From cf2716bc5b8e23d8d733286ddae9a7b248ffc7ac Mon Sep 17 00:00:00 2001 From: Smarth Gupta Date: Sun, 6 Sep 2026 05:28:51 +0000 Subject: [PATCH 1/6] Updated mapping and respective files with download script --- .../nces_employed_college_grads/README.md | 108 +- .../nces_employed_college_grads/download.py | 199 +++ .../nces_employed_college_grads/manifest.json | 10 +- .../nces_employed_college_grads/metadata.csv | 1 - .../nces_employed_college_grads/pv_map.csv | 86 +- .../test_data/ncses_input.xlsx | Bin 0 -> 9191 bytes .../test_data/ncses_output.csv | 1376 +---------------- .../test_data/ncses_output.tmcf | 18 +- .../validation_config.json | 13 + 9 files changed, 427 insertions(+), 1384 deletions(-) create mode 100644 statvar_imports/us_nces/nces_employed_college_grads/download.py create mode 100644 statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_input.xlsx create mode 100644 statvar_imports/us_nces/nces_employed_college_grads/validation_config.json diff --git a/statvar_imports/us_nces/nces_employed_college_grads/README.md b/statvar_imports/us_nces/nces_employed_college_grads/README.md index bb5f3b3f8c..f8b1891f52 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/README.md +++ b/statvar_imports/us_nces/nces_employed_college_grads/README.md @@ -1,27 +1,109 @@ -NCSES_Employed_College_Grads_Import +# NCSES Employed College Graduates Import -how to download data: Download script (download_util_script.py). To download the data, you'll need to use the provided download script,download_util_script.py. This script will automatically create an "input" folder where you should place the file to be processed. +**Import Name:** `NCSES_Employed_College_Grads_Import` +**Dataset Provider:** National Center for Science and Engineering Statistics (NCSES), National Science Foundation (NSF) +**Survey:** National Survey of College Graduates (NSCG) +**Target Table:** Table 6-2 – *"Employed college graduates, by sex, ethnicity, race, and major occupation: 2003–23"* +**Provenance URL:** [NCSES Data Explorer](https://ncsesdata.nsf.gov/explorer/datatables?term=race&exactMatch=no&page=1&filterSuperTopic=Demographics&filterTopic=Sex&datatablespage=2) +**Survey Landing Page:** [NSCG Overview & Data Tables](https://ncses.nsf.gov/surveys/national-survey-college-graduates) +**Licensing & Terms:** U.S. Federal Government Public Domain ([NSF Open Data Policy](https://www.nsf.gov/policies/open-government)) -type of place: State. +--- -statvars: Demographics +## 1. Dataset Overview & Coverage -years: 2004 to 2021. +This import pipeline ingests longitudinal counts of employed U.S. college graduates holding a bachelor's degree or higher across demographics and occupation groups: -place_resolution: Places resolved to wikidataId in metadata sheet itself. +- **Geographic Coverage:** National level (`country/USA`). +- **Temporal Coverage:** Biennial survey cycles: 2003, 2010, 2013, 2015, 2017, 2019, 2021, 2023 and so on. +- **Demographics:** + - Gender: `Female`, `Male`, and Total (`Both sexes`). + - Ethnicity: `HispanicOrLatino`. + - Race: `WhiteAlone`, `BlackOrAfricanAmericanAlone`, `Asian`, `AmericanIndianOrAlaskaNative`, `OtherPacificIslander`, `TwoOrMoreRaces`. +- **Occupations:** + - S&E Occupations (Biological/agricultural/life scientists, Computer/mathematical scientists, Physical/related scientists, Social/related scientists, Engineers). + - S&E-Related Occupations. + - Non-S&E Occupations. +- **Statistical Variables:** 209 canonical StatVars under `dcs:StatVarObservation`. -Command to download using the download util. +### Survey Footnote '2023a' & Header Normalization +In Table 6-2 (NSF 25-322), the 2023 column header is labeled `2023a`: +- **What 'a' Represents:** According to official NCSES survey documentation, footnote `a` documents a survey questionnaire wording change for sex: + > *"The 2023 estimates by sex were based on responses to the question, 'What sex were you assigned at birth, on your original birth certificate? 1. Male, 2. Female,' which was a change from prior survey cycles."* + (Prior survey cycles asked *"What is your sex?"* in 2021 and *"Are you ... 1. Male, 2. Female"* in 2019 and earlier). +- **Not Provisional Data:** Footnote `a` does **not** indicate preliminary, unverified, or provisional data. NCSES/NSCG does not publish provisional data in these final analytic data releases; all published figures represent final survey estimates. +- **Why It Is Removed:** `stat_var_processor.py` matches year column headers via exact string matching against keys defined in `pv_map.csv` (`2023`). Leaving the footnote suffix intact causes `stat_var_processor.py` to fail to recognize the column, dropping all 2023 observations. Because the numbers represent final official estimates for the 2023 survey cycle, `download.py` safely normalizes `2023a` to `2023` in the header rows (rows 1–4) when generating `source_files/cleaned_.xlsx`. -python3 download_util_script.py --download_url="https://ncses.nsf.gov/pubs/nsf23306/assets/data-tables/tables/nsf23306-tab006-002.xlsx" --output_folder="source_files" --unzip=False +--- +## 2. Directory Layout -#### Processing the data: +```text +nces_employed_college_grads/ +├── README.md # Dataset and operational documentation +├── download.py # Dynamic scraper & header normalizer +├── manifest.json # Pipeline automation & Cloud Batch execution spec +├── metadata.csv # Global metadata config (place resolution to country/USA) +├── pv_map.csv # Property-value mapping rules & #Header directives +├── validation_config.json # Validation rules (0.1% deletions threshold) +├── source_files/ # Downloaded files (raw nsf*.xlsx and cleaned_*.xlsx) +├── output/ # Transformed output CSV and TMCF +├── counters/ # Counter logs produced by stat_var_processor +└── test_data/ # Minimal sample input and expected golden output +``` +--- -How to run: -python3 stat_var_processor.py --input_data='../../statvar_imports/us_nces/nces_employed_college_grads/test_data/.xlsx' --pv_map="../../statvar_imports/us_nces/nces_employed_college_grads/.csv" --output_path='../../statvar_imports/us_nces/nces_employed_college_grads/test_data/' --config="../../statvar_imports/us_nces/nces_employed_college_grads/.csv" +## 3. Execution Workflow +### Step 1: Download & Preprocess Source Data +Scrapes the NSCG landing page to locate the latest Table 6-2 Excel file, saves the raw file to `source_files/` to preserve data provenance, and generates an atomically written `source_files/cleaned_.xlsx` with normalized year headers: +```bash +python3 download.py +``` -Example -python3 stat_var_processor.py --input_data='../../statvar_imports/us_nces/nces_employed_college_grads/test_data/sample_input.xlsx' --pv_map="../../statvar_imports/us_nces/nces_employed_college_grads/pv_map.csv" --output_path='../../statvar_imports/us_nces/nces_employed_college_grads/test_data/sample_output' --config="../../statvar_imports/us_nces/nces_employed_college_grads/metadata.csv" +### Step 2: Transform & Generate StatisticalVariable Observations +Executes the standard Data Commons `stat_var_processor`: + +```bash +python3 ../../../tools/statvar_importer/stat_var_processor.py \ + --input_data=source_files/cleaned_*.xlsx \ + --pv_map=pv_map.csv \ + --config_file=metadata.csv \ + --output_path=output/nces_college \ + --output_counters=counters/nces_college.csv \ + --existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf +``` + +### Generated Outputs +- **Cleaned Data:** `output/nces_college.csv` (1,571 observations). +- **Template MCF:** `output/nces_college.tmcf`. +- **Counters:** `counters/nces_college.csv`. + +--- + +## 4. Testing & Validation + +### Run Unit Tests + +```bash + +# Using the repo test runner from the repository root +./run_tests.sh -p statvar_imports/us_nces/nces_employed_college_grads +``` + +### Lint & Formatting Check +Verify compliance with Google style via YAPF: + +```bash +yapf --diff --style=google download.py +``` + +--- + +## 5. Pipeline Automation & Refresh Cadence + +- **Automation:** Scheduled via Cloud Batch in `manifest.json`. +- **Cron Cadence:** Twice monthly on the 4th and 18th at 07:00 UTC (`0 07 4,18 * *`). +- **Validation:** Enforced via `validation_config.json` with `DELETED_RECORDS_PERCENT` capped at `0.1`. diff --git a/statvar_imports/us_nces/nces_employed_college_grads/download.py b/statvar_imports/us_nces/nces_employed_college_grads/download.py new file mode 100644 index 0000000000..e0798f9741 --- /dev/null +++ b/statvar_imports/us_nces/nces_employed_college_grads/download.py @@ -0,0 +1,199 @@ +# Copyright 2025 Google LLC +# +# 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 +# +# https://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. +"""Download and preprocess NSCG employed college graduates tables. + +This script scrapes the NCSES National Survey of College Graduates (NSCG) +landing page to discover the latest publication table (Table 6-2), downloads +the raw Excel file into source_files/, and creates an atomically written +cleaned copy (cleaned_.xlsx) where year headers with survey +methodology footnote suffixes (e.g. '2023a' -> '2023') are normalized strictly +within header rows 1-4. +""" + +import os +import re +import sys +from typing import Optional +from urllib.parse import urlparse +from absl import app +from absl import logging +import openpyxl +import requests + +# Add data/util to sys.path so we can import shared wrapper functions +_SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) +_PROJECT_ROOT = os.path.abspath(os.path.join(_SCRIPT_DIR, '../../..')) +_UTIL_DIR = os.path.join(_PROJECT_ROOT, 'util') +if _UTIL_DIR not in sys.path: + sys.path.insert(0, _UTIL_DIR) + +try: + from download_util_script import _retry_method, download_file +except ImportError: + logging.fatal( + "Could not import download_file from 'util/download_util_script.py'.") + +LANDING_PAGE_URL = ( + "https://ncses.nsf.gov/surveys/national-survey-college-graduates") +FILE_PATTERN = ( + r'/pubs/[^/]+/assets/data-tables/tables/[^/]*tab006-002\.(?:xlsx|csv)') +OUTPUT_FOLDER = os.path.join(_SCRIPT_DIR, "source_files") + +# Pattern to strip footnote markers (e.g. '2023a' -> '2023'). +# Note: In Table 6-2 (NSF 25-322), footnote 'a' on '2023a' denotes a survey +# question change: "The 2023 estimates by sex were based on responses to the +# question, 'What sex were you assigned at birth, on your original birth +# certificate? 1. Male, 2. Female,' which was a change from prior survey cycles." +YEAR_HEADER_PATTERN = re.compile(r'^\s*(\d{4})([a-zA-Z*#].*|\s+.*)?$', + re.DOTALL) + + +def resolve_url(landing_url: str = LANDING_PAGE_URL, + file_pattern: str = FILE_PATTERN, + headers: Optional[dict] = None, + tries: int = 3, + delay: int = 5, + backoff: int = 2) -> Optional[str]: + """Scrapes landing page HTML to dynamically find matching table URL. + + Args: + landing_url: URL of the webpage containing table links. + file_pattern: Regex pattern to match the target link. + headers: Optional dictionary of HTTP headers to send with the request. + tries: Number of retry attempts. + delay: Initial delay for retries in seconds. + backoff: Backoff factor for retries. + + Returns: + Absolute URL of the target file, or None if not found or on error. + """ + logging.info("Attempting to resolve target URL from landing page: %s", + landing_url) + + try: + response = _retry_method(landing_url, headers, tries, delay, backoff) + response.raise_for_status() + except (requests.exceptions.RequestException, ValueError, OSError) as e: + logging.error("Failed to fetch landing page '%s': %s", landing_url, e) + return None + except Exception as e: + logging.error( + "An unexpected error occurred while fetching landing page '%s': %s", + landing_url, e) + return None + + matches = re.findall(file_pattern, response.text) + if not matches: + logging.error("No link matching pattern '%s' found on '%s'.", + file_pattern, landing_url) + return None + + resolved_path = matches[0] + parsed_landing = urlparse(landing_url) + base_domain = f"{parsed_landing.scheme}://{parsed_landing.netloc}" + resolved_url = f"{base_domain}{resolved_path}" + logging.info("Dynamically resolved download URL: %s", resolved_url) + return resolved_url + + +def clean_year_headers(folder_path: str, max_header_row: int = 4) -> bool: + """Cleans year headers in downloaded Excel files by removing footnote suffixes. + + Normalizes footnote suffixes (e.g., '2023a' -> '2023') strictly in the top + header rows (rows 1-4). Leaves all data rows (row 5+) completely untouched. + Writes the output to a separate 'cleaned_' file atomically using a + temporary file and rename, preserving raw data provenance and original file + modification timestamps. + + Args: + folder_path: Path to directory containing downloaded Excel files. + max_header_row: Maximum row index to inspect for header columns. + + Returns: + True if header cleaning succeeded, False if an error occurred. + """ + if not folder_path or not os.path.exists(folder_path): + return True + + for filename in os.listdir(folder_path): + if not filename.endswith('.xlsx') or filename.startswith('cleaned_'): + continue + + file_path = os.path.join(folder_path, filename) + cleaned_file_path = os.path.join(folder_path, f"cleaned_{filename}") + temp_cleaned_path = f"{cleaned_file_path}.tmp" + wb = None + try: + wb = openpyxl.load_workbook(file_path) + sheet = wb.active + for row in sheet.iter_rows(max_row=max_header_row): + for cell in row: + if isinstance(cell.value, str): + new_val = YEAR_HEADER_PATTERN.sub(r'\1', cell.value) + if new_val != cell.value: + cell.value = new_val + # Atomic write: save to temporary file, then atomic rename + wb.save(temp_cleaned_path) + os.replace(temp_cleaned_path, cleaned_file_path) + logging.info("Successfully wrote cleaned file to '%s'", + cleaned_file_path) + except (ValueError, OSError) as e: + logging.error("Error cleaning headers in file '%s': %s", file_path, + e) + if os.path.exists(temp_cleaned_path): + try: + os.remove(temp_cleaned_path) + except OSError: + pass + return False + except Exception as e: + logging.error( + "An unexpected error occurred while cleaning headers in '%s': %s", + file_path, e) + if os.path.exists(temp_cleaned_path): + try: + os.remove(temp_cleaned_path) + except OSError: + pass + return False + finally: + if wb is not None: + wb.close() + + return True + + +def main(_): + logging.set_verbosity(logging.INFO) + logging.info("Script execution started...") + + # Ensure output directory exists idempotently + os.makedirs(OUTPUT_FOLDER, exist_ok=True) + + resolved_url = resolve_url(LANDING_PAGE_URL, FILE_PATTERN, None) + if not resolved_url: + logging.fatal("Failed to resolve URL from landing page.") + + if not download_file(resolved_url, OUTPUT_FOLDER, False, None): + logging.fatal( + "File download or processing failed. Check logs for details.") + + if not clean_year_headers(OUTPUT_FOLDER): + logging.fatal("Year header cleaning failed. Check logs for details.") + + logging.info("Script processing completed successfully.") + + +if __name__ == '__main__': + app.run(main) diff --git a/statvar_imports/us_nces/nces_employed_college_grads/manifest.json b/statvar_imports/us_nces/nces_employed_college_grads/manifest.json index 720b942338..18725fa591 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/manifest.json +++ b/statvar_imports/us_nces/nces_employed_college_grads/manifest.json @@ -8,11 +8,12 @@ "provenance_url": "https://ncsesdata.nsf.gov/explorer/datatables?term=race&exactMatch=no&page=1&filterSuperTopic=Demographics&filterTopic=Sex&datatablespage=2", "provenance_description": "NCSES is the U.S. agency that collects and reports data on science, engineering, and technology", "scripts": [ - "../../../util/download_util_script.py --download_url=https://ncses.nsf.gov/pubs/nsf23306/assets/data-tables/tables/nsf23306-tab006-002.xlsx --output_folder=source_files", - "../../../tools/statvar_importer/stat_var_processor.py --input_data=source_files/*.xlsx --pv_map=pv_map.csv --config_file=metadata.csv --output_path=output/nces_college" + "download.py", + "../../../tools/statvar_importer/stat_var_processor.py --input_data=source_files/cleaned_*.xlsx --pv_map=pv_map.csv --config_file=metadata.csv --output_path=output/nces_college --output_counters=counters/nces_college.csv --existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf" ], "source_files": [ - "source_files/*.xlsx" + "source_files/*.xlsx", + "counters/*.csv" ], "import_inputs": [ { @@ -20,7 +21,8 @@ "cleaned_csv": "output/nces_college.csv" } ], - "cron_schedule": "0 07 4,18 * *" + "cron_schedule": "0 07 4,18 * *", + "validation_config_file": "validation_config.json" } ] } \ No newline at end of file diff --git a/statvar_imports/us_nces/nces_employed_college_grads/metadata.csv b/statvar_imports/us_nces/nces_employed_college_grads/metadata.csv index ead029b778..4666924b40 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/metadata.csv +++ b/statvar_imports/us_nces/nces_employed_college_grads/metadata.csv @@ -2,4 +2,3 @@ param,value places_within,country/USA output_columns,"observationAbout,observationDate,value,variableMeasured,unit,scalingFactor,measurementMethod,observationPeriod" url,https://ncsesdata.nsf.gov/explorer/datatables?term=race&exactMatch=no&page=1&filterSuperTopic=Demographics&filterTopic=Sex&datatablespage=2 -comments,"Table nsf23306-tab006-002 (no direct link available), Changed Black to BlackOrAfricanAmericanAlone and added employmentStatus : Employed" diff --git a/statvar_imports/us_nces/nces_employed_college_grads/pv_map.csv b/statvar_imports/us_nces/nces_employed_college_grads/pv_map.csv index d5e4294f2c..fc6db14144 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/pv_map.csv +++ b/statvar_imports/us_nces/nces_employed_college_grads/pv_map.csv @@ -1,39 +1,47 @@ -key,p1,v1,p2,v2,p3,v3,p4,v4,p5,v5,p6,v6,p7,v7 -2003,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2003,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2010,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2010,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2013,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2013,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2015,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2015,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2017,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2017,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2019,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2019,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2021,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2021,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2022,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2022,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2023,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2023,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2024,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2024,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2025,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2025,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2026,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2026,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2027,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2027,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2028,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2028,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2029,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2029,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -2030,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2030,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed -Male,gender,Male,race,"""""",ethnicity,"""""",,,,,,,, -Female,gender,Female,race,"""""",ethnicity,"""""",,,,,,,, -Both sexes,gender,"""""",race,"""""",ethnicity,"""""",,,,,,,, -White,race,WhiteAlone,ethnicity,"""""",,,,,,,,,, -Black or African American,race,BlackOrAfricanAmericanAlone,ethnicity,"""""",,,,,,,,,, -Hispanic or Latino,ethnicity,HispanicOrLatino,race,"""""",,,,,,,,,, -Asian,race,Asian,ethnicity,"""""",,,,,,,,,, -American Indian or Alaska Native,race,AmericanIndianOrAlaskaNative,ethnicity,"""""",,,,,,,,,, -Native Hawaiian or Other Pacific Islander,race,OtherPacificIslander,ethnicity,"""""",,,,,,,,,, -More than one race,race,TwoOrMoreRaces,ethnicity,"""""",,,,,,,,,, -"Biological, agricultural, and other life scientists",occupation,SOCv2018/19-1000,,,,,,,,,,,, -Computer and mathematical scientists,occupation,SOCv2018/15-0000,,,,,,,,,,,, -Physical and related scientists,occupation,SOCv2018/19-2000,,,,,,,,,,,, -Social and related scientists,occupation,SOCv2018/19-3000,,,,,,,,,,,, -Engineers,occupation,SOCv2018/17-2000,,,,,,,,,,,, -All S&E occupations,occupation,ScienceAndEngineering,,,,,,,,,,,, -All S&E-related occupations,occupation,ScienceAndEngineeringRelated,,,,,,,,,,,, -,,,,,,,,,,,,,, -All Non-S&E occupations,occupation,NonScienceAndEngineering,,,,,,,,,,,, -D,value,0,#ignore,suppressed,,,,,,,,,, -S,value,0,#ignore,suppressed,,,,,,,,,, -*,value,0,#ignore,suppressed,,,,,,,,,, +key,p1,v1,p2,v2,p3,v3,p4,v4,p5,v5,p6,v6,p7,v7,p8,v8 +2003,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2003,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2010,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2010,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2013,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2013,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2015,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2015,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2017,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2017,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2019,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2019,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2021,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2021,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2022,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2022,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2023,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2023,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2024,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2024,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2025,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2025,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2026,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2026,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2027,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2027,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2028,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2028,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2029,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2029,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2030,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2030,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2031,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2031,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2032,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2032,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2033,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2033,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2034,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2034,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +2035,populationType,Person,measuredProperty,count,value,@Number,observationAbout,country/USA,observationDate,2035,educationalAttainment,BachelorsDegreeOrHigher,employmentStatus,Employed,, +Both sexes,gender,"""""",race,"""""",ethnicity,"""""",#Header,"gender,race,ethnicity",,,,,,,, +Female,gender,Female,race,"""""",ethnicity,"""""",#Header,"gender,race,ethnicity",,,,,,,, +Male,gender,Male,race,"""""",ethnicity,"""""",#Header,"gender,race,ethnicity",,,,,,,, +# Not Hispanic or Latino - Empty visual section divider skipped to prevent incorrect prefixing +Hispanic or Latino,ethnicity,HispanicOrLatino,race,"""""",#Header,"ethnicity,race",,,,,,,,,, +White,race,WhiteAlone,ethnicity,"""""",#Header,"race,ethnicity",,,,,,,,,, +Black or African American,race,BlackOrAfricanAmericanAlone,ethnicity,"""""",#Header,"race,ethnicity",,,,,,,,,, +Asian,race,Asian,ethnicity,"""""",#Header,"race,ethnicity",,,,,,,,,, +American Indian or Alaska Native,race,AmericanIndianOrAlaskaNative,ethnicity,"""""",#Header,"race,ethnicity",,,,,,,,,, +Native Hawaiian or Other Pacific Islander,race,OtherPacificIslander,ethnicity,"""""",#Header,"race,ethnicity",,,,,,,,,, +More than one race,race,TwoOrMoreRaces,ethnicity,"""""",#Header,"race,ethnicity",,,,,,,,,, +"Biological, agricultural, and other life scientists",occupation,SOCv2018/19-1000,,,,,,,,,,,,,, +Computer and mathematical scientists,occupation,SOCv2018/15-0000,,,,,,,,,,,,,, +Physical and related scientists,occupation,SOCv2018/19-2000,,,,,,,,,,,,,, +Social and related scientists,occupation,SOCv2018/19-3000,,,,,,,,,,,,,, +Engineers,occupation,SOCv2018/17-2000,,,,,,,,,,,,,, +S&E occupations,occupation,ScienceAndEngineering,,,,,,,,,,,,,, +All S&E occupations,occupation,ScienceAndEngineering,,,,,,,,,,,,,, +S&E-related occupations,occupation,ScienceAndEngineeringRelated,,,,,,,,,,,,,, +All S&E-related occupations,occupation,ScienceAndEngineeringRelated,,,,,,,,,,,,,, +Non-S&E occupations,occupation,NonScienceAndEngineering,,,,,,,,,,,,,, +All Non-S&E occupations,occupation,NonScienceAndEngineering,,,,,,,,,,,,,, +D,value,0,#ignore,suppressed,,,,,,,,,,,, +S,value,0,#ignore,suppressed,,,,,,,,,,,, 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a/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.csv b/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.csv index c8c3dae400..634dbed666 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.csv +++ b/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.csv @@ -1,1382 +1,122 @@ observationAbout,observationDate,value,variableMeasured,unit,scalingFactor,measurementMethod,observationPeriod -country/USA,2003,32574000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed,,,, -country/USA,2010,40623000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed,,,, -country/USA,2013,43839000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed,,,, -country/USA,2015,45941000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed,,,, -country/USA,2017,48223000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed,,,, -country/USA,2019,50524000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed,,,, country/USA,2021,51764000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed,,,, -country/USA,2003,4588000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed_ScienceAndEngineeringOccupation,,,, -country/USA,2010,5374000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed_ScienceAndEngineeringOccupation,,,, -country/USA,2013,5766000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed_ScienceAndEngineeringOccupation,,,, -country/USA,2015,6407000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed_ScienceAndEngineeringOccupation,,,, -country/USA,2017,6769000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed_ScienceAndEngineeringOccupation,,,, 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-country/USA,2021,429000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed_Male_NonScienceAndEngineeringOccupation_TwoOrMoreRaces,,,, +country/USA,2023,230000,dcid:Count_Person_EducationalAttainmentBachelorsDegreeOrHigher_Employed_ScienceAndEngineeringOccupation_TwoOrMoreRaces,,,, diff --git a/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.tmcf b/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.tmcf index b3a54a13ec..94ed696296 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.tmcf +++ b/statvar_imports/us_nces/nces_employed_college_grads/test_data/ncses_output.tmcf @@ -1,10 +1,10 @@ -Node: E:nces_college->E0 -observationAbout: C:nces_college->observationAbout -observationDate: C:nces_college->observationDate -value: C:nces_college->value -variableMeasured: C:nces_college->variableMeasured -unit: C:nces_college->unit -scalingFactor: C:nces_college->scalingFactor -measurementMethod: C:nces_college->measurementMethod -observationPeriod: C:nces_college->observationPeriod +Node: E:ncses_output->E0 +observationAbout: C:ncses_output->observationAbout +observationDate: C:ncses_output->observationDate +value: C:ncses_output->value +variableMeasured: C:ncses_output->variableMeasured +unit: C:ncses_output->unit +scalingFactor: C:ncses_output->scalingFactor +measurementMethod: C:ncses_output->measurementMethod +observationPeriod: C:ncses_output->observationPeriod typeOf: dcs:StatVarObservation diff --git a/statvar_imports/us_nces/nces_employed_college_grads/validation_config.json b/statvar_imports/us_nces/nces_employed_college_grads/validation_config.json new file mode 100644 index 0000000000..a658238861 --- /dev/null +++ b/statvar_imports/us_nces/nces_employed_college_grads/validation_config.json @@ -0,0 +1,13 @@ +{ + "schema_version": "1.0", + "rules": [ + { + "rule_id": "check_deleted_records_percent", + "description": "Strictly enforce historical deletion average threshold of 0.1%", + "validator": "DELETED_RECORDS_PERCENT", + "params": { + "threshold": 0.1 + } + } + ] +} From 1afb4cc3232d51d48aa8dc82ff89bd38e921885d Mon Sep 17 00:00:00 2001 From: Smarth Gupta Date: Tue, 8 Sep 2026 03:27:59 +0000 Subject: [PATCH 2/6] updated download script with download_util.request_url --- .../nces_employed_college_grads/download.py | 26 +++++++++++-------- 1 file changed, 15 insertions(+), 11 deletions(-) mode change 100644 => 100755 statvar_imports/us_nces/nces_employed_college_grads/download.py diff --git a/statvar_imports/us_nces/nces_employed_college_grads/download.py b/statvar_imports/us_nces/nces_employed_college_grads/download.py old mode 100644 new mode 100755 index e0798f9741..4f397e2e76 --- a/statvar_imports/us_nces/nces_employed_college_grads/download.py +++ b/statvar_imports/us_nces/nces_employed_college_grads/download.py @@ -1,3 +1,4 @@ +#!/usr/bin/env python3 # Copyright 2025 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); @@ -39,10 +40,10 @@ sys.path.insert(0, _UTIL_DIR) try: - from download_util_script import _retry_method, download_file + from download_util import request_url + from download_util_script import download_file except ImportError: - logging.fatal( - "Could not import download_file from 'util/download_util_script.py'.") + logging.fatal("Could not import download utilities from 'util/'.") LANDING_PAGE_URL = ( "https://ncses.nsf.gov/surveys/national-survey-college-graduates") @@ -82,18 +83,21 @@ def resolve_url(landing_url: str = LANDING_PAGE_URL, landing_url) try: - response = _retry_method(landing_url, headers, tries, delay, backoff) - response.raise_for_status() - except (requests.exceptions.RequestException, ValueError, OSError) as e: + content = request_url(landing_url, + headers=headers or {}, + output='text', + retries=tries, + retry_secs=delay) + except Exception as e: logging.error("Failed to fetch landing page '%s': %s", landing_url, e) return None - except Exception as e: - logging.error( - "An unexpected error occurred while fetching landing page '%s': %s", - landing_url, e) + + if not content: + logging.error("Failed to fetch landing page '%s': empty response.", + landing_url) return None - matches = re.findall(file_pattern, response.text) + matches = re.findall(file_pattern, content) if not matches: logging.error("No link matching pattern '%s' found on '%s'.", file_pattern, landing_url) From 7226d637f76f1a6e953dfd15e9777c84e71d6a6c Mon Sep 17 00:00:00 2001 From: Smarth Gupta Date: Tue, 8 Sep 2026 04:23:36 +0000 Subject: [PATCH 3/6] added noddes mcf in manifest --- .../us_nces/nces_employed_college_grads/manifest.json | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/statvar_imports/us_nces/nces_employed_college_grads/manifest.json b/statvar_imports/us_nces/nces_employed_college_grads/manifest.json index 18725fa591..84289a13db 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/manifest.json +++ b/statvar_imports/us_nces/nces_employed_college_grads/manifest.json @@ -18,7 +18,8 @@ "import_inputs": [ { "template_mcf": "output/nces_college.tmcf", - "cleaned_csv": "output/nces_college.csv" + "cleaned_csv": "output/nces_college.csv", + "node_mcf": "output/*.mcf" } ], "cron_schedule": "0 07 4,18 * *", From 824bf38a5745a2d18445a0fd044d7739c4a41126 Mon Sep 17 00:00:00 2001 From: Smarth Gupta Date: Tue, 8 Sep 2026 05:23:53 +0000 Subject: [PATCH 4/6] removed redundant files and unused module --- .../nces_employed_college_grads/download.py | 1 - .../test_data/nces_input.xlsx | Bin 20839 -> 0 bytes 2 files changed, 1 deletion(-) delete mode 100644 statvar_imports/us_nces/nces_employed_college_grads/test_data/nces_input.xlsx diff --git a/statvar_imports/us_nces/nces_employed_college_grads/download.py b/statvar_imports/us_nces/nces_employed_college_grads/download.py index 4f397e2e76..1ea545e143 100755 --- a/statvar_imports/us_nces/nces_employed_college_grads/download.py +++ b/statvar_imports/us_nces/nces_employed_college_grads/download.py @@ -30,7 +30,6 @@ from absl import app from absl import logging import openpyxl -import requests # Add data/util to sys.path so we can import shared wrapper functions _SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) diff --git a/statvar_imports/us_nces/nces_employed_college_grads/test_data/nces_input.xlsx 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counters --- .../us_nces/nces_employed_college_grads/download.py | 4 +--- .../us_nces/nces_employed_college_grads/manifest.json | 5 +++-- 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/statvar_imports/us_nces/nces_employed_college_grads/download.py b/statvar_imports/us_nces/nces_employed_college_grads/download.py index 1ea545e143..9db489952b 100755 --- a/statvar_imports/us_nces/nces_employed_college_grads/download.py +++ b/statvar_imports/us_nces/nces_employed_college_grads/download.py @@ -63,8 +63,7 @@ def resolve_url(landing_url: str = LANDING_PAGE_URL, file_pattern: str = FILE_PATTERN, headers: Optional[dict] = None, tries: int = 3, - delay: int = 5, - backoff: int = 2) -> Optional[str]: + delay: int = 5) -> Optional[str]: """Scrapes landing page HTML to dynamically find matching table URL. Args: @@ -73,7 +72,6 @@ def resolve_url(landing_url: str = LANDING_PAGE_URL, headers: Optional dictionary of HTTP headers to send with the request. tries: Number of retry attempts. delay: Initial delay for retries in seconds. - backoff: Backoff factor for retries. Returns: Absolute URL of the target file, or None if not found or on error. diff --git a/statvar_imports/us_nces/nces_employed_college_grads/manifest.json b/statvar_imports/us_nces/nces_employed_college_grads/manifest.json index 84289a13db..cc4140d4a6 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/manifest.json +++ b/statvar_imports/us_nces/nces_employed_college_grads/manifest.json @@ -13,7 +13,8 @@ ], "source_files": [ "source_files/*.xlsx", - "counters/*.csv" + "counters/*.csv", + "validation_config.json" ], "import_inputs": [ { @@ -26,4 +27,4 @@ "validation_config_file": "validation_config.json" } ] -} \ No newline at end of file +} From de71e215abed40faf064c533255dfabae824e2e9 Mon Sep 17 00:00:00 2001 From: Smarth Gupta Date: Tue, 8 Sep 2026 06:24:56 +0000 Subject: [PATCH 6/6] updated readme --- .../us_nces/nces_employed_college_grads/README.md | 10 +--------- 1 file changed, 1 insertion(+), 9 deletions(-) diff --git a/statvar_imports/us_nces/nces_employed_college_grads/README.md b/statvar_imports/us_nces/nces_employed_college_grads/README.md index f8b1891f52..b632874dbd 100644 --- a/statvar_imports/us_nces/nces_employed_college_grads/README.md +++ b/statvar_imports/us_nces/nces_employed_college_grads/README.md @@ -85,16 +85,8 @@ python3 ../../../tools/statvar_importer/stat_var_processor.py \ ## 4. Testing & Validation -### Run Unit Tests - -```bash - -# Using the repo test runner from the repository root -./run_tests.sh -p statvar_imports/us_nces/nces_employed_college_grads -``` - ### Lint & Formatting Check -Verify compliance with Google style via YAPF: +Run lint via java jar tool and verify compliance with Google style via YAPF: ```bash yapf --diff --style=google download.py