: %s", self.api_search, e) @@ -161,7 +161,7 @@ def search(self) -> dict: # Verify the page exists and isn't a redirect to something unrelated try: - verify_response = self._req(final_url) + verify_response = req_get(final_url, wait_time=self._wait_time) except Exception as e: logger.debug(" Wikipedia query for %s failed: %s", final_url, e) self.resp_info["search_query_steps"].append(final_url) # type: ignore [attr-defined] diff --git a/ice_scrapers/facilities_scraper.py b/ice_scrapers/facilities_scraper.py index 4e5008f..bdc5721 100644 --- a/ice_scrapers/facilities_scraper.py +++ b/ice_scrapers/facilities_scraper.py @@ -7,7 +7,7 @@ from utils import ( default_timestamp, logger, - session, + req_get, timestamp_format, ) from .utils import ( @@ -95,8 +95,7 @@ def _scrape_updated(url: str) -> datetime.datetime: return datetime.datetime.strptime(default_timestamp, timestamp_format) logger.debug(" Fetching: %s", url) try: - response = session.get(url, timeout=30) - response.raise_for_status() + response = req_get(url, timeout=30) except Exception as e: logger.error(" Error parsing %s: %s", url, e) return datetime.datetime.strptime(default_timestamp, timestamp_format) @@ -118,8 +117,7 @@ def _scrape_page(page_url: str) -> list: """Scrape a single page of facilities using BeautifulSoup""" logger.debug(" Fetching: %s", page_url) try: - response = session.get(page_url, timeout=30) - response.raise_for_status() + response = req_get(page_url, timeout=30) except Exception as e: logger.error(" Error parsing %s: %s", page_url, e) return [] diff --git a/ice_scrapers/utils.py b/ice_scrapers/utils.py index 10ffea2..ae37551 100644 --- a/ice_scrapers/utils.py +++ b/ice_scrapers/utils.py @@ -3,7 +3,7 @@ import re from utils import ( logger, - session, + req_get, ) @@ -13,13 +13,17 @@ def download_file(link: str, path: str, redownload: bool = False) -> None: """ if os.path.exists(path) and os.path.getsize(path) > 0 and not redownload: logger.debug(" Skipping redownload of existing file %s", path) - resp = session.get(link, timeout=120, stream=True) - size = len(resp.content) - with open(path, "wb") as f: - for chunk in resp.iter_content(chunk_size=1024): - if chunk: - f.write(chunk) - logger.debug(" Wrote %s byte file to %s", size, path) + try: + resp = req_get(link, timeout=120, stream=True) + except Exception as e: + logger.error("Failed to download %s :: %s", link, e) + else: + size = len(resp.content) + with open(path, "wb") as f: + for chunk in resp.iter_content(chunk_size=1024): + if chunk: + f.write(chunk) + logger.debug(" Wrote %s byte file to %s", size, path) def special_facilities(facility: dict) -> dict: @@ -294,13 +298,15 @@ def update_facility(old: dict, new: dict) -> dict: return old -def get_ice_scrape_pages(url: str) -> list: +def get_ice_scrape_pages(url: str) -> list[str]: """ Discover all facility pages This _may_ be generic to Drupal's pagination code... """ - resp = session.get(url, timeout=30) - resp.raise_for_status() + try: + resp = req_get(url, timeout=30) + except Exception: + return [] soup = BeautifulSoup(resp.content, "html.parser") links = soup.findAll("a", href=re.compile(r"\?page=")) if not links: diff --git a/main.py b/main.py index db3904a..16e65bd 100755 --- a/main.py +++ b/main.py @@ -27,7 +27,6 @@ from enrichers import enrich_facility_data from schemas import supported_output_types from utils import logger -# CLI, argument parsing, script orchestration def main() -> None: diff --git a/schemas.py b/schemas.py index bdb9b3e..e3aa392 100644 --- a/schemas.py +++ b/schemas.py @@ -52,6 +52,7 @@ "last_date": None, "last_rating": "", "last_type": "", + "details": [], }, "image_url": "", "osm": { diff --git a/utils.py b/utils.py index c88ef46..b6447b8 100644 --- a/utils.py +++ b/utils.py @@ -4,6 +4,7 @@ import polars import requests from requests.adapters import HTTPAdapter +import time import urllib3 SCRIPTDIR = os.path.dirname(os.path.realpath(__file__)) @@ -42,6 +43,36 @@ ] +def req_get(url: str, **kwargs) -> requests.Response: + """requests response wrapper to ensure we honor waits""" + headers = kwargs.get("headers", {}) + # ensure we get all headers configured correctly + # but manually applied headers win the argument + for k, v in default_headers.items(): + if k in headers.keys(): + continue + headers[k] = v + + response = session.get( + url, + allow_redirects=True, + timeout=kwargs.get("timeout", 10), + params=kwargs.get("params", {}), + stream=kwargs.get("stream", False), + headers=headers, + ) + if not kwargs.get("raise_err", False): + response.raise_for_status() + else: + if response.status_code > 399: + if response.status_code < 500: + logger.error("Client-side error in request to %s :: %s", url, response.text) + else: + logger.error("Server-side error in request to %s :: %s", url, response.text) + time.sleep(kwargs.get("wait_time", 1)) + return response + + def _flatdict(d: dict, parent_key: str = "", sep: str = ".") -> dict: """flatten a nested dictionary for nicer printing to workbooks (excel/csv/etc.)""" items: list = [] @@ -60,6 +91,6 @@ def convert_to_dataframe(d: dict) -> polars.DataFrame: fieldnames = [k for k in flatdata[0].keys() if k not in flatdata_filtered_keys] # https://docs.pola.rs/api/python/stable/reference/api/polars.from_dicts.html df = polars.from_dicts(flatdata, schema=fieldnames) - logger.debug("Dataframe: %s", df) - logger.debug("All header fields: %s", fieldnames) + # logger.debug("Dataframe: %s", df) + # logger.debug("All header fields: %s", fieldnames) return df From 6067ffd9344a28f2e3ce5e826c9a09e422a66d99 Mon Sep 17 00:00:00 2001 From: John Seekins Date: Sat, 6 Dec 2025 12:43:08 -0700 Subject: [PATCH 06/10] rough fuzzy matching Signed-off-by: John Seekins --- ice_scrapers/general.py | 29 ++++++++++++++-- ice_scrapers/inspections.py | 21 ++++++------ pyproject.toml | 1 + uv.lock | 66 +++++++++++++++++++++++++++++++++++++ 4 files changed, 105 insertions(+), 12 deletions(-) diff --git a/ice_scrapers/general.py b/ice_scrapers/general.py index d299fc8..5add862 100644 --- a/ice_scrapers/general.py +++ b/ice_scrapers/general.py @@ -1,4 +1,5 @@ import copy +from thefuzz import fuzz # type: ignore [import-untyped] from schemas import facilities_schema from .agencies import scrape_agencies from .custom_facilities import insert_additional_facilities @@ -10,16 +11,40 @@ from .inspections import find_inspections from .spreadsheet_load import load_sheet from .vera_data import collect_vera_facility_data +from utils import logger def facilities_scrape_wrapper( - keep_sheet: bool = True, force_download: bool = True, skip_vera: bool = False + keep_sheet: bool = True, + force_download: bool = True, + skip_vera: bool = False, + inspection_text: bool = False, ) -> tuple[dict, dict]: - _ = find_inspections() agencies = scrape_agencies(keep_sheet, force_download) facilities_data = copy.deepcopy(facilities_schema) facilities = load_sheet(keep_sheet, force_download) facilities_data["facilities"] = copy.deepcopy(facilities) + facility_name_map = {v["name"].lower(): k for k, v in facilities_data["facilities"].items()} + inspections = find_inspections(keep_text=inspection_text) + + # actually attach inspections to facilities + for facility, inspect in inspections.items(): + logger.debug(" Matching %s for inspection details...", facility) + # exact match (extremely unlikely) + if facility.lower() in facility_name_map: + facilities_data["facilities"][facility_name_map[facility.lower()]]["inspection"]["details"] = copy.deepcopy( + inspect + ) + break + logger.debug(" Checking fuzzy matches:") + for k, v in facility_name_map.items(): + r = fuzz.partial_ratio(facility, k) + logger.debug(" %s === %s, ratio: %s", facility, k, r) + if r > 80: + logger.info(" Probably the right facility %s => %s, (ratio %s)", k, facility, r) + facilities_data["facilities"][facility_name_map[k]]["inspection"]["details"] = copy.deepcopy(inspect) + break + facilities_data = scrape_facilities(facilities_data) if not skip_vera: facilities_data = collect_vera_facility_data(facilities_data, keep_sheet, force_download) diff --git a/ice_scrapers/inspections.py b/ice_scrapers/inspections.py index 4b06fee..c3e96db 100644 --- a/ice_scrapers/inspections.py +++ b/ice_scrapers/inspections.py @@ -34,7 +34,7 @@ def _extract_txt(url: str) -> str: return full_text -def find_inspections() -> dict: +def find_inspections(keep_text: bool = True) -> dict: os.makedirs(storage_dir, exist_ok=True) inspections: dict = {} logger.info("Collecting inspection reports from %s", root_url) @@ -55,15 +55,16 @@ def find_inspections() -> dict: # fifth capture group should be the inspection date date: str = matches.group(5) # type: ignore [union-attr] obj["date"] = date - text = zstd.compress(_extract_txt(str(url)).encode("utf-8")) - logger.debug( - " Facility: %s, date: %s, url: %s, report length (compressed): %s", - location, - date, - url, - sys.getsizeof(text), - ) - obj["text"] = text + if keep_text: + text = zstd.compress(_extract_txt(str(url)).encode("utf-8")) + logger.debug( + " Facility: %s, date: %s, url: %s, report length (compressed): %s", + location, + date, + url, + sys.getsizeof(text), + ) + obj["text"] = text if location in inspections: inspections[location].append(obj) else: diff --git a/pyproject.toml b/pyproject.toml index 7439d05..e9da623 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -12,6 +12,7 @@ dependencies = [ "polars>=1.33.0", "pyarrow>=21.0.0", "requests>=2.32.5", + "thefuzz>=0.22.1", "xlsxwriter>=3.2.5", ] diff --git a/uv.lock b/uv.lock index 46a7f4f..1d49604 100644 --- a/uv.lock +++ b/uv.lock @@ -196,6 +196,7 @@ dependencies = [ { name = "polars" }, { name = "pyarrow" }, { name = "requests" }, + { name = "thefuzz" }, { name = "xlsxwriter" }, ] @@ -216,6 +217,7 @@ requires-dist = [ { name = "polars", specifier = ">=1.33.0" }, { name = "pyarrow", specifier = ">=21.0.0" }, { name = 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Seekins --- ice_scrapers/agencies.py | 5 ++--- ice_scrapers/facilities_scraper.py | 4 ++-- ice_scrapers/field_offices.py | 5 ++--- ice_scrapers/general.py | 8 ++++---- ice_scrapers/inspections.py | 4 ++-- ice_scrapers/spreadsheet_load.py | 5 ++--- ice_scrapers/utils.py | 2 +- ice_scrapers/vera_data.py | 5 ++--- 8 files changed, 17 insertions(+), 21 deletions(-) diff --git a/ice_scrapers/agencies.py b/ice_scrapers/agencies.py index 3054557..93fe64d 100644 --- a/ice_scrapers/agencies.py +++ b/ice_scrapers/agencies.py @@ -12,7 +12,7 @@ from utils import ( logger, output_folder, - session, + req_get, ) from .utils import download_file @@ -22,8 +22,7 @@ def scrape_agencies(keep_sheet: bool = True, force_download: bool = True) -> dict: """Collect data on participating agencies""" start_time = time.time() - resp = session.get(base_xlsx_url, timeout=120) - resp.raise_for_status() + resp = req_get(base_xlsx_url, timeout=120) soup = BeautifulSoup(resp.content, "html.parser") links = [link["href"] for link in soup.findAll("a", href=re.compile("^https://www.ice.gov/doclib.*xlsx"))] if not links: diff --git a/ice_scrapers/facilities_scraper.py b/ice_scrapers/facilities_scraper.py index bdc5721..925c573 100644 --- a/ice_scrapers/facilities_scraper.py +++ b/ice_scrapers/facilities_scraper.py @@ -95,7 +95,7 @@ def _scrape_updated(url: str) -> datetime.datetime: return datetime.datetime.strptime(default_timestamp, timestamp_format) logger.debug(" Fetching: %s", url) try: - response = req_get(url, timeout=30) + response = req_get(url, timeout=30, wait_time=0.1) except Exception as e: logger.error(" Error parsing %s: %s", url, e) return datetime.datetime.strptime(default_timestamp, timestamp_format) @@ -117,7 +117,7 @@ def _scrape_page(page_url: str) -> list: """Scrape a single page of facilities using BeautifulSoup""" logger.debug(" Fetching: %s", page_url) try: - response = req_get(page_url, timeout=30) + response = req_get(page_url, timeout=30, wait_time=0.1) except Exception as e: logger.error(" Error parsing %s: %s", page_url, e) return [] diff --git a/ice_scrapers/field_offices.py b/ice_scrapers/field_offices.py index be87a15..b8d2783 100644 --- a/ice_scrapers/field_offices.py +++ b/ice_scrapers/field_offices.py @@ -14,7 +14,7 @@ import time from utils import ( logger, - session, + req_get, ) from .utils import get_ice_scrape_pages @@ -45,8 +45,7 @@ def _scrape_page(page_url: str) -> list[dict]: """Scrape a single page of facilities using BeautifulSoup""" logger.debug(" Fetching: %s", page_url) try: - response = session.get(page_url, timeout=30) - response.raise_for_status() + response = req_get(page_url, timeout=30) except Exception as e: logger.error(" Error parsing %s: %s", page_url, e) return [] diff --git a/ice_scrapers/general.py b/ice_scrapers/general.py index 5add862..9ade590 100644 --- a/ice_scrapers/general.py +++ b/ice_scrapers/general.py @@ -26,6 +26,7 @@ def facilities_scrape_wrapper( facilities_data["facilities"] = copy.deepcopy(facilities) facility_name_map = {v["name"].lower(): k for k, v in facilities_data["facilities"].items()} inspections = find_inspections(keep_text=inspection_text) + facilities_data = scrape_facilities(facilities_data) # actually attach inspections to facilities for facility, inspect in inspections.items(): @@ -36,16 +37,15 @@ def facilities_scrape_wrapper( inspect ) break - logger.debug(" Checking fuzzy matches:") + # logger.debug(" Checking fuzzy matches:") for k, v in facility_name_map.items(): r = fuzz.partial_ratio(facility, k) - logger.debug(" %s === %s, ratio: %s", facility, k, r) + # logger.debug(" %s === %s, ratio: %s", facility, k, r) if r > 80: - logger.info(" Probably the right facility %s => %s, (ratio %s)", k, facility, r) + logger.debug(" Probably the right facility %s => %s, (ratio %s)", k, facility, r) facilities_data["facilities"][facility_name_map[k]]["inspection"]["details"] = copy.deepcopy(inspect) break - facilities_data = scrape_facilities(facilities_data) if not skip_vera: facilities_data = collect_vera_facility_data(facilities_data, keep_sheet, force_download) field_offices = scrape_field_offices() diff --git a/ice_scrapers/inspections.py b/ice_scrapers/inspections.py index c3e96db..ad06f98 100644 --- a/ice_scrapers/inspections.py +++ b/ice_scrapers/inspections.py @@ -8,7 +8,7 @@ from utils import ( logger, output_folder, - session, + req_get, ) from .utils import download_file @@ -38,7 +38,7 @@ def find_inspections(keep_text: bool = True) -> dict: os.makedirs(storage_dir, exist_ok=True) inspections: dict = {} logger.info("Collecting inspection reports from %s", root_url) - resp = session.get(root_url, timeout=120) + resp = req_get(root_url, timeout=120) resp.raise_for_status() soup = BeautifulSoup(resp.content, "html.parser") content = soup.select_one("div.facility-inspections") diff --git a/ice_scrapers/spreadsheet_load.py b/ice_scrapers/spreadsheet_load.py index 58a61fd..8914e9c 100644 --- a/ice_scrapers/spreadsheet_load.py +++ b/ice_scrapers/spreadsheet_load.py @@ -15,7 +15,7 @@ from utils import ( logger, output_folder, - session, + req_get, ) from .utils import ( download_file, @@ -64,8 +64,7 @@ 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() + resp = req_get(base_xlsx_url, timeout=120) soup = BeautifulSoup(resp.content, "html.parser") links = soup.findAll("a", href=re.compile("^https://www.ice.gov/doclib.*xlsx")) if not links: diff --git a/ice_scrapers/utils.py b/ice_scrapers/utils.py index ae37551..8398447 100644 --- a/ice_scrapers/utils.py +++ b/ice_scrapers/utils.py @@ -304,7 +304,7 @@ def get_ice_scrape_pages(url: str) -> list[str]: This _may_ be generic to Drupal's pagination code... """ try: - resp = req_get(url, timeout=30) + resp = req_get(url, timeout=30, wait_time=0.1) except Exception: return [] soup = BeautifulSoup(resp.content, "html.parser") diff --git a/ice_scrapers/vera_data.py b/ice_scrapers/vera_data.py index 87c6749..3a3590b 100644 --- a/ice_scrapers/vera_data.py +++ b/ice_scrapers/vera_data.py @@ -6,7 +6,7 @@ from utils import ( logger, output_folder, - session, + req_get, ) # Github can aggressively rate-limit requests, so this may fail in surprising ways! @@ -216,8 +216,7 @@ def _vera_city_fixes(city: str, state: str) -> tuple[str, bool]: def collect_vera_facility_data(facilities_data: dict, keep_sheet: bool = True, force_download: bool = True) -> dict: logger.info("Collecting and extracting data from vera.org facility data...") if force_download or not os.path.exists(filename): - res = session.get(base_url, timeout=120, stream=True) - res.raise_for_status() + res = req_get(base_url, timeout=120, stream=True) size = len(res.content) with open(filename, "wb") as f: for chunk in res.iter_content(chunk_size=1024): From 7ea12f51b205d244609cee1c40cd38d9364ac429 Mon Sep 17 00:00:00 2001 From: John Seekins Date: Sat, 6 Dec 2025 13:55:23 -0700 Subject: [PATCH 08/10] fewer lines Signed-off-by: John Seekins --- enrichers/wikidata.py | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/enrichers/wikidata.py b/enrichers/wikidata.py index 9276ce7..1e4adad 100644 --- a/enrichers/wikidata.py +++ b/enrichers/wikidata.py @@ -1,8 +1,5 @@ from enrichers import Enrichment -from utils import ( - logger, - req_get, -) +from utils import logger, req_get class Wikidata(Enrichment): From 16a518426042b8f294b0a5ac8b2652e95af43605 Mon Sep 17 00:00:00 2001 From: John Seekins Date: Mon, 8 Dec 2025 21:54:31 -0700 Subject: [PATCH 09/10] start adding additional names/etc Signed-off-by: John Seekins --- ice_scrapers/facilities_scraper.py | 12 ++-- ice_scrapers/spreadsheet_load.py | 14 ++-- ice_scrapers/utils.py | 28 +++++--- schemas.py | 5 ++ uv.lock | 102 ++++++++++++++--------------- 5 files changed, 93 insertions(+), 68 deletions(-) diff --git a/ice_scrapers/facilities_scraper.py b/ice_scrapers/facilities_scraper.py index 925c573..72a27c4 100644 --- a/ice_scrapers/facilities_scraper.py +++ b/ice_scrapers/facilities_scraper.py @@ -43,19 +43,23 @@ def scrape_facilities(facilities_data: dict) -> dict: for facility in facilities: facility = special_facilities(facility) addr = facility["address"] - street, cleaned = repair_street(addr["street"], addr["locality"]) + street, cleaned, other_st = repair_street(addr["street"], addr["locality"]) + addr["other_streets"].extend(other_st) if cleaned: addr["street"] = street facility["_repaired_record"] = True - zcode, cleaned = repair_zip(addr["postal_code"], addr["locality"]) + zcode, cleaned, other_zip = repair_zip(addr["postal_code"], addr["locality"]) + addr["other_postal_codes"].extend(other_zip) if cleaned: addr["postal_code"] = zcode facility["_repaired_record"] = True - locality, cleaned = repair_locality(addr["locality"], addr["administrative_area"]) + locality, cleaned, other_city = repair_locality(addr["locality"], addr["administrative_area"]) + addr["other_localities"].extend(other_city) if cleaned: addr["locality"] = locality facility["_repaired_record"] = True - name, cleaned = repair_name(facility["name"], addr["locality"]) + name, cleaned, other_name = repair_name(facility["name"], addr["locality"]) + facility["other_names"].extend(other_name) if cleaned: facility["name"] = name facility["_repaired_record"] = True diff --git a/ice_scrapers/spreadsheet_load.py b/ice_scrapers/spreadsheet_load.py index 8914e9c..8e1e01e 100644 --- a/ice_scrapers/spreadsheet_load.py +++ b/ice_scrapers/spreadsheet_load.py @@ -111,20 +111,26 @@ def load_sheet(keep_sheet: bool = True, force_download: bool = True) -> dict: phone_re = re.compile(r".+(\d{3}\s\d{3}\s\d{4})$") for row in df.iter_rows(named=True): details = copy.deepcopy(facility_schema) - zcode, cleaned = repair_zip(row["Zip"], row["City"]) + zcode, cleaned, other_zips = repair_zip(row["Zip"], row["City"]) + details["address"]["other_postal_codes"].extend(other_zips) if cleaned: details["_repaired_record"] = True - street, cleaned = repair_street(row["Address"], row["City"]) + street, cleaned, other_st = repair_street(row["Address"], row["City"]) + details["address"]["other_streets"].extend(other_st) if cleaned: details["_repaired_record"] = True match = phone_re.search(row["Address"]) if match: + if details.get("phone", None): + details["other_phones"].append(details["phone"]) details["phone"] = match.group(1) details["_repaired_record"] = True - locality, cleaned = repair_locality(row["City"], row["State"]) + locality, cleaned, other_city = repair_locality(row["City"], row["State"]) + details["address"]["other_localities"].extend(other_city) if cleaned: details["_repaired_record"] = True - name, cleaned = repair_name(row["Name"], row["City"]) + name, cleaned, other_names = repair_name(row["Name"], row["City"]) + details["other_names"].extend(other_names) if cleaned: details["_repaired_record"] = True details["address"]["administrative_area"] = row["State"] diff --git a/ice_scrapers/utils.py b/ice_scrapers/utils.py index 8398447..a3315c3 100644 --- a/ice_scrapers/utils.py +++ b/ice_scrapers/utils.py @@ -49,12 +49,13 @@ def special_facilities(facility: dict) -> dict: facility["address"]["country"] = "Cuba" facility["address"]["administrative_area"] = "FPO" facility["name"] = "Naval Station Guantanamo Bay (JTF Camp Six and Migrant Ops Center Main A)" + facility["other_names"] = ["JTF CAMP SIX"] case _: pass return facility -def repair_name(name: str, locality: str) -> tuple[str, bool]: +def repair_name(name: str, locality: str) -> tuple[str, bool, list[str]]: """Even facility names are occasionally bad""" matches = [ {"match": "ALEXANDRIA STAGING FACILI", "replace": "Alexandria Staging Facility", "locality": "ALEXANDRIA"}, @@ -107,15 +108,17 @@ def repair_name(name: str, locality: str) -> tuple[str, bool]: }, ] cleaned = False + other_names = [] for m in matches: if m["match"] == name and m["locality"] == locality: + other_names = [m["match"]] name = m["replace"] cleaned = True break - return name, cleaned + return name, cleaned, other_names -def repair_street(street: str, locality: str = "") -> tuple[str, bool]: +def repair_street(street: str, locality: str = "") -> tuple[str, bool, list[str]]: """Generally, we'll let the spreadsheet win arguments just to be consistent""" street_filters = [ # address mismatch between site and spreadsheet @@ -218,8 +221,10 @@ def repair_street(street: str, locality: str = "") -> tuple[str, bool]: # default matches should come last ] cleaned = False + other_streets = [] for f in street_filters: if (f["match"] in street) and ((f["locality"] and f["locality"] == locality) or not f["locality"]): + other_streets = [f["match"]] street = street.replace(f["match"], f["replace"]) cleaned = True break @@ -233,22 +238,24 @@ def repair_street(street: str, locality: str = "") -> tuple[str, bool]: if f["match"] in street: street = street.replace(f["match"], f["replace"]) cleaned = True - return street, cleaned + return street, cleaned, other_streets -def repair_zip(zip_code: int, locality: str) -> tuple[str, bool]: +def repair_zip(zip_code: int, locality: str) -> tuple[str, bool, list[str]]: """ Excel does a cool thing where it strips leading 0s Also, many zip codes are mysteriously discordant """ + other_zips = [] zcode = str(zip_code) cleaned = False # don't replace an empty zip with all 0s if 0 < len(zcode) < 5: + other_zips = [zcode] # pad any prefix zeros = "0" * (5 - len(zcode)) zcode = f"{zeros}{zcode}" - return zcode, cleaned + return zcode, cleaned, other_zips matches = [ {"match": "89512", "replace": "89506", "locality": "Reno"}, {"match": "82901", "replace": "82935", "locality": "Rock Springs"}, @@ -261,18 +268,20 @@ def repair_zip(zip_code: int, locality: str) -> tuple[str, bool]: ] for z in matches: if z["match"] == zcode and z["locality"] == locality: + other_zips = [z["match"]] zcode = z["replace"] cleaned = True break - return zcode, cleaned + return zcode, cleaned, other_zips -def repair_locality(locality: str, administrative_area: str) -> tuple[str, bool]: +def repair_locality(locality: str, administrative_area: str) -> tuple[str, bool, list[str]]: """ There is no consistency with any address. How the post office ever successfully delivered a letter is beyond me """ cleaned = False + other_city = [] matches = [ {"match": "LaGrange", "replace": "La Grange", "area": "KY"}, {"match": "Leachfield", "replace": "LEITCHFIELD", "area": "KY"}, @@ -282,10 +291,11 @@ def repair_locality(locality: str, administrative_area: str) -> tuple[str, bool] ] for f in matches: if f["match"] == locality and f["area"] == administrative_area: + other_city = [f["match"]] locality = f["replace"] cleaned = True break - return locality, cleaned + return locality, cleaned, other_city def update_facility(old: dict, new: dict) -> dict: diff --git a/schemas.py b/schemas.py index e3aa392..5e6cdfd 100644 --- a/schemas.py +++ b/schemas.py @@ -38,6 +38,9 @@ "administrative_area": "", "country": "", "locality": "", + "other_localities": [], + "other_postal_codes": [], + "other_streets": [], "postal_code": "", "street": "", }, @@ -62,6 +65,8 @@ "url": "", }, "name": "", + "other_names": [], + "other_phones": [], 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