From 595c96bc3de512d6af9ef5eaaa8de99f8e7687a3 Mon Sep 17 00:00:00 2001 From: Ryan McKenna Date: Fri, 7 Aug 2026 08:28:35 -0700 Subject: [PATCH] Add 1940 US Census dataset preprocessing pipeline and schema to dpsynth/research/datasets/census/. Includes the end-to-end data preparation and benchmark evaluation pipeline for the 1940 US Decennial Census dataset (~137 million records, 147 attributes): - domain.yaml & codebook.json: checked-in public schema and value label codebook. - column_types.py: authoritative 147-attribute layout, classifications, and ranges. - parse_sas.py: extracts categorical value labels from IPUMS SAS metadata. - build_domain.py: generates public, data-independent domain.yaml and codebook.json. - convert_to_parquet.py: fast vectorized streaming conversion to sharded Parquet. - shuffle_parquet.py: two-phase uniform random scatter/gather shuffler. - precompute_marginals.py: single-pass 2-way evaluation marginals via mbi JIT bincount (saving the full CliqueVector JAX pytree directly via mbi.save into marginals.npz). - README.md: documentation for data access pathways and benchmark usage. Uses etils.epath throughout for clean, unified filesystem access across local and cloud storage backends without Copybara strips. PiperOrigin-RevId: 960942812 --- dpsynth/research/__init__.py | 15 + dpsynth/research/datasets/__init__.py | 15 + dpsynth/research/datasets/census/README.md | 210 + dpsynth/research/datasets/census/__init__.py | 15 + .../research/datasets/census/build_domain.py | 162 + .../research/datasets/census/codebook.json | 14049 ++++++++++++++++ .../research/datasets/census/column_types.py | 555 + .../datasets/census/convert_to_parquet.py | 253 + dpsynth/research/datasets/census/domain.yaml | 9600 +++++++++++ dpsynth/research/datasets/census/parse_sas.py | 90 + .../datasets/census/precompute_marginals.py | 221 + .../datasets/census/shuffle_parquet.py | 158 + pyproject.toml | 1 + 13 files changed, 25344 insertions(+) create mode 100644 dpsynth/research/__init__.py create mode 100644 dpsynth/research/datasets/__init__.py create mode 100644 dpsynth/research/datasets/census/README.md create mode 100644 dpsynth/research/datasets/census/__init__.py create mode 100644 dpsynth/research/datasets/census/build_domain.py create mode 100644 dpsynth/research/datasets/census/codebook.json create mode 100644 dpsynth/research/datasets/census/column_types.py create mode 100644 dpsynth/research/datasets/census/convert_to_parquet.py create mode 100644 dpsynth/research/datasets/census/domain.yaml create mode 100644 dpsynth/research/datasets/census/parse_sas.py create mode 100644 dpsynth/research/datasets/census/precompute_marginals.py create mode 100644 dpsynth/research/datasets/census/shuffle_parquet.py diff --git a/dpsynth/research/__init__.py b/dpsynth/research/__init__.py new file mode 100644 index 00000000..7cc97e8c --- /dev/null +++ b/dpsynth/research/__init__.py @@ -0,0 +1,15 @@ +# Copyright 2026 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 +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Research utilities, benchmark datasets, and experiment code for DPSynth.""" diff --git a/dpsynth/research/datasets/__init__.py b/dpsynth/research/datasets/__init__.py new file mode 100644 index 00000000..2b8acb65 --- /dev/null +++ b/dpsynth/research/datasets/__init__.py @@ -0,0 +1,15 @@ +# Copyright 2026 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 +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""Standard benchmark dataset pipelines and schemas for DPSynth.""" diff --git a/dpsynth/research/datasets/census/README.md b/dpsynth/research/datasets/census/README.md new file mode 100644 index 00000000..4c64111d --- /dev/null +++ b/dpsynth/research/datasets/census/README.md @@ -0,0 +1,210 @@ + +# 1940 US Census Dataset Benchmark Pipeline + +This directory contains the end-to-end preprocessing pipeline and benchmark +schema for the **1940 US Decennial Census Full-Count Database** (~137 million +person records, ~54 GB uncompressed fixed-width microdata). It provides a +standardized, large-scale, high-dimensional benchmark dataset for +Differentially Private Synthetic Data (`dpsynth`). + +The domain definition (`domain.yaml`) and codebook lookup (`codebook.json`) +are checked directly into this repository. + +-------------------------------------------------------------------------------- + +## Accessing the Data: Three Pathways + +Depending on whether you are evaluating synthesized data, generating synthetic +data with preprocessed Parquet, or building from scratch, choose from three +pathways: + +``` +┌─────────────────────────────────────────────────────────────────────────────┐ +│ Option A: Direct Download of Precomputed Marginals (For Evaluation) │ +│ Download `marginals.npz` directly to evaluate synthetic data utility │ +│ against ground truth using the checked-in `domain.yaml`. │ +└─────────────────────────────────────────────────────────────────────────────┘ + OR +┌─────────────────────────────────────────────────────────────────────────────┐ +│ Option B: Request Preprocessed Data (Recommended for low compute) │ +│ 1. Register at IPUMS USA (usa.ipums.org) │ +│ 2. Email IPUMS (ipums@umn.edu) for permission to receive the preprocessed │ +│ extract from the project maintainers │ +│ 3. Contact maintainers with IPUMS approval to receive the Parquet files │ +└─────────────────────────────────────────────────────────────────────────────┘ + OR +┌─────────────────────────────────────────────────────────────────────────────┐ +│ Option C: Build from Raw Extract (Full pipeline) │ +│ 1. Download raw extract (census_full_1940.dat + command_file_sas.txt) │ +│ 2. Run the preprocessing pipeline scripts locally (convert_to_parquet, etc.)│ +└─────────────────────────────────────────────────────────────────────────────┘ +``` + +-------------------------------------------------------------------------------- + +## Option A: Direct Download of Precomputed Marginals + +If your research focus is evaluating synthetic data generation mechanisms or +fitting models directly to precomputed marginals: + +1. **Precomputed Aggregate Marginals (`marginals.npz`):** Serialized as an + `mbi.CliqueVector` via `mbi.save`, containing exact 2-way joint marginal + frequency tables for all 9,045 pairs across 135 analysis attributes. + As aggregate statistical counts, these are not subject to microdata + redistribution restrictions. + - **Loading:** + ```python + import mbi + + # Loads the full typed CliqueVector in 1 line + clique_vector = mbi.load("marginals.npz") + age_sex_factor = clique_vector[("AGE", "SEX")] + ``` +2. **Domain Specification (`domain.yaml`):** Checked in directly in this + directory, defining the exact binning and categorical index ordering. + +`marginals.npz` can be downloaded directly from the project release assets or +storage repository. + +-------------------------------------------------------------------------------- + +## Option B: Requesting Preprocessed Data + +Due to [IPUMS USA terms of use](https://usa.ipums.org/), redistribution of raw +or preprocessed full-count microdata is restricted without prior authorization. + +If you do not have the local compute or memory infrastructure required to parse +the full 54 GB fixed-width extract, preprocessed Parquet shards can be shared +directly upon request, provided you complete the following steps: + +1. **Register at IPUMS USA:** Create a research account at + [usa.ipums.org](https://usa.ipums.org/usa/) and agree to the IPUMS Data Use + Agreement. +2. **Obtain Written Approval from IPUMS:** Send an email to + **`ipums@umn.edu`** stating: + > *"I am a registered IPUMS USA user conducting research with DP Synth. I + > would like permission to receive the preprocessed 1940 Full-Count Census + > benchmark dataset directly from the DP Synth project maintainers for my + > research."* +3. **Contact Project Maintainers:** Once IPUMS grants written approval, forward + the approval confirmation along with your IPUMS registration details to the + maintainers to receive access to the preprocessed Parquet files. + +-------------------------------------------------------------------------------- + +## Option C: Building from Raw Extract + +### Step 1: Register at IPUMS USA + +Visit [usa.ipums.org](https://usa.ipums.org/usa/) and register for an IPUMS USA +research account. + +### Step 2: Create a Data Extract + +1. Navigate to **Select Data** $\rightarrow$ **Extract System**. +2. **Select Samples:** + - Under **USA Full Count**, select **1940 100% Database** (Sample ID: + `1940b`). + - Deselect all other sample years. + - *(Tip: For quick local testing on a standard laptop, select the **1940 1% + Sample** (`1940a`, ~1.3M rows) instead).* +3. **Select Variables:** + - Select all demographic, geographic, household, employment, and economic + variables corresponding to the 147 attributes in `column_types.py`. +4. **Extract Formatting Options:** + - **Data structure:** Rectangular (person-level records). + - **Data format:** Fixed-width text (`.dat`). +5. **Submit Extract:** + - Submit the request and download: + - The raw data file: `census_full_1940.dat` (or `usa_XXXXX.dat.gz`). + - The accompanying SAS command file: `command_file_sas.txt` (or + `usa_XXXXX.sas`). + +### Step 3: Local Directory Setup + +Place the downloaded extract files into a local directory (e.g., `./data/`): + +```bash +mkdir -p ./data/ +mv /path/to/downloaded/census_full_1940.dat ./data/census_full_1940.dat +mv /path/to/downloaded/command_file_sas.txt ./data/command_file_sas.txt +``` + +-------------------------------------------------------------------------------- + +## Pipeline Execution + +The pipeline transforms the raw fixed-width extract into sharded Parquet files, +a machine-readable domain specification (`domain.yaml`), and precomputed 2-way +evaluation marginals: + +``` +raw .dat + .sas + │ + ▼ (1) convert_to_parquet.py + sharded Parquet + stats.json + │ + ├────────────────────────┬────────────────────────┐ + ▼ (2) build_domain.py ▼ (3) shuffle_parquet.py + domain.yaml + codebook.json shuffled Parquet + │ + ▼ (4) precompute_marginals.py + 2-way marginal histograms (.npz) +``` + +### Step 1: Convert Fixed-Width Extract to Sharded Parquet + +The parser uses a fast, vectorized chunked reader that converts raw ASCII byte +slices to integer representations via matrix multiplications: + +```bash +python3 convert_to_parquet.py \ + --input_path=./data/census_full_1940.dat \ + --output_dir=./data/parquet/ \ + --stats_dir=./data/stats/ \ + --chunk_size=500000 +``` + +### Step 2: Build Domain Specification and Codebooks + +Merges column statistics with value labels parsed from the SAS command file to +construct the domain configuration (`domain.yaml`) and label mapping +(`codebook.json`): + +```bash +python3 build_domain.py \ + --command_file_path=./data/command_file_sas.txt \ + --domain_path=domain.yaml \ + --codebook_path=codebook.json +``` + +### Step 3 (Optional): Uniform Shuffle + +Evenly scatters and gathers rows to produce uniformly sampled Parquet shards +(useful for streaming and subsampling benchmarks): + +```bash +# Scatter phase: +python3 shuffle_parquet.py \ + --phase=scatter \ + --input_dir=./data/parquet/ \ + --tmp_dir=./data/shuffled_temp/ + +# Gather phase: +python3 shuffle_parquet.py \ + --phase=gather \ + --tmp_dir=./data/shuffled_temp/ \ + --output_dir=./data/shuffled_parquet/ +``` + +### Step 4: Precompute Evaluation Marginals + +Computes all 2-way marginal histograms across categorical and discretized +numerical features in a single pass using JIT-compiled GPU/CPU kernels: + +```bash +python3 precompute_marginals.py \ + --parquet_dir=./data/parquet/ \ + --domain_path=domain.yaml \ + --output_path=./data/marginals.npz +``` diff --git a/dpsynth/research/datasets/census/__init__.py b/dpsynth/research/datasets/census/__init__.py new file mode 100644 index 00000000..9dd73754 --- /dev/null +++ b/dpsynth/research/datasets/census/__init__.py @@ -0,0 +1,15 @@ +# Copyright 2026 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 +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""IPUMS USA 1940 100% Census benchmark dataset preprocessing and evaluation.""" diff --git a/dpsynth/research/datasets/census/build_domain.py b/dpsynth/research/datasets/census/build_domain.py new file mode 100644 index 00000000..33404e12 --- /dev/null +++ b/dpsynth/research/datasets/census/build_domain.py @@ -0,0 +1,162 @@ +# Copyright 2026 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 +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +r"""Builds the data-independent ``domain.yaml`` and ``codebook.json``. + +The domain is a *public* artifact: it is an input to the DP mechanism, so it +must not depend on the private microdata. Deriving numerical ranges or +categorical value sets from the observed data (e.g. per-column min/max in the +``stats.json`` emitted by ``convert_to_parquet.py``) would make the domain a +function of the private data and break the differential privacy guarantee. + +Everything here is therefore derived from public sources only: + + * the static type classification in ``column_types`` (NUMERICAL, + CATEGORICAL, OPEN_SET), derived from the public IPUMS codebook; + * the IPUMS SAS value labels (``parse_sas``), a published codebook; + * the public numerical ranges in ``column_types.NUMERICAL_RANGES``. + +Attribute construction: + + * NUMERICAL -> a numerical attribute over the public range, with + ``clip_to_range=False`` so out-of-range values (including the all-9s IPUMS + N/A sentinels) fall into an explicit out-of-domain bin. + * CATEGORICAL -> a categorical attribute whose ``possible_values`` are the + codes listed for the column in the codebook (used verbatim regardless of + cardinality). A categorical with no codebook entry -- nothing to enumerate + -- degrades to an open-set attribute. + * OPEN_SET -> an open-set attribute (empty YAML mapping; ``from_yaml_file`` + reconstructs an ``OpenSetCategoricalAttribute``). + +Outputs: + + * ``domain.yaml`` -- the ``dpsynth.domain`` mapping. + * ``codebook.json`` -- ``{column: {code: label}}`` so the human-readable IPUMS + labels are preserved alongside the int-coded parquet. +""" + +from collections.abc import Sequence +import json +import tempfile + +from absl import app +from absl import flags +from absl import logging +from dpsynth import domain +from dpsynth.research.datasets.census import column_types +from dpsynth.research.datasets.census import parse_sas +from etils import epath +import yaml + +_SAS_PATH = flags.DEFINE_string( + 'command_file_path', + './data/command_file_sas.txt', + 'Input IPUMS SAS command file.', +) +_DOMAIN_PATH = flags.DEFINE_string( + 'domain_path', './data/domain.yaml', 'Output domain YAML.' +) +_CODEBOOK_PATH = flags.DEFINE_string( + 'codebook_path', './data/codebook.json', 'Output codebook JSON.' +) + + +def _numerical(name: str) -> dict[str, object]: + """Builds a numerical attribute dict from the public range table.""" + lo, hi = column_types.NUMERICAL_RANGES[name] + # clip_to_range=False models out-of-range values (including the IPUMS all-9s + # N/A sentinels) as an explicit out-of-domain value rather than clipping. + return { + 'min_value': lo, + 'max_value': hi, + 'dtype': 'int', + 'clip_to_range': False, + } + + +def build_domain( + labels: dict[str, dict[int, str]], +) -> tuple[dict[str, object], dict[str, dict[str, str]]]: + """Returns ``(yaml_data, codebook)`` derived only from public inputs.""" + yaml_data: dict[str, object] = {} + demotions: list[str] = [] + for name in column_types.domain_columns(): + ctype = column_types.column_type(name) + + if ctype is column_types.ColumnType.NUMERICAL: + yaml_data[name] = _numerical(name) + continue + + if ctype is column_types.ColumnType.CATEGORICAL: + codes = sorted(labels[name]) if name in labels else [] + # A categorical needs a public, enumerable value set. If the codebook + # lists values, they are used verbatim regardless of cardinality (they are + # public, so there is no privacy reason to hide them). A column with no + # codebook entry has nothing to enumerate, so it falls back to an open-set + # attribute (DP partition selection discovers and prunes the tail). + if codes: + yaml_data[name] = { + 'possible_values': [int(v) for v in codes], + 'out_of_domain_index': 0, + } + continue + demotions.append(name) + + # OPEN_SET (explicit, or a demoted categorical). domain.from_yaml_file only + # reconstructs an OpenSetCategoricalAttribute from an empty mapping. + yaml_data[name] = {} + + if demotions: + logging.info( + 'Categoricals modeled as open-set (no codebook to enumerate): %s', + ', '.join(sorted(demotions)), + ) + + codebook = { + name: {str(code): lbl for code, lbl in labels[name].items()} + for name in column_types.kept_columns() + if name in labels + } + return yaml_data, codebook + + +def main(argv: Sequence[str]) -> None: + del argv + labels = parse_sas.parse_value_labels(_SAS_PATH.value) + logging.info('Parsed value labels for %d columns.', len(labels)) + + yaml_data, codebook = build_domain(labels) + + # Dump the mapping directly (rather than via domain.to_yaml_file) to preserve + # the empty-mapping open-set encoding. + with epath.Path(_DOMAIN_PATH.value).open('w') as f: + yaml.dump(yaml_data, f, default_flow_style=False, sort_keys=True) + with epath.Path(_CODEBOOK_PATH.value).open('w') as f: + json.dump(codebook, f, indent=2) + + # Sanity check: the written domain must load back cleanly. + with tempfile.NamedTemporaryFile('w', suffix='.yaml') as tmp: + yaml.dump(yaml_data, tmp, default_flow_style=False, sort_keys=True) + tmp.flush() + reloaded = domain.from_yaml_file(tmp.name) + logging.info( + '[DONE] wrote domain (%d attributes) -> %s and codebook -> %s', + len(reloaded), + _DOMAIN_PATH.value, + _CODEBOOK_PATH.value, + ) + + +if __name__ == '__main__': + app.run(main) diff --git a/dpsynth/research/datasets/census/codebook.json b/dpsynth/research/datasets/census/codebook.json new file mode 100644 index 00000000..f3710fd0 --- /dev/null +++ b/dpsynth/research/datasets/census/codebook.json @@ -0,0 +1,14049 @@ +{ + "YEAR": { + "1850": "1850", + "1860": "1860", + "1870": "1870", + "1880": "1880", + "1900": "1900", + "1910": "1910", + "1920": "1920", + "1930": "1930", + "1940": "1940", + "1950": "1950", + "1960": "1960", + "1970": "1970", + "1980": "1980", + "1990": "1990", + "2000": "2000", + "2001": "2001", + "2002": "2002", + "2003": "2003", + "2004": "2004", + "2005": "2005", + "2006": "2006", + "2007": "2007", + "2008": "2008", + "2009": "2009", + "2010": "2010", + "2011": "2011", + "2012": "2012", + "2013": "2013", + "2014": "2014", + "2015": "2015", + "2016": "2016", + "2017": "2017", + "2018": "2018", + "2019": "2019", + "2020": "2020", + "2021": "2021", + "2022": "2022", + "2023": "2023" + }, + "SAMPLE": { + "202302": "2023 PRCS", + "202301": "2023 ACS", + "202204": "2018-2022, PRCS 5-year", + "202203": "2018-2022, ACS 5-year", + "202202": "2022 PRCS", + "202201": "2022 ACS", + "202104": "2017-2021, PRCS 5-year", + "202103": "2017-2021, ACS 5-year", + "202102": "2021 PRCS", + "202101": "2021 ACS", + "202004": "2016-2020, PRCS 5-year", + "202003": "2016-2020, ACS 5-year", + "202001": "2020 ACS", + "201904": "2015-2019, PRCS 5-year", + "201903": "2015-2019, ACS 5-year", + "201902": "2019 PRCS", + "201901": "2019 ACS", + "201804": "2014-2018, PRCS 5-year", + "201803": "2014-2018, ACS 5-year", + "201802": "2018 PRCS", + "201801": "2018 ACS", + "201704": "2013-2017, PRCS 5-year", + "201703": "2013-2017, ACS 5-year", + "201702": "2017 PRCS", + "201701": "2017 ACS", + "201604": "2012-2016, PRCS 5-year", + "201603": "2012-2016, ACS 5-year", + "201602": "2016 PRCS", + "201601": "2016 ACS", + "201504": "2011-2015, PRCS 5-year", + "201503": "2011-2015, ACS 5-year", + "201502": "2015 PRCS", + "201501": "2015 ACS", + "201404": "2010-2014, PRCS 5-year", + "201403": "2010-2014, ACS 5-year", + "201402": "2014 PRCS", + "201401": "2014 ACS", + "201306": "2009-2013, PRCS 5-year", + "201305": "2009-2013, ACS 5-year", + "201304": "2011-2013, PRCS 3-year", + "201303": "2011-2013, ACS 3-year", + "201302": "2013 PRCS", + "201301": "2013 ACS", + "201206": "2008-2012, PRCS 5-year", + "201205": "2008-2012, ACS 5-year", + "201204": "2010-2012, PRCS 3-year", + "201203": "2010-2012, ACS 3-year", + "201202": "2012 PRCS", + "201201": "2012 ACS", + "201106": "2007-2011, PRCS 5-year", + "201105": "2007-2011, ACS 5-year", + "201104": "2009-2011, PRCS 3-year", + "201103": "2009-2011, ACS 3-year", + "201102": "2011 PRCS", + "201101": "2011 ACS", + "201008": "2010 Puerto Rico 10%", + "201007": "2010 10%", + "201006": "2006-2010, PRCS 5-year", + "201005": "2006-2010, ACS 5-year", + "201004": "2008-2010, PRCS 3-year", + "201003": "2008-2010, ACS 3-year", + "201002": "2010 PRCS", + "201001": "2010 ACS", + "200906": "2005-2009, PRCS 5-year", + "200905": "2005-2009, ACS 5-year", + "200904": "2007-2009, PRCS 3-year", + "200903": "2007-2009, ACS 3-year", + "200902": "2009 PRCS", + "200901": "2009 ACS", + "200804": "2006-2008, PRCS 3-year", + "200803": "2006-2008, ACS 3-year", + "200802": "2008 PRCS", + "200801": "2008 ACS", + "200704": "2005-2007, PRCS 3-year", + "200703": "2005-2007, ACS 3-year", + "200702": "2007 PRCS", + "200701": "2007 ACS", + "200602": "2006 PRCS", + "200601": "2006 ACS", + "200502": "2005 PRCS", + "200501": "2005 ACS", + "200401": "2004 ACS", + "200301": "2003 ACS", + "200201": "2002 ACS", + "200101": "2001 ACS", + "200008": "2000 Puerto Rico 1%", + "200007": "2000 1%", + "200006": "2000 Puerto Rico 1% sample (old version)", + "200005": "2000 Puerto Rico 5%", + "200004": "2000 ACS", + "200003": "2000 Unweighted 1%", + "200002": "2000 1% sample (old version)", + "200001": "2000 5%", + "199007": "1990 Puerto Rico 1%", + "199006": "1990 Puerto Rico 5%", + "199005": "1990 Labor Market Area", + "199004": "1990 Elderly", + "199003": "1990 Unweighted 1%", + "199002": "1990 1%", + "199001": "1990 5%", + "198007": "1980 Puerto Rico 1%", + "198006": "1980 Puerto Rico 5%", + "198005": "1980 Detailed metro/non-metro", + "198004": "1980 Labor Market Area", + "198003": "1980 Urban/Rural", + "198002": "1980 1%", + "198001": "1980 5%", + "197009": "1970 Puerto Rico Neighborhood", + "197008": "1970 Puerto Rico Municipio", + "197007": "1970 Puerto Rico State", + "197006": "1970 Form 2 Neighborhood", + "197005": "1970 Form 1 Neighborhood", + "197004": "1970 Form 2 Metro", + "197003": "1970 Form 1 Metro", + "197002": "1970 Form 2 State", + "197001": "1970 Form 1 State", + "196002": "1960 5%", + "196001": "1960 1%", + "195002": "1950 100% database", + "195001": "1950 1%", + "194002": "1940 100% database", + "194001": "1940 1%", + "193004": "1930 100% database", + "193003": "1930 Puerto Rico", + "193002": "1930 5%", + "193001": "1930 1%", + "192003": "1920 100% database", + "192002": "1920 Puerto Rico sample", + "192001": "1920 1%", + "191004": "1910 100% database", + "191003": "1910 1.4% sample with oversamples", + "191002": "1910 1%", + "191001": "1910 Puerto Rico", + "190004": "1900 100% database", + "190003": "1900 1% sample with oversamples", + "190002": "1900 1%", + "190001": "1900 5%", + "188003": "1880 100% database", + "188002": "1880 10%", + "188001": "1880 1%", + "187003": "1870 100% database", + "187002": "1870 1% sample with black oversample", + "187001": "1870 1%", + "186003": "1860 100% database", + "186002": "1860 1% sample with black oversample", + "186001": "1860 1%", + "185002": "1850 100% database", + "185001": "1850 1%" + }, + "HHTYPE": { + "0": "N/A", + "1": "Married-couple family household", + "2": "Male householder, no wife present", + "3": "Female householder, no husband present", + "4": "Male householder, living alone", + "5": "Male householder, not living alone", + "6": "Female householder, living alone", + "7": "Female householder, not living alone", + "9": "HHTYPE could not be determined" + }, + "REGION": { + "11": "New England Division", + "12": "Middle Atlantic Division", + "13": "Mixed Northeast Divisions (1970 Metro)", + "21": "East North Central Div.", + "22": "West North Central Div.", + "23": "Mixed Midwest Divisions (1970 Metro)", + "31": "South Atlantic Division", + "32": "East South Central Div.", + "33": "West South Central Div.", + "34": "Mixed Southern Divisions (1970 Metro)", + "41": "Mountain Division", + "42": "Pacific Division", + "43": "Mixed Western Divisions (1970 Metro)", + "91": "Military/Military reservations", + "92": "PUMA boundaries cross state lines-1% sample", + "97": "State not identified", + "99": "Not identified" + }, + "STATEICP": { + "1": "Connecticut", + "2": "Maine", + "3": "Massachusetts", + "4": "New Hampshire", + "5": "Rhode Island", + "6": "Vermont", + "11": "Delaware", + "12": "New Jersey", + "13": "New York", + "14": "Pennsylvania", + "21": "Illinois", + "22": "Indiana", + "23": "Michigan", + "24": "Ohio", + "25": "Wisconsin", + "31": "Iowa", + "32": "Kansas", + "33": "Minnesota", + "34": "Missouri", + "35": "Nebraska", + "36": "North Dakota", + "37": "South Dakota", + "40": "Virginia", + "41": "Alabama", + "42": "Arkansas", + "43": "Florida", + "44": "Georgia", + "45": "Louisiana", + "46": "Mississippi", + "47": "North Carolina", + "48": "South Carolina", + "49": "Texas", + "51": "Kentucky", + "52": "Maryland", + "53": "Oklahoma", + "54": "Tennessee", + "56": "West Virginia", + "61": "Arizona", + "62": "Colorado", + "63": "Idaho", + "64": "Montana", + "65": "Nevada", + "66": "New Mexico", + "67": "Utah", + "68": "Wyoming", + "71": "California", + "72": "Oregon", + "73": "Washington", + "81": "Alaska", + "82": "Hawaii", + "83": "Puerto Rico", + "96": "State groupings (1980 Urban/rural sample)", + "97": "Military/Mil. Reservations", + "98": "District of Columbia", + "99": "State not identified" + }, + "STATEFIP": { + "1": "Alabama", + "2": "Alaska", + "4": "Arizona", + "5": "Arkansas", + "6": "California", + "8": "Colorado", + "9": "Connecticut", + "10": "Delaware", + "11": "District of Columbia", + "12": "Florida", + "13": "Georgia", + "15": "Hawaii", + "16": "Idaho", + "17": "Illinois", + "18": "Indiana", + "19": "Iowa", + "20": "Kansas", + "21": "Kentucky", + "22": "Louisiana", + "23": "Maine", + "24": "Maryland", + "25": "Massachusetts", + "26": "Michigan", + "27": "Minnesota", + "28": "Mississippi", + "29": "Missouri", + "30": "Montana", + "31": "Nebraska", + "32": "Nevada", + "33": "New Hampshire", + "34": "New Jersey", + "35": "New Mexico", + "36": "New York", + "37": "North Carolina", + "38": "North Dakota", + "39": "Ohio", + "40": "Oklahoma", + "41": "Oregon", + "42": "Pennsylvania", + "44": "Rhode Island", + "45": "South Carolina", + "46": "South Dakota", + "47": "Tennessee", + "48": "Texas", + "49": "Utah", + "50": "Vermont", + "51": "Virginia", + "53": "Washington", + "54": "West Virginia", + "55": "Wisconsin", + "56": "Wyoming", + "61": "Maine-New Hampshire-Vermont", + "62": "Massachusetts-Rhode Island", + "63": "Minnesota-Iowa-Missouri-Kansas-Nebraska-S.Dakota-N.Dakota", + "64": "Maryland-Delaware", + "65": "Montana-Idaho-Wyoming", + "66": "Utah-Nevada", + "67": "Arizona-New Mexico", + "68": "Alaska-Hawaii", + "72": "Puerto Rico", + "97": "Military/Mil. Reservation", + "99": "State not identified" + }, + "COUNTYICP": { + "10": "0010", + "30": "0030", + "50": "0050", + "70": "0070", + "90": "0090", + "110": "0110", + "130": "0130", + "150": "0150", + "170": "0170", + "190": "0190", + "200": "0200", + "205": "0205", + "210": "0210", + "230": "0230", + "250": "0250", + "270": "0270", + "290": "0290", + "310": "0310", + "330": "0330", + "350": "0350", + "360": "0360", + "370": "0370", + "390": "0390", + "410": "0410", + "430": "0430", + "450": "0450", + "455": "0455", + "470": "0470", + "490": "0490", + "510": "0510", + "530": "0530", + "550": "0550", + "570": "0570", + "590": "0590", + "605": "0605", + "610": "0610", + "630": "0630", + "650": "0650", + "670": "0670", + "690": "0690", + "710": "0710", + "730": "0730", + "750": "0750", + "770": "0770", + "790": "0790", + "810": "0810", + "830": "0830", + "850": "0850", + "870": "0870", + "890": "0890", + "910": "0910", + "930": "0930", + "950": "0950", + "970": "0970", + "990": "0990", + "1010": "1010", + "1030": "1030", + "1050": "1050", + "1070": "1070", + "1090": "1090", + "1110": "1110", + "1130": "1130", + "1150": "1150", + "1170": "1170", + "1190": "1190", + "1210": "1210", + "1230": "1230", + "1250": "1250", + "1270": "1270", + "1290": "1290", + "1310": "1310", + "1330": "1330", + "1350": "1350", + "1370": "1370", + "1390": "1390", + "1410": "1410", + "1430": "1430", + "1450": "1450", + "1470": "1470", + "1490": "1490", + "1510": "1510", + "1530": "1530", + "1550": "1550", + "1570": "1570", + "1590": "1590", + "1610": "1610", + "1630": "1630", + "1650": "1650", + "1670": "1670", + "1690": "1690", + "1710": "1710", + "1730": "1730", + "1750": "1750", + "1770": "1770", + "1790": "1790", + "1810": "1810", + "1830": "1830", + "1850": "1850", + "1870": "1870", + "1875": "1875", + "1890": "1890", + "1910": "1910", + "1930": "1930", + "1950": "1950", + "1970": "1970", + "1990": "1990", + "2010": "2010", + "2030": "2030", + "2050": "2050", + "2070": "2070", + "2090": "2090", + "2110": "2110", + "2130": "2130", + "2150": "2150", + "2170": "2170", + "2190": "2190", + "2210": "2210", + "2230": "2230", + "2250": "2250", + "2270": "2270", + "2290": "2290", + "2310": "2310", + "2330": "2330", + "2350": "2350", + "2370": "2370", + "2390": "2390", + "2410": "2410", + "2430": "2430", + "2450": "2450", + "2470": "2470", + "2490": "2490", + "2510": "2510", + "2530": "2530", + "2550": "2550", + "2570": "2570", + "2590": "2590", + "2610": "2610", + "2630": "2630", + "2650": "2650", + "2670": "2670", + "2690": "2690", + "2710": "2710", + "2730": "2730", + "2750": "2750", + "2770": "2770", + "2790": "2790", + "2810": "2810", + "2830": "2830", + "2850": "2850", + "2870": "2870", + "2890": "2890", + "2910": "2910", + "2930": "2930", + "2950": "2950", + "2970": "2970", + "2990": "2990", + "3010": "3010", + "3030": "3030", + "3050": "3050", + "3070": "3070", + "3090": "3090", + "3110": "3110", + "3130": "3130", + "3150": "3150", + "3170": "3170", + "3190": "3190", + "3210": "3210", + "3230": "3230", + "3250": "3250", + "3270": "3270", + "3290": "3290", + "3310": "3310", + "3330": "3330", + "3350": "3350", + "3370": "3370", + "3390": "3390", + "3410": "3410", + "3430": "3430", + "3450": "3450", + "3470": "3470", + "3490": "3490", + "3510": "3510", + "3530": "3530", + "3550": "3550", + "3570": "3570", + "3590": "3590", + "3610": "3610", + "3630": "3630", + "3650": "3650", + "3670": "3670", + "3690": "3690", + "3710": "3710", + "3730": "3730", + "3750": "3750", + "3770": "3770", + "3790": "3790", + "3810": "3810", + "3830": "3830", + "3850": "3850", + "3870": "3870", + "3890": "3890", + "3910": "3910", + "3930": "3930", + "3950": "3950", + "3970": "3970", + "3990": "3990", + "4010": "4010", + "4030": "4030", + "4050": "4050", + "4070": "4070", + "4090": "4090", + "4110": "4110", + "4130": "4130", + "4150": "4150", + "4170": "4170", + "4190": "4190", + "4210": "4210", + "4230": "4230", + "4250": "4250", + "4270": "4270", + "4290": "4290", + "4310": "4310", + "4330": "4330", + "4350": "4350", + "4370": "4370", + "4390": "4390", + "4410": "4410", + "4430": "4430", + "4450": "4450", + "4470": "4470", + "4490": "4490", + "4510": "4510", + "4530": "4530", + "4550": "4550", + "4570": "4570", + "4590": "4590", + "4610": "4610", + "4630": "4630", + "4650": "4650", + "4670": "4670", + "4690": "4690", + "4710": "4710", + "4730": "4730", + "4750": "4750", + "4770": "4770", + "4790": "4790", + "4810": "4810", + "4830": "4830", + "4850": "4850", + "4870": "4870", + "4890": "4890", + "4910": "4910", + "4930": "4930", + "4950": "4950", + "4970": "4970", + "4990": "4990", + "5010": "5010", + "5030": "5030", + "5050": "5050", + "5070": "5070", + "5100": "5100", + "5200": "5200", + "5300": "5300", + "5400": "5400", + "5500": "5500", + "5600": "5600", + "5700": "5700", + "5800": "5800", + "5900": "5900", + "6100": "6100", + "6300": "6300", + "6400": "6400", + "6500": "6500", + "6600": "6600", + "6700": "6700", + "6800": "6800", + "6900": "6900", + "7000": "7000", + "7100": "7100", + "7200": "7200", + "7300": "7300", + "7400": "7400", + "7500": "7500", + "7600": "7600", + "7700": "7700", + "7800": "7800", + "7850": "7850", + "7900": "7900", + "8000": "8000", + "8100": "8100", + "8200": "8200", + "8300": "8300", + "8400": "8400" + }, + "METRO": { + "0": "Metropolitan status indeterminable (mixed)", + "1": "Not in metropolitan area", + "2": "In metropolitan area: In central/principal city", + "3": "In metropolitan area: Not in central/principal city", + "4": "In metropolitan area: Central/principal city status indeterminable (mixed)" + }, + "METAREA": { + "0": "Not identifiable or not in an MSA", + "4": "Abilene, TX", + "6": "Aguadilla, PR", + "8": "Akron, OH", + "12": "Albany, GA", + "16": "Albany-Schenectady-Troy, NY", + "20": "Albuquerque, NM", + "22": "Alexandria, LA", + "24": "Allentown-Bethlehem-Easton, PA/NJ", + "28": "Altoona, PA", + "32": "Amarillo, TX", + "38": "Anchorage, AK", + "40": "Anderson, IN", + "44": "Ann Arbor, MI", + "45": "Anniston, AL", + "46": "Appleton-Oshkosh-Neenah, WI", + "47": "Arecibo, PR", + "48": "Asheville, NC", + "50": "Athens, GA", + "52": "Atlanta, GA", + "56": "Atlantic City, NJ", + "58": "Auburn-Opekika, AL", + "60": "Augusta-Aiken, GA/SC", + "64": "Austin, TX", + "68": "Bakersfield, CA", + "72": "Baltimore, MD", + "73": "Bangor, ME", + "74": "Barnstable-Yarmouth, MA", + "76": "Baton Rouge, LA", + "78": "Battle Creek, MI", + "84": "Beaumont-Port Arthur-Orange, TX", + "86": "Bellingham, WA", + "87": "Benton Harbor, MI", + "88": "Billings, MT", + "92": "Biloxi-Gulfport, MS", + "96": "Binghamton, NY", + "100": "Birmingham, AL", + "102": "Bloomington, IN", + "104": "Bloomington-Normal, IL", + "108": "Boise City, ID", + "112": "Boston, MA/NH", + "114": "Bradenton, FL", + "115": "Bremerton, WA", + "116": "Bridgeport, CT", + "120": "Brockton, MA", + "124": "Brownsville-Harlingen-San Benito, TX", + "126": "Bryan-College Station, TX", + "128": "Buffalo-Niagara Falls, NY", + "130": "Burlington, NC", + "131": "Burlington, VT", + "132": "Canton, OH", + "133": "Caguas, PR", + "135": "Casper, WY", + "136": "Cedar Rapids, IA", + "140": "Champaign-Urbana-Rantoul, IL", + "144": "Charleston-N. Charleston, SC", + "148": "Charleston, WV", + "152": "Charlotte-Gastonia-Rock Hill, NC/SC", + "154": "Charlottesville, VA", + "156": "Chattanooga, TN/GA", + "158": "Cheyenne, WY", + "160": "Chicago, IL", + "162": "Chico, CA", + "164": "Cincinnati-Hamilton, OH/KY/IN", + "166": "Clarksville- Hopkinsville, TN/KY", + "168": "Cleveland, OH", + "172": "Colorado Springs, CO", + "174": "Columbia, MO", + "176": "Columbia, SC", + "180": "Columbus, GA/AL", + "184": "Columbus, OH", + "188": "Corpus Christi, TX", + "190": "Cumberland, MD/WV", + "192": "Dallas-Fort Worth, TX", + "193": "Danbury, CT", + "195": "Danville, VA", + "196": "Davenport, IA - Rock Island-Moline, IL", + "200": "Dayton-Springfield, OH", + "202": "Daytona Beach, FL", + "203": "Decatur, AL", + "204": "Decatur, IL", + "208": "Denver-Boulder, CO", + "212": "Des Moines, IA", + "216": "Detroit, MI", + "218": "Dothan, AL", + "219": "Dover, DE", + "220": "Dubuque, IA", + "224": "Duluth-Superior, MN/WI", + "228": "Dutchess Co., NY", + "229": "Eau Claire, WI", + "231": "El Paso, TX", + "232": "Elkhart-Goshen, IN", + "233": "Elmira, NY", + "234": "Enid, OK", + "236": "Erie, PA", + "240": "Eugene-Springfield, OR", + "244": "Evansville, IN/KY", + "252": "Fargo-Morehead, ND/MN", + "256": "Fayetteville, NC", + "258": "Fayetteville-Springdale, AR", + "260": "Fitchburg-Leominster, MA", + "262": "Flagstaff, AZ/UT", + "264": "Flint, MI", + "265": "Florence, AL", + "266": "Florence, SC", + "267": "Fort Collins-Loveland, CO", + "268": "Fort Lauderdale-Hollywood-Pompano Beach, FL", + "270": "Fort Myers-Cape Coral, FL", + "271": "Fort Pierce, FL", + "272": "Fort Smith, AR/OK", + "275": "Fort Walton Beach, FL", + "276": "Fort Wayne, IN", + "284": "Fresno, CA", + "288": "Gadsden, AL", + "290": "Gainesville, FL", + "292": "Galveston-Texas City, TX", + "297": "Glens Falls, NY", + "298": "Goldsboro, NC", + "299": "Grand Forks, ND", + "300": "Grand Rapids, MI", + "301": "Grand Junction, CO", + "304": "Great Falls, MT", + "306": "Greeley, CO", + "308": "Green Bay, WI", + "312": "Greensboro-Winston Salem-High Point, NC", + "315": "Greenville, NC", + "316": "Greenville-Spartenburg-Anderson, SC", + "318": "Hagerstown, MD", + "320": "Hamilton-Middleton, OH", + "324": "Harrisburg-Lebanon--Carlisle, PA", + "328": "Hartford-Bristol-Middleton- New Britain, CT", + "329": "Hickory-Morganton, NC", + "330": "Hattiesburg, MS", + "332": "Honolulu, HI", + "335": "Houma-Thibodoux, LA", + "336": "Houston-Brazoria, TX", + "340": "Huntington-Ashland, WV/KY/OH", + "344": "Huntsville, AL", + "348": "Indianapolis, IN", + "350": "Iowa City, IA", + "352": "Jackson, MI", + "356": "Jackson, MS", + "358": "Jackson, TN", + "359": "Jacksonville, FL", + "360": "Jacksonville, NC", + "361": "Jamestown-Dunkirk, NY", + "362": "Janesville-Beloit, WI", + "366": "Johnson City-Kingsport--Bristol, TN/VA", + "368": "Johnstown, PA", + "371": "Joplin, MO", + "372": "Kalamazoo-Portage, MI", + "374": "Kankakee, IL", + "376": "Kansas City, MO/KS", + "380": "Kenosha, WI", + "381": "Kileen-Temple, TX", + "384": "Knoxville, TN", + "385": "Kokomo, IN", + "387": "LaCrosse, WI", + "388": "Lafayette, LA", + "392": "Lafayette-W. Lafayette, IN", + "396": "Lake Charles, LA", + "398": "Lakeland-Winterhaven, FL", + "400": "Lancaster, PA", + "404": "Lansing-E. Lansing, MI", + "408": "Laredo, TX", + "410": "Las Cruces, NM", + "412": "Las Vegas, NV", + "415": "Lawrence, KS", + "420": "Lawton, OK", + "424": "Lewiston-Auburn, ME", + "428": "Lexington-Fayette, KY", + "432": "Lima, OH", + "436": "Lincoln, NE", + "440": "Little Rock-N. Little Rock, AR", + "441": "Long Branch-Asbury Park, NJ", + "442": "Longview-Marshall, TX", + "444": "Lorain-Elyria, OH", + "448": "Los Angeles-Long Beach, CA", + "452": "Louisville, KY/IN", + "460": "Lubbock, TX", + "464": "Lynchburg, VA", + "468": "Macon-Warner Robins, GA", + "472": "Madison, WI", + "476": "Manchester, NH", + "480": "Mansfield, OH", + "484": "Mayaguez, PR", + "488": "McAllen-Edinburg-Pharr-Mission, TX", + "489": "Medford, OR", + "490": "Melbourne-Titusville-Cocoa-Palm Bay, FL", + "492": "Memphis, TN/AR/MS", + "494": "Merced, CA", + "500": "Miami-Hialeah, FL", + "504": "Midland, TX", + "508": "Milwaukee, WI", + "512": "Minneapolis-St. Paul, MN", + "514": "Missoula, MT", + "516": "Mobile, AL", + "517": "Modesto, CA", + "519": "Monmouth-Ocean, NJ", + "520": "Monroe, LA", + "524": "Montgomery, AL", + "528": "Muncie, IN", + "532": "Muskegon-Norton Shores-Muskegon Heights, MI", + "533": "Myrtle Beach, SC", + "534": "Naples, FL", + "535": "Nashua, NH", + "536": "Nashville, TN", + "540": "New Bedford, MA", + "546": "New Brunswick-Perth Amboy-Sayreville, NJ", + "548": "New Haven-Meriden, CT", + "552": "New London-Norwich, CT/RI", + "556": "New Orleans, LA", + "560": "New York, NY-Northeastern NJ", + "564": "Newark, OH", + "566": "Newburgh-Middletown, NY", + "572": "Norfolk-VA Beach--Newport News, VA", + "576": "Norwalk, CT", + "579": "Ocala, FL", + "580": "Odessa, TX", + "588": "Oklahoma City, OK", + "591": "Olympia, WA", + "592": "Omaha, NE/IA", + "595": "Orange, NY", + "596": "Orlando, FL", + "599": "Owensboro, KY", + "601": "Panama City, FL", + "602": "Parkersburg-Marietta,WV/OH", + "603": "Pascagoula-Moss Point, MS", + "608": "Pensacola, FL", + "612": "Peoria, IL", + "616": "Philadelphia, PA/NJ", + "620": "Phoenix, AZ", + "628": "Pittsburgh, PA", + "632": "Pittsfield, MA", + "636": "Ponce, PR", + "640": "Portland, ME", + "644": "Portland, OR/WA", + "645": "Portsmouth-Dover--Rochester, NH/ME", + "646": "Poughkeepsie, NY", + "648": "Providence-Fall River-Pawtucket, MA/RI", + "652": "Provo-Orem, UT", + "656": "Pueblo, CO", + "658": "Punta Gorda, FL", + "660": "Racine, WI", + "664": "Raleigh-Durham, NC", + "666": "Rapid City, SD", + "668": "Reading, PA", + "669": "Redding, CA", + "672": "Reno, NV", + "674": "Richland-Kennewick-Pasco, WA", + "676": "Richmond-Petersburg, VA", + "678": "Riverside-San Bernardino, CA", + "680": "Roanoke, VA", + "682": "Rochester, MN", + "684": "Rochester, NY", + "688": "Rockford, IL", + "689": "Rocky Mount, NC", + "692": "Sacramento, CA", + "696": "Saginaw-Bay City-Midland, MI", + "698": "St. Cloud, MN", + "700": "St. Joseph, MO", + "704": "St. Louis, MO/IL", + "708": "Salem, OR", + "712": "Salinas-Sea Side-Monterey, CA", + "714": "Salisbury-Concord, NC", + "716": "Salt Lake City-Ogden, UT", + "720": "San Angelo, TX", + "724": "San Antonio, TX", + "732": "San Diego, CA", + "736": "San Francisco-Oakland-Vallejo, CA", + "740": "San Jose, CA", + "744": "San Juan-Bayamon, PR", + "746": "San Luis Obispo-Atascad-P Robles, CA", + "747": "Santa Barbara-Santa Maria-Lompoc, CA", + "748": "Santa Cruz, CA", + "749": "Santa Fe, NM", + "750": "Santa Rosa-Petaluma, CA", + "751": "Sarasota, FL", + "752": "Savannah, GA", + "756": "Scranton-Wilkes-Barre, PA", + "760": "Seattle-Everett, WA", + "761": "Sharon, PA", + "762": "Sheboygan, WI", + "764": "Sherman-Davidson, TX", + "768": "Shreveport, LA", + "772": "Sioux City, IA/NE", + "776": "Sioux Falls, SD", + "780": "South Bend-Mishawaka, IN", + "784": "Spokane, WA", + "788": "Springfield, IL", + "792": "Springfield, MO", + "800": "Springfield-Holyoke-Chicopee, MA", + "804": "Stamford, CT", + "805": "State College, PA", + "808": "Steubenville-Weirton,OH/WV", + "812": "Stockton, CA", + "814": "Sumter, SC", + "816": "Syracuse, NY", + "820": "Tacoma, WA", + "824": "Tallahassee, FL", + "828": "Tampa-St. Petersburg-Clearwater, FL", + "832": "Terre Haute, IN", + "836": "Texarkana, TX/AR", + "840": "Toledo, OH/MI", + "844": "Topeka, KS", + "848": "Trenton, NJ", + "852": "Tucson, AZ", + "856": "Tulsa, OK", + "860": "Tuscaloosa, AL", + "864": "Tyler, TX", + "868": "Utica-Rome, NY", + "873": "Ventura-Oxnard-Simi Valley, CA", + "875": "Victoria, TX", + "876": "Vineland-Milville-Bridgetown, NJ", + "878": "Visalia-Tulare-Porterville, CA", + "880": "Waco, TX", + "884": "Washington, DC/MD/VA", + "888": "Waterbury, CT", + "892": "Waterloo-Cedar Falls, IA", + "894": "Wausau, WI", + "896": "West Palm Beach-Boca Raton-Delray Beach, FL", + "900": "Wheeling, WV/OH", + "904": "Wichita, KS", + "908": "Wichita Falls, TX", + "914": "Williamsport, PA", + "916": "Wilmington, DE/NJ/MD", + "920": "Wilmington, NC", + "924": "Worcester, MA", + "926": "Yakima, WA", + "927": "Yolo, CA", + "928": "York, PA", + "932": "Youngstown-Warren, OH/PA", + "934": "Yuba City, CA", + "936": "Yuma, AZ" + }, + "METAREAD": { + "0": "Not identifiable or not in an MSA", + "40": "Abilene, TX", + "60": "Aguadilla, PR", + "80": "Akron, OH", + "120": "Albany, GA", + "160": "Albany-Schenectady-Troy, NY", + "200": "Albuquerque, NM", + "220": "Alexandria, LA", + "240": "Allentown-Bethlehem-Easton, PA/NJ", + "280": "Altoona, PA", + "320": "Amarillo, TX", + "380": "Anchorage, AK", + "400": "Anderson, IN", + "440": "Ann Arbor, MI", + "450": "Anniston, AL", + "460": "Appleton-Oshkosh-Neenah, WI", + "470": "Arecibo, PR", + "480": "Asheville, NC", + "500": "Athens, GA", + "520": "Atlanta, GA", + "560": "Atlantic City, NJ", + "580": "Auburn-Opelika, AL", + "600": "Augusta-Aiken, GA/SC", + "640": "Austin, TX", + "680": "Bakersfield, CA", + "720": "Baltimore, MD", + "730": "Bangor, ME", + "740": "Barnstable-Yarmouth, MA", + "760": "Baton Rouge, LA", + "780": "Battle Creek, MI", + "840": "Beaumont-Port Arthur-Orange, TX", + "860": "Bellingham, WA", + "870": "Benton Harbor, MI", + "880": "Billings, MT", + "920": "Biloxi-Gulfport, MS", + "960": "Binghamton, NY", + "1000": "Birmingham, AL", + "1010": "Bismarck, ND", + "1020": "Bloomington, IN", + "1040": "Bloomington-Normal, IL", + "1080": "Boise City, ID", + "1120": "Boston, MA", + "1121": "Lawrence-Haverhill, MA/NH", + "1122": "Lowell, MA/NH", + "1123": "Salem-Gloucester, MA", + "1140": "Bradenton, FL", + "1150": "Bremerton, WA", + "1160": "Bridgeport, CT", + "1200": "Brockton, MA", + "1240": "Brownsville-Harlingen-San Benito, TX", + "1260": "Bryan-College Station, TX", + "1280": "Buffalo-Niagara Falls, NY", + "1281": "Niagara Falls, NY", + "1300": "Burlington, NC", + "1310": "Burlington, VT", + "1320": "Canton, OH", + "1330": "Caguas, PR", + "1350": "Casper, WY", + "1360": "Cedar Rapids, IA", + "1400": "Champaign-Urbana-Rantoul, IL", + "1440": "Charleston-N. Charleston, SC", + "1480": "Charleston, WV", + "1520": "Charlotte-Gastonia-Rock Hill, SC", + "1521": "Rock Hill, SC", + "1540": "Charlottesville, VA", + "1560": "Chattanooga, TN/GA", + "1580": "Cheyenne, WY", + "1600": "Chicago-Gary-Lake, IL", + "1601": "Aurora-Elgin, IL", + "1602": "Gary-Hammond-East Chicago, IN", + "1603": "Joliet, IL", + "1604": "Lake County, IL", + "1620": "Chico, CA", + "1640": "Cincinnati, OH/KY/IN", + "1660": "Clarksville-Hopkinsville, TN/KY", + "1680": "Cleveland, OH", + "1720": "Colorado Springs, CO", + "1740": "Columbia, MO", + "1760": "Columbia, SC", + "1800": "Columbus, GA/AL", + "1840": "Columbus, OH", + "1880": "Corpus Christi, TX", + "1900": "Cumberland, MD/WV", + "1920": "Dallas-Fort Worth, TX", + "1921": "Fort Worth-Arlington, TX", + "1930": "Danbury, CT", + "1950": "Danville, VA", + "1960": "Davenport, IA - Rock Island-Moline, IL", + "2000": "Dayton-Springfield, OH", + "2001": "Springfield, OH", + "2020": "Daytona Beach, FL", + "2030": "Decatur, AL", + "2040": "Decatur, IL", + "2080": "Denver-Boulder-Longmont, CO", + "2081": "Boulder-Longmont, CO", + "2120": "Des Moines, IA", + "2121": "Polk, IA", + "2160": "Detroit, MI", + "2180": "Dothan, AL", + "2190": "Dover, DE", + "2200": "Dubuque, IA", + "2240": "Duluth-Superior, MN/WI", + "2281": "Dutchess Co., NY", + "2290": "Eau Claire, WI", + "2310": "El Paso, TX", + "2320": "Elkhart-Goshen, IN", + "2330": "Elmira, NY", + "2340": "Enid, OK", + "2360": "Erie, PA", + "2400": "Eugene-Springfield, OR", + "2440": "Evansville, IN/KY", + "2520": "Fargo-Morehead, ND/MN", + "2560": "Fayetteville, NC", + "2580": "Fayetteville-Springdale, AR", + "2600": "Fitchburg-Leominster, MA", + "2620": "Flagstaff, AZ/UT", + "2640": "Flint, MI", + "2650": "Florence, AL", + "2660": "Florence, SC", + "2670": "Fort Collins-Loveland, CO", + "2680": "Fort Lauderdale-Hollywood-Pompano Beach, FL", + "2700": "Fort Myers-Cape Coral, FL", + "2710": "Fort Pierce, FL", + "2720": "Fort Smith, AR/OK", + "2750": "Fort Walton Beach, FL", + "2760": "Fort Wayne, IN", + "2840": "Fresno, CA", + "2880": "Gadsden, AL", + "2900": "Gainesville, FL", + "2920": "Galveston-Texas City, TX", + "2970": "Glens Falls, NY", + "2980": "Goldsboro, NC", + "2990": "Grand Forks, ND/MN", + "3000": "Grand Rapids, MI", + "3010": "Grand Junction, CO", + "3040": "Great Falls, MT", + "3060": "Greeley, CO", + "3080": "Green Bay, WI", + "3120": "Greensboro-Winston Salem-High Point, NC", + "3121": "Winston-Salem, NC", + "3150": "Greenville, NC", + "3160": "Greenville-Spartenburg-Anderson, SC", + "3161": "Anderson, SC", + "3180": "Hagerstown, MD", + "3200": "Hamilton-Middleton, OH", + "3240": "Harrisburg-Lebanon-Carlisle, PA", + "3280": "Hartford-Bristol-Middleton-New Britain, CT", + "3281": "Bristol, CT", + "3282": "Middletown, CT", + "3283": "New Britain, CT", + "3290": "Hickory-Morganton, NC", + "3300": "Hattiesburg, MS", + "3320": "Honolulu, HI", + "3350": "Houma-Thibodoux, LA", + "3360": "Houston-Brazoria, TX", + "3361": "Brazoria, TX", + "3400": "Huntington-Ashland, WV/KY/OH", + "3440": "Huntsville, AL", + "3480": "Indianapolis, IN", + "3500": "Iowa City, IA", + "3520": "Jackson, MI", + "3560": "Jackson, MS", + "3580": "Jackson, TN", + "3590": "Jacksonville, FL", + "3600": "Jacksonville, NC", + "3610": "Jamestown-Dunkirk, NY", + "3620": "Janesville-Beloit, WI", + "3660": "Johnson City-Kingsport-Bristol, TN/VA", + "3680": "Johnstown, PA", + "3710": "Joplin, MO", + "3720": "Kalamazoo-Portage, MI", + "3740": "Kankakee, IL", + "3760": "Kansas City, MO/KS", + "3800": "Kenosha, WI", + "3810": "Kileen-Temple, TX", + "3840": "Knoxville, TN", + "3850": "Kokomo, IN", + "3870": "LaCrosse, WI", + "3880": "Lafayette, LA", + "3920": "Lafayette-W. Lafayette, IN", + "3960": "Lake Charles, LA", + "3980": "Lakeland-Winterhaven, FL", + "4000": "Lancaster, PA", + "4040": "Lansing-E. Lansing, MI", + "4080": "Laredo, TX", + "4100": "Las Cruces, NM", + "4120": "Las Vegas, NV", + "4150": "Lawrence, KS", + "4200": "Lawton, OK", + "4240": "Lewiston-Auburn, ME", + "4280": "Lexington-Fayette, KY", + "4320": "Lima, OH", + "4360": "Lincoln, NE", + "4400": "Little Rock-N. Little Rock, AR", + "4410": "Long Branch-Asbury Park, NJ", + "4420": "Longview-Marshall, TX", + "4440": "Lorain-Elyria, OH", + "4480": "Los Angeles-Long Beach, CA", + "4481": "Anaheim-Santa Ana-Garden Grove, CA", + "4482": "Orange County, CA", + "4520": "Louisville, KY/IN", + "4600": "Lubbock, TX", + "4640": "Lynchburg, VA", + "4680": "Macon-Warner Robins, GA", + "4720": "Madison, WI", + "4760": "Manchester, NH", + "4800": "Mansfield, OH", + "4840": "Mayaguez, PR", + "4880": "McAllen-Edinburg-Pharr-Mission, TX", + "4890": "Medford, OR", + "4900": "Melbourne-Titusville-Cocoa-Palm Bay, FL", + "4920": "Memphis, TN/AR/MS", + "4940": "Merced, CA", + "5000": "Miami-Hialeah, FL", + "5040": "Midland, TX", + "5080": "Milwaukee, WI", + "5120": "Minneapolis-St. Paul, MN", + "5140": "Missoula, MT", + "5160": "Mobile, AL", + "5170": "Modesto, CA", + "5190": "Monmouth-Ocean, NJ", + "5200": "Monroe, LA", + "5240": "Montgomery, AL", + "5280": "Muncie, IN", + "5320": "Muskegon-Norton Shores-Muskegon Heights, MI", + "5330": "Myrtle Beach, SC", + "5340": "Naples, FL", + "5350": "Nashua, NH", + "5360": "Nashville, TN", + "5400": "New Bedford, MA", + "5460": "New Brunswick-Perth Amboy-Sayreville, NJ", + "5480": "New Haven-Meriden, CT", + "5481": "Meriden", + "5482": "New Haven, CT", + "5520": "New London-Norwich, CT/RI", + "5560": "New Orleans, LA", + "5600": "New York, NY-Northeastern NJ", + "5601": "Nassau Co, NY", + "5602": "Bergen-Passaic, NJ", + "5603": "Jersey City, NJ", + "5604": "Middlesex-Somerset-Hunterdon, NJ", + "5605": "Newark, NJ", + "5640": "Newark, OH", + "5660": "Newburgh-Middletown, NY", + "5720": "Norfolk-VA Beach-Newport News, VA", + "5721": "Newport News-Hampton", + "5722": "Norfolk- VA Beach-Portsmouth", + "5760": "Norwalk, CT", + "5790": "Ocala, FL", + "5800": "Odessa, TX", + "5880": "Oklahoma City, OK", + "5910": "Olympia, WA", + "5920": "Omaha, NE/IA", + "5950": "Orange, NY", + "5960": "Orlando, FL", + "5990": "Owensboro, KY", + "6010": "Panama City, FL", + "6020": "Parkersburg-Marietta,WV/OH", + "6030": "Pascagoula-Moss Point, MS", + "6080": "Pensacola, FL", + "6120": "Peoria, IL", + "6160": "Philadelphia, PA/NJ", + "6200": "Phoenix, AZ", + "6240": "Pine Bluff, AR", + "6280": "Pittsburgh-Beaver Valley, PA", + "6281": "Beaver County, PA", + "6320": "Pittsfield, MA", + "6360": "Ponce, PR", + "6400": "Portland, ME", + "6440": "Portland-Vancouver, OR", + "6441": "Vancouver, WA", + "6450": "Portsmouth-Dover-Rochester, NH/ME", + "6460": "Poughkeepsie, NY", + "6480": "Providence-Fall River-Pawtucket, MA/RI", + "6481": "Fall River, MA/RI", + "6482": "Pawtuckett-Woonsocket-Attleboro, RI/MA", + "6520": "Provo-Orem, UT", + "6560": "Pueblo, CO", + "6580": "Punta Gorda, FL", + "6600": "Racine, WI", + "6640": "Raleigh-Durham, NC", + "6641": "Durham, NC", + "6660": "Rapid City, SD", + "6680": "Reading, PA", + "6690": "Redding, CA", + "6720": "Reno, NV", + "6740": "Richland-Kennewick-Pasco, WA", + "6760": "Richmond-Petersburg, VA", + "6761": "Petersburg-Colonial Heights, VA", + "6780": "Riverside-San Bernardino, CA", + "6781": "San Bernardino, CA", + "6800": "Roanoke, VA", + "6820": "Rochester, MN", + "6840": "Rochester, NY", + "6880": "Rockford, IL", + "6895": "Rocky Mount, NC", + "6920": "Sacramento, CA", + "6960": "Saginaw-Bay City-Midland, MI", + "6961": "Bay City, MI", + "6980": "St. Cloud, MN", + "7000": "St. Joseph, MO", + "7040": "St. Louis, MO/IL", + "7080": "Salem, OR", + "7120": "Salinas-Sea Side-Monterey, CA", + "7140": "Salisbury-Concord, NC", + "7160": "Salt Lake City-Ogden, UT", + "7161": "Ogden", + "7200": "San Angelo, TX", + "7240": "San Antonio, TX", + "7320": "San Diego, CA", + "7360": "San Francisco-Oakland-Vallejo, CA", + "7361": "Oakland, CA", + "7362": "Vallejo-Fairfield, CA", + "7400": "San Jose, CA", + "7440": "San Juan-Bayamon, PR", + "7460": "San Luis Obispo-Atascad-P Robles, CA", + "7470": "Santa Barbara-Santa Maria-Lompoc, CA", + "7480": "Santa Cruz, CA", + "7490": "Santa Fe, NM", + "7500": "Santa Rosa-Petaluma, CA", + "7510": "Sarasota, FL", + "7520": "Savannah, GA", + "7560": "Scranton-Wilkes-Barre, PA", + "7561": "Wilkes-Barre-Hazelton, PA", + "7600": "Seattle-Everett, WA", + "7610": "Sharon, PA", + "7620": "Sheboygan, WI", + "7640": "Sherman-Denison, TX", + "7680": "Shreveport, LA", + "7720": "Sioux City, IA/NE", + "7760": "Sioux Falls, SD", + "7800": "South Bend-Mishawaka, IN", + "7840": "Spokane, WA", + "7880": "Springfield, IL", + "7920": "Springfield, MO", + "8000": "Springfield-Holyoke-Chicopee, MA", + "8040": "Stamford, CT", + "8050": "State College, PA", + "8080": "Steubenville-Weirton,OH/WV", + "8120": "Stockton, CA", + "8140": "Sumter, SC", + "8160": "Syracuse, NY", + "8200": "Tacoma, WA", + "8240": "Tallahassee, FL", + "8280": "Tampa-St. Petersburg-Clearwater, FL", + "8320": "Terre Haute, IN", + "8360": "Texarkana, TX/AR", + "8400": "Toledo, OH/MI", + "8440": "Topeka, KS", + "8480": "Trenton, NJ", + "8520": "Tucson, AZ", + "8560": "Tulsa, OK", + "8600": "Tuscaloosa, AL", + "8640": "Tyler, TX", + "8680": "Utica-Rome, NY", + "8730": "Ventura-Oxnard-Simi Valley, CA", + "8750": "Victoria, TX", + "8760": "Vineland-Milville-Bridgetown, NJ", + "8780": "Visalia-Tulare-Porterville, CA", + "8800": "Waco, TX", + "8840": "Washington, DC/MD/VA", + "8880": "Waterbury, CT", + "8920": "Waterloo-Cedar Falls, IA", + "8940": "Wausau, WI", + "8960": "West Palm Beach-Boca Raton-Delray Beach, FL", + "9000": "Wheeling, WV/OH", + "9040": "Wichita, KS", + "9080": "Wichita Falls, TX", + "9140": "Williamsport, PA", + "9160": "Wilmington, DE/NJ/MD", + "9200": "Wilmington, NC", + "9240": "Worcester, MA", + "9260": "Yakima, WA", + "9270": "Yolo, CA", + "9280": "York, PA", + "9320": "Youngstown-Warren, OH/PA", + "9340": "Yuba City, CA", + "9360": "Yuma, AZ" + }, + "CITY": { + "0": "Not in identifiable city (or size group)", + "1": "Aberdeen, SD", + "2": "Aberdeen, WA", + "3": "Abilene, TX", + "4": "Ada, OK", + "5": "Adams, MA", + "6": "Adrian, MI", + "7": "Abington, PA", + "10": "Akron, OH", + "30": "Alameda, CA", + "50": "Albany, NY", + "51": "Albany, GA", + "52": "Albert Lea, MN", + "70": "Albuquerque, NM", + "90": "Alexandria, VA", + "91": "Alexandria, LA", + "100": "Alhambra, CA", + "110": "Allegheny, PA", + "120": "Aliquippa, PA", + "130": "Allentown, PA", + "131": "Alliance, OH", + "132": "Alpena, MI", + "140": "Alton, IL", + "150": "Altoona, PA", + "160": "Amarillo, TX", + "161": "Ambridge, PA", + "162": "Ames, IA", + "163": "Amesbury, MA", + "170": "Amsterdam, NY", + "171": "Anaconda, MT", + "190": "Anaheim, CA", + "210": "Anchorage, AK", + "230": "Anderson, IN", + "231": "Anderson, SC", + "250": "Andover, MA", + "270": "Ann Arbor, MI", + "271": "Annapolis, MD", + "272": "Anniston, AL", + "273": "Ansonia, CT", + "275": "Antioch, CA", + "280": "Appleton, WI", + "281": "Ardmore, OK", + "282": "Argenta, AR", + "283": "Arkansas, KS", + "284": "Arden-Arcade, CA", + "290": "Arlington, TX", + "310": "Arlington, VA", + "311": "Arlington, MA", + "312": "Arnold, PA", + "313": "Asbury Park, NJ", + "330": "Asheville, NC", + "331": "Ashland, OH", + "340": "Ashland, KY", + "341": "Ashland, WI", + "342": "Ashtabula, OH", + "343": "Astoria, OR", + "344": "Atchison, KS", + "345": "Athens, GA", + "346": "Athol, MA", + "347": "Athens-Clarke County, GA", + "350": "Atlanta, GA", + "370": "Atlantic City, NJ", + "371": "Attleboro, MA", + "390": "Auburn, NY", + "391": "Auburn, ME", + "410": "Augusta, GA", + "411": "Augusta-Richmond County, GA", + "430": "Augusta, ME", + "450": "Aurora, CO", + "470": "Aurora, IL", + "490": "Austin, TX", + "491": "Austin, MN", + "510": "Bakersfield, CA", + "530": "Baltimore, MD", + "550": "Bangor, ME", + "551": "Barberton, OH", + "552": "Barre, VT", + "553": "Bartlesville, OK", + "554": "Batavia, NY", + "570": "Bath, ME", + "590": "Baton Rouge, LA", + "610": "Battle Creek, MI", + "630": "Bay City, MI", + "640": "Bayamon, PR", + "650": "Bayonne, NJ", + "651": "Beacon, NY", + "652": "Beatrice, NE", + "660": "Belleville, IL", + "670": "Beaumont, TX", + "671": "Beaver Falls, PA", + "672": "Bedford, IN", + "673": "Bellaire, OH", + "680": "Bellevue, WA", + "690": "Bellingham, WA", + "695": "Belvedere, CA", + "700": "Belleville, NJ", + "701": "Bellevue, PA", + "702": "Belmont, OH", + "703": "Belmont, MA", + "704": "Beloit, WI", + "705": "Bennington, VT", + "706": "Benton Harbor, MI", + "710": "Berkeley, CA", + "711": "Berlin, NH", + "712": "Berwick, PA", + "720": "Berwyn, IL", + "721": "Bessemer, AL", + "730": "Bethlehem, PA", + "740": "Biddeford, ME", + "741": "Big Spring, TX", + "742": "Billings, MT", + "743": "Biloxi, MS", + "750": "Binghamton, NY", + "760": "Beverly, MA", + "761": "Beverly Hills, CA", + "770": "Birmingham, AL", + "771": "Birmingham, CT", + "772": "Bismarck, ND", + "780": "Bloomfield, NJ", + "790": "Bloomington, IL", + "791": "Bloomington, IN", + "792": "Blue Island, IL", + "793": "Bluefield, WV", + "794": "Blytheville, AR", + "795": "Bogalusa, LA", + "800": "Boise, ID", + "801": "Boone, IA", + "810": "Boston, MA", + "811": "Boulder, CO", + "812": "Bowling Green, KY", + "813": "Braddock, PA", + "814": "Braden, WA", + "815": "Bradford, PA", + "816": "Brainerd, MN", + "817": "Braintree, MA", + "818": "Brawley, CA", + "819": "Bremerton, WA", + "830": "Bridgeport, CT", + "831": "Bridgeton, NJ", + "832": "Bristol, CT", + "833": "Bristol, PA", + "834": "Bristol, VA", + "835": "Bristol, TN", + "837": "Bristol, RI", + "850": "Brockton, MA", + "851": "Brookfield, IL", + "870": "Brookline, MA", + "880": "Brownsville, TX", + "881": "Brownwood, TX", + "882": "Brunswick, GA", + "883": "Bucyrus, OH", + "890": "Buffalo, NY", + "900": "Burlington, IA", + "905": "Burlington, VT", + "906": "Burlington, NJ", + "907": "Bushkill, PA", + "910": "Butte, MT", + "911": "Butler, PA", + "920": "Burbank, CA", + "921": "Burlingame, CA", + "926": "Cairo, IL", + "927": "Calumet City, IL", + "930": "Cambridge, MA", + "931": "Cambridge, OH", + "950": "Camden, NJ", + "951": "Campbell, OH", + "952": "Canonsburg, PA", + "970": "Camden, NY", + "990": "Canton, OH", + "991": "Canton, IL", + "992": "Cape Girardeau, MO", + "993": "Carbondale, PA", + "994": "Carlisle, PA", + "995": "Carnegie, PA", + "996": "Carrick, PA", + "997": "Carteret, NJ", + "998": "Carthage, MO", + "999": "Casper, WY", + "1000": "Cape Coral, FL", + "1010": "Cedar Rapids, IA", + "1020": "Central Falls, RI", + "1021": "Centralia, IL", + "1023": "Chambersburg, PA", + "1024": "Champaign, IL", + "1025": "Chanute, KS", + "1026": "Charleroi, PA", + "1027": "Chandler, AZ", + "1030": "Charlestown, MA", + "1050": "Charleston, SC", + "1060": "Carolina, PR", + "1070": "Charleston, WV", + "1090": "Charlotte, NC", + "1091": "Charlottesville, VA", + "1110": "Chattanooga, TN", + "1130": "Chelsea, MA", + "1140": "Cheltenham, PA", + "1150": "Chesapeake, VA", + "1170": "Chester, PA", + "1171": "Cheyenne, WY", + "1190": "Chicago, IL", + "1191": "Chicago Heights, IL", + "1192": "Chickasha, OK", + "1210": "Chicopee, MA", + "1230": "Chillicothe, OH", + "1250": "Chula Vista, CA", + "1270": "Cicero, IL", + "1290": "Cincinnati, OH", + "1291": "Clairton, PA", + "1292": "Claremont, NH", + "1310": "Clarksburg, WV", + "1311": "Clarksdale, MS", + "1312": "Cleburne, TX", + "1330": "Cleveland, OH", + "1340": "Cleveland Heights, OH", + "1341": "Cliffside Park, NJ", + "1350": "Clifton, NJ", + "1351": "Clinton, IN", + "1370": "Clinton, IA", + "1371": "Clinton, MA", + "1372": "Coatesville, PA", + "1373": "Coffeyville, KS", + "1374": "Cohoes, NY", + "1375": "Collingswood, NJ", + "1390": "Colorado Springs, CO", + "1410": "Columbia, SC", + "1411": "Columbia, PA", + "1412": "Columbia, MO", + "1414": "Columbia CDP, MD", + "1420": "Columbia City, IN", + "1430": "Columbus, GA", + "1450": "Columbus, OH", + "1451": "Columbus, MS", + "1452": "Compton, CA", + "1470": "Concord, CA", + "1490": "Concord, NH", + "1491": "Concord, NC", + "1492": "Connellsville, PA", + "1493": "Connersville, IN", + "1494": "Conshohocken, PA", + "1495": "Coraopolis, PA", + "1496": "Corning, NY", + "1500": "Corona, CA", + "1510": "Council Bluffs, IA", + "1520": "Corpus Christi, TX", + "1521": "Corsicana, TX", + "1522": "Cortland, NY", + "1523": "Coshocton, OH", + "1530": "Covington, KY", + "1540": "Costa Mesa, CA", + "1545": "Cranford, NJ", + "1550": "Cranston, RI", + "1551": "Crawfordsville, IN", + "1552": "Cripple Creek, CO", + "1553": "Cudahy, WI", + "1570": "Cumberland, MD", + "1571": "Cumberland, RI", + "1572": "Cuyahoga Falls, OH", + "1590": "Dallas, TX", + "1591": "Danbury, CT", + "1592": "Daly City, CA", + "1610": "Danvers, MA", + "1630": "Danville, IL", + "1631": "Danville, VA", + "1650": "Davenport, IA", + "1670": "Dayton, OH", + "1671": "Daytona Beach, FL", + "1680": "Dearborn, MI", + "1690": "Decatur, IL", + "1691": "Decatur, AL", + "1692": "Decatur, GA", + "1693": "Dedham, MA", + "1694": "Del Rio, TX", + "1695": "Denison, TX", + "1710": "Denver, CO", + "1711": "Derby, CT", + "1713": "Derry, PA", + "1730": "Des Moines, IA", + "1750": "Detroit, MI", + "1751": "Dickson City, PA", + "1752": "Dodge, KS", + "1753": "Donora, PA", + "1754": "Dormont, PA", + "1755": "Dothan, AL", + "1770": "Dorchester, MA", + "1790": "Dover, NH", + "1791": "Dover, NJ", + "1792": "Du Bois, PA", + "1800": "Downey, CA", + "1810": "Dubuque, IA", + "1830": "Duluth, MN", + "1831": "Dunkirk, NY", + "1832": "Dunmore, PA", + "1833": "Duquesne, PA", + "1834": "Dundalk, MD", + "1850": "Durham, NC", + "1860": "1860", + "1870": "East Chicago, IN", + "1890": "East Cleveland, OH", + "1891": "East Hartford, CT", + "1892": "East Liverpool, OH", + "1893": "East Moline, IL", + "1910": "East Los Angeles, CA", + "1930": "East Orange, NJ", + "1931": "East Providence, RI", + "1940": "East Saginaw, MI", + "1950": "East St. Louis, IL", + "1951": "East Youngstown, OH", + "1952": "Easthampton, MA", + "1970": "Easton, PA", + "1971": "Eau Claire, WI", + "1972": "Ecorse, MI", + "1973": "El Dorado, KS", + "1974": "El Dorado, AR", + "1990": "El Monte, CA", + "2010": "El Paso, TX", + "2030": "Elgin, IL", + "2040": "Elyria, OH", + "2050": "Elizabeth, NJ", + "2051": "Elizabeth City, NC", + "2055": "Elk Grove, CA", + "2060": "Elkhart, IN", + "2061": "Ellwood City, PA", + "2062": "Elmhurst, IL", + "2070": "Elmira, NY", + "2071": "Elmwood Park, IL", + "2072": "Elwood, IN", + "2073": "Emporia, KS", + "2074": "Endicott, NY", + "2075": "Enfield, CT", + "2076": "Englewood, NJ", + "2080": "Enid, OK", + "2090": "Erie, PA", + "2091": "Escanaba, MI", + "2092": "Euclid, OH", + "2110": "Escondido, CA", + "2130": "Eugene, OR", + "2131": "Eureka, CA", + "2150": "Evanston, IL", + "2170": "Evansville, IN", + "2190": "Everett, MA", + "2210": "Everett, WA", + "2211": "Fairfield, AL", + "2212": "Fairfield, CT", + "2213": "Fairhaven, MA", + "2214": "Fairmont, WV", + "2220": "Fargo, ND", + "2221": "Faribault, MN", + "2222": "Farrell, PA", + "2230": "Fall River, MA", + "2240": "Fayetteville, NC", + "2241": "Ferndale, MI", + "2242": "Findlay, OH", + "2250": "Fitchburg, MA", + "2260": "Fontana, CA", + "2270": "Flint, MI", + "2271": "Floral Park, NY", + "2273": "Florence, AL", + "2274": "Florence, SC", + "2275": "Flushing, NY", + "2280": "Fond du Lac, WI", + "2281": "Forest Park, IL", + "2290": "Fort Lauderdale, FL", + "2300": "Fort Collins, CO", + "2301": "Fort Dodge, IA", + "2302": "Fort Madison, IA", + "2303": "Fort Scott, KS", + "2310": "Fort Smith, AR", + "2311": "Fort Thomas, KY", + "2330": "Fort Wayne, IN", + "2350": "Fort Worth, TX", + "2351": "Fostoria, OH", + "2352": "Framingham, MA", + "2353": "Frankfort, IN", + "2354": "Frankfort, KY", + "2355": "Franklin, PA", + "2356": "Frederick, MD", + "2357": "Freeport, NY", + "2358": "Freeport, IL", + "2359": "Fremont, OH", + "2360": "Fremont, NE", + "2370": "Fresno, CA", + "2390": "Fullerton, CA", + "2391": "Fulton, NY", + "2392": "Gadsden, AL", + "2393": "Galena, KS", + "2394": "Gainesville, FL", + "2400": "Galesburg, IL", + "2410": "Galveston, TX", + "2411": "Gardner, MA", + "2430": "Garden Grove, CA", + "2435": "Gardena, CA", + "2440": "Garfield, NJ", + "2441": "Garfield Heights, OH", + "2450": "Garland, TX", + "2470": "Gary, IN", + "2471": "Gastonia, NC", + "2472": "Geneva, NY", + "2473": "Glen Cove, NY", + "2489": "Glendale, AZ", + "2490": "Glendale, CA", + "2491": "Glens Falls, NY", + "2510": "Gloucester, MA", + "2511": "Gloucester, NJ", + "2512": "Gloversville, NY", + "2513": "Goldsboro, NC", + "2514": "Goshen, IN", + "2515": "Grand Forks, ND", + "2516": "Grand Island, NE", + "2517": "Grand Junction, CO", + "2520": "Granite City, IL", + "2530": "Grand Rapids, MI", + "2531": "Grandville, MI", + "2540": "Great Falls, MT", + "2541": "Greeley, CO", + "2550": "Green Bay, WI", + "2551": "Greenfield, MA", + "2570": "Greensboro, NC", + "2571": "Greensburg, PA", + "2572": "Greenville, MS", + "2573": "Greenville, SC", + "2574": "Greenville, TX", + "2575": "Greenwich, CT", + "2576": "Greenwood, MS", + "2577": "Greenwood, SC", + "2578": "Griffin, GA", + "2579": "Grosse Pointe Park, MI", + "2580": "Guynabo, PR", + "2581": "Groton, CT", + "2582": "Gulfport, MS", + "2583": "Guthrie, OK", + "2584": "Hackensack, NJ", + "2590": "Hagerstown, MD", + "2591": "Hamden, CT", + "2610": "Hamilton, OH", + "2630": "Hammond, IN", + "2650": "Hampton, VA", + "2670": "Hamtramck Village, MI", + "2680": "Hannibal, MO", + "2681": "Hanover, PA", + "2682": "Harlingen, TX", + "2683": "Hanover township, Luzerne county, PA", + "2690": "Harrisburg, PA", + "2691": "Harrisburg, IL", + "2692": "Harrison, NJ", + "2693": "Harrison, PA", + "2710": "Hartford, CT", + "2711": "Harvey, IL", + "2712": "Hastings, NE", + "2713": "Hattiesburg, MS", + "2725": "Haverford, PA", + "2730": "Haverhill, MA", + "2731": "Hawthorne, NJ", + "2740": "Hayward, CA", + "2750": "Hazleton, PA", + "2751": "Helena, MT", + "2752": "Hempstead, NY", + "2753": "Henderson, KY", + "2754": "Herkimer, NY", + "2755": "Herrin, IL", + "2756": "Hibbing, MN", + "2757": "Henderson, NV", + "2770": "Hialeah, FL", + "2780": "High Point, NC", + "2781": "Highland Park, IL", + "2790": "Highland Park, MI", + "2791": "Hilo, HI", + "2792": "Hillside, NJ", + "2810": "Hoboken, NJ", + "2811": "Holland, MI", + "2830": "Hollywood, FL", + "2850": "Holyoke, MA", + "2851": "Homestead, PA", + "2870": "Honolulu, HI", + "2871": "Hopewell, VA", + "2872": "Hopkinsville, KY", + "2873": "Hoquiam, WA", + "2874": "Hornell, NY", + "2875": "Hot Springs, AR", + "2890": "Houston, TX", + "2891": "Hudson, NY", + "2892": "Huntington, IN", + "2910": "Huntington, WV", + "2930": "Huntington Beach, CA", + "2950": "Huntsville, AL", + "2951": "Huron, SD", + "2960": "Hutchinson, KS", + "2961": "Hyde Park, MA", + "2962": "Ilion, NY", + "2963": "Independence, KS", + "2970": "Independence, MO", + "2990": "Indianapolis, IN", + "3010": "Inglewood, CA", + "3011": "Iowa City, IA", + "3012": "Iron Mountain, MI", + "3013": "Ironton, OH", + "3014": "Ironwood, MI", + "3015": "Irondequoit, NY", + "3020": "Irvine, CA", + "3030": "Irving, TX", + "3050": "Irvington, NJ", + "3051": "Ishpeming, MI", + "3052": "Ithaca, NY", + "3070": "Jackson, MI", + "3071": "Jackson, MN", + "3090": "Jackson, MS", + "3091": "Jackson, TN", + "3110": "Jacksonville, FL", + "3111": "Jacksonville, IL", + "3130": "Jamestown, NY", + "3131": "Janesville, WI", + "3132": "Jeannette, PA", + "3133": "Jefferson City, MO", + "3134": "Jeffersonville, IN", + "3150": "Jersey City, NJ", + "3151": "Johnson City, NY", + "3160": "Johnson City, TN", + "3161": "Johnstown, NY", + "3170": "Johnstown, PA", + "3190": "Joliet, IL", + "3191": "Jonesboro, AR", + "3210": "Joplin, MO", + "3230": "Kalamazoo, MI", + "3231": "Kankakee, IL", + "3250": "Kansas City, KS", + "3260": "Kansas City, MO", + "3270": "Kearny, NJ", + "3271": "Keene, NH", + "3272": "Kenmore, NY", + "3273": "Kenmore, OH", + "3290": "Kenosha, WI", + "3291": "Keokuk, IA", + "3292": "Kewanee, IL", + "3293": "Key West, FL", + "3294": "Kingsport, TN", + "3300": "Kent, WA", + "3310": "Kingston, NY", + "3311": "Kingston, PA", + "3312": "Kinston, NC", + "3313": "Klamath Falls, OR", + "3330": "Knoxville, TN", + "3350": "Kokomo, IN", + "3370": "La Crosse, WI", + "3380": "Lafayette, IN", + "3390": "Lafayette, LA", + "3391": "La Grange, IL", + "3392": "La Grange, GA", + "3393": "La Porte, IN", + "3394": "La Salle, IL", + "3395": "Lackawanna, NY", + "3396": "Laconia, NH", + "3397": "Historical Lafayette, LA", + "3400": "Lake Charles, LA", + "3405": "Lakeland, FL", + "3410": "Lakewood, CO", + "3430": "Lakewood, OH", + "3440": "Lancaster, CA", + "3450": "Lancaster, PA", + "3451": "Lancaster, OH", + "3470": "Lansing, MI", + "3471": "Lansingburgh, NY", + "3480": "Laredo, TX", + "3481": "Latrobe, PA", + "3482": "Laurel, MS", + "3490": "Las Vegas, NV", + "3510": "Lawrence, MA", + "3511": "Lawrence, KS", + "3512": "Lawton, OK", + "3513": "Leadville, CO", + "3520": "Leavenworth, KS", + "3521": "Lebanon, PA", + "3522": "Leominster, MA", + "3530": "Lehigh, PA", + "3550": "Lewiston, ME", + "3551": "Lewistown, PA", + "3560": "Lewisville, TX", + "3570": "Lexington, KY", + "3590": "Lexington-Fayette, KY", + "3610": "Lima, OH", + "3630": "Lincoln, NE", + "3631": "Lincoln, IL", + "3632": "Lincoln Park, MI", + "3633": "Lincoln, RI", + "3634": "Linden, NJ", + "3635": "Little Falls, NY", + "3638": "Lodi, NJ", + "3639": "Logansport, IN", + "3650": "Little Rock, AR", + "3670": "Livonia, MI", + "3680": "Lockport, NY", + "3690": "Long Beach, CA", + "3691": "Long Branch, NJ", + "3692": "Long Island City, NY", + "3693": "Longview, WA", + "3710": "Lorain, OH", + "3730": "Los Angeles, CA", + "3750": "Louisville, KY", + "3765": "Lower Merion, PA", + "3770": "Lowell, MA", + "3771": "Lubbock, TX", + "3772": "Lynbrook, NY", + "3790": "Lynchburg, VA", + "3800": "Lyndhurst, NJ", + "3810": "Lynn, MA", + "3830": "Macon, GA", + "3850": "Madison, IN", + "3870": "Madison, WI", + "3871": "Mahanoy City, PA", + "3890": "Malden, MA", + "3891": "Mamaroneck, NY", + "3910": "Manchester, NH", + "3911": "Manchester, CT", + "3912": "Manhattan, KS", + "3913": "Manistee, MI", + "3914": "Manitowoc, WI", + "3915": "Mankato, MN", + "3929": "Maplewood, NJ", + "3930": "Mansfield, OH", + "3931": "Maplewood, MO", + "3932": "Marietta, OH", + "3933": "Marinette, WI", + "3934": "Marion, IN", + "3940": "Maywood, IL", + "3950": "Marion, OH", + "3951": "Marlborough, MA", + "3952": "Marquette, MI", + "3953": "Marshall, TX", + "3954": "Marshalltown, IA", + "3955": "Martins Ferry, OH", + "3956": "Martinsburg, WV", + "3957": "Mason City, IA", + "3958": "Massena, NY", + "3959": "Massillon, OH", + "3960": "McAllen, TX", + "3961": "Mattoon, IL", + "3962": "Mcalester, OK", + "3963": "Mccomb, MS", + "3964": "Mckees Rocks, PA", + "3970": "McKeesport, PA", + "3971": "Meadville, PA", + "3990": "Medford, MA", + "3991": "Medford, OR", + "3992": "Melrose, MA", + "3993": "Melrose Park, IL", + "4010": "Memphis, TN", + "4011": "Menominee, MI", + "4030": "Meriden, CT", + "4040": "Meridian, MS", + "4041": "Methuen, MA", + "4050": "Mesa, AZ", + "4070": "Mesquite, TX", + "4090": "Metairie, LA", + "4110": "Miami, FL", + "4120": "Michigan City, IN", + "4121": "Middlesboro, KY", + "4122": "Middletown, CT", + "4123": "Middletown, NY", + "4124": "Middletown, OH", + "4125": "Milford, CT", + "4126": "Milford, MA", + "4127": "Millville, NJ", + "4128": "Milton, MA", + "4130": "Milwaukee, WI", + "4150": "Minneapolis, MN", + "4151": "Minot, ND", + "4160": "Mishawaka, IN", + "4161": "Missoula, MT", + "4162": "Mitchell, SD", + "4163": "Moberly, MO", + "4170": "Mobile, AL", + "4190": "Modesto, CA", + "4210": "Moline, IL", + "4211": "Monessen, PA", + "4212": "Monroe, MI", + "4213": "Monroe, LA", + "4214": "Monrovia, CA", + "4230": "Montclair, NJ", + "4250": "Montgomery, AL", + "4251": "Morgantown, WV", + "4252": "Morristown, NJ", + "4253": "Moundsville, WV", + "4254": "Mount Arlington, NJ", + "4255": "Mount Carmel, PA", + "4256": "Mount Clemens, MI", + "4260": "Mount Lebanon, PA", + "4270": "Moreno Valley, CA", + "4290": "Mount Vernon, NY", + "4291": "Mount Vernon, IL", + "4310": "Muncie, IN", + "4311": "Munhall, PA", + "4312": "Murphysboro, IL", + "4313": "Muscatine, IA", + "4330": "Muskegon, MI", + "4331": "Muskegon Heights, MI", + "4350": "Muskogee, OK", + "4351": "Nanticoke, PA", + "4370": "Nantucket, MA", + "4390": "Nashua, NH", + "4410": "Nashville-Davidson, TN", + "4411": "Nashville, TN", + "4413": "Natchez, MS", + "4414": "Natick, MA", + "4415": "Naugatuck, CT", + "4416": "Needham, MA", + "4420": "Neptune, NJ", + "4430": "New Albany, IN", + "4450": "New Bedford, MA", + "4451": "New Bern, NC", + "4452": "New Brighton, NY", + "4470": "New Britain, CT", + "4490": "New Brunswick, NJ", + "4510": "New Castle, PA", + "4511": "New Castle, IN", + "4530": "New Haven, CT", + "4550": "New London, CT", + "4570": "New Orleans, LA", + "4571": "New Philadelphia, OH", + "4590": "New Rochelle, NY", + "4610": "New York, NY", + "4611": "Brooklyn (only in census years before 1900)", + "4612": "Williamsburgh, NY", + "4630": "Newark, NJ", + "4650": "Newark, OH", + "4670": "Newburgh, NY", + "4690": "Newburyport, MA", + "4710": "Newport, KY", + "4730": "Newport, RI", + "4750": "Newport News, VA", + "4770": "Newton, MA", + "4771": "Newton, IA", + "4772": "Newton, KS", + "4790": "Niagara Falls, NY", + "4791": "Niles, MI", + "4792": "Niles, OH", + "4810": "Norfolk, VA", + "4811": "Norfolk, NE", + "4820": "North Las Vegas, NV", + "4830": "Norristown Borough, PA", + "4831": "North Adams, MA", + "4832": "North Attleborough, MA", + "4833": "North Bennington, VT", + "4834": "North Braddock, PA", + "4835": "North Branford, CT", + "4836": "North Haven, CT", + "4837": "North Little Rock, AR", + "4838": "North Platte, NE", + "4839": "North Providence, RI", + "4840": "Northampton, MA", + "4841": "North Tonawanda, NY", + "4842": "North Yakima, WA", + "4843": "Northbridge, MA", + "4845": "North Bergen, NJ", + "4860": "Norwalk, CA", + "4870": "Norwalk, CT", + "4890": "Norwich, CT", + "4900": "Norwood, OH", + "4901": "Norwood, MA", + "4902": "Nutley, NJ", + "4905": "Oak Park, IL", + "4910": "Oak Park Village, IL", + "4930": "Oakland, CA", + "4950": "Oceanside, CA", + "4970": "Ogden, UT", + "4971": "Ogdensburg, NY", + "4972": "Oil City, PA", + "4990": "Oklahoma City, OK", + "4991": "Okmulgee, OK", + "4992": "Old Bennington, VT", + "4993": "Old Forge, PA", + "4994": "Olean, NY", + "4995": "Olympia, WA", + "4996": "Olyphant, PA", + "5010": "Omaha, NE", + "5011": "Oneida, NY", + "5012": "Oneonta, NY", + "5030": "Ontario, CA", + "5040": "Orange, CA", + "5050": "Orange, NJ", + "5051": "Orange, CT", + "5070": "Orlando, FL", + "5090": "Oshkosh, WI", + "5091": "Oskaloosa, IA", + "5092": "Ossining, NY", + "5110": "Oswego, NY", + "5111": "Ottawa, IL", + "5112": "Ottumwa, IA", + "5113": "Owensboro, KY", + "5114": "Owosso, MI", + "5116": "Painesville, OH", + "5117": "Palestine, TX", + "5118": "Palo Alto, CA", + "5119": "Pampa, TX", + "5121": "Paris, TX", + "5122": "Park Ridge, IL", + "5123": "Parkersburg, WV", + "5124": "Parma, OH", + "5125": "Parsons, KS", + "5130": "Oxnard, CA", + "5140": "Palmdale, CA", + "5150": "Pasadena, CA", + "5170": "Pasadena, TX", + "5180": "Paducah, KY", + "5190": "Passaic, NJ", + "5210": "Paterson, NJ", + "5230": "Pawtucket, RI", + "5231": "Peabody, MA", + "5232": "Peekskill, NY", + "5233": "Pekin, IL", + "5240": "Pembroke Pines, FL", + "5250": "Pensacola, FL", + "5255": "Pensauken, NJ", + "5269": "Peoria, AZ", + "5270": "Peoria, IL", + "5271": "Peoria Heights, IL", + "5290": "Perth Amboy, NJ", + "5291": "Peru, IN", + "5310": "Petersburg, VA", + "5311": "Phenix City, AL", + "5330": "Philadelphia, PA", + "5331": "Kensington", + "5332": "Moyamensing", + "5333": "Northern Liberties", + "5334": "Southwark", + "5335": "Spring Garden", + "5341": "Phillipsburg, NJ", + "5350": "Phoenix, AZ", + "5351": "Phoenixville, PA", + "5352": "Pine Bluff, AR", + "5353": "Piqua, OH", + "5354": "Pittsburg, KS", + "5370": "Pittsburgh, PA", + "5390": "Pittsfield, MA", + "5391": "Pittston, PA", + "5409": "Plains, PA", + "5410": "Plainfield, NJ", + "5411": "Plattsburg, NY", + "5412": "Pleasantville, NJ", + "5413": "Plymouth, PA", + "5414": "Plymouth, MA", + "5415": "Pocatello, ID", + "5430": "Plano, TX", + "5450": "Pomona, CA", + "5451": "Ponca City, OK", + "5460": "Ponce, PR", + "5470": "Pontiac, MI", + "5471": "Port Angeles, WA", + "5480": "Port Arthur, TX", + "5481": "Port Chester, NY", + "5490": "Port Huron, MI", + "5491": "Port Jervis, NY", + "5500": "Port St. Lucie, FL", + "5510": "Portland, ME", + "5511": "Portland, IL", + "5530": "Portland, OR", + "5550": "Portsmouth, NH", + "5570": "Portsmouth, OH", + "5590": "Portsmouth, VA", + "5591": "Pottstown, PA", + "5610": "Pottsville, PA", + "5630": "Poughkeepsie, NY", + "5650": "Providence, RI", + "5660": "Provo, UT", + "5670": "Pueblo, CO", + "5671": "Punxsutawney, PA", + "5690": "Quincy, IL", + "5710": "Quincy, MA", + "5730": "Racine, WI", + "5731": "Rahway, NJ", + "5750": "Raleigh, NC", + "5751": "Ranger, TX", + "5752": "Rapid City, SD", + "5770": "Rancho Cucamonga, CA", + "5790": "Reading, PA", + "5791": "Red Bank, NJ", + "5792": "Redlands, CA", + "5810": "Reno, NV", + "5811": "Rensselaer, NY", + "5830": "Revere, MA", + "5850": "Richmond, IN", + "5870": "Richmond, VA", + "5871": "Richmond, CA", + "5872": "Ridgefield Park, NJ", + "5873": "Ridgewood, NJ", + "5874": "River Rouge, MI", + "5890": "Riverside, CA", + "5910": "Roanoke, VA", + "5930": "Rochester, NY", + "5931": "Rochester, NH", + "5932": "Rochester, MN", + "5933": "Rock Hill, SC", + "5950": "Rock Island, IL", + "5970": "Rockford, IL", + "5971": "Rockland, ME", + "5972": "Rockton, IL", + "5973": "Rockville Centre, NY", + "5974": "Rocky Mount, NC", + "5990": "Rome, NY", + "5991": "Rome, GA", + "5992": "Roosevelt, NJ", + "5993": "Roselle, NJ", + "5994": "Roswell, NM", + "5995": "Roseville, CA", + "5996": "Rondout, NY", + "6010": "Roxbury, MA", + "6011": "Royal Oak, MI", + "6012": "Rumford Falls, ME", + "6013": "Rutherford, NJ", + "6014": "Rutland, VT", + "6030": "Sacramento, CA", + "6050": "Saginaw, MI", + "6070": "Saint Joseph, MO", + "6090": "Saint Louis, MO", + "6110": "Saint Paul, MN", + "6130": "Saint Petersburg, FL", + "6150": "Salem, MA", + "6170": "Salem, OR", + "6171": "Salem, OH", + "6172": "Salina, KS", + "6190": "Salinas, CA", + "6191": "Salisbury, NC", + "6192": "Salisbury, MD", + "6210": "Salt Lake City, UT", + "6211": "San Angelo, TX", + "6230": "San Antonio, TX", + "6231": "San Benito, TX", + "6250": "San Bernardino, CA", + "6260": "San Buenaventura (Ventura), CA", + "6270": "San Diego, CA", + "6280": "Sandusky, OH", + "6281": "Sanford, FL", + "6282": "Sanford, ME", + "6290": "San Francisco, CA", + "6300": "San Juan, PR", + "6310": "San Jose, CA", + "6311": "San Leandro, CA", + "6312": "San Mateo, CA", + "6320": "Santa Barbara, CA", + "6321": "Santa Cruz, CA", + "6322": "Santa Fe, NM", + "6326": "Sandy Springs, GA", + "6330": "Santa Ana, CA", + "6335": "Santa Clara, CA", + "6340": "Santa Clarita, CA", + "6350": "Santa Rosa, CA", + "6351": "Sapulpa, OK", + "6352": "Saratoga Springs, NY", + "6353": "Saugus, MA", + "6354": "Sault Ste. Marie, MI", + "6360": "Santa Monica, CA", + "6370": "Savannah, GA", + "6390": "Schenectedy, NY", + "6410": "Scranton, PA", + "6430": "Seattle, WA", + "6431": "Sedalia, MO", + "6432": "Selma, AL", + "6433": "Seminole, OK", + "6434": "Shaker Heights, OH", + "6435": "Shamokin, PA", + "6437": "Sharpsville, PA", + "6438": "Shawnee, OK", + "6440": "Sharon, PA", + "6450": "Sheboygan, WI", + "6451": "Shelby, NC", + "6452": "Shelbyville, IN", + "6453": "Shelton, CT", + "6470": "Shenandoah Borough, PA", + "6471": "Sherman, TX", + "6472": "Shorewood, WI", + "6490": "Shreveport, LA", + "6500": "Simi Valley, CA", + "6510": "Sioux City, IA", + "6530": "Sioux Falls, SD", + "6550": "Smithfield, RI (1850)", + "6570": "Somerville, MA", + "6590": "South Bend, IN", + "6591": "South Bethlehem, PA", + "6592": "South Boise, ID", + "6593": "South Gate, CA", + "6594": "South Milwaukee, WI", + "6595": "South Norwalk, CT", + "6610": "South Omaha, NE", + "6611": "South Orange, NJ", + "6612": "South Pasadena, CA", + "6613": "South Pittsburgh, PA", + "6614": "South Portland, ME", + "6615": "South River, NJ", + "6616": "South St. Paul, MN", + "6617": "Southbridge, MA", + "6620": "Spartanburg, SC", + "6630": "Spokane, WA", + "6640": "Spring Valley, NV", + "6650": "Springfield, IL", + "6670": "Springfield, MA", + "6690": "Springfield, MO", + "6691": "St. Augustine, FL", + "6692": "St. Charles, MO", + "6693": "St. Cloud, MN", + "6710": "Springfield, OH", + "6730": "Stamford, CT", + "6731": "Statesville, NC", + "6732": "Staunton, VA", + "6733": "Steelton, PA", + "6734": "Sterling, IL", + "6750": "Sterling Heights, MI", + "6770": "Steubenville, OH", + "6771": "Stevens Point, WI", + "6772": "Stillwater, MN", + "6789": "Stowe, PA", + "6790": "Stockton, CA", + "6791": "Stoneham, MA", + "6792": "Stonington, CT", + "6793": "Stratford, CT", + "6794": "Streator, IL", + "6795": "Struthers, OH", + "6796": "Suffolk, VA", + "6797": "Summit, NJ", + "6798": "Sumter, SC", + "6799": "Sunbury, PA", + "6810": "Sunnyvale, CA", + "6830": "Superior, WI", + "6831": "Swampscott, MA", + "6832": "Sweetwater, TX", + "6833": "Swissvale, PA", + "6850": "Syracuse, NY", + "6870": "Tacoma, WA", + "6871": "Tallahassee, FL", + "6872": "Tamaqua, PA", + "6890": "Tampa, FL", + "6910": "Taunton, MA", + "6911": "Taylor, PA", + "6912": "Temple, TX", + "6913": "Teaneck, NJ", + "6930": "Tempe, AZ", + "6950": "Terre Haute, IN", + "6951": "Texarkana, TX/AR", + "6952": "Thomasville, GA", + "6953": "Thomasville, NC", + "6954": "Tiffin, OH", + "6960": "Thousand Oaks, CA", + "6970": "Toledo, OH", + "6971": "Tonawanda, NY", + "6990": "Topeka, KS", + "6991": "Torrington, CT", + "6992": "Traverse City, MI", + "7000": "Torrance, CA", + "7010": "Trenton, NJ", + "7011": "Trinidad, CO", + "7030": "Troy, NY", + "7050": "Tucson, AZ", + "7070": "Tulsa, OK", + "7071": "Turtle Creek, PA", + "7072": "Tuscaloosa, AL", + "7073": "Two Rivers, WI", + "7074": "Tyler, TX", + "7079": "Union, NJ", + "7080": "Union City, NJ", + "7081": "Uniontown, PA", + "7082": "University City, MO", + "7083": "Urbana, IL", + "7084": "Upper Darby, PA", + "7090": "Utica, NY", + "7091": "Valdosta, GA", + "7093": "Valley Stream, NY", + "7100": "Vancouver, WA", + "7110": "Vallejo, CA", + "7111": "Vandergrift, PA", + "7112": "Venice, CA", + "7120": "Vicksburg, MS", + "7121": "Vincennes, IN", + "7122": "Virginia, MN", + "7123": "Virginia City, NV", + "7130": "Virginia Beach, VA", + "7140": "Visalia, CA", + "7150": "Waco, TX", + "7151": "Wakefield, MA", + "7152": "Walla Walla, WA", + "7153": "Wallingford, CT", + "7170": "Waltham, MA", + "7180": "Warren, MI", + "7190": "Warren, OH", + "7191": "Warren, PA", + "7210": "Warwick Town, RI", + "7230": "Washington, DC", + "7231": "Georgetown, DC", + "7241": "Washington, PA", + "7242": "Washington, VA", + "7250": "Waterbury, CT", + "7270": "Waterloo, IA", + "7290": "Waterloo, NY", + "7310": "Watertown, NY", + "7311": "Watertown, WI", + "7312": "Watertown, SD", + "7313": "Watertown, MA", + "7314": "Waterville, ME", + "7315": "Watervliet, NY", + "7316": "Waukegan, IL", + "7317": "Waukesha, WI", + "7318": "Wausau, WI", + "7319": "Wauwatosa, WI", + "7320": "West Covina, CA", + "7321": "Waycross, GA", + "7322": "Waynesboro, PA", + "7323": "Webb City, MO", + "7324": "Webster Groves, MO", + "7325": "Webster, MA", + "7326": "Wellesley, MA", + "7327": "Wenatchee, WA", + "7328": "Weehawken, NJ", + "7329": "West Bay City, MI", + "7330": "West Hoboken, NJ", + "7331": "West Bethlehem, PA", + "7332": "West Chester, PA", + "7333": "West Frankfort, IL", + "7334": "West Hartford, CT", + "7335": "West Haven, CT", + "7340": "West Allis, WI", + "7350": "West New York, NJ", + "7351": "West Orange, NJ", + "7352": "West Palm Beach, FL", + "7353": "West Springfield, MA", + "7360": "West Valley City, UT", + "7370": "West Troy, NY", + "7371": "West Warwick, RI", + "7372": "Westbrook, ME", + "7373": "Westerly, RI", + "7374": "Westfield, MA", + "7375": "Westfield, NJ", + "7376": "Wewoka, OK", + "7377": "Weymouth, MA", + "7390": "Wheeling, WV", + "7400": "White Plains, NY", + "7401": "Whiting, IN", + "7402": "Whittier, CA", + "7410": "Wichita, KS", + "7430": "Wichita Falls, TX", + "7450": "Wilkes-Barre, PA", + "7460": "Wilkinsburg, PA", + "7470": "Williamsport, PA", + "7471": "Willimantic, CT", + "7472": "Wilmette, IL", + "7490": "Wilmington, DE", + "7510": "Wilmington, NC", + "7511": "Wilson, NC", + "7512": "Winchester, VA", + "7513": "Winchester, MA", + "7514": "Windham, CT", + "7515": "Winnetka, IL", + "7516": "Winona, MN", + "7530": "Winston-Salem, NC", + "7531": "Winthrop, MA", + "7532": "Woburn, MA", + "7533": "Woodlawn, PA", + "7534": "Woodmont, CT", + "7535": "Woodbridge, NJ", + "7550": "Woonsocket, RI", + "7551": "Wooster, OH", + "7570": "Worcester, MA", + "7571": "Wyandotte, MI", + "7572": "Xenia, OH", + "7573": "Yakima, WA", + "7590": "Yonkers, NY", + "7610": "York, PA", + "7630": "Youngstown, OH", + "7631": "Ypsilanti, MI", + "7650": "Zanesville, OH" + }, + "SIZEPL": { + "0": "Not identifiable", + "1": "Under 1,000, or unincorporated", + "2": "1,000 - 2,499", + "3": "2,500 - 3,999", + "4": "4,000 - 4,999", + "5": "5,000 - 9,999", + "6": "10,000 - 24,999", + "7": "25,000 - 49,999", + "8": "50,000 - 74,999", + "9": "75,000 - 99,999", + "10": "100,000 - 199,999", + "20": "200,000 - 299,999", + "30": "300,000 - 399,999", + "40": "400,000 - 499,999", + "50": "500,000 - 599,999", + "60": "600,000 - 749,999", + "70": "750,000 - 999,999", + "80": "1,000,000 - 1,999,999", + "90": "2,000,000+" + }, + "URBAN": { + "0": "N/A", + "1": "Rural", + "2": "Urban" + }, + "SEA": { + "1": "1", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58", + "59": "59", + "60": "60", + "61": "61", + "62": "62", + "63": "63", + "64": "64", + "65": "65", + "66": "66", + "67": "67", + "68": "68", + "69": "69", + "70": "70", + "71": "71", + "72": "72", + "73": "73", + "74": "74", + "75": "75", + "76": "76", + "77": "77", + "79": "79", + "80": "80", + "81": "81", + "83": "83", + "84": "84", + "85": "85", + "86": "86", + "87": "87", + "88": "88", + "89": "89", + "90": "90", + "91": "91", + "92": "92", + "93": "93", + "94": "94", + "95": "95", + "96": "96", + "97": "97", + "98": "98", + "99": "99", + "100": "100", + "101": "101", + "102": "102", + "103": "103", + "104": "104", + "105": "105", + "106": "106", + "107": "107", + "108": "108", + "109": "109", + "110": "110", + "111": "111", + "112": "112", + "113": "113", + "114": "114", + "115": "115", + "116": "116", + "117": "117", + "118": "118", + "119": "119", + "120": "120", + "121": "121", + "122": "122", + "123": "123", + "124": "124", + "125": "125", + "126": "126", + "127": "127", + "128": "128", + "129": "129", + "130": "130", + "131": "131", + "132": "132", + "133": "133", + "135": "135", + "136": "136", + "137": "137", + "138": "138", + "139": "139", + "140": "140", + "141": "141", + "142": "142", + "143": "143", + "145": "145", + "146": "146", + "147": "147", + "148": "148", + "149": "149", + "150": "150", + "151": "151", + "152": "152", + "153": "153", + "154": "154", + "155": "155", + "156": "156", + "157": "157", + "158": "158", + "159": "159", + "160": "160", + "162": "162", + "163": "163", + "164": "164", + "165": "165", + "166": "166", + "167": "167", + "168": "168", + "169": "169", + "170": "170", + "171": "171", + "172": "172", + "173": "173", + "175": "175", + "176": "176", + "177": "177", + "178": "178", + "179": "179", + "180": "180", + "181": "181", + "182": "182", + "183": "183", + "184": "184", + "185": "185", + "186": "186", + "187": "187", + "188": "188", + "189": "189", + "190": "190", + "191": "191", + "192": "192", + "193": "193", + "194": "194", + "195": "195", + "196": "196", + "197": "197", + "198": "198", + "199": "199", + "200": "200", + "201": "201", + "202": "202", + "203": "203", + "204": "204", + "205": "205", + "206": "206", + "207": "207", + "208": "208", + "209": "209", + "210": "210", + "211": "211", + "212": "212", + "213": "213", + "214": "214", + "215": "215", + "216": "216", + "217": "217", + "218": "218", + "219": "219", + "220": "220", + "221": "221", + "222": "222", + "223": "223", + "224": "224", + "225": "225", + "226": "226", + "227": "227", + "228": "228", + "229": "229", + "230": "230", + "231": "231", + "232": "232", + "233": "233", + "234": "234", + "235": "235", + "236": "236", + "237": "237", + "238": "238", + "239": "239", + "240": "240", + "242": "242", + "243": "243", + "244": "244", + "245": "245", + "246": "246", + "247": "247", + "248": "248", + "249": "249", + "251": "251", + "253": "253", + "254": "254", + "256": "256", + "257": "257", + "258": "258", + "259": "259", + "260": "260", + "261": "261", + "262": "262", + "263": "263", + "264": "264", + "265": "265", + "266": "266", + "267": "267", + "268": "268", + "269": "269", + "270": "270", + "271": "271", + "273": "273", + "274": "274", + "275": "275", + "276": "276", + "277": "277", + "278": "278", + "279": "279", + "280": "280", + "281": "281", + "282": "282", + "283": "283", + "284": "284", + "285": "285", + "286": "286", + "287": "287", + "288": "288", + "289": "289", + "290": "290", + "291": "291", + "292": "292", + "293": "293", + "294": "294", + "295": "295", + "296": "296", + "298": "298", + "299": "299", + "300": "300", + "301": "301", + "302": "302", + "303": "303", + "304": "304", + "305": "305", + "306": "306", + "307": "307", + "308": "308", + "309": "309", + "310": "310", + "311": "311", + "314": "314", + "315": "315", + "317": "317", + "318": "318", + "319": "319", + "320": "320", + "321": "321", + "322": "322", + "323": "323", + "324": "324", + "325": "325", + "326": "326", + "327": "327", + "328": "328", + "329": "329", + "330": "330", + "331": "331", + "332": "332", + "333": "333", + "334": "334", + "335": "335", + "336": "336", + "337": "337", + "339": "339", + "340": "340", + "341": "341", + "342": "342", + "343": "343", + "344": "344", + "345": "345", + "346": "346", + "347": "347", + "348": "348", + "349": "349", + "350": "350", + "352": "352", + "353": "353", + "354": "354", + "355": "355", + "356": "356", + "357": "357", + "358": "358", + "360": "360", + "361": "361", + "362": "362", + "363": "363", + "364": "364", + "365": "365", + "366": "366", + "367": "367", + "368": "368", + "369": "369", + "370": "370", + "371": "371", + "372": "372", + "373": "373", + "374": "374", + "375": "375", + "376": "376", + "377": "377", + "378": "378", + "379": "379", + "380": "380", + "381": "381", + "382": "382", + "384": "384", + "385": "385", + "386": "386", + "387": "387", + "388": "388", + "389": "389", + "390": "390", + "391": "391", + "392": "392", + "393": "393", + "394": "394", + "395": "395", + "396": "396", + "398": "398", + "402": "402", + "403": "403", + "404": "404", + "405": "405", + "406": "406", + "407": "407", + "408": "408", + "409": "409", + "410": "410", + "411": "411", + "412": "412", + "413": "413", + "414": "414", + "415": "415", + "416": "416", + "418": "418", + "420": "420", + "421": "421", + "422": "422", + "425": "425", + "426": "426", + "427": "427", + "428": "428", + "429": "429", + "430": "430", + "431": "431", + "432": "432", + "433": "433", + "434": "434", + "435": "435", + "436": "436", + "437": "437", + "438": "438", + "439": "439", + "440": "440", + "441": "441", + "442": "442", + "443": "443", + "444": "444", + "445": "445", + "446": "446", + "447": "447", + "448": "448", + "449": "449", + "450": "450", + "451": "451", + "452": "452", + "453": "453", + "454": "454", + "455": "455", + "456": "456", + "457": "457", + "458": "458", + "459": "459", + "460": "460", + "461": "461", + "462": "462", + "464": "464", + "465": "465", + "466": "466", + "467": "467", + "468": "468", + "469": "469", + "470": "470", + "471": "471", + "473": "473", + "474": "474", + "475": "475", + "476": "476", + "477": "477", + "478": "478", + "479": "479", + "480": "480", + "481": "481", + "482": "482", + "483": "483", + "484": "484", + "485": "485", + "487": "487", + "488": "488", + "489": "489", + "490": "490", + "491": "491", + "492": "492", + "493": "493", + "494": "494", + "495": "495", + "496": "496", + "497": "497", + "498": "498", + "500": "500", + "501": "501", + "502": "502", + "990": "990", + "991": "991", + "992": "992", + "999": "999" + }, + "CNTRY": { + "630": "Puerto Rico", + "840": "United States" + }, + "GQ": { + "0": "Vacant unit", + "1": "Households under 1970 definition", + "2": "Additional households under 1990 definition", + "3": "Group quarters--Institutions", + "4": "Other group quarters", + "5": "Additional households under 2000 definition", + "6": "Fragment" + }, + "GQTYPE": { + "0": "NA (non-group quarters households)", + "1": "Institution (1990, 2000, ACS/PRCS)", + "2": "Correctional institutions", + "3": "Mental institutions", + "4": "Institutions for the elderly, handicapped, and poor", + "5": "Non-institutional GQ", + "6": "Military", + "7": "College dormitory", + "8": "Rooming house", + "9": "Other non-institutional GQ and unknown" + }, + "GQTYPED": { + "0": "NA (non-group quarters households)", + "10": "Family group, someone related to head", + "20": "Unrelated individuals, no one related to head", + "100": "Institution (1990, 2000, ACS/PRCS)", + "200": "Correctional institution", + "210": "Federal/state correctional", + "211": "Prison", + "212": "Penitentiary", + "213": "Military prison", + "220": "Local correctional", + "221": "Jail", + "230": "School juvenile delinquents", + "240": "Reformatory", + "250": "Camp or chain gang", + "260": "House of correction", + "300": "Mental institutions", + "400": "Institutions for the elderly, handicapped, and poor", + "410": "Homes for elderly", + "411": "Aged, dependent home", + "412": "Nursing/convalescent home", + "413": "Old soldiers' home", + "420": "Other Instits (Not Aged)", + "421": "Other Institution nec", + "430": "Homes neglected/depend children", + "431": "Orphan school", + "432": "Orphans' home, asylum", + "440": "Other instits for children", + "441": "Children's home, asylum", + "450": "Homes physically handicapped", + "451": "Deaf, blind school", + "452": "Deaf, blind, epilepsy", + "460": "Mentally handicapped home", + "461": "School for feeblemind", + "470": "TB and chronic disease hospital", + "471": "Chronic hospitals", + "472": "Sanatoria", + "480": "Poor houses and farms", + "481": "Poor house, almshouse", + "482": "Poor farm, workhouse", + "491": "Maternity homes for unmarried mothers", + "492": "Homes for widows, single, fallen women", + "493": "Detention homes", + "494": "Misc asylums", + "495": "Home, other dependent", + "496": "Institution combination or unknown", + "500": "Non-institutional group quarters", + "501": "Family formerly in institutional group quarters", + "502": "Unrelated individual residing with family formerly in institutional group quarters", + "600": "Military", + "601": "U.S. army installation", + "602": "Navy, marine installation", + "603": "Navy ships", + "604": "Air service", + "700": "College dormitory", + "701": "Military service academies", + "800": "Rooming house", + "801": "Hotel", + "802": "House, lodging apartments", + "803": "YMCA, YWCA", + "804": "Club", + "900": "Other Non-Instit GQ", + "901": "Other Non-Instit GQ", + "910": "Schools", + "911": "Boarding schools", + "912": "Academy, institute", + "913": "Industrial training", + "914": "Indian school", + "920": "Hospitals", + "921": "Hospital, charity", + "922": "Infirmary", + "923": "Maternity hospital", + "924": "Children's hospital", + "931": "Church, Abbey", + "932": "Convent", + "933": "Monastery", + "934": "Mission", + "935": "Seminary", + "936": "Religious commune", + "937": "Other religious", + "940": "Work sites", + "941": "Construction, except rr", + "942": "Lumber", + "943": "Mining", + "944": "Railroad", + "945": "Farms, ranches", + "946": "Ships, boats", + "947": "Other industrial", + "948": "Other worksites", + "950": "Nurses home, dorm", + "955": "Passenger ships", + "960": "Other group quarters", + "997": "Unknown", + "999": "Fragment (boarders and lodgers, 1900)" + }, + "GQFUNDS": { + "0": "N/A", + "11": "Federal support", + "12": "Federal and State", + "13": "State support", + "14": "Local support", + "15": "State and Local", + "16": "Government, not specified", + "21": "Private, Nonprofit", + "22": "Private, Commercial", + "23": "Religious", + "24": "Ethnic, fraternal", + "25": "Private, unknown", + "99": "Fragment or Unknown" + }, + "FARM": { + "0": "N/A", + "1": "Non-Farm", + "2": "Farm", + "9": "Blank/missing" + }, + "OWNERSHP": { + "0": "N/A", + "1": "Owned or being bought (loan)", + "2": "Rented" + }, + "OWNERSHPD": { + "0": "N/A", + "10": "Owned or being bought", + "11": "Check mark (owns?)", + "12": "Owned free and clear", + "13": "Owned with mortgage or loan", + "20": "Rented", + "21": "No cash rent", + "22": "With cash rent" + }, + "RENT": { + "0": "N/A", + "1": "No cash rent (1980-1990)", + "15": "Less than $30 (1980 Puerto Rico Samples)", + "25": "$1-50", + "10": "$1-19", + "2": "0002", + "3": "0003", + "4": "0004", + "5": "0005", + "6": "0006", + "7": "0007", + "8": "0008", + "9": "0009", + "11": "0011", + "12": "0012", + "13": "0013", + "14": "0014", + "16": "0016", + "17": "0017", + "18": "0018", + "19": "0019", + "20": "0020", + "21": "0021", + "22": "0022", + "23": "0023", + "24": "0024", + "26": "0026", + "27": "0027", + "28": "0028", + "29": "0029", + "35": "$30-39", + "30": "0030", + "31": "0031", + "32": "0032", + "33": "0033", + "34": "0034", + "36": "0036", + "37": "0037", + "38": "0038", + "39": "0039", + "45": "$40-49", + "40": "0040", + "41": "0041", + "42": "0042", + "43": "0043", + "44": "0044", + "46": "0046", + "47": "0047", + "48": "0048", + "49": "0049", + "55": "$50-59", + "50": "0050", + "51": "0051", + "52": "0052", + "53": "0053", + "54": "0054", + "56": "0056", + "57": "0057", + "58": "0058", + "59": "0059", + "65": "$60-69", + "60": "0060", + "61": "0061", + "62": "0062", + "63": "0063", + "64": "0064", + "66": "0066", + "67": "0067", + "68": "0068", + "69": "0069", + "75": "$70-79", + "70": "0070", + "71": "0071", + "72": "0072", + "73": "0073", + "74": "0074", + "76": "0076", + "77": "0077", + "78": "0078", + "79": "0079", + "85": "$80-89", + "90": "$80-99 (1960 1%)", + "80": "0080", + "81": "0081", + "82": "0082", + "83": "0083", + "84": "0084", + "86": "0086", + "87": "0087", + "88": "0088", + "89": "0089", + "91": "0091", + "92": "0092", + "93": "0093", + "94": "0094", + "95": "0095", + "96": "0096", + "97": "0097", + "98": "0098", + "99": "0099", + "110": "$100-119 (1960 1%)", + "100": "0100", + "101": "0101", + "102": "0102", + "103": "0103", + "104": "0104", + "105": "0105", + "106": "0106", + "107": "0107", + "108": "0108", + "109": "0109", + "115": "$110-119", + "125": "$120-129", + "135": "$120-149 (1960 1%)", + "145": "$140-149", + "155": "$150-159", + "165": "$160-169", + "175": "$150-199 (1960 1%)", + "185": "$180-189", + "195": "$190-199", + "212": "$200-224", + "237": "$225-249", + "275": "$250-299 (Puerto Rico)", + "262": "$250-274", + "287": "$275-299", + "325": "$300-349", + "375": "$350-399", + "450": "$400-499 ($400+ Puerto Rico)", + "500": "$500+", + "200": "$200+ (1960 1%)", + "112": "$100-124", + "137": "$125-149", + "162": "$150-174", + "187": "$175-199", + "282": "$275-299", + "312": "$300-324", + "337": "$325-349", + "362": "$350-374", + "387": "$375-399", + "412": "$400-424", + "437": "$425-449", + "462": "$450-474", + "487": "$475-499", + "525": "$500-549 (Puerto Rico)", + "512": "$500-524", + "537": "$525-549", + "575": "$550-599", + "625": "$600-649", + "675": "$650-699", + "725": "$700-749", + "875": "$750-999", + "1000": "$1,000+", + "8888": "1960s cases to be allocated", + "9997": "9997", + "9998": "9998", + "9999": "No cash rent (1940)", + "-1": "-001" + }, + "VALUEH": { + "0": "$0 (1940)", + "250": "Less than $500", + "500": "Less than $999", + "1000": "Less than $2,000", + "1500": "$2,000-$1,999", + "2500": "Less than $5,000", + "3500": "$3,000-$3,999", + "4000": "$3,000-$4,999", + "4500": "$4,000-$4,999", + "5000": "Less than $10,000", + "6250": "$5,000 - 7,499", + "8750": "$7,500 - 9,999", + "12500": "$10,000 - 14,999", + "11250": "$10,000 - 12,499", + "13750": "$12,500 - 14,999", + "17500": "$15,000 - 19,999", + "16250": "$15,000 - 17,499", + "18750": "$17,500 - 19,999", + "25000": "$20,000-$29,999", + "22500": "$20,000 - 24,999", + "21250": "$20,000 - 22,499", + "23750": "$22,500 - 24,999", + "30000": "$25,000 - 34,999", + "26250": "$25,000 - 27,499", + "27500": "$25,000 - 29,999", + "28750": "$27,500 - 29,999", + "32500": "$30,000 - 34,999", + "31250": "$30,000-$32,499", + "33750": "$32,500-$34,999", + "35000": "$35,000+", + "42500": "$35,000 - 49,999", + "37500": "$35,000 - 39,999", + "36250": "$35,000-$37,499", + "38750": "$37,500-$39,999", + "45000": "$40,000 - 49,999", + "42499": "$40,000 - 44,999", + "47500": "$45,000 - 49,999", + "50000": "$50,000+", + "55000": "$50,000 - 59,999", + "52500": "$50,000 - 54,999", + "57500": "$55,000 - 59,999", + "65000": "$60,000 - 69,999", + "62500": "$60,000 - 64,999", + "67500": "$65,000 - 69,999", + "75000": "$70,000 - 79,999", + "72500": "$70,000 - 74,999", + "77500": "$75,000 - 79,999", + "87500": "$75,000-$99,999", + "85000": "$80,000 - 89,999", + "95000": "$90,000 - 99,999", + "100000": "$100,000+", + "112500": "$100,000 - 124,999", + "137500": "$125,000 - 149,999", + "175000": "$150,000 - 199,999", + "162500": "$150,000 - 174,999", + "187500": "$175,000 - 199,999", + "200000": "$200,000+", + "225000": "$200,000 - 249,999", + "275000": "$250,000 - 299,999", + "350000": "$300,000 - 399,999", + "400000": "$400,000+", + "450000": "$400,000 - 499,999", + "625000": "$500,000 - 749,999", + "875000": "$750,000 - 999,999", + "1000000": "$1,000,000+", + "9999998": "Missing", + "9999999": "N/A" + }, + "NFAMS": { + "0": "0 families (vacant unit)", + "1": "1 family or N/A", + "2": "2 families", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "12": "12", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58", + "59": "59", + "60": "60" + }, + "NSUBFAM": { + "0": "No subfamilies or N/A (GQ/vacant unit)", + "1": "1 subfamily", + "2": "2 subfamilies", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9" + }, + "NCOUPLES": { + "0": "0 couples or N/A", + "1": "1", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9" + }, + "NMOTHERS": { + "0": "0 mothers or N/A", + "1": "1", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9" + }, + "NFATHERS": { + "0": "0 fathers or N/A", + "1": "1", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9" + }, + "MULTGEN": { + "0": "N/A", + "1": "1 generation", + "2": "2 generations", + "3": "3+ generations" + }, + "MULTGEND": { + "0": "N/A", + "10": "1 generation", + "20": "1-2 generations (Census 2008 definition)", + "21": "2 adjacent generations, adult-children", + "22": "2 adjacent generations, adult-adult", + "23": "2 nonadjacent generations", + "31": "3+ generations (Census 2008 definition)", + "32": "3+ generations (Additional IPUMS definition)" + }, + "RESPOND": { + "0": "N/A (Group quarters)", + "1": "Household head", + "2": "Wife of household head", + "3": "Related adult other than spouse", + "4": "Related child (under 14 years old)", + "5": "Nonrelated adult", + "6": "Nonrelated child (under 14 years old)", + "7": "No respondent indicated" + }, + "SPLIT": { + "0": "Person was not in a large group quarters that was split apart", + "1": "Person was in a large group quarters that was split apart" + }, + "EDMISS": { + "0": "Household not in missing data enumeration district", + "1": "Household in missing data enumeration district" + }, + "SLREC": { + "1": "Not a sample-line person", + "2": "Sample-line person" + }, + "RESPONDT": { + "0": "Respondent is not a member of the household", + "1": "Person is not respondent for household or GQ", + "2": "Person is respondent" + }, + "FAMUNIT": { + "1": "1st family in household or group quarters", + "2": "2nd family in household or group quarters", + "3": "3rd", + "4": "4th", + "5": "5th", + "6": "6th", + "7": "7th", + "8": "8th", + "9": "9th", + "10": "10th", + "11": "11th", + "12": "12th", + "13": "13th", + "14": "14th", + "15": "15th", + "16": "16th", + "17": "17th", + "18": "18th", + "19": "19th", + "20": "20th", + "21": "21th", + "22": "22th", + "23": "23th", + "24": "24th", + "25": "25th", + "26": "26th", + "27": "27th", + "28": "28th", + "29": "29th", + "30": "30th", + "31": "31st", + "32": "32nd", + "33": "33rd", + "34": "34th", + "35": "35th", + "36": "36th", + "37": "37th", + "38": "38th", + "39": "39th", + "40": "40th", + "41": "41st", + "42": "42nd", + "43": "43rd", + "44": "44th", + "45": "45th", + "46": "46th", + "47": "47th", + "48": "48th", + "49": "49th", + "50": "50th", + "51": "51st", + "52": "52nd", + "53": "53rd", + "54": "54th", + "55": "55th", + "56": "56th", + "57": "57th", + "58": "58th", + "59": "59th", + "60": "60th" + }, + "FAMSIZE": { + "1": "1 family member present", + "2": "2 family members present", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "12": "12", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58" + }, + "SUBFAM": { + "0": "Group quarters or not in subfamily", + "1": "1st subfamily in household", + "2": "2nd subfamily in household", + "3": "3rd", + "4": "4th", + "5": "5th", + "6": "6th", + "7": "7th", + "8": "8th", + "9": "9th" + }, + "SFTYPE": { + "0": "Group quarters or not in subfamily", + "1": "Married-couple related subfamily with children", + "2": "Married-couple related subfamily without children", + "3": "Father-child related subfamily", + "4": "Mother-child related subfamily", + "5": "Married-couple unrelated subfamily with children", + "6": "Married-couple unrelated subfamily without children", + "7": "Father-child unrelated subfamily", + "8": "Mother-child unrelated subfamily" + }, + "SFRELATE": { + "0": "Group quarters or not in subfamily", + "1": "Reference person", + "2": "Spouse (married-couple subfamily only)", + "3": "Child" + }, + "STEPMOM": { + "0": "No stepmother present", + "1": "Improbable age difference", + "2": "Spouse of father", + "3": "Identified stepmother", + "4": "No surviving children", + "5": "Identified as adopted", + "6": "Birthplace/marriage duration mismatch", + "7": "Number of children born/children surviving check" + }, + "MOMRULE_HIST": { + "0": "No mother link", + "1": "Unambiguous mother link", + "2": "Daughter/grandchild link", + "3": "Preceding female (no intervening person)", + "4": "Preceding female (surname similarity)", + "5": "Daughter/grandchild (child surviving status)", + "6": "Preceding female (child surviving status)", + "7": "Spouse of father becomes stepmother" + }, + "STEPPOP": { + "0": "No stepfather present", + "1": "Improbable age difference", + "2": "Spouse of mother", + "3": "Identified stepfather", + "5": "Identified as adopted", + "6": "Birthplace/marriage duration mismatch", + "7": "Surname difference -- male child or never-married female" + }, + "POPRULE_HIST": { + "0": "No father link", + "1": "Unambiguous father link", + "2": "Son/granchild link", + "3": "Preceding male (no intervening person)", + "4": "Preceding male (surname similarity)", + "7": "Husband of mother becomes stepfather" + }, + "SPRULE_HIST": { + "0": "No spouse link", + "1": "Wife follows husband", + "2": "Wife precedes husband", + "3": "Non-adjacent links -- consistent relationship to head/age differences", + "4": "Adjacent links (wife follows husband -- no age, other relative conflicts)", + "5": "Adjacent links (wife precedes husband -- no age, other relative conflicts)", + "6": "Non-adjacent links -- no age, other relative conflicts", + "7": "Previously allocated marital status -- no age, other relative conflicts" + }, + "NCHILD": { + "0": "0 children present", + "1": "1 child present", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9+" + }, + "NCHLT5": { + "0": "No children under age 5", + "1": "1 child under age 5", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9+" + }, + "NSIBS": { + "0": "0 siblings", + "1": "1 sibling", + "2": "2 siblings", + "3": "3 siblings", + "4": "4 siblings", + "5": "5 siblings", + "6": "6 siblings", + "7": "7 siblings", + "8": "8 siblings", + "9": "9 or more siblings" + }, + "ELDCH": { + "0": "Less than 1 year old", + "1": "1", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "12": "12", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58", + "59": "59", + "60": "60", + "61": "61", + "62": "62", + "63": "63", + "64": "64", + "65": "65", + "66": "66", + "67": "67", + "68": "68", + "69": "69", + "70": "70", + "71": "71", + "72": "72", + "73": "73", + "74": "74", + "75": "75", + "76": "76", + "77": "77", + "78": "78", + "79": "79", + "80": "80", + "81": "81", + "82": "82", + "83": "83", + "84": "84", + "85": "85", + "86": "86", + "87": "87", + "88": "88", + "89": "89", + "90": "90", + "91": "91", + "92": "92", + "93": "93", + "94": "94", + "95": "95", + "96": "96", + "97": "97", + "98": "98", + "99": "N/A" + }, + "YNGCH": { + "0": "Less than 1 year old", + "1": "1", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "12": "12", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58", + "59": "59", + "60": "60", + "61": "61", + "62": "62", + "63": "63", + "64": "64", + "65": "65", + "66": "66", + "67": "67", + "68": "68", + "69": "69", + "70": "70", + "71": "71", + "72": "72", + "73": "73", + "74": "74", + "75": "75", + "76": "76", + "77": "77", + "78": "78", + "79": "79", + "80": "80", + "81": "81", + "82": "82", + "83": "83", + "84": "84", + "85": "85", + "86": "86", + "87": "87", + "88": "88", + "89": "89", + "90": "90", + "91": "91", + "92": "92", + "93": "93", + "94": "94", + "95": "95", + "96": "96", + "97": "97", + "98": "98", + "99": "N/A" + }, + "RELATE": { + "1": "Head/Householder", + "2": "Spouse", + "3": "Child", + "4": "Child-in-law", + "5": "Parent", + "6": "Parent-in-Law", + "7": "Sibling", + "8": "Sibling-in-Law", + "9": "Grandchild", + "10": "Other relatives", + "11": "Partner, friend, visitor", + "12": "Other non-relatives", + "13": "Institutional inmates" + }, + "RELATED": { + "101": "Head/Householder", + "201": "Spouse", + "202": "2nd/3rd Wife (Polygamous)", + "301": "Child", + "302": "Adopted Child", + "303": "Stepchild", + "304": "Adopted, n.s.", + "401": "Child-in-law", + "402": "Step Child-in-law", + "501": "Parent", + "502": "Stepparent", + "601": "Parent-in-Law", + "602": "Stepparent-in-law", + "701": "Sibling", + "702": "Step/Half/Adopted Sibling", + "801": "Sibling-in-Law", + "802": "Step/Half Sibling-in-law", + "901": "Grandchild", + "902": "Adopted Grandchild", + "903": "Step Grandchild", + "904": "Grandchild-in-law", + "1000": "Other relatives:", + "1001": "Other Relatives", + "1011": "Grandparent", + "1012": "Step Grandparent", + "1013": "Grandparent-in-law", + "1021": "Aunt or Uncle", + "1022": "Aunt,Uncle-in-law", + "1031": "Nephew, Niece", + "1032": "Neph/Niece-in-law", + "1033": "Step/Adopted Nephew/Niece", + "1034": "Grand Niece/Nephew", + "1041": "Cousin", + "1042": "Cousin-in-law", + "1051": "Great Grandchild", + "1061": "Other relatives, nec", + "1100": "Partner, Friend, Visitor", + "1110": "Partner/friend", + "1111": "Friend", + "1112": "Partner", + "1113": "Partner/roommate", + "1114": "Unmarried Partner", + "1115": "Housemate/Roomate", + "1120": "Relative of partner", + "1130": "Concubine/Mistress", + "1131": "Visitor", + "1132": "Companion and family of companion", + "1139": "Allocated partner/friend/visitor", + "1200": "Other non-relatives", + "1201": "Roomers/boarders/lodgers", + "1202": "Boarders", + "1203": "Lodgers", + "1204": "Roomer", + "1205": "Tenant", + "1206": "Foster child", + "1210": "Employees:", + "1211": "Servant", + "1212": "Housekeeper", + "1213": "Maid", + "1214": "Cook", + "1215": "Nurse", + "1216": "Other probable domestic employee", + "1217": "Other employee", + "1219": "Relative of employee", + "1221": "Military", + "1222": "Students", + "1223": "Members of religious orders", + "1230": "Other non-relatives", + "1239": "Allocated other non-relative", + "1240": "Roomers/boarders/lodgers and foster children", + "1241": "Roomers/boarders/lodgers", + "1242": "Foster children", + "1250": "Employees", + "1251": "Domestic employees", + "1252": "Non-domestic employees", + "1253": "Relative of employee", + "1260": "Other non-relatives (1990 includes employees)", + "1270": "Non-inmate 1990", + "1281": "Head of group quarters", + "1282": "Employees of group quarters", + "1283": "Relative of head, staff, or employee group quarters", + "1284": "Other non-inmate 1940-1959", + "1291": "Military", + "1292": "College dormitories", + "1293": "Residents of rooming houses", + "1294": "Other non-inmate 1980 (includes employees and non-inmates in", + "1295": "Other non-inmates 1960-1970 (includes employees)", + "1296": "Non-inmates in institutions", + "1301": "Institutional inmates", + "9996": "Unclassifiable", + "9997": "Unknown", + "9998": "Illegible", + "9999": "Missing" + }, + "SEX": { + "1": "Male", + "2": "Female", + "9": "Missing/blank" + }, + "AGE": { + "0": "Less than 1 year old", + "1": "1", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "12": "12", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58", + "59": "59", + "60": "60", + "61": "61", + "62": "62", + "63": "63", + "64": "64", + "65": "65", + "66": "66", + "67": "67", + "68": "68", + "69": "69", + "70": "70", + "71": "71", + "72": "72", + "73": "73", + "74": "74", + "75": "75", + "76": "76", + "77": "77", + "78": "78", + "79": "79", + "80": "80", + "81": "81", + "82": "82", + "83": "83", + "84": "84", + "85": "85", + "86": "86", + "87": "87", + "88": "88", + "89": "89", + "90": "90 (90+ in 1980 and 1990)", + "91": "91", + "92": "92", + "93": "93", + "94": "94", + "95": "95", + "96": "96", + "97": "97", + "98": "98", + "99": "99", + "100": "100 (100+ in 1960-1970)", + "101": "101", + "102": "102", + "103": "103", + "104": "104", + "105": "105", + "106": "106", + "107": "107", + "108": "108", + "109": "109", + "110": "110", + "111": "111", + "112": "112 (112+ in the 1980 internal data)", + "113": "113", + "114": "114", + "115": "115 (115+ in the 1990 internal data)", + "116": "116", + "117": "117", + "118": "118", + "119": "119", + "120": "120", + "121": "121", + "122": "122", + "123": "123", + "124": "124", + "125": "125", + "126": "126", + "127": "127", + "128": "128", + "129": "129", + "130": "130", + "131": "131", + "132": "132", + "133": "133", + "134": "134", + "135": "135", + "140": "140", + "999": "Missing" + }, + "AGEMONTH": { + "0": "0 months old", + "1": "1 month old", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "12": "12", + "98": "Unknown/illegible", + "99": "N/A or blank" + }, + "MARST": { + "1": "Married, spouse present", + "2": "Married, spouse absent", + "3": "Separated", + "4": "Divorced", + "5": "Widowed", + "6": "Never married/single", + "9": "Blank, missing" + }, + "MARRNO": { + "0": "Not Applicable", + "1": "Married once", + "2": "Married twice (or more)", + "3": "Married thrice (or more)", + "4": "Four times", + "5": "Five times", + "6": "Six times", + "7": "Unknown", + "8": "Illegible", + "9": "Missing" + }, + "AGEMARR": { + "0": "N/A and missing", + "12": "12 years old", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58", + "59": "59", + "60": "60", + "61": "61", + "62": "62", + "63": "63", + "64": "64", + "65": "65", + "66": "66", + "67": "67", + "68": "68", + "69": "69", + "70": "70", + "71": "71", + "72": "72", + "73": "73", + "74": "74", + "75": "75", + "76": "76", + "77": "77", + "78": "78", + "79": "79", + "80": "80", + "81": "81", + "82": "82", + "83": "83", + "84": "84", + "85": "85", + "86": "86", + "87": "87", + "88": "88", + "89": "89", + "90": "90", + "91": "91", + "92": "92", + "93": "93", + "94": "94", + "95": "95", + "96": "96", + "97": "97 (97+ for 1930 100%)", + "98": "98", + "99": "99+" + }, + "CHBORN": { + "0": "N/A", + "1": "No children", + "2": "1 child", + "3": "2 children", + "4": "3", + "5": "4", + "6": "5", + "7": "6", + "8": "7", + "9": "8", + "10": "9", + "11": "10", + "12": "11", + "13": "12 (12+ 1960-1990)", + "14": "13", + "15": "14", + "16": "15", + "17": "16", + "18": "17", + "19": "18", + "20": "19", + "21": "20", + "22": "21", + "23": "22", + "24": "23", + "25": "24", + "26": "25 (25+ 1950)", + "27": "26", + "28": "27", + "29": "28", + "30": "29", + "31": "30", + "32": "31", + "33": "32", + "34": "33", + "35": "34", + "36": "35", + "37": "36", + "38": "37", + "39": "38", + "40": "39", + "41": "40", + "42": "41", + "43": "42", + "44": "43", + "45": "44", + "46": "45", + "47": "46", + "48": "47", + "49": "48", + "50": "49", + "51": "50", + "52": "51", + "53": "52", + "54": "53", + "55": "54", + "56": "55", + "57": "56", + "58": "57", + "61": "60", + "87": "87", + "97": "Unknown", + "98": "Illegible", + "99": "Missing" + }, + "RACE": { + "1": "White", + "2": "Black/African American", + "3": "American Indian or Alaska Native", + "4": "Chinese", + "5": "Japanese", + "6": "Other Asian or Pacific Islander", + "7": "Other race, nec", + "8": "Two major races", + "9": "Three or more major races" + }, + "HISPAN": { + "0": "Not Hispanic", + "1": "Mexican", + "2": "Puerto Rican", + "3": "Cuban", + "4": "Other", + "9": "Not Reported" + }, + "HISPAND": { + "0": "Not Hispanic", + "100": "Mexican", + "102": "Mexican American", + "103": "Mexicano/Mexicana", + "104": "Chicano/Chicana", + "105": "La Raza", + "106": "Mexican American Indian", + "107": "Mexico", + "200": "Puerto Rican", + "300": "Cuban", + "401": "Central American Indian", + "402": "Canal Zone", + "411": "Costa Rican", + "412": "Guatemalan", + "413": "Honduran", + "414": "Nicaraguan", + "415": "Panamanian", + "416": "Salvadoran", + "417": "Central American, n.e.c.", + "420": "Argentinean", + "421": "Bolivian", + "422": "Chilean", + "423": "Colombian", + "424": "Ecuadorian", + "425": "Paraguayan", + "426": "Peruvian", + "427": "Uruguayan", + "428": "Venezuelan", + "429": "South American Indian", + "430": "Criollo", + "431": "South American, n.e.c.", + "450": "Spaniard", + "451": "Andalusian", + "452": "Asturian", + "453": "Castillian", + "454": "Catalonian", + "455": "Balearic Islander", + "456": "Gallego", + "457": "Valencian", + "458": "Canarian", + "459": "Spanish Basque", + "460": "Dominican", + "465": "Latin American", + "470": "Hispanic", + "480": "Spanish", + "490": "Californio", + "491": "Tejano", + "492": "Nuevo Mexicano", + "493": "Spanish American", + "494": "Spanish American Indian", + "495": "Meso American Indian", + "496": "Mestizo", + "498": "Other, n.s.", + "499": "Other, n.e.c.", + "900": "Not Reported" + }, + "BPL": { + "1": "Alabama", + "2": "Alaska", + "4": "Arizona", + "5": "Arkansas", + "6": "California", + "8": "Colorado", + "9": "Connecticut", + "10": "Delaware", + "11": "District of Columbia", + "12": "Florida", + "13": "Georgia", + "15": "Hawaii", + "16": "Idaho", + "17": "Illinois", + "18": "Indiana", + "19": "Iowa", + "20": "Kansas", + "21": "Kentucky", + "22": "Louisiana", + "23": "Maine", + "24": "Maryland", + "25": "Massachusetts", + "26": "Michigan", + "27": "Minnesota", + "28": "Mississippi", + "29": "Missouri", + "30": "Montana", + "31": "Nebraska", + "32": "Nevada", + "33": "New Hampshire", + "34": "New Jersey", + "35": "New Mexico", + "36": "New York", + "37": "North Carolina", + "38": "North Dakota", + "39": "Ohio", + "40": "Oklahoma", + "41": "Oregon", + "42": "Pennsylvania", + "44": "Rhode Island", + "45": "South Carolina", + "46": "South Dakota", + "47": "Tennessee", + "48": "Texas", + "49": "Utah", + "50": "Vermont", + "51": "Virginia", + "53": "Washington", + "54": "West Virginia", + "55": "Wisconsin", + "56": "Wyoming", + "90": "Native American", + "99": "United States, ns", + "100": "American Samoa", + "105": "Guam", + "110": "Puerto Rico", + "115": "U.S. Virgin Islands", + "120": "Other US Possessions", + "150": "Canada", + "155": "St. Pierre and Miquelon", + "160": "Atlantic Islands", + "199": "North America, ns", + "200": "Mexico", + "210": "Central America", + "250": "Cuba", + "260": "West Indies", + "299": "Americas, n.s.", + "300": "SOUTH AMERICA", + "400": "Denmark", + "401": "Finland", + "402": "Iceland", + "403": "Lapland, n.s.", + "404": "Norway", + "405": "Sweden", + "410": "England", + "411": "Scotland", + "412": "Wales", + "413": "United Kingdom, ns", + "414": "Ireland", + "419": "Northern Europe, ns", + "420": "Belgium", + "421": "France", + "422": "Liechtenstein", + "423": "Luxembourg", + "424": "Monaco", + "425": "Netherlands", + "426": "Switzerland", + "429": "Western Europe, ns", + "430": "Albania", + "431": "Andorra", + "432": "Gibraltar", + "433": "Greece", + "434": "Italy", + "435": "Malta", + "436": "Portugal", + "437": "San Marino", + "438": "Spain", + "439": "Vatican City", + "440": "Southern Europe, ns", + "450": "Austria", + "451": "Bulgaria", + "452": "Czechoslovakia", + "453": "Germany", + "454": "Hungary", + "455": "Poland", + "456": "Romania", + "457": "Yugoslavia", + "458": "Central Europe, ns", + "459": "Eastern Europe, ns", + "460": "Estonia", + "461": "Latvia", + "462": "Lithuania", + "463": "Baltic States, ns", + "465": "Other USSR/Russia", + "499": "Europe, ns", + "500": "China", + "501": "Japan", + "502": "Korea", + "509": "East Asia, ns", + "510": "Brunei", + "511": "Cambodia (Kampuchea)", + "512": "Indonesia", + "513": "Laos", + "514": "Malaysia", + "515": "Philippines", + "516": "Singapore", + "517": "Thailand", + "518": "Vietnam", + "519": "Southeast Asia, ns", + "520": "Afghanistan", + "521": "India", + "522": "Iran", + "523": "Maldives", + "524": "Nepal", + "530": "Bahrain", + "531": "Cyprus", + "532": "Iraq", + "533": "Iraq/Saudi Arabia", + "534": "Israel/Palestine", + "535": "Jordan", + "536": "Kuwait", + "537": "Lebanon", + "538": "Oman", + "539": "Qatar", + "540": "Saudi Arabia", + "541": "Syria", + "542": "Turkey", + "543": "United Arab Emirates", + "544": "Yemen Arab Republic (North)", + "545": "Yemen, PDR (South)", + "546": "Persian Gulf States, n.s.", + "547": "Middle East, ns", + "548": "Southwest Asia, nec/ns", + "549": "Asia Minor, ns", + "550": "South Asia, nec", + "599": "Asia, nec/ns", + "600": "AFRICA", + "700": "Australia and New Zealand", + "710": "Pacific Islands", + "800": "Antarctica, ns/nec", + "900": "Abroad (unknown) or at sea", + "950": "Other n.e.c.", + "997": "Unknown", + "999": "Missing/blank" + }, + "BPLD": { + "100": "Alabama", + "200": "Alaska", + "400": "Arizona", + "500": "Arkansas", + "600": "California", + "800": "Colorado", + "810": "Colorado Territory", + "900": "Connecticut", + "1000": "Delaware", + "1100": "District of Columbia", + "1200": "Florida", + "1300": "Georgia", + "1500": "Hawaii", + "1600": "Idaho", + "1610": "Idaho Territory", + "1700": "Illinois", + "1800": "Indiana", + "1900": "Iowa", + "2000": "Kansas", + "2100": "Kentucky", + "2200": "Louisiana", + "2300": "Maine", + "2400": "Maryland", + "2500": "Massachusetts", + "2600": "Michigan", + "2700": "Minnesota", + "2710": "Minnesota Territory", + "2800": "Mississippi", + "2900": "Missouri", + "3000": "Montana", + "3010": "Montana Territory", + "3100": "Nebraska", + "3110": "Nebraska Territory", + "3200": "Nevada", + "3210": "Nevada Territory", + "3300": "New Hampshire", + "3400": "New Jersey", + "3500": "New Mexico", + "3510": "New Mexico Territory", + "3600": "New York", + "3700": "North Carolina", + "3800": "North Dakota", + "3900": "Ohio", + "4000": "Oklahoma", + "4010": "Indian Territory", + "4100": "Oregon", + "4200": "Pennsylvania", + "4400": "Rhode Island", + "4500": "South Carolina", + "4600": "South Dakota", + "4610": "Dakota Territory", + "4700": "Tennessee", + "4800": "Texas", + "4900": "Utah", + "4910": "Utah Territory", + "5000": "Vermont", + "5100": "Virginia", + "5300": "Washington", + "5310": "Washington Territory", + "5400": "West Virginia", + "5500": "Wisconsin", + "5600": "Wyoming", + "5610": "Wyoming Territory", + "9000": "Native American", + "9900": "United States, ns", + "10000": "American Samoa", + "10010": "Samoa, 1940-1950", + "10500": "Guam", + "11000": "Puerto Rico", + "11500": "U.S. Virgin Islands", + "11510": "St. Croix", + "11520": "St. John", + "11530": "St. Thomas", + "12000": "Other US Possessions:", + "12010": "Johnston Atoll", + "12020": "Midway Islands", + "12030": "Wake Island", + "12040": "Other US Caribbean Islands", + "12041": "Navassa Island", + "12050": "Other US Pacific Islands", + "12051": "Baker Island", + "12052": "Howland Island", + "12053": "Jarvis Island", + "12054": "Kingman Reef", + "12055": "Palmyra Atoll", + "12056": "Canton and Enderbury Island", + "12090": "US outlying areas, ns", + "12091": "US possessions, ns", + "12092": "US territory, ns", + "15000": "Canada", + "15010": "English Canada", + "15011": "British Columbia", + "15013": "Alberta", + "15015": "Saskatchewan", + "15017": "Northwest", + "15019": "Ruperts Land", + "15020": "Manitoba", + "15021": "Red River", + "15030": "Ontario/Upper Canada", + "15031": "Upper Canada", + "15032": "Canada West", + "15040": "New Brunswick", + "15050": "Nova Scotia", + "15051": "Cape Breton", + "15052": "Halifax", + "15060": "Prince Edward Island", + "15070": "Newfoundland", + "15080": "French Canada", + "15081": "Quebec", + "15082": "Lower Canada", + "15083": "Canada East", + "15500": "St. Pierre and Miquelon", + "16000": "Atlantic Islands", + "16010": "Bermuda", + "16020": "Cape Verde", + "16030": "Falkland Islands", + "16040": "Greenland", + "16050": "St. Helena and Ascension", + "16060": "Canary Islands", + "19900": "North America, ns", + "20000": "Mexico", + "21000": "Central America", + "21010": "Belize/British Honduras", + "21020": "Costa Rica", + "21030": "El Salvador", + "21040": "Guatemala", + "21050": "Honduras", + "21060": "Nicaragua", + "21070": "Panama", + "21071": "Canal Zone", + "21090": "Central America, ns", + "25000": "Cuba", + "26000": "West Indies", + "26010": "Dominican Republic", + "26020": "Haiti", + "26030": "Jamaica", + "26040": "British West Indies", + "26041": "Anguilla", + "26042": "Antigua-Barbuda", + "26043": "Bahamas", + "26044": "Barbados", + "26045": "British Virgin Islands", + "26046": "Anegada", + "26047": "Cooper", + "26048": "Jost Van Dyke", + "26049": "Peter", + "26050": "Tortola", + "26051": "Virgin Gorda", + "26052": "Br. Virgin Islands, ns", + "26053": "Cayman Islands", + "26054": "Dominica", + "26055": "Grenada", + "26056": "Montserrat", + "26057": "St. Kitts-Nevis", + "26058": "St. Lucia", + "26059": "St. Vincent", + "26060": "Trinidad and Tobago", + "26061": "Turks and Caicos", + "26069": "Br. Virgin Islands, ns", + "26070": "Other West Indies", + "26071": "Aruba", + "26072": "Netherlands Antilles", + "26073": "Bonaire", + "26074": "Curacao", + "26075": "Dutch St. Maarten", + "26076": "Saba", + "26077": "St. Eustatius", + "26079": "Dutch Caribbean, ns", + "26080": "French St. Maarten", + "26081": "Guadeloupe", + "26082": "Martinique", + "26083": "St. Barthelemy", + "26089": "French Caribbean, ns", + "26090": "Antilles, ns", + "26091": "Caribbean, ns", + "26092": "Latin America, ns", + "26093": "Leeward Islands, ns", + "26094": "West Indies, ns", + "26095": "Windward Islands, ns", + "29900": "Americas, ns", + "30000": "South America", + "30005": "Argentina", + "30010": "Bolivia", + "30015": "Brazil", + "30020": "Chile", + "30025": "Colombia", + "30030": "Ecuador", + "30035": "French Guiana", + "30040": "Guyana/British Guiana", + "30045": "Paraguay", + "30050": "Peru", + "30055": "Suriname", + "30060": "Uruguay", + "30065": "Venezuela", + "30090": "South America, ns", + "30091": "South and Central America, n.s.", + "40000": "Denmark", + "40010": "Faeroe Islands", + "40100": "Finland", + "40200": "Iceland", + "40300": "Lapland, ns", + "40400": "Norway", + "40410": "Svalbard and Jan Meyen", + "40411": "Svalbard", + "40412": "Jan Meyen", + "40500": "Sweden", + "41000": "England", + "41010": "Channel Islands", + "41011": "Guernsey", + "41012": "Jersey", + "41020": "Isle of Man", + "41100": "Scotland", + "41200": "Wales", + "41300": "United Kingdom, ns", + "41400": "Ireland", + "41410": "Northern Ireland", + "41900": "Northern Europe, ns", + "42000": "Belgium", + "42100": "France", + "42110": "Alsace-Lorraine", + "42111": "Alsace", + "42112": "Lorraine", + "42200": "Liechtenstein", + "42300": "Luxembourg", + "42400": "Monaco", + "42500": "Netherlands", + "42600": "Switzerland", + "42900": "Western Europe, ns", + "43000": "Albania", + "43100": "Andorra", + "43200": "Gibraltar", + "43300": "Greece", + "43310": "Dodecanese Islands", + "43320": "Turkey Greece", + "43330": "Macedonia", + "43400": "Italy", + "43500": "Malta", + "43600": "Portugal", + "43610": "Azores", + "43620": "Madeira Islands", + "43630": "Cape Verde Islands", + "43640": "St. Miguel", + "43700": "San Marino", + "43800": "Spain", + "43900": "Vatican City", + "44000": "Southern Europe, ns", + "45000": "Austria", + "45010": "Austria-Hungary", + "45020": "Austria-Graz", + "45030": "Austria-Linz", + "45040": "Austria-Salzburg", + "45050": "Austria-Tyrol", + "45060": "Austria-Vienna", + "45070": "Austria-Kaernsten", + "45080": "Austria-Neustadt", + "45100": "Bulgaria", + "45200": "Czechoslovakia", + "45210": "Bohemia", + "45211": "Bohemia-Moravia", + "45212": "Slovakia", + "45213": "Czech Republic", + "45300": "Germany", + "45301": "Berlin", + "45302": "West Berlin", + "45303": "East Berlin", + "45310": "West Germany", + "45311": "Baden", + "45312": "Bavaria", + "45313": "Braunschweig", + "45314": "Bremen", + "45315": "Hamburg", + "45316": "Hanover", + "45317": "Hessen", + "45318": "Hesse-Nassau", + "45319": "Lippe", + "45320": "Lubeck", + "45321": "Oldenburg", + "45322": "Rheinland", + "45323": "Schaumburg-Lippe", + "45324": "Schleswig", + "45325": "Sigmaringen", + "45326": "Schwarzburg", + "45327": "Westphalia", + "45328": "Wurttemberg", + "45329": "Waldeck", + "45330": "Wittenberg", + "45331": "Frankfurt", + "45332": "Saarland", + "45333": "Nordrhein-Westfalen", + "45340": "East Germany", + "45341": "Anhalt", + "45342": "Brandenburg", + "45344": "Kingdom of Saxony", + "45345": "Mecklenburg", + "45346": "Saxony", + "45347": "Thuringian States", + "45348": "Sachsen-Meiningen", + "45349": "Sachsen-Weimar-Eisenach", + "45350": "Probable Saxony", + "45351": "Schwerin", + "45352": "Strelitz", + "45353": "Probably Thuringian States", + "45360": "Prussia, nec", + "45361": "Hohenzollern", + "45362": "Niedersachsen", + "45400": "Hungary", + "45500": "Poland", + "45510": "Austrian Poland", + "45511": "Galicia", + "45520": "German Poland", + "45521": "East Prussia", + "45522": "Pomerania", + "45523": "Posen", + "45524": "Prussian Poland", + "45525": "Silesia", + "45526": "West Prussia", + "45530": "Russian Poland", + "45600": "Romania", + "45610": "Transylvania", + "45700": "Yugoslavia", + "45710": "Croatia", + "45720": "Montenegro", + "45730": "Serbia", + "45740": "Bosnia", + "45750": "Dalmatia", + "45760": "Slovonia", + "45770": "Carniola", + "45780": "Slovenia", + "45790": "Kosovo", + "45800": "Central Europe, ns", + "45900": "Eastern Europe, ns", + "46000": "Estonia", + "46100": "Latvia", + "46200": "Lithuania", + "46300": "Baltic States, ns", + "46500": "Other USSR/Russia", + "46510": "Byelorussia", + "46520": "Moldavia", + "46521": "Bessarabia", + "46530": "Ukraine", + "46540": "Armenia", + "46541": "Azerbaijan", + "46542": "Republic of Georgia", + "46543": "Kazakhstan", + "46544": "Kirghizia", + "46545": "Tadzhik", + "46546": "Turkmenistan", + "46547": "Uzbekistan", + "46548": "Siberia", + "46590": "USSR, ns", + "49900": "Europe, ns.", + "50000": "China", + "50010": "Hong Kong", + "50020": "Macau", + "50030": "Mongolia", + "50040": "Taiwan", + "50100": "Japan", + "50200": "Korea", + "50210": "North Korea", + "50220": "South Korea", + "50900": "East Asia, ns", + "51000": "Brunei", + "51100": "Cambodia (Kampuchea)", + "51200": "Indonesia", + "51210": "East Indies", + "51220": "East Timor", + "51300": "Laos", + "51400": "Malaysia", + "51500": "Philippines", + "51600": "Singapore", + "51700": "Thailand", + "51800": "Vietnam", + "51900": "Southeast Asia, ns", + "51910": "Indochina, ns", + "52000": "Afghanistan", + "52100": "India", + "52110": "Bangladesh", + "52120": "Bhutan", + "52130": "Burma (Myanmar)", + "52140": "Pakistan", + "52150": "Sri Lanka (Ceylon)", + "52200": "Iran", + "52300": "Maldives", + "52400": "Nepal", + "53000": "Bahrain", + "53100": "Cyprus", + "53200": "Iraq", + "53210": "Mesopotamia", + "53300": "Iraq/Saudi Arabia", + "53400": "Israel/Palestine", + "53410": "Gaza Strip", + "53420": "Palestine", + "53430": "West Bank", + "53440": "Israel", + "53500": "Jordan", + "53600": "Kuwait", + "53700": "Lebanon", + "53800": "Oman", + "53900": "Qatar", + "54000": "Saudi Arabia", + "54100": "Syria", + "54200": "Turkey", + "54210": "European Turkey", + "54220": "Asian Turkey", + "54300": "United Arab Emirates", + "54400": "Yemen Arab Republic (North)", + "54500": "Yemen, PDR (South)", + "54600": "Persian Gulf States, ns", + "54700": "Middle East, ns", + "54800": "Southwest Asia, nec/ns", + "54900": "Asia Minor, ns", + "55000": "South Asia, nec", + "59900": "Asia, nec/ns", + "60000": "Africa", + "60010": "Northern Africa", + "60011": "Algeria", + "60012": "Egypt/United Arab Rep.", + "60013": "Libya", + "60014": "Morocco", + "60015": "Sudan", + "60016": "Tunisia", + "60017": "Western Sahara", + "60019": "North Africa, ns", + "60020": "Benin", + "60021": "Burkina Faso", + "60022": "Gambia", + "60023": "Ghana", + "60024": "Guinea", + "60025": "Guinea-Bissau", + "60026": "Ivory Coast", + "60027": "Liberia", + "60028": "Mali", + "60029": "Mauritania", + "60030": "Niger", + "60031": "Nigeria", + "60032": "Senegal", + "60033": "Sierra Leone", + "60034": "Togo", + "60038": "Western Africa, ns", + "60039": "French West Africa, ns", + "60040": "British Indian Ocean Territory", + "60041": "Burundi", + "60042": "Comoros", + "60043": "Djibouti", + "60044": "Ethiopia", + "60045": "Kenya", + "60046": "Madagascar", + "60047": "Malawi", + "60048": "Mauritius", + "60049": "Mozambique", + "60050": "Reunion", + "60051": "Rwanda", + "60052": "Seychelles", + "60053": "Somalia", + "60054": "Tanzania", + "60055": "Uganda", + "60056": "Zambia", + "60057": "Zimbabwe", + "60058": "Bassas de India", + "60059": "Europa", + "60060": "Gloriosos", + "60061": "Juan de Nova", + "60062": "Mayotte", + "60063": "Tromelin", + "60064": "Eastern Africa, nec/ns", + "60065": "Eritrea", + "60066": "South Sudan", + "60070": "Central Africa", + "60071": "Angola", + "60072": "Cameroon", + "60073": "Central African Republic", + "60074": "Chad", + "60075": "Congo", + "60076": "Equatorial Guinea", + "60077": "Gabon", + "60078": "Sao Tome and Principe", + "60079": "Zaire", + "60080": "Central Africa, ns", + "60081": "Equatorial Africa, ns", + "60082": "French Equatorial Africa, ns", + "60090": "Southern Africa", + "60091": "Botswana", + "60092": "Lesotho", + "60093": "Namibia", + "60094": "South Africa (Union of)", + "60095": "Swaziland", + "60096": "Southern Africa, ns", + "60099": "Africa, ns/nec", + "70000": "Australia and New Zealand", + "70010": "Australia", + "70011": "Ashmore and Cartier Islands", + "70012": "Coral Sea Islands Territory", + "70013": "Christmas Island", + "70014": "Cocos Islands", + "70020": "New Zealand", + "71000": "Pacific Islands", + "71010": "New Caledonia", + "71012": "Papua New Guinea", + "71013": "Solomon Islands", + "71014": "Vanuatu (New Hebrides)", + "71015": "Fiji", + "71016": "Melanesia, ns", + "71017": "Norfolk Islands", + "71018": "Niue", + "71020": "Cook Islands", + "71022": "French Polynesia", + "71023": "Tonga", + "71024": "Wallis and Futuna Islands", + "71025": "Western Samoa", + "71026": "Pitcairn Island", + "71027": "Tokelau", + "71028": "Tuvalu", + "71029": "Polynesia, ns", + "71032": "Kiribati", + "71033": "Canton and Enderbury", + "71034": "Nauru", + "71039": "Micronesia, ns", + "71040": "US Pacific Trust Territories", + "71041": "Marshall Islands", + "71042": "Micronesia", + "71043": "Kosrae", + "71044": "Pohnpei", + "71045": "Truk", + "71046": "Yap", + "71047": "Northern Mariana Islands", + "71048": "Palau", + "71049": "Pacific Trust Terr, ns", + "71050": "Clipperton Island", + "71090": "Oceania, ns/nec", + "80000": "Antarctica, ns/nec", + "80010": "Bouvet Islands", + "80020": "British Antarctic Terr.", + "80030": "Dronning Maud Land", + "80040": "French Southern and Antarctic Lands", + "80050": "Heard and McDonald Islands", + "90000": "Abroad (unknown) or at sea", + "90010": "Abroad, ns", + "90011": "Abroad (US citizen)", + "90020": "At sea", + "90021": "At sea (US citizen)", + "90022": "At sea or abroad (U.S. citizen)", + "95000": "Other n.e.c.", + "99700": "Unknown", + "99900": "Missing/blank" + }, + "MBPL": { + "0": "Not Applicable", + "1": "Alabama", + "2": "Alaska", + "4": "Arizona", + "5": "Arkansas", + "6": "California", + "8": "Colorado", + "9": "Connecticut", + "10": "Delaware", + "11": "District of Columbia", + "12": "Florida", + "13": "Georgia", + "15": "Hawaii", + "16": "Idaho", + "17": "Illinois", + "18": "Indiana", + "19": "Iowa", + "20": "Kansas", + "21": "Kentucky", + "22": "Louisiana", + "23": "Maine", + "24": "Maryland", + "25": "Massachusetts", + "26": "Michigan", + "27": "Minnesota", + "28": "Mississippi", + "29": "Missouri", + "30": "Montana", + "31": "Nebraska", + "32": "Nevada", + "33": "New Hampshire", + "34": "New Jersey", + "35": "New Mexico", + "36": "New York", + "37": "North Carolina", + "38": "North Dakota", + "39": "Ohio", + "40": "Oklahoma", + "41": "Oregon", + "42": "Pennsylvania", + "44": "Rhode Island", + "45": "South Carolina", + "46": "South Dakota", + "47": "Tennessee", + "48": "Texas", + "49": "Utah", + "50": "Vermont", + "51": "Virginia", + "53": "Washington", + "54": "West Virginia", + "55": "Wisconsin", + "56": "Wyoming", + "90": "Native American", + "99": "United States, ns", + "100": "American Samoa", + "105": "Guam", + "110": "Puerto Rico", + "115": "U.S. Virgin Islands", + "120": "Other US Possessions", + "150": "Canada", + "155": "St. Pierre and Miquelon", + "160": "Atlantic Islands", + "199": "North America, n.s.", + "200": "Mexico", + "210": "Central America", + "250": "Cuba", + "260": "West Indies", + "299": "Americas, n.s.", + "300": "SOUTH AMERICA", + "400": "Denmark", + "401": "Finland", + "402": "Iceland", + "403": "Lapland, n.s.", + "404": "Norway", + "405": "Sweden", + "410": "England", + "411": "Scotland", + "412": "Wales", + "413": "United Kingdom, ns", + "414": "Ireland", + "419": "Northern Europe, ns", + "420": "Belgium", + "421": "France", + "422": "Liechtenstein", + "423": "Luxembourg", + "424": "Monaco", + "425": "Netherlands", + "426": "Switzerland", + "429": "Western Europe, ns", + "430": "Albania", + "431": "Andorra", + "432": "Gibraltar", + "433": "Greece", + "434": "Italy", + "435": "Malta", + "436": "Portugal", + "437": "San Marino", + "438": "Spain", + "439": "Vatican City", + "440": "Southern Europe, n.s.", + "450": "Austria", + "451": "Bulgaria", + "452": "Czechoslovakia", + "453": "Germany", + "454": "Hungary", + "455": "Poland", + "456": "Romania", + "457": "Yugoslavia", + "458": "Central Europe, ns", + "459": "Eastern Europe, n.s.", + "460": "Estonia", + "461": "Latvia", + "462": "Lithuania", + "463": "Baltic States, ns", + "465": "Other USSR/Russia", + "499": "Europe, nec/ns", + "500": "China", + "501": "Japan", + "502": "Korea", + "509": "East Asia, n.s.", + "510": "Brunei", + "511": "Cambodia (Kampuchea)", + "512": "Indonesia", + "513": "Laos", + "514": "Malaysia", + "515": "Philippines", + "516": "Singapore", + "517": "Thailand", + "518": "Vietnam", + "519": "Southeast Asia, ns", + "520": "Afghanistan", + "521": "India", + "522": "Iran", + "523": "Maldives", + "524": "Nepal", + "530": "Bahrain", + "531": "Cyprus", + "532": "Iraq", + "533": "Iraq/Saudi Arabia", + "534": "Israel/Palestine", + "535": "Jordan", + "536": "Kuwait", + "537": "Lebanon", + "538": "Oman", + "539": "Qatar", + "540": "Saudi Arabia", + "541": "Syria", + "542": "Turkey", + "543": "United Arab Emirates", + "544": "Yemen Arab Republic (North)", + "545": "Yemen, PDR (South)", + "546": "Persian Gulf States, n.s.", + "547": "Middle East, n.s.", + "548": "Southwest Asia, nec/ns", + "549": "Asia Minor, n.s.", + "550": "South Asia, n.e.c.", + "599": "Asia, nec/ns", + "600": "AFRICA", + "700": "Australia and New Zealand", + "710": "Pacific Islands", + "900": "Abroad (unknown) or at sea", + "950": "Other n.e.c.", + "997": "Unknown", + "999": "Missing/blank" + }, + "MBPLD": { + "0": "Not Applicable", + "100": "Alabama", + "200": "Alaska", + "400": "Arizona", + "500": "Arkansas", + "600": "California", + "800": "Colorado", + "810": "Colorado Territory", + "900": "Connecticut", + "1000": "Delaware", + "1100": "District of Columbia", + "1200": "Florida", + "1300": "Georgia", + "1500": "Hawaii", + "1600": "Idaho", + "1610": "Idaho Territory", + "1700": "Illinois", + "1800": "Indiana", + "1900": "Iowa", + "2000": "Kansas", + "2100": "Kentucky", + "2200": "Louisiana", + "2300": "Maine", + "2400": "Maryland", + "2500": "Massachusetts", + "2600": "Michigan", + "2700": "Minnesota", + "2800": "Mississippi", + "2900": "Missouri", + "3000": "Montana", + "3010": "Montana Territory", + "3100": "Nebraska", + "3110": "Nebraska Territory", + "3200": "Nevada", + "3210": "Nevada Territory", + "3300": "New Hampshire", + "3400": "New Jersey", + "3500": "New Mexico", + "3510": "New Mexico Territory", + "3600": "New York", + "3700": "North Carolina", + "3800": "North Dakota", + "3900": "Ohio", + "4000": "Oklahoma", + "4010": "Indian Territory", + "4100": "Oregon", + "4200": "Pennsylvania", + "4400": "Rhode Island", + "4500": "South Carolina", + "4600": "South Dakota", + "4610": "Dakota Territory", + "4700": "Tennessee", + "4800": "Texas", + "4900": "Utah", + "4910": "Utah Territory", + "5000": "Vermont", + "5100": "Virginia", + "5300": "Washington", + "5310": "Washington Territory", + "5400": "West Virginia", + "5500": "Wisconsin", + "5600": "Wyoming", + "5610": "Wyoming Territory", + "9000": "Native American", + "9900": "United States, n.s.", + "10000": "American Samoa", + "10010": "Samoa, 1940-1950", + "10500": "Guam", + "11000": "Puerto Rico", + "11500": "U.S. Virgin Islands", + "11510": "St. Croix", + "11520": "St. John", + "11530": "St. Thomas", + "12000": "Other US Possessions", + "12010": "Johnston Atoll", + "12020": "Midway Islands", + "12030": "Wake Island", + "12040": "Other US Caribbean Islands", + "12041": "Navassa Island", + "12050": "Other US Pacific Is.", + "12051": "Baker Island", + "12052": "Howland Island", + "12053": "Jarvis Island", + "12054": "Kingman Reef", + "12055": "Palmyra Atoll", + "12056": "Canton and Enderbury Island", + "12090": "US outlying areas, ns", + "12091": "US Possessions, n.s.", + "12092": "US territory, ns", + "15000": "Canada", + "15010": "English Canada", + "15011": "British Columbia", + "15013": "Alberta", + "15015": "Saskatchewan", + "15017": "Northwest", + "15019": "Ruperts Land", + "15020": "Manitoba", + "15021": "Red River", + "15030": "Ontario/Upper Canada", + "15031": "Upper Canada", + "15032": "Canada West", + "15040": "New Brunswick", + "15050": "Nova Scotia", + "15051": "Cape Breton", + "15052": "Halifax", + "15060": "Prince Edward Island", + "15070": "Newfoundland", + "15080": "French Canada", + "15081": "Quebec", + "15082": "Lower Canada", + "15083": "Canada East", + "15500": "St. Pierre and Miquelon", + "16000": "Atlantic Islands", + "16010": "Bermuda", + "16020": "Cape Verde", + "16030": "Falkland Islands", + "16040": "Greenland", + "16050": "St. Helena and Ascension", + "16060": "Canary Islands", + "19900": "North America, n.s.", + "20000": "Mexico", + "21000": "Central America", + "21010": "Belize/British Honduras", + "21020": "Costa Rica", + "21030": "El Salvador", + "21040": "Guatemala", + "21050": "Honduras", + "21060": "Nicaragua", + "21070": "Panama", + "21071": "Canal Zone", + "21090": "Central America, ns", + "25000": "Cuba", + "26000": "West Indies", + "26010": "Dominican Republic", + "26020": "Haiti", + "26030": "Jamaica", + "26040": "British West Indies", + "26041": "Anguilla", + "26042": "Antigua-Barbuda", + "26043": "Bahamas", + "26044": "Barbados", + "26045": "British Virgin Islands", + "26046": "Anegada", + "26047": "Cooper", + "26048": "Jost Van Dyke", + "26049": "Peter", + "26050": "Tortola", + "26051": "Virgin Gorda", + "26052": "Br. Virgin Islands, ns", + "26053": "Cayman Isles", + "26054": "Dominica", + "26055": "Grenada", + "26056": "Montserrat", + "26057": "St. Kitts-Nevis", + "26058": "St. Lucia", + "26059": "St. Vincent", + "26060": "Trinidad and Tobago", + "26061": "Turks and Caicos", + "26069": "British West Indies, ns", + "26070": "Other West Indies", + "26071": "Aruba", + "26072": "Netherlands Antilles", + "26073": "Bonaire", + "26074": "Curacao", + "26075": "Dutch St. Maarten", + "26076": "Saba", + "26077": "St. Eustatius", + "26079": "Dutch Caribbean, ns", + "26080": "French St. Maarten", + "26081": "Guadeloupe", + "26082": "Martinique", + "26083": "St. Barthelemy", + "26089": "French Caribbean, ns", + "26090": "Antilles, n.s.", + "26091": "Caribbean, n.s. / n.e.c.", + "26092": "Latin America, ns", + "26093": "Leeward Islands, n.s.", + "26094": "West Indies, ns", + "26095": "Winward Islands", + "29900": "Americas, ns", + "30000": "SOUTH AMERICA", + "30005": "Argentina", + "30010": "Bolivia", + "30015": "Brazil", + "30020": "Chile", + "30025": "Colombia", + "30030": "Ecuador", + "30035": "French Guiana", + "30040": "Guyana/British Guiana", + "30045": "Paraguay", + "30050": "Peru", + "30055": "Suriname", + "30060": "Uruguay", + "30065": "Venezuela", + "30090": "South America, n.s.", + "30091": "South and Central America, n.s.", + "40000": "Denmark", + "40010": "Faroe Islands", + "40100": "Finland", + "40200": "Iceland", + "40300": "Lapland, ns", + "40400": "Norway", + "40410": "Svalbard and Jan Meyen", + "40411": "Svalbard", + "40412": "Jan Meyen", + "40500": "Sweden", + "41000": "England", + "41010": "Channel Islands", + "41011": "Guernsey", + "41012": "Jersey", + "41020": "Isle of Man", + "41100": "Scotland", + "41200": "Wales", + "41300": "United Kingdom, n.s.", + "41400": "Ireland", + "41410": "Northern Ireland", + "41900": "Northern Europe, ns", + "42000": "Belgium", + "42100": "France", + "42110": "Alsace-Lorraine", + "42111": "Alsace", + "42112": "Lorraine", + "42200": "Liechtenstein", + "42300": "Luxembourg", + "42400": "Monaco", + "42500": "Netherlands", + "42600": "Switzerland", + "42900": "Western Euproe, ns", + "43000": "Albania", + "43100": "Andorra", + "43200": "Gibraltar", + "43300": "Greece", + "43310": "Dodecanese Islands", + "43320": "Turkey Greece", + "43330": "Macedonia", + "43400": "Italy", + "43500": "Malta", + "43600": "Portugal", + "43610": "Azores", + "43620": "Madeira Islands", + "43630": "Cape Verde Islands", + "43640": "St. Miguel", + "43700": "San Marino", + "43800": "Spain", + "43900": "Vatican City", + "44000": "Southern Europe, ns", + "45000": "Austria", + "45010": "Austria-Hungary", + "45020": "Austria-Graz", + "45030": "Austria-Linz", + "45040": "Austria-Salzburg", + "45050": "Austria-Tyrol", + "45060": "Austria-Vienna", + "45070": "Austria-Kaernten", + "45080": "Austria-Neustadt", + "45100": "Bulgaria", + "45200": "Czechoslovakia", + "45210": "Bohemia", + "45211": "Bohemia-Moravia", + "45212": "Slovakia", + "45213": "Czech Republic", + "45300": "Germany", + "45301": "Berlin", + "45310": "West Germany", + "45311": "Baden", + "45312": "Bavaria", + "45313": "Bremen", + "45314": "Braunschweig", + "45315": "Hamburg", + "45316": "Hanover", + "45317": "Hessen", + "45318": "Hesse-Nassau", + "45319": "Holstein", + "45320": "Lippe", + "45321": "Lubeck", + "45322": "Oldenburg", + "45323": "Rheinland", + "45324": "Schleswig", + "45325": "Schleswig-Holstein", + "45326": "Schwarzburg", + "45327": "Waldeck", + "45328": "West Berlin", + "45329": "Westphalia", + "45330": "Wurttemberg", + "45331": "Frankfurt", + "45332": "Saarland", + "45333": "Nordrhein-Westfalen", + "45340": "East Germany", + "45341": "Anhalt", + "45342": "Brandenburg", + "45343": "East Berlin", + "45344": "Mecklenburg", + "45345": "Sachsen-Altenburg", + "45346": "Sachsen-Coburg", + "45347": "Sachsen-Gotha", + "45348": "Sachsen-Meiningen", + "45349": "Sachsen-Weimar-Eisenach", + "45350": "Saxony", + "45351": "Schwerin", + "45352": "Strelitz", + "45353": "Thuringian States", + "45360": "Prussia, n.e.c.", + "45361": "Hohenzollern", + "45362": "Niedersachsen", + "45400": "Hungary", + "45500": "Poland", + "45510": "Austrian Poland", + "45511": "Galicia", + "45520": "German Poland", + "45521": "East Prussia", + "45522": "Pomerania", + "45523": "Posen", + "45524": "Prussian Poland", + "45525": "Silesia", + "45526": "West Prussia", + "45530": "Russian Poland", + "45600": "Romania", + "45610": "Transylvania", + "45700": "Yugoslavia", + "45710": "Croatia", + "45720": "Montenegro", + "45730": "Serbia", + "45740": "Bosnia", + "45750": "Dalmatia", + "45760": "Slovonia", + "45770": "Carniola", + "45780": "Slovenia", + "45790": "Kosovo", + "45800": "Central Europe, n.s.", + "45900": "Eastern Europe, n.s.", + "46000": "Estonia", + "46100": "Latvia", + "46200": "Lithuania", + "46300": "Baltic States, ns", + "46500": "Other USSR/Russia", + "46510": "Byelorussia", + "46520": "Moldavia", + "46521": "Bessarabia", + "46530": "Ukraine", + "46540": "Armenia", + "46541": "Azerbaijan", + "46542": "Republic of Georgia", + "46543": "Kazakhstan", + "46544": "Kirghizia", + "46545": "Tadzhik", + "46546": "Turkmenistan", + "46547": "Uzbekistan", + "46548": "Siberia", + "46590": "USSR, ns", + "49900": "Europe, n.e.c./n.s.", + "50000": "China", + "50010": "Hong Kong", + "50020": "Macau", + "50030": "Mongolia", + "50040": "Taiwan", + "50100": "Japan", + "50200": "Korea", + "50210": "North Korea", + "50220": "South Korea", + "50900": "East Asia, n.s.", + "51000": "Brunei", + "51100": "Cambodia (Kampuchea)", + "51200": "Indonesia", + "51210": "East Indies", + "51220": "East Timor", + "51300": "Laos", + "51400": "Malaysia", + "51500": "Philippines", + "51600": "Singapore", + "51700": "Thailand", + "51800": "Vietnam", + "51900": "Southeast Asia, ns", + "51910": "Indochina, ns", + "52000": "Afghanistan", + "52100": "India", + "52110": "Bangladesh", + "52120": "Bhutan", + "52130": "Burma (Myanmar)", + "52140": "Pakistan", + "52150": "Sri Lanka (Ceylon)", + "52200": "Iran", + "52300": "Maldives", + "52400": "Nepal", + "53000": "Bahrain", + "53100": "Cyprus", + "53200": "Iraq", + "53210": "Mesopotamia", + "53300": "Iraq/Saudi Arabia", + "53400": "Israel/Palestine", + "53420": "Palestine", + "53430": "West Bank", + "53440": "Israel", + "53410": "Gaza Strip", + "53500": "Jordan", + "53600": "Kuwait", + "53700": "Lebanon", + "53800": "Oman", + "53900": "Qatar", + "54000": "Saudi Arabia", + "54100": "Syria", + "54200": "Turkey", + "54210": "European Turkey", + "54220": "Asian Turkey", + "54300": "United Arab Emirates", + "54400": "Yemen Arab Republic (North)", + "54500": "Yemen, PDR (South)", + "54600": "Persian Gulf States, ns", + "54700": "Middle East, n.s.", + "54800": "Southwest Asia, nec/ns", + "54900": "Asia Minor, n.s.", + "55000": "South Asia, n.e.c.", + "59900": "Asia, nec/ns", + "60000": "AFRICA", + "60010": "Northern Africa", + "60011": "Algeria", + "60012": "Egypt/United Arab Rep.", + "60013": "Libya", + "60014": "Morocco", + "60015": "Sudan", + "60016": "Tunisia", + "60017": "Western Sahara", + "60019": "North Africa, ns", + "60020": "Benin", + "60021": "Burkina Faso", + "60022": "Gambia", + "60023": "Ghana", + "60024": "Guinea", + "60025": "Guinea-Bissau", + "60026": "Ivory Coast", + "60027": "Liberia", + "60028": "Mali", + "60029": "Mauritania", + "60030": "Niger", + "60031": "Nigeria", + "60032": "Senegal", + "60033": "Sierra Leone", + "60034": "Togo", + "60038": "Western Africa, n.s.", + "60039": "French West Africa, ns", + "60040": "British Indian Ocean Territory", + "60041": "Burundi", + "60042": "Comoros", + "60043": "Djibouti", + "60044": "Ethiopia", + "60045": "Kenya", + "60046": "Madagascar", + "60047": "Malawi", + "60048": "Mauritius", + "60049": "Mozambique", + "60050": "Reunion", + "60051": "Rwanda", + "60052": "Seychelles", + "60053": "Somalia", + "60054": "Tanzania", + "60055": "Uganda", + "60056": "Zambia", + "60057": "Zimbabwe", + "60058": "Bassas de India", + "60059": "Europa", + "60060": "Gloriosos", + "60061": "Juan de Nova", + "60062": "Mayotte", + "60063": "Tromelin", + "60064": "Eastern Africa, nec/ns", + "60065": "Eritrea", + "60070": "Central Africa", + "60071": "Angola", + "60072": "Cameroon", + "60073": "Central African Republic", + "60074": "Chad", + "60075": "Congo", + "60076": "Equatorial Guinea", + "60077": "Gabon", + "60078": "Sao Tome and Principe", + "60079": "Zaire", + "60080": "Central Africa, ns", + "60081": "Equatorial Africa, ns", + "60082": "French Equatorial Africa, ns", + "60090": "Southern Africa", + "60091": "Botswana", + "60092": "Lesotho", + "60093": "Namibia", + "60094": "South Africa (Union of)", + "60095": "Swaziland", + "60096": "Southern Africa, n.s.", + "60099": "Africa, ns/nec", + "70000": "Australia and New Zealand", + "70010": "Australia", + "70011": "Ashmore and Cartier Islands", + "70012": "Coral Sea Islands Territory", + "70013": "Christmas Island", + "70014": "Cocos Islands", + "70020": "New Zealand", + "71000": "Pacific Islands", + "71010": "New Caledonia", + "71012": "Papua New Guinea", + "71013": "Solomon Islands", + "71014": "Vanuatu (New Hebrides)", + "71015": "Fiji", + "71016": "Melanesia, ns", + "71017": "Norfolk Islands", + "71018": "Niue", + "71020": "Cook Islands", + "71021": "Fiji", + "71022": "French Polynesia", + "71023": "Tonga", + "71024": "Wallis and Futuna Islands", + "71025": "Western Samoa", + "71026": "Pitcairn Island", + "71027": "Tokelau", + "71028": "Tuvalu", + "71029": "Polynesia, n.s.", + "71032": "Kiribati", + "71033": "Canton and Enderbury", + "71034": "Nauru", + "71039": "Micronesia, ns", + "71040": "US Pacific Trust Territories", + "71041": "Marshall Islands", + "71042": "Micronesia", + "71043": "Kosrae", + "71044": "Pohnpei", + "71045": "Truk", + "71046": "Yap", + "71047": "Northern Mariana Islands", + "71048": "Palau", + "71049": "Pacific Trust Terr, ns", + "71050": "Clipperton Island", + "71090": "Oceania, ns/nec", + "80000": "Antarctica, ns/nec", + "80010": "Bouvet Islands", + "80020": "British Antarctic Terr.", + "80030": "Dronning Maud Land", + "80040": "French Southern and Antarctic Lands", + "80050": "Heard and McDonald Islands", + "90000": "Abroad (unknown) or at sea", + "90010": "Abroad, ns", + "90011": "Abroad (US citizen)", + "90020": "At sea", + "90021": "At sea (US citizen)", + "90022": "At sea or abroad (U.S. citizen)", + "95000": "Other n.e.c.", + "99700": "Unknown", + "99900": "Missing/blank" + }, + "FBPL": { + "0": "Not Applicable", + "1": "Alabama", + "2": "Alaska", + "4": "Arizona", + "5": "Arkansas", + "6": "California", + "8": "Colorado", + "9": "Connecticut", + "10": "Delaware", + "11": "District of Columbia", + "12": "Florida", + "13": "Georgia", + "15": "Hawaii", + "16": "Idaho", + "17": "Illinois", + "18": "Indiana", + "19": "Iowa", + "20": "Kansas", + "21": "Kentucky", + "22": "Louisiana", + "23": "Maine", + "24": "Maryland", + "25": "Massachusetts", + "26": "Michigan", + "27": "Minnesota", + "28": "Mississippi", + "29": "Missouri", + "30": "Montana", + "31": "Nebraska", + "32": "Nevada", + "33": "New Hampshire", + "34": "New Jersey", + "35": "New Mexico", + "36": "New York", + "37": "North Carolina", + "38": "North Dakota", + "39": "Ohio", + "40": "Oklahoma", + "41": "Oregon", + "42": "Pennsylvania", + "44": "Rhode Island", + "45": "South Carolina", + "46": "South Dakota", + "47": "Tennessee", + "48": "Texas", + "49": "Utah", + "50": "Vermont", + "51": "Virginia", + "53": "Washington", + "54": "West Virginia", + "55": "Wisconsin", + "56": "Wyoming", + "90": "Native American", + "99": "United States, ns", + "100": "American Samoa", + "105": "Guam", + "110": "Puerto Rico", + "115": "US Virgin Islands", + "120": "Other US Possessions", + "150": "Canada", + "155": "St Pierre and Miquelon", + "160": "Atlantic Islands", + "199": "North America, n.s.", + "200": "Mexico", + "210": "Central America", + "250": "Cuba", + "260": "West Indies", + "299": "Americas, n.s.", + "300": "SOUTH AMERICA", + "400": "Denmark", + "401": "Finland", + "402": "Iceland", + "403": "Lapland, n.s.", + "404": "Norway", + "405": "Sweden", + "406": "Svalbard", + "410": "England", + "411": "Scotland", + "412": "Wales", + "413": "United Kingdom, ns", + "414": "Ireland", + "419": "Northern Europe, ns", + "420": "Belgium", + "421": "France", + "422": "Liechtenstein", + "423": "Luxembourg", + "424": "Monaco", + "425": "Netherlands", + "426": "Switzerland", + "429": "Western Europe, ns", + "430": "Albania", + "431": "Andorra", + "432": "Gibraltar", + "433": "Greece", + "434": "Italy", + "435": "Malta", + "436": "Portugal", + "437": "San Marino", + "438": "Spain", + "439": "Vatican City", + "440": "Southern Europe, n.s.", + "450": "Austria", + "451": "Bulgaria", + "452": "Czechoslovakia", + "453": "Germany", + "454": "Hungary", + "455": "Poland", + "456": "Romania", + "457": "Yugoslavia", + "458": "Central Europe, ns", + "459": "Eastern Europe, ns", + "460": "Estonia", + "461": "Latvia", + "462": "Lithuania", + "463": "Baltic States, ns", + "465": "Other USSR/Russia", + "499": "Europe, nec/ns", + "500": "China", + "501": "Japan", + "502": "Korea", + "510": "Brunei", + "511": "Cambodia (Kampuchea)", + "512": "Indonesia", + "513": "Laos", + "514": "Malaysia", + "515": "Philippines", + "516": "Singapore", + "517": "Thailand", + "518": "Vietnam", + "519": "Southeast Asia, ns", + "520": "Afghanistan", + "521": "India", + "522": "Iran", + "523": "Maldives", + "524": "Nepal", + "530": "Bahrain", + "531": "Cyprus", + "532": "Iraq", + "533": "Iraq/Saudi Arabia", + "534": "Israel/Palestine", + "535": "Jordan", + "536": "Kuwait", + "537": "Lebanon", + "538": "Oman", + "539": "Qatar", + "540": "Saudi Arabia", + "541": "Syria", + "542": "Turkey", + "543": "United Arab Emirates", + "544": "Yemen Arab Republic (North)", + "545": "Yemen, PDR (South)", + "546": "Persian Gulf States, n.s.", + "547": "Middle East, ns", + "548": "Southwest Asia, nec/ns", + "549": "Asia Minor, n.s.", + "550": "South Asia, n.e.c.", + "599": "Asia, nec/ns", + "600": "AFRICA", + "700": "Australia and New Zealand", + "710": "Pacific Islands", + "900": "Abroad (unknown) or at sea", + "950": "Other n.e.c.", + "997": "Unknown", + "998": "Illegible", + "999": "Missing/blank" + }, + "FBPLD": { + "0": "Not Applicable", + "100": "Alabama", + "200": "Alaska", + "400": "Arizona", + "500": "Arkansas", + "600": "California", + "800": "Colorado", + "810": "Colorado Territory", + "900": "Connecticut", + "1000": "Delaware", + "1100": "District of Columbia", + "1200": "Florida", + "1300": "Georgia", + "1500": "Hawaii", + "1600": "Idaho", + "1610": "Idaho Territory", + "1700": "Illinois", + "1800": "Indiana", + "1900": "Iowa", + "2000": "Kansas", + "2100": "Kentucky", + "2200": "Louisiana", + "2300": "Maine", + "2400": "Maryland", + "2500": "Massachusetts", + "2600": "Michigan", + "2700": "Minnesota", + "2800": "Mississippi", + "2900": "Missouri", + "3000": "Montana", + "3010": "Montana Territory", + "3100": "Nebraska", + "3110": "Nebraska Territory", + "3200": "Nevada", + "3210": "Nevada Territory", + "3300": "New Hampshire", + "3400": "New Jersey", + "3500": "New Mexico", + "3510": "New Mexico Territory", + "3600": "New York", + "3700": "North Carolina", + "3800": "North Dakota", + "3900": "Ohio", + "4000": "Oklahoma", + "4010": "Indian Territory", + "4100": "Oregon", + "4200": "Pennsylvania", + "4400": "Rhode Island", + "4500": "South Carolina", + "4600": "South Dakota", + "4610": "Dakota Territory", + "4700": "Tennessee", + "4800": "Texas", + "4900": "Utah", + "4910": "Utah Territory", + "5000": "Vermont", + "5100": "Virginia", + "5300": "Washington", + "5310": "Washington Territory", + "5400": "West Virginia", + "5500": "Wisconsin", + "5600": "Wyoming", + "5610": "Wyoming Territory", + "9000": "Native American", + "9900": "United States, ns", + "10000": "American Samoa", + "10010": "Samoa, 1940-1950", + "10500": "Guam", + "11000": "Puerto Rico", + "11500": "US Virgin Islands", + "11510": "St Croix", + "11520": "St. John", + "11530": "St Thomas", + "12000": "Other US Possessions", + "12010": "Johnston Atoll", + "12020": "Midway Islands", + "12030": "Wake Island", + "12040": "Other US Caribbean Islands", + "12041": "Navassa Island", + "12050": "Other US Pacific Is.", + "12051": "Baker Island", + "12052": "Howland Island", + "12053": "Jarvis Island", + "12054": "Kingman Reef", + "12055": "Palmyra Atoll", + "12056": "Canton and Enderbury Island", + "12090": "US outlying areas, ns", + "12091": "US Possessions, ns", + "12092": "US territory, ns", + "15000": "Canada", + "15010": "English Canada", + "15011": "British Columbia", + "15013": "Alberta", + "15015": "Saskatchewan", + "15017": "Northwest", + "15019": "Ruperts Land", + "15020": "Manitoba", + "15021": "Red River", + "15030": "Ontario/Upper Canada", + "15031": "Upper Canada", + "15032": "Canada West", + "15040": "New Brunswick", + "15042": "Canada West", + "15050": "Nova Scotia", + "15051": "Cape Breton", + "15052": "Halifax", + "15060": "Prince Edward Island", + "15070": "Newfoundland", + "15080": "French Canada", + "15081": "Quebec", + "15082": "Lower Canada", + "15083": "Canada East", + "15500": "St Pierre and Miquelon", + "16000": "Atlantic Islands", + "16010": "Bermuda", + "16020": "Cape Verde", + "16030": "Falkland Islands", + "16040": "Greenland", + "16050": "St Helena and Ascension", + "16060": "Canary Islands", + "19900": "North America, n.s.", + "20000": "Mexico", + "21000": "Central America", + "21010": "Belize/British Honduras", + "21020": "Costa Rica", + "21030": "El Salvador", + "21040": "Guatemala", + "21050": "Honduras", + "21060": "Nicaragua", + "21070": "Panama", + "21071": "Canal Zone", + "21090": "Central America, ns", + "25000": "Cuba", + "26000": "West Indies", + "26010": "Dominican Republic", + "26020": "Haiti", + "26030": "Jamaica", + "26040": "British West Indies", + "26041": "Anguilla", + "26042": "Antigua-Barbuda", + "26043": "Bahamas", + "26044": "Barbados", + "26045": "British Virgin Islands", + "26046": "Anegada", + "26047": "Cooper", + "26048": "Jost Van Dyke", + "26049": "Peter", + "26050": "Tortola", + "26051": "Virgin Gorda", + "26052": "Br. Virgin Islands, ns", + "26053": "Cayman Islands", + "26054": "Dominica", + "26055": "Grenada", + "26056": "Montserrat", + "26057": "St Kitts-Nevis", + "26058": "St Lucia", + "26059": "St Vincent", + "26060": "Trinidad and Tobago", + "26061": "Turks and Caicos", + "26069": "British West Indies, ns", + "26070": "Other West Indies", + "26071": "Aruba", + "26072": "Netherlands Antilles", + "26073": "Bonaire", + "26074": "Curacao", + "26075": "Dutch St. Maarten", + "26076": "Saba", + "26077": "St. Eustatius", + "26079": "Dutch Caribbean, ns", + "26080": "French St Maarten", + "26081": "Guadeloupe", + "26082": "Martinique", + "26083": "St. Barthelemy", + "26089": "French Caribbean, ns", + "26090": "Antilles, n.s.", + "26091": "Caribbean, n.s. / n.e.c.", + "26092": "Latin America, ns", + "26093": "Leeward Islands, ns", + "26094": "West Indies, ns", + "26095": "Winward Islands", + "29900": "Americas, ns", + "30000": "South America", + "30005": "Argentina", + "30010": "Bolivia", + "30015": "Brazil", + "30020": "Chile", + "30025": "Colombia", + "30030": "Ecuador", + "30035": "French Guiana", + "30040": "Guyana/British Guiana", + "30045": "Paraguay", + "30050": "Peru", + "30055": "Suriname", + "30060": "Uruguay", + "30065": "Venezuela", + "30090": "South America, ns", + "30091": "South and Central America, n.s.", + "40000": "Denmark", + "40010": "Faroe Islands", + "40100": "Finland", + "40200": "Iceland", + "40300": "Lapland, ns", + "40400": "Norway", + "40410": "Svalbard and Jan Meyen", + "40412": "Jan Meyen", + "40500": "Sweden", + "40600": "Svalbard", + "41000": "England", + "41010": "Channel Islands", + "41011": "Guernsey", + "41012": "Jersey", + "41020": "Isle of Man", + "41100": "Scotland", + "41200": "Wales", + "41300": "United Kingdom, ns", + "41400": "Ireland", + "41410": "Northern Ireland", + "41900": "Northern Europe, ns", + "42000": "Belgium", + "42100": "France", + "42110": "Alsace-Lorraine", + "42111": "Alsace", + "42112": "Lorraine", + "42200": "Liechtenstein", + "42300": "Luxembourg", + "42400": "Monaco", + "42500": "Netherlands", + "42600": "Switzerland", + "42900": "Western Europe, ns", + "43000": "Albania", + "43100": "Andorra", + "43200": "Gibraltar", + "43300": "Greece", + "43310": "Dodecanese Islands", + "43320": "Turkey Greece", + "43330": "Macedonia", + "43400": "Italy", + "43500": "Malta", + "43600": "Portugal", + "43610": "Azores", + "43620": "Madeira Islands", + "43630": "Cape Verde Islands", + "43640": "St Miguel", + "43700": "San Marino", + "43800": "Spain", + "43900": "Vatican City", + "44000": "Southern Europe, ns", + "45000": "Austria", + "45010": "Austria-Hungary", + "45020": "Austria-Graz", + "45030": "Austria-Linz", + "45040": "Austria-Salzburg", + "45050": "Austria-Tyrol", + "45060": "Austria-Vienna", + "45070": "Austria-Kaernsten", + "45080": "Austria-Neustadt", + "45100": "Bulgaria", + "45200": "Czechoslovakia", + "45210": "Bohemia", + "45211": "Bohemia-Moravia", + "45212": "Slovakia", + "45213": "Czech Republic", + "45300": "Germany", + "45301": "Berlin", + "45310": "West Germany", + "45311": "Baden", + "45312": "Bavaria", + "45313": "Bremen", + "45314": "Braunschweig", + "45315": "Hamburg", + "45316": "Hanover", + "45317": "Hessen", + "45318": "Hesse-Nassau", + "45319": "Holstein", + "45320": "Lippe", + "45321": "Lubeck", + "45322": "Oldenburg", + "45323": "Rheinland", + "45324": "Schleswig", + "45325": "Schleswig-Holstein", + "45326": "Schwarzburg", + "45327": "Waldeck", + "45328": "West Berlin", + "45329": "Westphalia", + "45330": "Wurttemberg", + "45331": "Frankfurt", + "45332": "Saarland", + "45333": "Nordrhein-Westfalen", + "45340": "East Germany", + "45341": "Anhalt", + "45342": "Brandenburg", + "45343": "East Berlin", + "45344": "Mecklenburg", + "45345": "Sachsen-Altenburg", + "45346": "Sachsen-Coburg", + "45347": "Sachsen-Gotha", + "45348": "Sachsen-Meiningen", + "45349": "Sachsen-Weimar-Eisenach", + "45350": "Saxony", + "45351": "Schwerin", + "45352": "Strelitz", + "45353": "Thuringian States", + "45360": "Prussia, nec", + "45361": "Hohenzollern", + "45362": "Niedersachsen", + "45400": "Hungary", + "45500": "Poland", + "45510": "Austrian Poland", + "45511": "Galicia", + "45520": "German Poland", + "45521": "East Prussia", + "45522": "Pomerania", + "45523": "Posen", + "45524": "Prussian Poland", + "45525": "Silesia", + "45526": "West Prussia", + "45530": "Russian Poland", + "45600": "Romania", + "45610": "Transylvania", + "45700": "Yugoslavia", + "45710": "Croatia", + "45720": "Montenegro", + "45730": "Serbia", + "45740": "Bosnia", + "45750": "Dalmatia", + "45760": "Slovonia", + "45770": "Carniola", + "45780": "Slovenia", + "45790": "Kosovo", + "45800": "Central Europe, ns", + "45900": "Eastern Europe, ns", + "46000": "Estonia", + "46100": "Latvia", + "46200": "Lithuania", + "46300": "Baltic States, ns", + "46500": "Other USSR/Russia", + "46510": "Byelorussia", + "46520": "Moldavia", + "46521": "Bessarabia", + "46530": "Ukraine", + "46540": "Armenia", + "46541": "Azerbaijan", + "46542": "Republic of Georgia", + "46543": "Kazakhstan", + "46544": "Kirghizia", + "46545": "Tadzhik", + "46546": "Turkmenistan", + "46547": "Uzbekistan", + "46548": "Siberia", + "46590": "USSR, ns", + "49900": "Europe, nec/ns", + "50000": "China", + "50010": "Hong Kong", + "50020": "Macau", + "50030": "Mongolia", + "50040": "Taiwan", + "50100": "Japan", + "50200": "Korea", + "50210": "North Korea", + "50220": "South Korea", + "50900": "East Asia, n.s.", + "51000": "Brunei", + "51100": "Cambodia (Kampuchea)", + "51200": "Indonesia", + "51210": "East Indies", + "51220": "East Timor", + "51300": "Laos", + "51400": "Malaysia", + "51500": "Philippines", + "51600": "Singapore", + "51700": "Thailand", + "51800": "Vietnam", + "51900": "Southeast Asia, ns", + "51910": "Indochina, ns", + "52000": "Afghanistan", + "52100": "India", + "52110": "Bangladesh", + "52120": "Bhutan", + "52130": "Burma (Myanmar)", + "52140": "Pakistan", + "52150": "Sri Lanka (Ceylon)", + "52200": "Iran", + "52300": "Maldives", + "52400": "Nepal", + "53000": "Bahrain", + "53100": "Cyprus", + "53200": "Iraq", + "53210": "Mesopotamia", + "53300": "Iraq/Saudi Arabia", + "53400": "Israel/Palestine", + "53410": "Gaza Strip", + "53420": "Palestine", + "53430": "West Bank", + "53440": "Israel", + "53500": "Jordan", + "53600": "Kuwait", + "53700": "Lebanon", + "53800": "Oman", + "53900": "Qatar", + "54000": "Saudi Arabia", + "54100": "Syria", + "54200": "Turkey", + "54210": "European Turkey", + "54220": "Asian Turkey", + "54300": "United Arab Emirates", + "54400": "Yemen Arab Republic (North)", + "54500": "Yemen, PDR (South)", + "54600": "Persian Gulf States, ns", + "54700": "Middle East, ns", + "54800": "Southwest Asia, nec/ns", + "54900": "Asia Minor, ns", + "55000": "South Asia, n.e.c.", + "59900": "Asia, nec/ns", + "60000": "Africa", + "60010": "Northern Africa", + "60011": "Algeria", + "60012": "Egypt/United Arab Rep", + "60013": "Libya", + "60014": "Morocco", + "60015": "Sudan", + "60016": "Tunisia", + "60017": "Western Sahara", + "60019": "North Africa, ns", + "60020": "Benin", + "60021": "Burkina Faso", + "60022": "Gambia", + "60023": "Ghana", + "60024": "Guinea", + "60025": "Guinea-Bissau", + "60026": "Ivory Coast", + "60027": "Liberia", + "60028": "Mali", + "60029": "Mauritania", + "60030": "Niger", + "60031": "Nigeria", + "60032": "Senegal", + "60033": "Sierra Leone", + "60034": "Togo", + "60038": "Western Africa, n.s.", + "60039": "French West Africa, ns", + "60040": "British Indian Ocean Territory", + "60041": "Burundi", + "60042": "Comoros", + "60043": "Djibouti", + "60044": "Ethiopia", + "60045": "Kenya", + "60046": "Madagascar", + "60047": "Malawi", + "60048": "Mauritius", + "60049": "Mozambique", + "60050": "Reunion", + "60051": "Rwanda", + "60052": "Seychelles", + "60053": "Somalia", + "60054": "Tanzania", + "60055": "Uganda", + "60056": "Zambia", + "60057": "Zimbabwe", + "60058": "Bassas de India", + "60059": "Europa", + "60060": "Gloriosos", + "60061": "Juan de Nova", + "60062": "Mayotte", + "60063": "Tromelin", + "60064": "Eastern Africa, nec/ns", + "60065": "Eritrea", + "60070": "Central Africa", + "60071": "Angola", + "60072": "Cameroon", + "60073": "Central African Republic", + "60074": "Chad", + "60075": "Congo", + "60076": "Equatorial Guinea", + "60077": "Gabon", + "60078": "Sao Tome and Principe", + "60079": "Zaire", + "60080": "Central Africa, ns", + "60081": "Equatorial Africa, ns", + "60082": "French Equatorial Africa, ns", + "60090": "Southern Africa", + "60091": "Botswana", + "60092": "Lesotho", + "60093": "Namibia", + "60094": "South Africa (Union of)", + "60095": "Swaziland", + "60096": "Southern Africa, n.s.", + "60099": "Africa, ns/nec", + "70000": "Australia and New Zealand", + "70010": "Australia", + "70011": "Ashmore and Cartier Islands", + "70012": "Coral Sea Islands Territory", + "70013": "Christmas Island", + "70014": "Cocos Islands", + "70020": "New Zealand", + "71000": "Pacific Islands", + "71010": "New Caledonia", + "71012": "Papua New Guinea", + "71013": "Solomon Islands", + "71014": "Vanuatu (New Hebrides)", + "71015": "Fiji", + "71016": "Melanesia, ns", + "71017": "Norfolk Islands", + "71018": "Niue", + "71020": "Cook Islands", + "71021": "Fiji", + "71022": "French Polynesia", + "71023": "Tonga", + "71024": "Wallis and Futuna Islands", + "71025": "Western Samoa", + "71026": "Pitcairn Island", + "71027": "Tokelau", + "71028": "Tuvalu", + "71029": "Polynesia, n.s.", + "71032": "Kiribati", + "71033": "Canton and Enderbury", + "71034": "Nauru", + "71039": "Micronesia, ns", + "71040": "US Pacific Trust Territories", + "71041": "Marshall Islands", + "71042": "Micronesia", + "71043": "Kosrae", + "71044": "Pohnpei", + "71045": "Truk", + "71046": "Yap", + "71047": "Northern Mariana Islands", + "71048": "Palau", + "71049": "Pacific Trust Terr, ns", + "71050": "Clipperton Island", + "71090": "Oceania, ns/nec", + "80000": "Antarctica, ns/nec", + "80010": "Bouvet Islands", + "80020": "British Antarctic Terr.", + "80030": "Dronning Maud Land", + "80040": "French Southern and Antarctic Lands", + "80050": "Heard and McDonald Islands", + "90000": "Abroad (unknown) or at sea", + "90010": "Abroad, ns", + "90011": "Abroad (US citizen)", + "90020": "At sea", + "90021": "At sea (US citizen)", + "90022": "At sea or abroad (U.S. citizen)", + "95000": "Other n.e.c.", + "99700": "Unknown", + "99800": "Illegible", + "99900": "Missing/blank" + }, + "NATIVITY": { + "0": "N/A", + "1": "Native born, and both parents native born", + "2": "Native born, and father foreign, mother native", + "3": "Native born, and mother foreign, father native", + "4": "Native born, and both parents foreign", + "5": "Foreign born" + }, + "CITIZEN": { + "0": "N/A", + "1": "Born abroad of American parents", + "2": "Naturalized citizen", + "3": "Not a citizen", + "4": "Not a citizen, but has received first papers", + "5": "Foreign born, citizenship status not reported", + "8": "Illegible", + "9": "Missing/blank" + }, + "MTONGUE": { + "0": "N/A or blank", + "1": "English", + "2": "German", + "3": "Yiddish, Jewish", + "4": "Dutch", + "5": "Swedish", + "6": "Danish", + "7": "Norwegian", + "8": "Icelandic", + "9": "Scandinavian", + "10": "Italian", + "11": "French", + "12": "Spanish", + "13": "Portuguese", + "14": "Rumanian", + "15": "Celtic", + "16": "Greek", + "17": "Albanian", + "18": "Russian", + "19": "Ukrainian", + "20": "Czech", + "21": "Polish", + "22": "Slovak", + "23": "Serbo-Croatian, Yugoslavian", + "24": "Slovene", + "25": "Lithuanian", + "26": "Other Balto-Slavic", + "27": "Slavic unknown", + "28": "Armenian", + "29": "Persian, Iranian, Farsi", + "30": "Other Persian dialects", + "31": "Hindi and related", + "32": "Romany, Gypsy", + "33": "Finnish", + "34": "Magyar, Hungarian", + "35": "Uralic", + "36": "Turkish", + "37": "Other Altaic", + "38": "Caucasian, Gerogian, Avar", + "39": "Basque", + "40": "Dravidian", + "41": "Kurukh", + "42": "Burushaski", + "43": "Chinese", + "44": "Tibetan", + "45": "Burmese, Lisu, Lolo", + "46": "Kachin", + "47": "Thai, Siamese, Lao", + "48": "Japanese", + "49": "Korean", + "50": "Vietnamese", + "51": "Other East/Southeast Asian", + "52": "Indonesian", + "53": "Other Malayan", + "54": "Filipino, Tagalog", + "55": "Micronesian, Polynesian", + "56": "Hawaiian", + "57": "Arabic", + "58": "Near East Arabic dialect", + "59": "Hebrew, Israeli", + "60": "Amharic, Ethiopian", + "61": "Hamitic", + "63": "Nilotic", + "64": "African, ns", + "70": "American Indian (all)", + "71": "Aleut, Eskimo", + "72": "Algonquian", + "73": "Salish, Flathead", + "74": "Athapascan", + "75": "Navajo", + "76": "Penutian-Sahaptin", + "77": "Mountain Maidu, Maidu", + "78": "Zuni", + "79": "Yuman", + "80": "Achumawi", + "81": "Siouan languages", + "82": "Muskogean", + "83": "Keres", + "84": "Iroquoian", + "85": "Caddoan", + "86": "Shoshonean/Hopi", + "87": "Pima/Papago", + "88": "Yaqui", + "89": "Aztecan, Nahuatl, Uto-Aztecan", + "90": "Tanoan languages", + "91": "Wiyot", + "92": "Mayan languages", + "93": "American Indian, n.s.", + "94": "Native", + "96": "Other or not reported", + "97": "Unknown", + "99": "Not reported, blank" + }, + "MTONGUED": { + "0": "N/A or blank", + "100": "English", + "110": "Jamaican Creole", + "120": "Krio, Pidgin Krio", + "130": "Hawaiian Pidgin", + "140": "Pidgin", + "150": "Gullah, Geechee", + "160": "Saramacca", + "200": "German", + "210": "Austrian", + "220": "Swiss", + "230": "Luxembourgian", + "240": "Pennsylvania Dutch", + "300": "Yiddish, Jewish", + "310": "Jewish", + "320": "Yiddish", + "400": "Dutch", + "410": "Dutch, Flemish, Belgian", + "420": "Afrikaans", + "430": "Frisian", + "440": "Dutch, Afrikaans, Frisian", + "450": "Belgian, Flemish", + "460": "Belgian", + "470": "Flemish", + "500": "Swedish", + "600": "Danish", + "700": "Norwegian", + "800": "Icelandic", + "810": "Faroese", + "900": "Scandinavian", + "1000": "Italian", + "1010": "Rhaeto-Romanic, Ladin", + "1020": "Friulian", + "1030": "Romansh", + "1100": "French", + "1110": "French, Walloon", + "1120": "Provencal", + "1130": "Patois", + "1140": "French or Haitian Creole", + "1150": "Cajun", + "1200": "Spanish", + "1210": "Catalonian, Valencian", + "1220": "Ladino, Sefaradit, Spanol", + "1230": "Pachuco", + "1240": "Papia Mentae", + "1250": "Mexican", + "1300": "Portuguese", + "1400": "Rumanian", + "1500": "Celtic", + "1510": "Welsh, Breton, Cornish", + "1520": "Welsh", + "1530": "Breton", + "1540": "Irish Gaelic, Gaelic", + "1550": "Gaelic", + "1560": "Irish", + "1570": "Scottish Gaelic", + "1580": "Scotch", + "1590": "Manx, Manx Gaelic", + "1600": "Greek", + "1700": "Albanian", + "1800": "Russian", + "1810": "Russian, Great Russian", + "1811": "Great Russian", + "1820": "Bielo-, White Russian", + "1900": "Ukrainian", + "1910": "Ruthenian", + "1920": "Little Russian", + "1930": "Ukrainian", + "2000": "Czech", + "2010": "Bohemian", + "2020": "Moravian", + "2100": "Polish", + "2110": "Kashubian, Slovincian", + "2200": "Slovak", + "2300": "Serbo-Croatian, Yugoslavian, Slavonian", + "2310": "Croatian", + "2320": "Serbian", + "2330": "Dalmatian, Montenegrin", + "2331": "Dalmatian", + "2332": "Montenegrin", + "2400": "Slovene", + "2500": "Lithuanian", + "2510": "Lettish", + "2600": "Other Balto-Slavic", + "2610": "Bulgarian", + "2620": "Lusatian, Sorbian, Wendish", + "2621": "Wendish", + "2630": "Macedonian", + "2700": "Slavic unknown", + "2800": "Armenian", + "2900": "Persian, Iranian, Farsi", + "2910": "Persian", + "3000": "Other Persian dialects", + "3010": "Pashto, Afghan", + "3020": "Kurdish", + "3030": "Balochi", + "3040": "Tadzhik", + "3050": "Ossete", + "3100": "Hindi and related", + "3101": "Hindi, Hindustani, Indic, Jaipuri, Pali, Urdu", + "3102": "Hindi, Hindustani, Urdu", + "3103": "Hindu", + "3110": "Other Indo-Aryan", + "3111": "Sanskrit", + "3112": "Bengali", + "3113": "Panjabi", + "3114": "Marathi", + "3115": "Gujarathi", + "3116": "Bihari", + "3117": "Rajasthani", + "3118": "Oriya", + "3119": "Assamese", + "3120": "Kashmiri", + "3121": "Sindhi", + "3122": "Maldivian", + "3123": "Sinhalese", + "3130": "Kannada", + "3140": "India nec", + "3150": "Pakistan nec", + "3190": "Georgian", + "3200": "Romany, Gypsy", + "3210": "Gypsy", + "3300": "Finnish", + "3400": "Magyar, Hungarian", + "3401": "Magyar", + "3402": "Hungarian", + "3500": "Uralic", + "3510": "Estonian, Ingrian, Livonian, Vepsian, Votic", + "3511": "Estonian", + "3520": "Lapp, Inari, Kola, Lule, Pite, Ruija, Skolt, Ume", + "3521": "Lappish", + "3530": "Other Uralic", + "3600": "Turkish", + "3700": "Other Altaic", + "3701": "Chuvash", + "3702": "Karakalpak", + "3703": "Kazakh", + "3704": "Kirghiz", + "3705": "Karachay, Tatar, Balkar, Bashkir, Kumyk", + "3706": "Uzbek, Uighur-40", + "3707": "Azerbaijani", + "3708": "Turkmen", + "3709": "Yakut", + "3710": "Mongolian", + "3711": "Tungus", + "3800": "Caucasian, Georgian, Avar", + "3810": "Georgian", + "3900": "Basque", + "4000": "Dravidian", + "4001": "Brahui", + "4002": "Gondi", + "4003": "Telugu", + "4004": "Malayalam", + "4005": "Tamil", + "4010": "Bhili", + "4011": "Nepali", + "4100": "Kurukh", + "4110": "Munda", + "4200": "Burushaski", + "4300": "Chinese", + "4301": "Chinese, Cantonese, Min, Yueh", + "4302": "Cantonese, Yueh", + "4303": "Mandarin", + "4310": "Other Chinese", + "4311": "Hakka, Fukien, Kechia", + "4312": "Kan, Nan Chang", + "4313": "Hsiang, Chansa, Hunan, Iyan", + "4314": "Fuchow, Min Pei", + "4315": "Wu", + "4400": "Tibetan", + "4410": "Miao-Yao", + "4420": "Miao, Hmong", + "4500": "Burmese, Lisu, Lolo", + "4510": "Karen", + "4600": "Kachin", + "4700": "Thai, Siamese, Lao", + "4710": "Thai", + "4720": "Laotian", + "4800": "Japanese", + "4900": "Korean", + "5000": "Vietnamese", + "5100": "Other East/Southeast Asian", + "5110": "Ainu", + "5120": "Mon-Khmer, Cambodian", + "5130": "Siberian, n.e.c.", + "5140": "Yukagir", + "5150": "Muong", + "5200": "Indonesian", + "5210": "Buginese", + "5220": "Moluccan", + "5230": "Achinese", + "5240": "Balinese", + "5250": "Cham", + "5260": "Madurese", + "5270": "Malay", + "5280": "Minangkabau", + "5290": "Other Asian languages", + "5300": "Other Malayan", + "5310": "Formosan, Taiwanese", + "5320": "Javanese", + "5330": "Malagasy", + "5340": "Sundanese", + "5400": "Filipino, Tagalog", + "5410": "Bisayan", + "5420": "Sebuano", + "5430": "Pangasinan", + "5440": "Ilocano", + "5450": "Bikol", + "5460": "Pampangan", + "5470": "Gorontalo", + "5480": "Palau", + "5500": "Micronesian, Polynesian", + "5501": "Micronesian", + "5502": "Carolinian", + "5503": "Chamorro, Guamanian", + "5504": "Gilbertese", + "5505": "Kusaiean", + "5506": "Marshallese", + "5507": "Mokilese", + "5508": "Mortlockese", + "5509": "Nauruan", + "5510": "Ponapean", + "5511": "Trukese", + "5512": "Ulithean, Fais", + "5513": "Woleai-Ulithi", + "5514": "Yapese", + "5520": "Melanesian", + "5521": "Polynesian", + "5522": "Samoan", + "5523": "Tongan", + "5524": "Niuean", + "5525": "Tokelauan", + "5526": "Fijian", + "5527": "Marquesan", + "5528": "Rarotongan", + "5529": "Maori", + "5530": "Nukuoro, Kapingarangan", + "5590": "Other Pacific Island languages", + "5600": "Hawaiian", + "5700": "Arabic", + "5710": "Algerian, Moroccan, Tunisian", + "5720": "Egyptian", + "5730": "Iraqi, Chaldean-70", + "5740": "Libyan", + "5750": "Maltese", + "5800": "Near East Arabic dialect", + "5810": "Syriac, Aramaic, Chaldean-40", + "5820": "Syrian", + "5900": "Hebrew, Israeli", + "6000": "Amharic, Ethiopian, etc.", + "6100": "Hamitic", + "6110": "Berber", + "6120": "Chadic, Hamitic, Hausa", + "6130": "Cushite, Beja, Somali", + "6300": "Nilotic", + "6301": "Nilo-Hamitic", + "6302": "Nubian", + "6303": "Saharan", + "6304": "Nilo-Saharan, Fur, Songhai", + "6305": "Khoisan", + "6306": "Sudanic", + "6307": "Bantu (many subheads)", + "6308": "Swahili", + "6309": "Mande", + "6310": "Fulani", + "6311": "Gur", + "6312": "Kru", + "6313": "Efik, Ibibio, Tiv", + "6314": "Mbum, Gbaya, Sango, Zande", + "6320": "Eastern Sudanic and Khoisan", + "6321": "Niger-Congo regions (many subheads)", + "6322": "Congo, Kongo, Luba, Ruanda, Rundi, Santali, Swahili", + "6390": "Other specified African languages", + "6400": "African, n.s.", + "7000": "American Indian (all)", + "7100": "Aleut, Eskimo", + "7110": "Aleut", + "7120": "Pacific Gulf Yupik", + "7130": "Eskimo", + "7140": "Inupik, Innuit", + "7150": "St. Lawrence Isl. Yupik", + "7160": "Yupik", + "7200": "Algonquian", + "7201": "Arapaho", + "7202": "Atsina, Gros Ventre", + "7203": "Blackfoot", + "7204": "Cheyenne", + "7205": "Cree", + "7206": "Delaware, Lenni-Lenape", + "7207": "Fox, Sac", + "7208": "Kickapoo", + "7209": "Menomini", + "7210": "Metis, French Cree", + "7211": "Miami", + "7212": "Micmac", + "7213": "Ojibwa, Chippewa", + "7214": "Ottawa", + "7215": "Passamaquoddy, Malecite", + "7216": "Penobscot", + "7217": "Abnaki", + "7218": "Potawatomi", + "7219": "Shawnee", + "7300": "Salish, Flathead", + "7301": "Lower Chehalis", + "7302": "Upper Chehalis, Chelalis, Satsop", + "7303": "Clallam", + "7304": "Coeur dAlene, Skitsamish", + "7305": "Columbia, Chelan, Wenatchee", + "7306": "Cowlitz", + "7307": "Nootsack", + "7308": "Okanogan", + "7309": "Puget Sound Salish", + "7310": "Quinault, Queets", + "7311": "Tillamook", + "7312": "Twana", + "7313": "Kalispel", + "7314": "Spokane", + "7400": "Athapascan", + "7401": "Ahtena", + "7402": "Han", + "7403": "Ingalit", + "7404": "Koyukon", + "7405": "Kuchin", + "7406": "Upper Kuskokwim", + "7407": "Tanaina", + "7408": "Tanana, Minto", + "7409": "Tanacross", + "7410": "Upper Tanana, Nabesena, Tetlin", + "7411": "Tutchone", + "7412": "Chasta Costa, Chetco, Coquille, Smith River Athapascan", + "7413": "Hupa", + "7420": "Apache", + "7421": "Jicarilla, Lipan", + "7422": "Chiricahua, Mescalero", + "7423": "San Carlos, Cibecue, White Mountain", + "7424": "Kiowa-Apache", + "7430": "Kiowa", + "7440": "Eyak", + "7450": "Other Athapascan-Eyak, Cahto, Mattole, Wailaki", + "7490": "Other Algonquin languages", + "7500": "Navajo", + "7600": "Penutian-Sahaptin", + "7610": "Klamath, Modoc", + "7620": "Nez Perce", + "7630": "Sahaptian, Celilo, Klikitat, Palouse, Tenino, Umatilla, Warm Springs, Yakima", + "7700": "Mountain Maidu, Maidu", + "7701": "Northwest Maidu, Concow", + "7702": "Southern Maidu, Nisenan", + "7703": "Coast Miwok, Bodega, Marin", + "7704": "Plains Miwok", + "7705": "Sierra Miwok, Miwok", + "7706": "Nomlaki, Tehama", + "7707": "Patwin, Colouse, Suisun", + "7708": "Wintun", + "7709": "Foothill North Yokuts", + "7710": "Tachi", + "7711": "Santiam, Calapooya, Wapatu", + "7712": "Siuslaw, Coos, Lower Umpqua", + "7713": "Tsimshian", + "7714": "Upper Chinook, Clackamas, Multnomah, Wasco, Wishram", + "7715": "Chinook Jargon", + "7800": "Zuni", + "7900": "Yuman", + "7910": "Upriver Yuman", + "7920": "Cocomaricopa", + "7930": "Mohave", + "7940": "Diegueno", + "7950": "Delta River Yuman", + "7960": "Upland Yuman", + "7970": "Havasupai", + "7980": "Walapai", + "7990": "Yavapai", + "8000": "Achumawi", + "8010": "Atsugewi", + "8020": "Karok", + "8030": "Pomo", + "8040": "Shastan", + "8050": "Washo", + "8060": "Chumash", + "8100": "Siouan languages:", + "8101": "Crow, Absaroke", + "8102": "Hidatsa", + "8103": "Mandan", + "8104": "Dakota, Lakota, Nakota, Sioux", + "8105": "Chiwere", + "8106": "Winnebago", + "8107": "Kansa, Kaw", + "8108": "Omaha", + "8109": "Osage", + "8110": "Ponca", + "8111": "Quapaw, Arkansas", + "8120": "Iowa", + "8200": "Muskogean", + "8210": "Alabama", + "8220": "Choctaw, Chickasaw", + "8230": "Mikasuki", + "8240": "Hichita, Apalachicola", + "8250": "Koasati", + "8260": "Muskogee, Creek, Seminole", + "8300": "Keres", + "8400": "Iroquoian", + "8410": "Mohawk", + "8420": "Oneida", + "8430": "Onondaga", + "8440": "Cayuga", + "8450": "Seneca", + "8460": "Tuscarora", + "8470": "Wyandot, Huron", + "8480": "Cherokee", + "8500": "Caddoan", + "8510": "Arikara", + "8520": "Pawnee", + "8530": "Wichita", + "8600": "Shoshonean/Hopi:", + "8601": "Comanche", + "8602": "Mono, Owens Valley Paiute", + "8603": "Paiute", + "8604": "Northern Paiute, Bannock, Num, Snake", + "8605": "Southern Paiute", + "8606": "Chemehuevi", + "8607": "Kawaiisu", + "8608": "Ute", + "8609": "Shoshoni", + "8610": "Panamint", + "8620": "Hopi", + "8630": "Cahuilla", + "8631": "Cupeno", + "8632": "Luiseno", + "8633": "Serrano", + "8640": "Tubatulabal", + "8700": "Pima, Papago", + "8800": "Yaqui", + "8810": "Sonoran n.e.c., Cahita, Guassave, Huichole, Nayit, Tarahumar", + "8820": "Tarahumara", + "8900": "Aztecan, Nahuatl, Uto-Aztecan", + "8910": "Aztecan, Mexicano, Nahua", + "9000": "Tanoan languages", + "9010": "Picuris, Northern Tiwa, Taos", + "9020": "Tiwa, Isleta", + "9030": "Sandia", + "9040": "Tewa, Hano, Hopi-Tewa, San Ildefonso, San Juan, Santa Clara", + "9050": "Towa", + "9100": "Wiyot", + "9101": "Yurok", + "9110": "Kwakiutl", + "9111": "Nootka", + "9112": "Makah", + "9120": "Kutenai", + "9130": "Haida", + "9131": "Tlingit, Chilkat, Sitka, Tongass, Yakutat", + "9140": "Tonkawa", + "9150": "Yuchi", + "9160": "Chetemacha", + "9170": "Yuki", + "9171": "Wappo", + "9200": "Mayan languages", + "9210": "Misumalpan", + "9211": "Cakchiquel", + "9212": "Mam", + "9213": "Maya", + "9214": "Quekchi", + "9215": "Quiche", + "9220": "Tarascan", + "9230": "Mapuche", + "9231": "Araucanian", + "9240": "Oto-Manguen", + "9241": "Mixtec", + "9242": "Zapotec", + "9250": "Quechua", + "9260": "Aymara", + "9270": "Arawakian", + "9271": "Island Caribs", + "9280": "Chibchan", + "9281": "Cuna", + "9282": "Guaymi", + "9290": "Tupi-Guarani", + "9291": "Tupi", + "9292": "Guarani", + "9300": "American Indian, n.s.", + "9400": "Native", + "9410": "Other specified American Indian languages", + "9420": "South/Central American Indian", + "9500": "No language", + "9600": "Other or not reported", + "9601": "Other n.e.c.", + "9602": "Other n.s.", + "9700": "Unknown", + "9900": "Not reported, blank", + "9999": "9999" + }, + "SPANNAME": { + "0": "N/A", + "1": "No, not Spanish surname", + "2": "Yes, Spanish surname", + "9": "Not reported" + }, + "HISPRULE": { + "0": "Not assigned as Hispanic", + "1": "Birthplace is Hispanic", + "2": "Parental birthplace is Hispanic", + "3": "Grandparental birthplace is Hispanic", + "4": "Spouse is Hispanic", + "5": "Related HH head is Hispanic", + "6": "Spanish surname", + "7": "Spouse has Spanish surname", + "8": "Related HH head has Spanish surname" + }, + "SCHOOL": { + "0": "N/A", + "1": "No, not in school", + "2": "Yes, in school", + "8": "Unknown", + "9": "Missing" + }, + "HIGRADE": { + "0": "N/A (or None, 1980)", + "1": "None", + "2": "Nursery school", + "3": "Kindergarten", + "4": "1st grade", + "5": "2nd grade", + "6": "3rd grade", + "7": "4th grade", + "8": "5th grade", + "9": "6th grade", + "10": "7th grade", + "11": "8th grade", + "12": "9th grade", + "13": "10th grade", + "14": "11th grade", + "15": "12th grade", + "16": "1st year", + "17": "2nd year", + "18": "3rd year", + "19": "4th year", + "20": "5th year or more (40-50)", + "21": "6th year or more (60,70)", + "22": "7th year", + "23": "8th year or more", + "99": "Missing" + }, + "HIGRADED": { + "0": "N/A", + "10": "None", + "11": "Did not finish nurs sch", + "12": "Attending nurs sch", + "20": "Nursery school", + "21": "Did not finish kindergart", + "22": "Attending kindergarten", + "30": "Kindergarten", + "31": "Did not finish 1st grade", + "32": "Attending 1st grade", + "40": "1st grade", + "41": "Did not finish 2nd grade", + "42": "Attending 2nd grade", + "50": "2nd grade", + "51": "Did not finish 3rd grade", + "52": "Attending 3rd grade", + "60": "3rd grade", + "61": "Did not finish 4th grade", + "62": "Attending 4th grade", + "70": "4th grade", + "71": "Did not finish 5th grade", + "72": "Attending 5th grade", + "80": "5th grade", + "81": "Did not finish 6th grade", + "82": "Attending 6th grade", + "90": "6th grade", + "91": "Did not finish 7th grade", + "92": "Attending 7th grade", + "100": "7th grade", + "101": "Did not finish 8th grade", + "102": "Attending 8th grade", + "110": "8th grade", + "111": "Did not finish 9th grade", + "112": "Attending 9th grade", + "120": "9th grade", + "121": "Did not finish 10th grade", + "122": "Attending 10th grade", + "130": "10th grade", + "131": "Did not finish 11th grade", + "132": "Attending 11th grade", + "140": "11th grade", + "141": "Did not finish 12th grade", + "142": "Attending 12th grade", + "150": "12th grade", + "151": "Did not finish 1st year college", + "152": "Attending 1st yesr college", + "160": "1st year of college", + "161": "Did not finish 2nd year of college", + "162": "Attending 2nd year of college", + "170": "2nd year of college", + "171": "Did not finish 3rd year of college", + "172": "Attending 3rd year of college", + "180": "3rd year of college", + "181": "Did not finish 4th year of college", + "182": "Attending 4th year of college", + "190": "4th year of college", + "191": "Did not finish 5th year of college", + "192": "Attending 5th year of college", + "200": "5th year or more of college (1940, 50)", + "201": "Did not finish 6th year of college", + "202": "Attending 6th year of college", + "210": "6th year or more of college (1960,70)", + "211": "Did not finish 7th year of college", + "212": "Attending 7th year of college", + "220": "7th year of college", + "221": "Did not finish 8th year of college", + "222": "Attending 8th year of college", + "230": "8th year or more of college", + "999": "Missing" + }, + "EDUC": { + "0": "N/A or no schooling", + "1": "Nursery school to grade 4", + "2": "Grade 5, 6, 7, or 8", + "3": "Grade 9", + "4": "Grade 10", + "5": "Grade 11", + "6": "Grade 12", + "7": "1 year of college", + "8": "2 years of college", + "9": "3 years of college", + "10": "4 years of college", + "11": "5+ years of college", + "99": "Missing" + }, + "EDUCD": { + "0": "N/A or no schooling", + "1": "N/A", + "2": "No schooling completed", + "10": "Nursery school to grade 4", + "11": "Nursery school, preschool", + "12": "Kindergarten", + "13": "Grade 1, 2, 3, or 4", + "14": "Grade 1", + "15": "Grade 2", + "16": "Grade 3", + "17": "Grade 4", + "20": "Grade 5, 6, 7, or 8", + "21": "Grade 5 or 6", + "22": "Grade 5", + "23": "Grade 6", + "24": "Grade 7 or 8", + "25": "Grade 7", + "26": "Grade 8", + "30": "Grade 9", + "40": "Grade 10", + "50": "Grade 11", + "60": "Grade 12", + "61": "12th grade, no diploma", + "62": "High school graduate or GED", + "63": "Regular high school diploma", + "64": "GED or alternative credential", + "65": "Some college, but less than 1 year", + "70": "1 year of college", + "71": "1 or more years of college credit, no degree", + "80": "2 years of college", + "81": "Associate's degree, type not specified", + "82": "Associate's degree, occupational program", + "83": "Associate's degree, academic program", + "90": "3 years of college", + "100": "4 years of college", + "101": "Bachelor's degree", + "110": "5+ years of college", + "111": "6 years of college (6+ in 1960-1970)", + "112": "7 years of college", + "113": "8+ years of college", + "114": "Master's degree", + "115": "Professional degree beyond a bachelor's degree", + "116": "Doctoral degree", + "999": "Missing" + }, + "EMPSTAT": { + "0": "N/A", + "1": "Employed", + "2": "Unemployed", + "3": "Not in labor force", + "9": "Unknown/Illegible" + }, + "EMPSTATD": { + "0": "N/A", + "10": "At work", + "11": "At work, public emerg", + "12": "Has job, not working", + "13": "Armed forces", + "14": "Armed forces--at work", + "15": "Armed forces--not at work but with job", + "20": "Unemployed", + "21": "Unemp, exper worker", + "22": "Unemp, new worker", + "30": "Not in Labor Force", + "31": "NILF, housework", + "32": "NILF, unable to work", + "33": "NILF, school", + "34": "NILF, other", + "99": "Unknown/Illegible" + }, + "LABFORCE": { + "0": "N/A", + "1": "No, not in the labor force", + "2": "Yes, in the labor force", + "9": "Unclassifiable (employment status unknown)" + }, + "CLASSWKR": { + "0": "N/A", + "1": "Self-employed", + "2": "Works for wages", + "9": "Unknown" + }, + "CLASSWKRD": { + "0": "N/A", + "10": "Self-employed", + "11": "Employer", + "12": "Working on own account", + "13": "Self-employed, not incorporated", + "14": "Self-employed, incorporated", + "20": "Works for wages", + "21": "Works on salary (1920)", + "22": "Wage/salary, private", + "23": "Wage/salary at non-profit", + "24": "Wage/salary, government", + "25": "Federal govt employee", + "26": "Armed forces", + "27": "State govt employee", + "28": "Local govt employee", + "29": "Unpaid family worker", + "98": "Illegible", + "99": "Unknown" + }, + "OCC": { + "0": "0000", + "1": "0001", + "2": "0002", + "3": "0003", + "4": "0004", + "5": "0005", + "6": "0006", + "7": "0007", + "8": "0008", + "9": "0009", + "10": "0010", + "11": "0011", + "12": "0012", + "13": "0013", + "14": "0014", + "15": "0015", + "16": "0016", + "17": "0017", + "18": "0018", + "19": "0019", + "20": "0020", + "21": "0021", + "22": "0022", + "23": "0023", + "24": "0024", + "25": "0025", + "26": "0026", + "27": "0027", + "28": "0028", + "29": "0029", + "30": "0030", + "31": "0031", + "32": "0032", + "33": "0033", + "34": "0034", + "35": "0035", + "36": "0036", + "37": "0037", + "38": "0038", + "39": "0039", + "40": "0040", + "41": "0041", + "42": "0042", + "43": "0043", + "44": "0044", + "45": "0045", + "46": "0046", + "47": "0047", + "48": "0048", + "49": "0049", + "50": "0050", + "51": "0051", + "52": "0052", + "53": "0053", + "54": "0054", + "55": "0055", + "56": "0056", + "57": "0057", + "58": "0058", + "59": "0059", + "60": "0060", + "61": "0061", + "62": "0062", + "63": "0063", + "64": "0064", + "65": "0065", + "66": "0066", + "67": "0067", + "68": "0068", + "69": "0069", + "70": "0070", + "71": "0071", + "72": "0072", + "73": "0073", + "74": "0074", + "75": "0075", + "76": "0076", + "77": "0077", + "78": "0078", + "79": "0079", + "80": "0080", + "81": "0081", + "82": "0082", + "83": "0083", + "84": "0084", + "85": "0085", + "86": "0086", + "87": "0087", + "88": "0088", + "89": "0089", + "90": "0090", + "91": "0091", + "92": "0092", + "93": "0093", + "94": "0094", + "95": "0095", + "96": "0096", + "97": "0097", + "98": "0098", + "99": "0099", + "100": "0100", + "101": "0101", + "102": "0102", + "103": "0103", + "104": "0104", + "105": "0105", + "106": "0106", + "107": "0107", + "108": "0108", + "109": "0109", + 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"0227", + "228": "0228", + "229": "0229", + "230": "0230", + "231": "0231", + "232": "0232", + "233": "0233", + "234": "0234", + "235": "0235", + "236": "0236", + "237": "0237", + "238": "0238", + "239": "0239", + "240": "0240", + "241": "0241", + "242": "0242", + "243": "0243", + "244": "0244", + "245": "0245", + "246": "0246", + "247": "0247", + "248": "0248", + "249": "0249", + "250": "0250", + "251": "0251", + "252": "0252", + "253": "0253", + "254": "0254", + "255": "0255", + "256": "0256", + "257": "0257", + "258": "0258", + "259": "0259", + "260": "0260", + "261": "0261", + "262": "0262", + "263": "0263", + "264": "0264", + "265": "0265", + "266": "0266", + "267": "0267", + "268": "0268", + "269": "0269", + "270": "0270", + "271": "0271", + "272": "0272", + "273": "0273", + "274": "0274", + "275": "0275", + "276": "0276", + "277": "0277", + "278": "0278", + "279": "0279", + "280": "0280", + "281": "0281", + "282": "0282", + "283": "0283", + "284": "0284", + "285": "0285", + "286": "0286", + "287": "0287", + "288": "0288", + "289": "0289", + "290": "0290", + "291": "0291", + "292": "0292", + "293": "0293", + "294": "0294", + "295": "0295", + "296": "0296", + "297": "0297", + "298": "0298", + "299": "0299", + "300": "0300", + "301": "0301", + "302": "0302", + "303": "0303", + "304": "0304", + "305": "0305", + "306": "0306", + "307": "0307", + "308": "0308", + "309": "0309", + "310": "0310", + "311": "0311", + "312": "0312", + "313": "0313", + "314": "0314", + "315": "0315", + "316": "0316", + "317": "0317", + "318": "0318", + "319": "0319", + "320": "0320", + "321": "0321", + "322": "0322", + "323": "0323", + "324": "0324", + "325": "0325", + "326": "0326", + "327": "0327", + "328": "0328", + "329": "0329", + "330": "0330", + "331": "0331", + "332": "0332", + "333": "0333", + "334": "0334", + "335": "0335", + "336": "0336", + "337": "0337", + "338": "0338", + "339": "0339", + "340": "0340", + "341": "0341", + "342": "0342", + "343": "0343", + "344": "0344", + "345": "0345", + "346": "0346", + "347": "0347", + "348": "0348", + "349": "0349", + "350": "0350", + "351": "0351", + "352": "0352", + "353": "0353", + "354": "0354", + "355": "0355", + "356": "0356", + "357": "0357", + "358": "0358", + "359": "0359", + "360": "0360", + "361": "0361", + "362": "0362", + "363": "0363", + "364": "0364", + "365": "0365", + "366": "0366", + "367": "0367", + "368": "0368", + "369": "0369", + "370": "0370", + "371": "0371", + "372": "0372", + "373": "0373", + "374": "0374", + "375": "0375", + "376": "0376", + "377": "0377", + "378": "0378", + "379": "0379", + "380": "0380", + "381": "0381", + "382": "0382", + "383": "0383", + "384": "0384", + "385": "0385", + "386": "0386", + "387": "0387", + "388": "0388", + "389": "0389", + "390": "0390", + "391": "0391", + "392": "0392", + "393": "0393", + "394": "0394", + "395": "0395", + "396": "0396", + "397": "0397", + "398": "0398", + "399": "0399", + "400": "0400", + "401": "0401", + "402": "0402", + "403": 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instructors", + "25": "Statistics-Professors and instructors", + "26": "Natural science (nec)-Professors and instructors", + "27": "Social sciences (nec)-Professors and instructors", + "28": "Non-scientific subjects-Professors and instructors", + "29": "Subject not specified-Professors and instructors", + "31": "Dancers and dancing teachers", + "32": "Dentists", + "33": "Designers", + "34": "Dietitians and nutritionists", + "35": "Draftsmen", + "36": "Editors and reporters", + "41": "Aeronautical-Engineers", + "42": "Chemical-Engineers", + "43": "Civil-Engineers", + "44": "Electrical-Engineers", + "45": "Industrial-Engineers", + "46": "Mechanical-Engineers", + "47": "Metallurgical, metallurgists-Engineers", + "48": "Mining-Engineers", + "49": "Engineers (nec)", + "51": "Entertainers (nec)", + "52": "Farm and home management advisors", + "53": "Foresters and conservationists", + "54": "Funeral directors and embalmers", + "55": "Lawyers and judges", + "56": "Librarians", + "57": "Musicians and music teachers", + "58": "Nurses, professional", + "59": "Nurses, student professional", + "61": "Agricultural scientists", + "62": "Biological scientists", + "63": "Geologists and geophysicists", + "67": "Mathematicians", + "68": "Physicists", + "69": "Misc. natural scientists", + "70": "Optometrists", + "71": "Osteopaths", + "72": "Personnel and labor relations workers", + "73": "Pharmacists", + "74": "Photographers", + "75": "Physicians and surgeons", + "76": "Radio operators", + "77": "Recreation and group workers", + "78": "Religious workers", + "79": "Social and welfare workers, except group", + "81": "Economists", + "82": "Psychologists", + "83": "Statisticians and actuaries", + "84": "Misc social scientists", + "91": "Sports instructors and officials", + "92": "Surveyors", + "93": "Teachers (n.e.c.)", + "94": "Medical and dental-technicians", + "95": "Testing-technicians", + "96": "Technicians (nec)", + "97": "Therapists and healers (nec)", + "98": "Veterinarians", + "99": "Professional, technical and kindred workers (nec)", + "100": "Farmers (owners and tenants)", + "123": "Farm managers", + "200": "Buyers and dept heads, store", + "201": "Buyers and shippers, farm products", + "203": "Conductors, railroad", + "204": "Credit men", + "205": "Floormen and floor managers, store", + "210": "Inspectors, public administration", + "230": "Managers and superintendants, building", + "240": "Officers, pilots, pursers and engineers, ship", + "250": "Officials and administratators (nec), public administration", + "260": "Officials, lodge, society, union, etc.", + "270": "Postmasters", + "280": "Purchasing agents and buyers (nec)", + "290": "Managers, officials, and proprietors (nec)", + "300": "Agents (nec)", + "301": "Attendants and assistants, library", + "302": "Attendants, physicians and dentists office", + "304": "Baggagemen, transportation", + "305": "Bank tellers", + "310": "Bookkeepers", + "320": "Cashiers", + "321": "Collectors, bill and account", + "322": "Dispatchers and starters, vehicle", + "325": "Express messengers and railway mail clerks", + "335": "Mail carriers", + "340": "Messengers and office boys", + "341": "Office machine operators", + "342": "Shipping and receiving clerks", + "350": "Stenographers, typists, and secretaries", + "360": "Telegraph messengers", + "365": "Telegraph operators", + "370": "Telephone operators", + "380": "Ticket, station, and express agents", + "390": "Clerical and kindred workers (n.e.c.)", + "400": "Advertising agents and salesmen", + "410": "Auctioneers", + "420": "Demonstrators", + "430": "Hucksters and peddlers", + "450": "Insurance agents and brokers", + "460": "Newsboys", + "470": "Real estate agents and brokers", + "480": "Stock and bond salesmen", + "490": "Salesmen and sales clerks (nec)", + "500": "Bakers", + "501": "Blacksmiths", + "502": "Bookbinders", + "503": "Boilermakers", + "504": "Brickmasons,stonemasons, and tile setters", + "505": "Cabinetmakers", + "510": "Carpenters", + "511": "Cement and concrete finishers", + "512": "Compositors and typesetters", + "513": "Cranemen,derrickmen, and hoistmen", + "514": "Decorators and window dressers", + "515": "Electricians", + "520": "Electrotypers and stereotypers", + "521": "Engravers, except photoengravers", + "522": "Excavating, grading, and road machinery operators", + "523": "Foremen (nec)", + "524": "Forgemen and hammermen", + "525": "Furriers", + "530": "Glaziers", + "531": "Heat treaters, annealers, temperers", + "532": "Inspectors, scalers, and graders log and lumber", + "533": "Inspectors (nec)", + "534": "Jewelers, watchmakers, goldsmiths, and silversmiths", + "535": "Job setters, metal", + "540": "Linemen and servicemen, telegraph, telephone, and power", + "541": "Locomotive engineers", + "542": "Locomotive firemen", + "543": "Loom fixers", + "544": "Machinists", + "545": "Airplane-mechanics and repairmen", + "550": "Automobile-mechanics and repairmen", + "551": "Office machine-mechanics and repairmen", + "552": "Radio and television-mechanics and repairmen", + "553": "Railroad and car shop-mechanics and repairmen", + "554": "Mechanics and repairmen (nec)", + "555": "Millers, grain, flour, feed, etc", + "560": "Millwrights", + "561": "Molders, metal", + "562": "Motion picture projectionists", + "563": "Opticians and lens grinders and polishers", + "564": "Painters, construction and maintenance", + "565": "Paperhangers", + "570": "Pattern and model makers, except paper", + "571": "Photoengravers and lithographers", + "572": "Piano and organ tuners and repairmen", + "573": "Plasterers", + "574": "Plumbers and pipe fitters", + "575": "Pressmen and plate printers, printing", + "580": "Rollers and roll hands, metal", + "581": "Roofers and slaters", + "582": "Shoemakers and repairers, except factory", + "583": "Stationary engineers", + "584": "Stone cutters and stone carvers", + "585": "Structural metal workers", + "590": "Tailors and tailoresses", + "591": "Tinsmiths, coppersmiths, and sheet metal workers", + "592": "Tool makers, and die makers and setters", + "593": "Upholsterers", + "594": "Craftsmen and kindred workers (nec)", + "595": "Members of the armed services", + "600": "Auto mechanics apprentice", + "601": "Bricklayers and masons apprentice", + "602": "Carpenters apprentice", + "603": "Electricians apprentice", + "604": "Machinists and toolmakers apprentice", + "605": "Mechanics, except auto apprentice", + "610": "Plumbers and pipe fitters apprentice", + "611": "Apprentices, building trades (nec)", + "612": "Apprentices, metalworking trades (nec)", + "613": "Apprentices, printing trades", + "614": "Apprentices, other specified trades", + "615": "Apprentices, trade not specified", + "620": "Asbestos and insulation workers", + "621": "Attendants, auto service and parking", + "622": "Blasters and powdermen", + "623": "Boatmen, canalmen, and lock keepers", + "624": "Brakemen, railroad", + "625": "Bus drivers", + "630": "Chainmen, rodmen, and axmen, surveying", + "631": "Conductors, bus and street railway", + "632": "Deliverymen and routemen", + "633": "Dressmakers and seamstresses, except factory", + "634": "Dyers", + "635": "Filers, grinders, and polishers, metal", + "640": "Fruit, nut, and vegetable graders, and packers, except facto", + "641": "Furnacemen, smeltermen and pourers", + "642": "Heaters, metal", + "643": "Laundry and dry cleaning Operatives", + "644": "Meat cutters, except slaughter and packing house", + "645": "Milliners", + "650": "Mine operatives and laborers", + "660": "Motormen, mine, factory, logging camp, etc", + "661": "Motormen, street, subway, and elevated railway", + "662": "Oilers and greaser, except auto", + "670": "Painters, except construction or maintenance", + "671": "Photographic process workers", + "672": "Power station operators", + "673": "Sailors and deck hands", + "674": "Sawyers", + "675": "Spinners, textile", + "680": "Stationary firemen", + "681": "Switchmen, railroad", + "682": "Taxicab drivers and chauffeurs", + "683": "Truck and tractor drivers", + "684": "Weavers, textile", + "685": "Welders and flame cutters", + "690": "Operative and kindred workers (nec)", + "700": "Housekeepers, private household", + "710": "Laundresses, private household", + "720": "Private household workers (nec)", + "730": "Attendants, hospital and other institution", + "731": "Attendants, professional and personal service (nec)", + "732": "Attendants, recreation and amusement", + "740": "Barbers, beauticians, and manicurists", + "750": "Bartenders", + "751": "Bootblacks", + "752": "Boarding and lodging house keepers", + "753": "Charwomen and cleaners", + "754": "Cooks, except private household", + "760": "Counter and fountain workers", + "761": "Elevator operators", + "762": "Firemen, fire protection", + "763": "Guards, watchmen, and doorkeepers", + "764": "Housekeepers and stewards, except private household", + "770": "Janitors and sextons", + "771": "Marshals and constables", + "772": "Midwives", + "773": "Policemen and detectives", + "780": "Porters", + "781": "Practical nurses", + "782": "Sheriffs and bailiffs", + "783": "Ushers, recreation and amusement", + "784": "Waiters and waitresses", + "785": "Watchmen (crossing) and bridge tenders", + "790": "Service workers, except private household (nec)", + "810": "Farm foremen", + "820": "Farm laborers, wage workers", + "830": "Farm laborers, unpaid family workers", + "840": "Farm service laborers, self-employed", + "910": "Fishermen and oystermen", + "920": "Garage laborers and car washers and greasers", + "930": "Gardeners, except farm and groundskeepers", + "940": "Longshoremen and stevedores", + "950": "Lumbermen, raftsmen, and woodchoppers", + "960": "Teamsters", + "970": "Laborers (nec)", + "979": "Not yet classified", + "980": "Keeps house/housekeeping at home/housewife", + "981": "Imputed keeping house (1850-1900)", + "982": "Helping at home/helps parents/housework", + "983": "At school/student", + "984": "Retired", + "985": "Unemployed/without occupation", + "986": "Invalid/disabled w/ no occupation reported", + "987": "Inmate", + "990": "New Worker", + "991": "Gentleman/lady/at leisure", + "995": "Other non-occupation", + "997": "Occupation missing/unknown", + "999": "N/A (blank)" + }, + "IND": { + "0": "0000", + "1": "0001", + "2": "0002", + "3": "0003", + "4": "0004", + "5": "0005", + "6": "0006", + "7": "0007", + "8": "0008", + "9": "0009", + "10": "0010", + "11": "0011", + "12": "0012", + "13": "0013", + "14": "0014", + "15": "0015", + "16": "0016", + "17": "0017", + "18": "0018", + "19": "0019", + "20": "0020", + "21": "0021", + "22": "0022", + "23": "0023", + "24": "0024", + "25": "0025", + "26": "0026", + "27": "0027", + "28": "0028", + "29": "0029", + "30": "0030", + "31": "0031", + "32": "0032", + "33": "0033", + "34": "0034", + "35": "0035", + "36": "0036", + "37": "0037", + "38": "0038", + "39": "0039", + "40": "0040", + "41": "0041", + "42": "0042", + "43": "0043", + "44": "0044", + "45": "0045", + "46": "0046", + "47": "0047", + "48": "0048", + "49": "0049", + "50": "0050", + "51": "0051", + "52": "0052", + "53": "0053", + "54": "0054", + "55": "0055", + "56": "0056", + "57": "0057", + "58": "0058", + "59": "0059", + "60": "0060", + "61": "0061", + "62": "0062", + "63": "0063", + "64": "0064", + "65": "0065", + "66": "0066", + "67": "0067", + "68": "0068", + "69": "0069", + "70": "0070", + "71": "0071", + "72": "0072", + "73": "0073", + "74": "0074", + "75": "0075", + "76": "0076", + "77": "0077", + "78": "0078", + "79": "0079", + "80": "0080", + "81": "0081", + "82": "0082", + "83": "0083", + "84": "0084", + "85": "0085", + "86": "0086", + "87": "0087", + "88": "0088", + "89": "0089", + "90": "0090", + "91": "0091", + "92": "0092", + "93": "0093", + "94": "0094", + "95": "0095", + "96": "0096", + "97": "0097", + "98": "0098", + "99": "0099", + "100": "0100", + "101": "0101", + "102": "0102", + "103": "0103", + "104": "0104", + "105": "0105", + "106": "0106", + "107": "0107", + "108": "0108", + "109": "0109", + "110": "0110", + "111": "0111", + "112": "0112", + "113": "0113", + "114": "0114", + "115": "0115", + "116": "0116", + "117": "0117", + "118": "0118", + "119": "0119", + "120": "0120", + "121": "0121", + "122": "0122", + "123": "0123", + "124": "0124", + "125": "0125", + "126": "0126", + "127": "0127", + "128": "0128", + "129": "0129", + "130": "0130", + "131": "0131", + "137": "0137", + "138": "0138", + "139": "0139", + "146": "0146", + "147": "0147", + "148": "0148", + "149": "0149", + "157": "0157", + "158": "0158", + "159": "0159", + "166": "0166", + "167": "0167", + "168": "0168", + "169": "0169", + "176": "0176", + "177": "0177", + "178": "0178", + "179": "0179", + "186": "0186", + "187": "0187", + "188": "0188", + "197": "0197", + "198": "0198", + "199": "0199", + "206": "0206", + "207": "0207", + "208": "0208", + "209": "0209", + "219": "0219", + "227": "0227", + "228": "0228", + "229": "0229", + "236": "0236", + "237": "0237", + "238": "0238", + "239": "0239", + "246": "0246", + "247": "0247", + "248": "0248", + "249": "0249", + "257": "0257", + "258": "0258", + "259": "0259", + "267": "0267", + "268": "0268", + "269": "0269", + "278": "0278", + "279": "0279", + "287": "0287", + "288": "0288", + "289": "0289", + "293": "0293", + "297": "0297", + "298": "0298", + "299": "0299", + "307": "0307", + "308": "0308", + "309": "0309", + "317": "0317", + "318": "0318", + "319": "0319", + "327": "0327", + "328": "0328", + "329": "0329", + "337": "0337", + "338": "0338", + "339": "0339", + "346": "0346", + "347": "0347", + "348": "0348", + "349": "0349", + "357": "0357", + "358": "0358", + "359": "0359", + "367": "0367", + "368": "0368", + "369": "0369", + "377": "0377", + "378": "0378", + "379": "0379", + "387": "0387", + "388": "0388", + "389": "0389", + "397": "0397", + "398": "0398", + "399": "0399", + "407": "0407", + "408": "0408", + "409": "0409", + "417": "0417", + "418": "0418", + "419": "0419", + "427": "0427", + "428": "0428", + "429": "0429", + "447": "0447", + "448": "0448", + "449": "0449", + "467": "0467", + "468": "0468", + "469": "0469", + "477": "0477", + "478": "0478", + "479": "0479", + "499": "0499", + "507": "0507", + "508": "0508", + "509": "0509", + "527": "0527", + "528": "0528", + "529": "0529", + "536": "0536", + "537": "0537", + "538": "0538", + "539": "0539", + "557": "0557", + "558": "0558", + "559": "0559", + "566": "0566", + "567": "0567", + "568": "0568", + "569": "0569", + "587": "0587", + "588": "0588", + "599": "0599", + "607": "0607", + "608": "0608", + "609": "0609", + "617": "0617", + "618": "0618", + "619": "0619", + "626": "0626", + "627": "0627", + "628": "0628", + "629": "0629", + "636": "0636", + "637": "0637", + "638": "0638", + "639": "0639", + "646": "0646", + "647": "0647", + "648": "0648", + "649": "0649", + "657": "0657", + "658": "0658", + "667": "0667", + "668": "0668", + "669": "0669", + "676": "0676", + "677": "0677", + "678": "0678", + "679": "0679", + "687": "0687", + "688": "0688", + "689": "0689", + "696": "0696", + "697": "0697", + "698": "0698", + "699": "0699", + "706": "0706", + "707": "0707", + "708": "0708", + "709": "0709", + "717": "0717", + "718": "0718", + "719": "0719", + "727": "0727", + "728": "0728", + "729": "0729", + "736": "0736", + "737": "0737", + "738": "0738", + "739": "0739", + "747": "0747", + "748": "0748", + "749": "0749", + "756": "0756", + "757": "0757", + "758": "0758", + "759": "0759", + "766": "0766", + "767": "0767", + "769": "0769", + "776": "0776", + "777": "0777", + "778": "0778", + "779": "0779", + "786": "0786", + "787": "0787", + "788": "0788", + "789": "0789", + "797": "0797", + "798": "0798", + "799": "0799", + "807": "0807", + "808": "0808", + "809": "0809", + "817": "0817", + "826": "0826", + "828": "0828", + "829": "0829", + "837": "0837", + "838": "0838", + "839": "0839", + "847": "0847", + "848": "0848", + "849": "0849", + "856": "0856", + "857": "0857", + "858": "0858", + "859": "0859", + "867": "0867", + "868": "0868", + "869": "0869", + "876": "0876", + "877": "0877", + "878": "0878", + "879": "0879", + "887": "0887", + "888": "0888", + "889": "0889", + "897": "0897", + "899": "0899", + "907": "0907", + "917": "0917", + "927": "0927", + "937": "0937", + "947": "0947", + "995": "0995", + "996": "0996", + "997": "0997", + "998": "0998", + "999": "0999" + }, + "IND1950": { + "0": "N/A or none reported", + "105": "Agriculture", + "116": "Forestry", + "126": "Fisheries", + "206": "Metal mining", + "216": "Coal mining", + "226": "Crude petroleum and natural gas extraction", + "236": "Nonmettalic mining and quarrying, except fuel", + "239": "Mining, not specified", + "246": "Construction", + "306": "Logging", + "307": "Sawmills, planing mills, and mill work", + "308": "Misc wood products", + "309": "Furniture and fixtures", + "316": "Glass and glass products", + "317": "Cement, concrete, gypsum and plaster products", + "318": "Structural clay products", + "319": "Pottery and related prods", + "326": "Misc nonmetallic mineral and stone products", + "336": "Blast furnaces, steel works, and rolling mills", + "337": "Other primary iron and steel industries", + "338": "Primary nonferrous industries", + "346": "Fabricated steel products", + "347": "Fabricated nonferrous metal products", + "348": "Not specified metal industries", + "356": "Agricultural machinery and tractors", + "357": "Office and store machines", + "358": "Misc machinery", + "367": "Electrical machinery, equipment and supplies", + "376": "Motor vehicles and motor vehicle equipment", + "377": "Aircraft and parts", + "378": "Ship and boat building and repairing", + "379": "Railroad and misc transportation equipment", + "386": "Professional equipment", + "387": "Photographic equipment and supplies", + "388": "Watches, clocks, and clockwork-operated devices", + "399": "Misc manufacturing industries", + "406": "Meat products", + "407": "Dairy products", + "408": "Canning and preserving fruits, vegetables, and seafoods", + "409": "Grain-mill products", + "416": "Bakery products", + "417": "Confectionery and related products", + "418": "Beverage industries", + "419": "Misc food preparations and kindred products", + "426": "Not specified food industries", + "429": "Tobacco manufactures", + "436": "Knitting mills", + "437": "Dyeing and finishing textiles, except knit goods", + "438": "Carpets, rugs, and other floor coverings", + "439": "Yarn, thread, and fabric", + "446": "Misc textile mill products", + "448": "Apparel and accessories", + "449": "Misc fabricated textile products", + "456": "Pulp, paper, and paper-board mills", + "457": "Paperboard containers and boxes", + "458": "Misc paper and pulp products", + "459": "Printing, publishing, and allied industries", + "466": "Synthetic fibers", + "467": "Drugs and medicines", + "468": "Paints, varnishes, and related products", + "469": "Misc chemicals and allied products", + "476": "Petroleum refining", + "477": "Misc petroleum and coal products", + "478": "Rubber products", + "487": "Leather: tanned, curried, and finished", + "488": "Footwear, except rubber", + "489": "Leather products, except footwear", + "499": "Not specified manufacturing industries", + "506": "Railroads and railway", + "516": "Street railways and bus lines", + "526": "Trucking service", + "527": "Warehousing and storage", + "536": "Taxicab service", + "546": "Water transportation", + "556": "Air transportation", + "567": "Petroleum and gasoline pipe lines", + "568": "Services incidental to transportation", + "578": "Telephone", + "579": "Telegraph", + "586": "Electric light and power", + "587": "Gas and steam supply systems", + "588": "Electric-gas utilities", + "596": "Water supply", + "597": "Sanitary services", + "598": "Other and not specified utilities", + "606": "Motor vehicles and equipment", + "607": "Drugs, chemicals, and allied products", + "608": "Dry goods apparel", + "609": "Food and related products", + "616": "Electrical goods, hardware, and plumbing equipment", + "617": "Machinery, equipment, and supplies", + "618": "Petroleum products", + "619": "Farm prods--raw materials", + "626": "Misc wholesale trade", + "627": "Not specified wholesale trade", + "636": "Food stores, except dairy", + "637": "Dairy prods stores and milk retailing", + "646": "General merchandise", + "647": "Five and ten cent stores", + "656": "Apparel and accessories stores, except shoe", + "657": "Shoe stores", + "658": "Furniture and house furnishings stores", + "659": "Household appliance and radio stores", + "667": "Motor vehicles and accessories retailing", + "668": "Gasoline service stations", + "669": "Drug stores", + "679": "Eating and drinking places", + "686": "Hardware and farm implement stores", + "687": "Lumber and building material retailing", + "688": "Liquor stores", + "689": "Retail florists", + "696": "Jewelry stores", + "697": "Fuel and ice retailing", + "698": "Misc retail stores", + "699": "Not specified retail trade", + "716": "Banking and credit", + "726": "Security and commodity brokerage and invest companies", + "736": "Insurance", + "746": "Real estate", + "756": "Real estate-insurance-law offices", + "806": "Advertising", + "807": "Accounting, auditing, and bookkeeping services", + "808": "Misc business services", + "816": "Auto repair services and garages", + "817": "Misc repair services", + "826": "Private households", + "836": "Hotels and lodging places", + "846": "Laundering, cleaning, and dyeing", + "847": "Dressmaking shops", + "848": "Shoe repair shops", + "849": "Misc personal services", + "856": "Radio broadcasting and television", + "857": "Theaters and motion pictures", + "858": "Bowling alleys, and billiard and pool parlors", + "859": "Misc entertainment and recreation services", + "868": "Medical and other health services, except hospitals", + "869": "Hospitals", + "879": "Legal services", + "888": "Educational services", + "896": "Welfare and religious services", + "897": "Nonprofit membership organizs.", + "898": "Engineering and architectural services", + "899": "Misc professional and related", + "906": "Postal service", + "916": "Federal public administration", + "926": "State public administration", + "936": "Local public administration", + "946": "Public Administration, level not specified", + "976": "Common or general laborer", + "979": "Not yet specified", + "980": "Unpaid domestic work", + "982": "Housework at home", + "983": "School response (students, etc.)", + "984": "Retired", + "986": "Sick/disabled", + "987": "Institution response", + "991": "Lady/Man of leisure", + "995": "Non-industrial response", + "997": "Nonclassifiable", + "998": "Industry not reported", + "999": "Blank or blank equivalent" + }, + "WKSWORK2": { + "0": "N/A", + "1": "1-13 weeks", + "2": "14-26 weeks", + "3": "27-39 weeks", + "4": "40-47 weeks", + "5": "48-49 weeks", + "6": "50-52 weeks" + }, + "HRSWORK2": { + "0": "N/A", + "1": "1-14 hours", + "2": "15-29 hours", + "3": "30-34 hours", + "4": "35-39 hours", + "5": "40 hours", + "6": "41-48 hours", + "7": "49-59 hours", + "8": "60+ hours" + }, + "UOCC95": { + "0": "Accountants and auditors", + "1": "Actors and actresses", + "2": "Airplane pilots and navigators", + "3": "Architects", + "4": "Artists and art teachers", + "5": "Athletes", + "6": "Authors", + "7": "Chemists", + "8": "Chiropractors", + "9": "Clergymen", + "10": "College presidents and deans", + "12": "Agricultural sciences", + "13": "Biological sciences", + "14": "Chemistry", + "15": "Economics", + "16": "Engineering", + "17": "Geology and geophysics", + "18": "Mathematics", + "19": "Medical sciences", + "23": "Physics", + "24": "Psychology", + "25": "Statistics", + "26": "Natural science (n.e.c.)", + "27": "Social sciences (n.e.c.)", + "28": "Nonscientific subjects", + "29": "Professors and instructors, subject not specified", + "31": "Dancers and dancing teachers", + "32": "Dentists", + "33": "Designers", + "34": "Dieticians and nutritionists", + "35": "Draftsmen", + "36": "Editors and reporters", + "41": "Engineers, aeronautical", + "42": "Engineers, chemical", + "43": "Engineers, civil", + "44": "Engineers, electrical", + "45": "Engineers, industrial", + "46": "Engineers, mechanical", + "47": "Engineers, metallurgical, metallurgists", + "48": "Engineers, mining", + "49": "Engineers (n.e.c.)", + "51": "Entertainers (n.e.c.)", + "52": "Farm and home management advisors", + "53": "Foresters and conservationists", + "54": "Funeral directors and embalmers", + "55": "Lawyers and judges", + "56": "Librarians", + "57": "Musicians and music teachers", + "58": "Nurses, professional", + "59": "Nurses, student professional", + "61": "Agricultural scientists", + "62": "Biological scientists", + "63": "Geologists and geophysicists", + "67": "Mathematicians", + "68": "Physicists", + "69": "Miscellaneous natural scientists", + "70": "Optometrists", + "71": "Osteopaths", + "72": "Personnel and labor relations workers", + "73": "Pharmacists", + "74": "Photographers", + "75": "Physicians and surgeons", + "76": "Radio operators", + "77": "Recreation and group workers", + "78": "Religious workers", + "79": "Social and welfare workers, except group", + "81": "Economists", + "82": "Psychologists", + "83": "Statisticians and actuaries", + "84": "Miscellaneous social scientists", + "91": "Sports instructors and officials", + "92": "Surveyors", + "93": "Teachers (n.e.c.)", + "94": "Technicians, medical and dental", + "95": "Technicians, testing", + "96": "Technicians (n.e.c.)", + "97": "Therapists and healers (n.e.c.)", + "98": "Veterinarians", + "99": "Professional, technical and kindred workers (n.e.c.)", + "100": "Farmers (owners and tenants)", + "123": "Farm managers", + "200": "Buyers and department heads, store", + "201": "Buyers and shippers, farm products", + "203": "Conductors, railroad", + "204": "Credit men", + "205": "Floormen and floor managers, store", + "210": "Inspectors, public administration", + "230": "Managers and superintendents, building", + "240": "Officers, pilots, pursers and engineers, ship", + "250": "Officials and administrators (n.e.c.), public administration", + "260": "Officials, lodge, society, union, etc.", + "270": "Postmasters", + "280": "Purchasing agents and buyers (n.e.c.)", + "290": "Managers, officials, and proprietors (n.e.c.)", + "300": "Agents (n.e.c.)", + "301": "Attendants and assistants, library", + "302": "Attendants, physician's and dentist's office", + "304": "Baggagemen, transportation", + "305": "Bank tellers", + "310": "Bookkeepers", + "320": "Cashiers", + "321": "Collectors, bill and account", + "322": "Dispatchers and starters, vehicle", + "325": "Express messengers and railway mail clerks", + "335": "Mail carriers", + "340": "Messengers and office boys", + "341": "Office machine operators", + "342": "Shipping and receiving clerks", + "350": "Stenographers, typists, and secretaries", + "360": "Telegraph messengers", + "365": "Telegraph operators", + "370": "Telephone operators", + "380": "Ticket, station, and express agents", + "390": "Clerical and kindred workers (n.e.c.)", + "400": "Advertising agents and salesmen", + "410": "Auctioneers", + "420": "Demonstrators", + "430": "Hucksters and peddlers", + "450": "Insurance agents and brokers", + "460": "Newsboys", + "470": "Real estate agents and brokers", + "480": "Stock and bond salesmen", + "490": "Salesmen and sales clerks (n.e.c.)", + "500": "Bakers", + "501": "Blacksmiths", + "502": "Bookbinders", + "503": "Boilermakers", + "504": "Brickmasons, stonemasons, and tile setters", + "505": "Cabinetmakers", + "510": "Carpenters", + "511": "Cement and concrete finishers", + "512": "Compositors and typesetters", + "513": "Cranemen, derrickmen, and hoistmen", + "514": "Decorators and window dressers", + "515": "Electricians", + "520": "Electrotypers and stereotypers", + "521": "Engravers, except photoengravers", + "522": "Excavating, grading, and road machinery operators", + "523": "Foremen (n.e.c.)", + "524": "Forgemen and hammermen", + "525": "Furriers", + "530": "Glaziers", + "531": "Heat treaters, annealers, temperers", + "532": "Inspectors, scalers, and graders, log and lumber", + "533": "Inspectors (n.e.c.)", + "534": "Jewelers, watchmakers, goldsmiths, and silversmiths", + "535": "Job setters, metal", + "540": "Linemen and servicemen, telegraph, telephone, and power", + "541": "Locomotive engineers", + "542": "Locomotive firemen", + "543": "Loom fixers", + "544": "Machinists", + "545": "Mechanics and repairmen, airplane", + "550": "Mechanics and repairmen, automobile", + "551": "Mechanics and repairmen, office machine", + "552": "Mechanics and repairmen, radio and television", + "553": "Mechanics and repairmen, railroad and car shop", + "554": "Mechanics and repairmen (n.e.c.)", + "555": "Millers, grain, flour, feed, etc.", + "560": "Millwrights", + "561": "Molders, metal", + "562": "Motion picture projectionists", + "563": "Opticians and lens grinders and polishers", + "564": "Painters, construction and maintenance", + "565": "Paperhangers", + "570": "Pattern and model makers, except paper", + "571": "Photoengravers and lithographers", + "572": "Piano and organ tuners and repairmen", + "573": "Plasterers", + "574": "Plumbers and pipe fitters", + "575": "Pressmen and plate printers, printing", + "580": "Rollers and roll hands, metal", + "581": "Roofers and slaters", + "582": "Shoemakers and repairers, except factory", + "583": "Stationary engineers", + "584": "Stone cutters and stone carvers", + "585": "Structural metal workers", + "590": "Tailors and tailoresses", + "591": "Tinsmiths, coppersmiths, and sheet metal workers", + "592": "Tool makers, and die makers and setters", + "593": "Upholsterers", + "594": "Craftsmen and kindred workers (n.e.c.)", + "595": "Members of the armed services", + "600": "Apprentice auto mechanics", + "601": "Apprentice bricklayers and masons", + "602": "Apprentice carpenters", + "603": "Apprentice electricians", + "604": "Apprentice machinists and toolmakers", + "605": "Apprentice mechanics, except auto", + "610": "Apprentice plumbers and pipe fitters", + "611": "Apprentices, building trades (n.e.c.)", + "612": "Apprentices, metalworking trades (n.e.c.)", + "613": "Apprentices, printing trades", + "614": "Apprentices, other specified trades", + "615": "Apprentices, trade not specified", + "620": "Asbestos and insulation workers", + "621": "Attendants, auto service and parking", + "622": "Blasters and powdermen", + "623": "Boatmen, canalmen, and lock keepers", + "624": "Brakemen, railroad", + "625": "Bus drivers", + "630": "Chainmen, rodmen, and axmen, surveying", + "631": "Conductors, bus and street railway", + "632": "Deliverymen and routemen", + "633": "Dressmakers and seamstresses, except factory", + "634": "Dyers", + "635": "Filers, grinders, and polishers, metal", + "640": "Fruit, nut, and vegetable graders, and packers, except factory", + "641": "Furnacemen, smeltermen and pourers", + "642": "Heaters, metal", + "643": "Laundry and dry cleaning operatives", + "644": "Meat cutters, except slaughter and packing house", + "645": "Milliners", + "650": "Mine operatives and laborers", + "660": "Motormen, mine, factory, logging camp, etc.", + "661": "Motormen, street, subway, and elevated railway", + "662": "Oilers and greaser, except auto", + "670": "Painters, except construction or maintenance", + "671": "Photographic process workers", + "672": "Power station operators", + "673": "Sailors and deck hands", + "674": "Sawyers", + "675": "Spinners, textile", + "680": "Stationary firemen", + "681": "Switchmen, railroad", + "682": "Taxicab drivers and chauffers", + "683": "Truck and tractor drivers", + "684": "Weavers, textile", + "685": "Welders and flame cutters", + "690": "Operative and kindred workers (n.e.c.)", + "700": "Housekeepers, private household", + "710": "Laundressses, private household", + "720": "Private household workers (n.e.c.)", + "730": "Attendants, hospital and other institution", + "731": "Attendants, professional and personal service (n.e.c.)", + "732": "Attendants, recreation and amusement", + "740": "Barbers, beauticians, and manicurists", + "750": "Bartenders", + "751": "Bootblacks", + "752": "Boarding and lodging house keepers", + "753": "Charwomen and cleaners", + "754": "Cooks, except private household", + "760": "Counter and fountain workers", + "761": "Elevator operators", + "762": "Firemen, fire protection", + "763": "Guards, watchmen, and doorkeepers", + "764": "Housekeepers and stewards, except private household", + "770": "Janitors and sextons", + "771": "Marshals and constables", + "772": "Midwives", + "773": "Policemen and detectives", + "780": "Porters", + "781": "Practical nurses", + "782": "Sheriffs and bailiffs", + "783": "Ushers, recreation and amusement", + "784": "Waiters and waitresses", + "785": "Watchmen (crossing) and bridge tenders", + "790": "Service workers, except private household (n.e.c.)", + "810": "Farm foremen", + "820": "Farm laborers, wage workers", + "830": "Farm laborers, unpaid family workers", + "840": "Farm service laborers, self-employed", + "910": "Fishermen and oystermen", + "920": "Garage laborers and car washers and greasers", + "930": "Gardeners, except farm, and groundskeepers", + "940": "Longshoremen and stevedores", + "950": "Lumbermen, raftsmen, and woodchoppers", + "960": "Teamsters", + "970": "Laborers (n.e.c.)", + "975": "Employed, unclassifiable", + "980": "Keeps house/housekeeping at home/housewife", + "982": "Helping at home/helps parents/housework", + "983": "At school/student", + "984": "Retired", + "986": "Invalid/disabled w/ no occupation reported", + "987": "Inmate", + "995": "Other non-occupational response", + "997": "Occupation missing/unknown", + "999": "N/A (blank)" + }, + "UCLASSWK": { + "0": "N/A", + "1": "Self-employed", + "2": "Employer", + "3": "Wage/salary, private work", + "4": "Wage/salary, gov't work", + "6": "Unpaid family worker", + "7": "No usual occupation", + "8": "Illegible" + }, + "INCWAGE": { + "0": "000000", + "100": "000100", + "200": "000200", + "300": "000300", + "400": "000400", + "500": "000500", + "600": "000600", + "700": "000700", + "800": "000800", + "900": "000900", + "1000": "001000", + "1100": "001100", + "1200": "001200", + "1300": "001300", + "1400": "001400", + "1500": "001500", + "1600": "001600", + "1700": "001700", + "1800": "001800", + "1900": "001900", + "2000": "002000", + "2100": "002100", + "2200": "002200", + "2300": "002300", + "2400": "002400", + "2500": "002500", + "2600": "002600", + "2700": "002700", + "2800": "002800", + "2900": "002900", + "3000": "003000", + "3100": "003100", + "3200": "003200", + "3300": "003300", + "3400": "003400", + "3500": "003500", + "3600": "003600", + "3700": "003700", + "3800": "003800", + "3900": "003900", + "4000": "004000", + "4100": "004100", + "4200": "004200", + "4300": "004300", + "4400": "004400", + "4500": "004500", + "4600": "004600", + "4700": "004700", + "4800": "004800", + "4900": "004900", + "5000": "005000", + "5100": "005100", + "5200": "005200", + "5300": "005300", + "5400": "005400", + "5500": "005500", + "5600": "005600", + "5700": "005700", + "5800": "005800", + "5900": "005900", + "6000": "006000", + "6100": "006100", + "6200": "006200", + "6300": "006300", + "6400": "006400", + "6500": "006500", + "6600": "006600", + "6700": "006700", + "6800": "006800", + "6900": "006900", + "7000": "007000", + "7100": "007100", + "7200": "007200", + "7300": "007300", + "7400": "007400", + "7500": "007500", + "7600": "007600", + "7700": "007700", + "7800": "007800", + "7900": "007900", + "8000": "008000", + "8100": "008100", + "8200": "008200", + "8300": "008300", + "8400": "008400", + "8500": "008500", + "8600": "008600", + "8700": "008700", + "8800": "008800", + "8900": "008900", + "9000": "009000", + "9100": "009100", + "9200": "009200", + "9300": "009300", + "9400": "009400", + "9500": "009500", + "9600": "009600", + "9700": "009700", + "9800": "009800", + "9900": "009900", + "10000": "010000", + "999998": "Missing", + "999999": "N/A" + }, + "INCNONWG": { + "0": "N/A", + "1": "Less than $50 nonwage, nonsalary income", + "2": "$50+ nonwage, nonsalary income", + "9": "Missing" + }, + "OCCSCORE": { + "0": "00", + "3": "03", + "4": "04", + "5": "05", + "6": "06", + "7": "07", + "8": "08", + "9": "09", + "10": "10", + "11": "11", + "12": "12", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "52": "52", + "54": "54", + "58": "58", + "60": "60", + "61": "61", + "62": "62", + "63": "63", + "79": "79", + "80": "80" + }, + "SEI": { + "78": "78", + "60": "60", + "79": "79", + "90": "90", + "67": "67", + "52": "52", + "76": "76", + "75": "75", + "84": "84", + "45": "45", + "96": "96", + "73": "73", + "39": "39", + "82": "82", + "87": "87", + "86": "86", + "85": "85", + "31": "31", + "83": "83", + "48": "48", + "59": "59", + "93": "93", + "46": "46", + "51": "51", + "80": "80", + "50": "50", + "92": "92", + "69": "69", + "56": "56", + "64": "64", + "81": "81", + "72": "72", + "53": "53", + "62": "62", + "58": "58", + "65": "65", + "14": "14", + "36": "36", + "33": "33", + "74": "74", + "63": "63", + "32": "32", + "54": "54", + "66": "66", + "77": "77", + "68": "68", + "44": "44", + "38": "38", + "25": "25", + "40": "40", + "28": "28", + "22": "22", + "61": "61", + "47": "47", + "35": "35", + "8": "8", + "27": "27", + "16": "16", + "23": "23", + "19": "19", + "21": "21", + "55": "55", + "24": "24", + "49": "49", + "26": "26", + "41": "41", + "10": "10", + "12": "12", + "43": "43", + "34": "34", + "15": "15", + "18": "18", + "37": "37", + "29": "29", + "11": "11", + "42": "42", + "30": "30", + "3": "3", + "5": "5", + "17": "17", + "6": "6", + "7": "7", + "13": "13", + "9": "9", + "4": "4", + "20": "20", + "0": "0" + }, + "PRESGL": { + "0": "N/A", + "93": "Bootblacks", + "122": "Teamsters", + "124": "Charwomen and cleaners", + "141": "Attendants, professional and personal service (n.e.c.)", + "147": "Attendants, recreation and amusement", + "149": "Ushers, recreation and amusement", + "153": "Counter and fountain workers", + "154": "Newsboys", + "161": "Janitors and sextons", + "163": "Garage laborers and car washers and greasers", + "175": "Laborers (n.e.c.)", + "176": "Laundressses, private household", + "182": "Laundry and dry cleaning operatives", + "183": "Hucksters and peddlers", + "184": "Farm laborers, wage workers", + "187": "Filers, grinders, and polishers, metal", + "189": "Private household workers (n.e.c.)", + "191": "Messengers and office boys", + "199": "Bartenders", + "202": "Porters", + "203": "Waiters and waitresses", + "209": "Elevator operators", + "215": "Fruit, nut, and vegetable graders, and packers, except factory", + "216": "Attendants, auto service and parking", + "219": "Guards, watchmen, and doorkeepers", + "220": "Taxicab drivers and chauffers", + "221": "Boarding and lodging house keepers", + "225": "Gardeners, except farm, and groundskeepers", + "232": "Baggagemen, transportation", + "233": "Midwives", + "235": "Watchmen (crossing) and bridge tenders", + "242": "Oilers and greaser, except auto", + "243": "Paperhangers", + "244": "Longshoremen and stevedores", + "249": "Spinners, textile", + "250": "Dyers", + "252": "Millers, grain, flour, feed, etc.", + "255": "Glaziers", + "259": "Collectors, bill and account", + "263": "Mine operatives and laborers", + "264": "Cooks, except private household", + "268": "Farm service laborers, self-employed", + "272": "Motormen, mine, factory, logging camp, etc.", + "274": "Floormen and floor managers, store", + "277": "Sawyers", + "280": "Conductors, bus and street railway", + "283": "Demonstrators", + "284": "Asbestos and insulation workers", + "290": "Painters, except construction or maintenance", + "292": "Shipping and receiving clerks", + "298": "Telegraph messengers", + "302": "Fishermen and oystermen", + "303": "Upholsterers", + "304": "Loom fixers", + "307": "Boilermakers", + "309": "Cashiers", + "312": "Roofers and slaters", + "313": "Bookbinders", + "316": "Cement and concrete finishers", + "317": "Dressmakers and seamstresses, except factory", + "319": "Auctioneers", + "320": "Piano and organ tuners and repairmen", + "321": "Blasters and powdermen", + "324": "Bus drivers", + "325": "Stationary firemen", + "326": "Excavating, grading, and road machinery operators", + "328": "Salesmen and sales clerks (n.e.c.)", + "329": "Furnacemen, smeltermen and pourers", + "332": "Plasterers", + "334": "Milliners", + "335": "Dispatchers and starters, vehicle", + "337": "Sailors and deck hands", + "339": "Mechanics and repairmen, office machine", + "342": "Entertainers (n.e.c.)", + "347": "Furriers", + "350": "Mechanics and repairmen, radio and television", + "354": "Ticket, station, and express agents", + "355": "Clerical and kindred workers (n.e.c.)", + "357": "Brickmasons, stonemasons, and tile setters", + "359": "Photographic process workers", + "360": "Rollers and roll hands, metal", + "362": "Locomotive firemen", + "363": "Attendants, hospital and other institution", + "364": "Housekeepers and stewards, except private household", + "367": "Therapists and healers (n.e.c.)", + "368": "Tinsmiths, coppersmiths, and sheet metal workers", + "372": "Mechanics and repairmen, railroad and car shop", + "373": "Jewelers, watchmakers, goldsmiths, and silversmiths", + "374": "Decorators and window dressers", + "376": "Dancers and dancing teachers", + "380": "Compositors and typesetters", + "383": "Managers and superintendents, building", + "386": "Cabinetmakers", + "388": "Cranemen, derrickmen, and hoistmen", + "391": "Molders, metal", + "392": "Linemen and servicemen, telegraph, telephone, and power", + "394": "Chainmen, rodmen, and axmen, surveying", + "399": "Carpenters", + "401": "Welders and flame cutters", + "402": "Pressmen and plate printers, printing", + "403": "Millwrights", + "404": "Telephone operators", + "405": "Photographers", + "406": "Inspectors, public administration", + "407": "Farmers (owners and tenants)", + "408": "Apprentice auto mechanics", + "409": "Buyers and shippers, farm products", + "412": "Engravers, except photoengravers", + "413": "Attendants and assistants, library", + "419": "Practical nurses", + "420": "Tool makers, and die makers and setters", + "422": "Advertising agents and salesmen", + "423": "Mail carriers", + "425": "Agents (n.e.c.)", + "428": "Radio operators", + "435": "Telegraph operators", + "437": "Farm managers", + "438": "Firemen, fire protection", + "440": "Real estate agents and brokers", + "445": "Stenographers, typists, and secretaries", + "449": "Office machine operators", + "451": "Nurses, student professional", + "453": "Foremen (n.e.c.)", + "458": "Marshals and constables", + "460": "Musicians and music teachers", + "466": "Craftsmen and kindred workers (n.e.c.)", + "469": "Insurance agents and brokers", + "470": "Technicians, testing", + "476": "Bookkeepers", + "478": "Attendants, physician's and dentist's office", + "479": "Purchasing agents and buyers (n.e.c.)", + "482": "Mechanics and repairmen, airplane", + "483": "Officials, lodge, society, union, etc.", + "486": "Recreation and group workers", + "488": "Credit men", + "492": "Electricians", + "495": "Bank tellers", + "500": "Buyers and department heads, store", + "502": "Technicians (n.e.c.)", + "503": "Managers, officials, and proprietors (n.e.c.)", + "506": "Professional, technical and kindred workers (n.e.c.)", + "508": "Locomotive engineers", + "514": "Athletes", + "521": "Dieticians and nutritionists", + "522": "Funeral directors and embalmers", + "524": "Social and welfare workers, except group", + "525": "Editors and reporters", + "532": "Sports instructors and officials", + "533": "Surveyors", + "539": "Farm and home management advisors", + "544": "Engineers, industrial", + "546": "Librarians", + "550": "Actors and actresses", + "554": "Statisticians and actuaries", + "555": "Religious workers", + "558": "Engineers, metallurgical, metallurgists", + "560": "Personnel and labor relations workers", + "561": "Draftsmen", + "562": "Artists and art teachers", + "567": "Accountants and auditors", + "568": "Economists", + "581": "Postmasters", + "582": "Designers", + "596": "Teachers (n.e.c.)", + "597": "Veterinarians", + "598": "Authors", + "599": "Officers, pilots, pursers and engineers, ship", + "600": "Chiropractors", + "604": "Engineers (n.e.c.)", + "606": "Officials and administrators (n.e.c.), public administration", + "607": "Pharmacists", + "610": "Technicians, medical and dental", + "615": "Nurses, professional", + "616": "Engineers, mining", + "619": "Osteopaths", + "620": "Optometrists", + "623": "Engineers, mechanical", + "650": "Mathematicians", + "656": "Miscellaneous social scientists", + "672": "Geologists and geophysicists", + "673": "Engineers, chemical", + "677": "Biological scientists", + "678": "Engineers, civil", + "681": "Miscellaneous natural scientists", + "688": "Chemists", + "690": "Clergymen", + "694": "Engineers, electrical", + "701": "Airplane pilots and navigators", + "705": "Architects", + "711": "Engineers, aeronautical", + "714": "Psychologists", + "736": "Dentists", + "738": "Physicists", + "757": "Lawyers and judges", + "783": "College presidents and deans", + "815": "Physicians and surgeons" + }, + "ERSCOR50": { + "0": "0", + "1": "0.1", + "2": "0.2", + "3": "0.3", + "4": "0.4", + "5": "0.5", + "6": "0.6", + "7": "0.7", + "8": "0.8", + "9": "0.9", + "10": "1", + "11": "1.1", + "12": "1.2", + "13": "1.3", + "14": "1.4", + "15": "1.5", + "16": "1.6", + "17": "1.7", + "18": "1.8", + "19": "1.9", + "20": "2", + "21": "2.1", + "22": "2.2", + "23": "2.3", + "24": "2.4", + "25": "2.5", + "26": "2.6", + "27": "2.7", + "28": "2.8", + "29": "2.9", + "30": "3", + "31": "3.1", + "32": "3.2", + "33": "3.3", + "34": "3.4", + "35": "3.5", + "36": "3.6", + "37": "3.7", + "38": "3.8", + "39": "3.9", + "40": "4", + "41": "4.1", + "42": "4.2", + "43": "4.3", + "44": "4.4", + "45": "4.5", + "46": "4.6", + "47": "4.7", + "48": "4.8", + "49": "4.9", + "50": "5", + "51": "5.1", + "52": "5.2", + "53": "5.3", + "54": "5.4", + "55": "5.5", + "56": "5.6", + "57": "5.7", + "58": "5.8", + "59": "5.9", + "60": "6", + "61": "6.1", + "62": "6.2", + "63": "6.3", + "64": "6.4", + "65": "6.5", + "66": "6.6", + "67": "6.7", + "68": "6.8", + "69": 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between states", + "40": "Abroad five years ago", + "80": "Moved, but place was not reported", + "90": "Unknown" + }, + "MIGPLAC5": { + "0": "N/A", + "1": "Alabama", + "2": "Alaska", + "4": "Arizona", + "5": "Arkansas", + "6": "California", + "8": "Colorado", + "9": "Connecticut", + "10": "Delaware", + "11": "District of Columbia", + "12": "Florida", + "13": "Georgia", + "15": "Hawaii", + "16": "Idaho", + "17": "Illinois", + "18": "Indiana", + "19": "Iowa", + "20": "Kansas", + "21": "Kentucky", + "22": "Louisiana", + "23": "Maine", + "24": "Maryland", + "25": "Massachusetts", + "26": "Michigan", + "27": "Minnesota", + "28": "Mississippi", + "29": "Missouri", + "30": "Montana", + "31": "Nebraska", + "32": "Nevada", + "33": "New Hampshire", + "34": "New Jersey", + "35": "New Mexico", + "36": "New York", + "37": "North Carolina", + "38": "North Dakota", + "39": "Ohio", + "40": "Oklahoma", + "41": "Oregon", + "42": "Pennsylvania", + "44": "Rhode Island", + "45": "South Carolina", + "46": "South Dakota", + "47": "Tennessee", + "48": "Texas", + "49": "Utah", + "50": "Vermont", + "51": "Virginia", + "53": "Washington", + "54": "West Virginia", + "55": "Wisconsin", + "56": "Wyoming", + "61": "Maine-New Hampshire-Vermont", + "62": "Massachussetts-Rhode Island", + "63": "Minnesota-Iowa-Missouri-Kansas-Nebraska-Dakotas", + "64": "Maryland-Delaware", + "65": "Montana-Idaho-Wyoming", + "66": "Utah-Nevada", + "67": "Arizona-New Mexico", + "68": "Alaska-Hawaii", + "99": "United States, not specified or state confidential", + "100": "Samoa", + "105": "Guam", + "110": "Puerto Rico", + "115": "Virgin Islands", + "119": "US outlying area (1980)", + "120": "Other US Possessions", + "150": "Canada", + "151": "English Canada", + "152": "French Canada", + "155": "St Pierre and Miquelon", + "160": "Atlantic Islands", + "199": "North America", + "200": "Mexico", + "211": "Belize/British Honduras", + "212": "Costa Rica", + "213": "El Salvador", + "214": "Guatemala", + "215": "Honduras", + "216": "Nicaragua", + "217": "Panama", + "218": "Canal Zone", + "219": "Central America, nec", + "250": "Cuba", + "260": "West Indies", + "261": "Dominican Republic", + "262": "Haita", + "263": "Jamaica", + "264": "British West Indies", + "266": "Trinidad and Tobago", + "267": "Other West Indies", + "305": "Argentina", + "310": "Bolivia", + "315": "Brazil", + "320": "Chile", + "325": "Colombia", + "330": "Ecuador", + "345": "Paraguay", + "350": "Peru", + "360": "Uruguay", + "365": "Venezuela", + "370": "North or Central America, n.s. (2000 5%)", + "390": "South America, nec", + "400": "Denmark", + "401": "Finland", + "402": "Iceland", + "404": "Norway", + "405": "Sweden", + "410": "England", + "411": "Scotland", + "412": "Wales", + "413": "United Kingdom", + "414": "Ireland", + "415": "Northern Ireland", + "420": "Belgium", + "421": "France", + "422": "Liechtenstein", + "423": "Luxembourg", + "424": "Monaco", + "425": "Netherlands", + "426": "Switzerland", + "430": "Albania", + "431": "Andorra", + "432": "Gibraltar", + "433": "Greece", + "434": "Dodecanese Islands", + "435": "Italy", + "436": "Portugal", + "437": "Azores", + "438": "Spain", + "439": "Vatican City", + "440": "Malta", + "450": "Austria", + "451": "Bulgaria", + "452": "Czechoslovakia", + "453": "Germany", + "454": "Hungary", + "455": "Poland", + "456": "Romania", + "457": "Yugoslavia", + "460": "Estonia", + "461": "Latvia", + "462": "Lithuania", + "465": "USSR", + "496": "Byelorussia", + "498": "Ukraine", + "499": "Europe, n.s.", + "500": "China", + "501": "Japan", + "502": "Korea", + "510": "Brunei", + "511": "Cambodia", + "512": "Indonesia", + "513": "Laos", + "514": "Malaysia", + "515": "Philippines", + "516": "Singapore", + "517": "Thailand", + "518": "Vietnam", + "520": "Afghanistan", + "521": "India", + "525": "Pakistan", + "522": "Iran", + "523": "Maldives", + "524": "Nepal", + "530": "Bahrain", + "531": "Cyprus", + "532": "Iraq", + "534": "Israel", + "535": "Jordan", + "536": "Kuwait", + "537": "Lebanon", + "538": "Oman", + "539": "Qatar", + "540": "Saudi Arabia", + "541": "Syria", + "542": "Turkey", + "543": "United Arab Emirates", + "544": "Yemen", + "548": "Southwest Asia, nec/ns", + "599": "Asia, nec/ns", + "600": "Africa", + "610": "Northern Africa", + "612": "Egypt/United Arab Rep.", + "670": "Central Africa", + "690": "Southern Africa", + "694": "South Africa (Union of)", + "699": "Africa, nec", + "700": "Coral Sea Islands", + "701": "Australia", + "702": "New Zealand", + "710": "Pacific Islands", + "715": "US Pacific Trust Territories", + "800": "Heard and McDonald Islands", + "900": "Abroad (unknown) or at sea", + "911": "Abroad, ns", + "912": "At sea", + "990": "Same house", + "999": "Missing/unknown" + }, + "MIGMETAREA5": { + "0": "N/A (household does not reside in a SMA)", + "40": "Abilene, TX", + "60": "Aguadilla, Puerto Rico", + "80": "Akron, OH", + "120": "Albany, GA", + "160": "Albany-Schenectady-Troy, NY", + "200": "Albuquerque, NM", + "220": "Alexandria, LA", + "240": "Allentown-Bethlehem-Easton, PA/NJ", + "280": "Altoona, PA", + "320": "Amarillo, TX", + "380": "Anchorage, AK", + "400": "Anderson, IN", + "440": "Ann Arbor, MI", + "450": "Anniston, AL", + "460": "Appleton-Oskosh-Neenah, WI", + "470": "Arecibo, Puerto Rico", + "480": "Asheville, NC", + "500": "Athens, GA", + "520": "Atlanta, GA", + "560": "Atlantic City, NJ", + "580": "Auburn-Opelika, AL", + "600": "Augusta-Aiken, GA-SC", + "640": "Austin, TX", + "680": "Bakersfield, CA", + "720": "Baltimore, MD", + "730": "Bangor, ME", + "740": "Barnstable-Yarmouth, MA", + "760": "Baton Rouge, LA", + "780": "Battle Creek, MI", + "840": "Beaumont-Port Arthur-Orange,TX", + "860": "Bellingham, WA", + "870": "Benton Harbor, MI", + "880": "Billings, MT", + "920": "Biloxi-Gulfport, MS", + "960": "Binghamton, NY", + "1000": "Birmingham, AL", + "1010": "Bismarck,ND", + "1020": "Bloomington, IN", + "1040": "Bloomington-Normal, IL", + "1080": "Boise City, ID", + "1120": "Boston, MA", + "1121": "Lawrence-Haverhill, MA/NH", + "1122": "Lowell, MA/NH", + "1123": "Salem-Gloucester, MA", + "1140": "Bradenton, FL", + "1150": "Bremerton, WA", + "1160": "Bridgeport, CT", + "1200": "Brockton, MA", + "1240": "Brownsville-Harlingen-San Benito, TX", + "1260": "Bryan-College Station, TX", + "1280": "Buffalo-Niagara Falls, NY", + "1281": "Niagara Falls, NY", + "1290": "Caguas, PR", + "1300": "Burlington, NC", + "1310": "Burlington, VT", + "1320": "Canton, OH", + "1350": "Casper, WY", + "1360": "Cedar Rapids, IA", + "1400": "Champaign-Urbana-Rantoul, IL", + "1440": "Charleston-N.Charleston,SC", + "1480": "Charleston, WV", + "1520": "Charlotte-Gastonia-Rock Hill, SC", + "1521": "Rock Hill, SC", + "1540": "Charlottesville, VA", + "1560": "Chattanooga, TN/GA", + "1580": "Cheyenne, WY", + "1600": "Chicago-Gary-Lake, IL", + "1601": "Aurora-Elgin, IL", + "1602": "Gary-Hammond-East Chicago, IN", + "1603": "Joliet IL", + "1604": "Lake County, IL", + "1620": "Chico, CA", + "1640": "Cincinnati OH/KY/IN", + "1660": "Clarksville-Hopkinsville, TN/KY", + "3200": "Hamilton-Middleton, OH", + "1680": "Cleveland, OH", + "1720": "Colorado Springs, CO", + "1740": "Columbia, MO", + "4440": "Lorain-Elyria, OH", + "1760": "Columbia, SC", + "1800": "Columbus, GA/AL", + "1840": "Columbus, OH", + "1880": "Corpus Christi, TX", + "1900": "Cumberland, MD/WV", + "1920": "Dallas-Fort Worth, TX", + "1921": "Fort Worth-Arlington, TX", + "1930": "Danbury, CT", + "1950": "Danville, VA", + "1960": "Davenport, IA Rock Island-Moline, IL", + "2000": "Dayton-Springfield, OH", + "2001": "Springfield, OH", + "2020": "Daytona Beach, FL", + "2030": "Decatur, AL", + "2040": "Decatur, IL", + "2080": "Denver-Boulder-Longmont, CO", + "2081": "Boulder-Longmont, CO", + "2120": "Des Moines, IA", + "2160": "Detroit, MI", + "2180": "Dothan, AL", + "2190": "Dover, DE", + "2200": "Dubuque, IA", + "2240": "Duluth-Superior, MN/WI", + "2281": "Dutchess Co., NY", + "2290": "Eau Claire, WI", + "6641": "Durham, NC", + "2310": "El Paso, TX", + "2320": "Elkhart-Goshen, IN", + "2330": "Elmira, NY", + "2335": "2335", + "2340": "Enid, OK", + "2360": "Erie, PA", + "2400": "Eugene-Springfield, OR", + "2440": "Evansville, IN/KY", + "2520": "Fargo-Morehead, ND/MN", + "2560": "Fayetteville, NC", + "2580": "Fayetteville-Springdale, AR", + "2600": "Fitchburg-Leominster, MA", + "2620": "Flagstaff, AZ", + "2640": "Flint, MI", + "2650": "Florence, AL", + "2660": "Florence, SC", + "2670": "Fort Collins-Loveland, CO", + "2680": "Fort Lauderdale-Hollywood-Pompano Beach, FL", + "2700": "Fort Myers-Cape Coral, FL", + "2710": "Fort Pierce, FL", + "2720": "Fort Smith, AR/OK", + "2750": "Fort Walton Beach, FL", + "2760": "Fort Wayne, IN", + "2840": "Fresno, CA", + "2880": "Gadsden, AL", + "2900": "Gainesville, FL", + "2920": "Galveston-Texas City, TX", + "2970": "Glens Falls, NY", + "2980": "Goldsboro, NC", + "2990": "Grand Forks, ND/MN", + "3000": "Grand Rapids, MI", + "3040": "Great Falls, MT", + "3060": "Greeley, CO", + "3080": "Green Bay, WI", + "3120": "Greensboro-Winston Salem-High Point, NC", + "3121": "Winston-Salem, NC", + "3150": "Greenville, NC", + "3160": "Greenville-Spartanburg-Anderson SC", + "3161": "Anderson, SC", + "3180": "Hagerstown, MD", + "3240": "Harrisburg-Lebanon-Carlisle, PA", + "3280": "Hartford-Bristol-Middleton-New Britain, CT", + "3281": "Bristol, CT", + "3283": "New Britain, CT", + "3290": "Hickory-Morgantown, NC", + "3300": "Hattiesburg, MS", + "3320": "Honolulu, HI", + "3350": "Houma-Thibodoux, LA", + "3360": "Houston-Brazoria, TX", + "3361": "Brazoria, TX", + "3400": "Huntington-Ashland, WV/KY/OH", + "3440": "Huntsville, AL", + "3480": "Indianapolis, IN", + "3500": "Iowa City, IA", + "3520": "Jackson, MI", + "3560": "Jackson, MS", + "3580": "Jackson, TN", + "3590": "Jacksonville, FL", + "3600": "Jacksonville, NC", + "3610": "Jamestown-Dunkirk, NY", + "3620": "Janesville-Beloit, WI", + "3660": "Johnson City-Kingsport-Bristol, TN/VA", + "3680": "Johnstown, PA", + "3710": "Joplin, MO", + "3720": "Kalamazoo-Portage, MI", + "3740": "Kankakee, IL", + "3760": "Kansas City, MO-KS", + "3800": "Kenosha, WI", + "3810": "Kileen-Temple, TX", + "3840": "Knoxville, TN", + "3850": "Kokomo, IN", + "3870": "LaCrosse, WI", + "3880": "Lafayette, LA", + "3920": "Lafayette-W. Lafayette, IN", + "3960": "Lake Charles, LA", + "3980": "Lakeland-Winterhaven, FL", + "4000": "Lancaster, PA", + "4040": "Lansing-E. Lansing, MI", + "4080": "Laredo, TX", + "4100": "Las Cruces, NM", + "4120": "Las Vegas, NV", + "4200": "Lawton, OK", + "4240": "Lewiston-Auburn, ME", + "4280": "Lexington-Fayette, KY", + "4320": "Lima, OH", + "4360": "Lincoln, NE", + "4400": "Little Rock-North Little Rock, AR", + "4410": "Long Branch-Asbury Park,NJ", + "4420": "Longview-Marshall, TX", + "4480": "Los Angeles-Long Beach, CA", + "4481": "Anaheim-Santa Ana-Garden Grove, CA", + "4482": "Orange County, CA", + "6781": "San Bernadino, CA", + "4520": "Louisville, KY/IN", + "4600": "Lubbock, TX", + "4640": "Lynchburg, VA", + "4680": "Macon-Warner Robins, GA", + "4720": "Madison, WI", + "4760": "Manchester, NH", + "4800": "Mansfield, OH", + "4840": "Mayaguez, Puerto Rico", + "4880": "McAllen-Edinburg-Pharr-Mission, TX", + "4890": "Medford, OR", + "4900": "Melbourne-Titusville-Cocoa-Palm Bay, FL", + "4920": "Memphis, TN/AR/MS", + "4940": "Merced, CA", + "5000": "Miami-Hialeah, FL", + "5040": "Midland, TX", + "5080": "Milwaukee, WI", + "5120": "Minneapolis-St. Paul, MN", + "5160": "Mobile, AL", + "5170": "Modesto, CA", + "5190": "Monmouth-Ocean, NJ", + "5200": "Monroe, LA", + "5240": "Montgomery, AL", + "5280": "Muncie, IN", + "5320": "Muskegon-Norton Shores-Muskegon Heights, MI", + "5330": "Myrtle Beach, SC", + "5340": "Naples, FL", + "5350": "Nashua, NH", + "5360": "Nashville, TN", + "5400": "New Bedford, MA", + "5460": "New Brunswick-Perth Amboy-Sayreville, NJ", + "5480": "New Haven-Meriden, CT", + "5520": "New London-Norwich, CT/RI", + "5560": "New Orleans, LA", + "5600": "New York-Northeastern NJ", + "5601": "Nassau Co, NY", + "5602": "Bergen-Passaic, NJ", + "5603": "Jersey City, NJ", + "5604": "Middlesex-Somerset-Hunterdon, NJ", + "5605": "Newark, NJ", + "5640": "Newark, OH", + "5660": "Newburgh-Middletown, NY", + "5720": "Norfolk-VA Beach-Newport News, VA", + "5760": "Norwalk, CT", + "5790": "Ocala, FL", + "5800": "Odessa, TX", + "5880": "Oklahoma City, OK", + "5910": "Olympia, WA", + "5920": "Omaha, NE/IA", + "5950": "Orange, NY", + "5960": "Orlando, FL", + "5990": "Owensboro, KY", + "6010": "Panama City, FL", + "6020": "Parkersburg-Marietta,WV/OH", + "6030": "Pascagoula-Moss Point, MS", + "6080": "Pensacola, FL", + "6120": "Peoria, IL", + "6160": "Philadelphia, PA/NJ", + "6200": "Phoenix, AZ", + "6240": "Pine Bluff, AR", + "6280": "Pittsburgh-Beaver Valley, PA", + "6320": "Pittsfield, MA", + "6360": "Ponce, Puerto Rico", + "6400": "Portland, ME", + "6440": "Portland-Vancouver, OR", + "6441": "Vancouver, WA", + "6450": "Portsmouth-Dover-Rochester, NH/ME", + "6460": "Poughkeepsie, NY", + "6480": "Providence-Fall River-Pawtucket, MA/RI", + "6481": "Fall River, MA/RI", + "6482": "Pawtuckett-Woonsocket-Attleboro, RI/MA", + "6520": "Provo-Orem, UT", + "6560": "Pueblo, CO", + "6580": "Punta Gorda, FL", + "6600": "Racine, WI", + "6640": "Raleigh-Durham, NC", + "6660": "Rapid City, SD", + "6680": "Reading, PA", + "6690": "Redding, CA", + "6720": "Reno, NV", + "6740": "Richland-Kennewick-Pasco, WA", + "6760": "Richmond-Petersburg, VA", + "6761": "Petersburg-Colonial Heights, VA", + "6780": "Riverside-San Bernadino, CA", + "6800": "Roanoke, VA", + "6820": "Rochester, MN", + "6840": "Rochester, NY", + "6880": "Rockford, IL", + "6895": "Rocky Mount, NC", + "6920": "Sacramento, CA", + "6960": "Saginaw-Bay City-Midland, MI", + "6961": "Bay City, MI", + "6980": "St. Cloud, MN", + "7000": "St. Joseph, MO", + "7040": "St. Louis, MO-IL", + "7080": "Salem, OR", + "7120": "Salinas-Sea Side-Monterey, CA", + "7140": "Salisbury-Concord, NC", + "7160": "Salt Lake City-Ogden, UT", + "7161": "Ogden", + "7200": "San Angelo, TX", + "7240": "San Antonio, TX", + "7320": "San Diego, CA", + "7360": "San Francisco-Oakland-Vallejo, CA", + "7361": "Oakland, CA", + "7362": "Vallejo-Fairfield, CA", + "7400": "San Jose, CA", + "7440": "San Juan-Bayamon, Puerto Rico", + "7460": "San Luis Obispo-Atascad-P Robles, CA", + "7470": "Santa Barbara-Santa Maria-Lompoc, CA", + "7480": "Santa Cruz, CA", + "7490": "Santa Fe, NM", + "7500": "Santa Rosa-Petaluma, CA", + "7510": "Sarasota, FL", + "7520": "Savannah, GA", + "7560": "Scranton-Wilkes-Barre, PA", + "7561": "Wilkes-Barre-Hazelton, PA", + "7600": "Seattle-Everett, WA", + "8200": "Tacoma, WA", + "7610": "Sharon, PA", + "7620": "Sheboygan, WI", + "7640": "Sherman-Denison, TX", + "7680": "Shreveport, LA", + "7720": "Sioux City, IA/NE", + "7760": "Sioux Falls, SD", + "7800": "South Bend-Mishawaka, IN", + "7840": "Spokane, WA", + "7880": "Springfield, IL", + "7920": "Springfield, MO", + "8000": "Springfield-Holyoke-Chicopee, MA", + "8040": "Stamford, CT", + "8050": "State College, PA", + "8080": "Steubenville-Weirton,OH/WV", + "8120": "Stockton, CA", + "8140": "Sumter, SC", + "8160": "Syracuse, NY", + "8240": "Tallahassee, FL", + "8280": "Tampa-St. Petersburg-Clearwater, FL", + "8320": "Terre Haute, IN", + "8360": "Texarkana, TX/AR", + "8400": "Toledo, OH/MI", + "8440": "Topeka, KS", + "8480": "Trenton, NJ", + "8520": "Tucson, AZ", + "8560": "Tulsa, OK", + "8600": "Tuscaloosa, AL", + "8640": "Tyler, TX", + "8680": "Utica-Rome, NY", + "8730": "Ventura-Oxnard-Simi Valley, CA", + "8750": "Victoria, TX", + "8760": "Vineland-Milville-Bridgetown, NJ", + "8780": "Visalia-Tulare-Porterville, CA", + "8800": "Waco, TX", + "8840": "Washington, DC/MD/VA", + "8880": "Waterbury, CT", + "8920": "Waterloo-Cedar Falls, IA", + "8940": "Wausau, WI", + "8960": "West Palm Beach-Boca Raton-Delray Beach, FL", + "9000": "Wheeling, WV/OH", + "9040": "Wichita, KS", + "9080": "Wichita Falls, TX", + "9140": "Williamsport, PA", + "9160": "Wilmington, DE/NJ/MD", + "9200": "Wilmington, NC", + "9240": "Worcester, MA", + "9260": "Yakima, WA", + "9270": "Yolo, CA", + "9280": "York, PA", + "9320": "Youngstown-Warren, OH-PA", + "9340": "Yuba City, CA", + "9360": "Yuma, AZ", + "9990": "SMA not identified for confidentiality reasons", + "9999": "Unknown" + }, + "MIGMETRO5": { + "0": "N/A", + "1": "Not in U.S. metropolitan area", + "2": "In metropolitan area: Central city status indeterminable (mixed)", + "3": "In metropolitan area: In central city", + "4": "In metropolitan area: Not in central city", + "9": "Metropolitan status indeterminable (mixed)" + }, + "MIGCITY5": { + "0": "N/A and not identifiable", + "1": "Not ascertained", + "10": "Akron, OH", + "50": "Albany, NY", + "70": "Albuquerque, NM", + "90": "Alexandria, VA", + "130": "Allentown, PA", + "190": "Anaheim, CA", + "210": "Anchorage, AK", + "270": "Ann Arbor, MI", + "290": "Arlington, TX", + "310": "Arlington, VA", + "350": "Atlanta, GA", + "410": "Atlanta, GA", + "450": "Aurora, CO", + "490": "Austin, TX", + "510": "Bakersfield, CA", + "530": "Baltimore, MD", + "590": "Baton Rouge, LA", + "600": "Bayamon, PR", + "670": "Beaumont, TX", + "770": "Birmingham, AL", + "810": "Boston, MA", + "830": "Bridgeport, CT", + "890": "Buffalo, NY", + "930": "Cambridge, MA", + "990": "Canton, OH", + "1020": "Carolina, PR", + "1050": "Charleston, SC", + "1090": "Charlotte, NC", + "1110": "Chattanooga, TN", + "1150": "Chesapeake, VA", + "1190": "Chicago, IL", + "1250": "Chula Vista, CA", + "1290": "Cincinnati, OH", + "1330": "Cleveland, OH", + "1390": "Colorado Springs, CO", + "1410": "Columbia, SC", + "1430": "Columbus, GA", + "1450": "Columbus, OH", + "1470": "Concord, CA", + "1590": "Dallas, TX", + "1650": "Davenport, IA", + "1670": "Dayton, OH", + "1710": "Denver, CO", + "1730": "Des Moines, IA", + "1750": "Detroit, MI", + "1850": "Durham, NC", + "1910": "East Los Angeles, CA", + "1990": "El Monte, CA", + "2010": "El Paso, TX", + "2050": "Elizabeth, NJ", + "2090": "Erie, PA", + "2110": "Escondido, CA", + "2130": "Eugene, OR", + "2170": "Evansville, IN", + "2270": "Flint, MI", + "2290": "Fort Lauderdale, FL", + "2330": "Fort Wayne, IN", + "2350": "Fort Worth, TX", + "2370": "Fresno, CA", + "2390": "Fullerton, CA", + "2430": "Garden Grove, CA", + "2450": "Garland, TX", + "2470": "Gary, IN", + "2490": "Glendale, CA", + "2530": "Grand Rapids, MI", + "2570": "Greensboro, NC", + "2590": "Guyanabo, PR", + "2610": "Hamilton, OH", + "2650": "Hampton, VA", + "2710": "Hartford, CT", + "2770": "Hialeah, FL", + "2830": "Hollywood, FL", + "2870": "Honolulu, HI", + "2890": "Houston, TX", + "2930": "Huntington Beach, CA", + "2950": "Huntsville, AL", + "2970": "Independence, MO", + "2990": "Indianapolis, IN", + "3010": "Inglewood, CA", + "3030": "Irving, TX", + "3090": "Jackson, MS", + "3110": "Jacksonville, FL", + "3150": "Jersey City, NJ", + "3260": "Kansas City, MO", + "3330": "Knoxville, TN", + "3410": "Lakewood, CO", + "3470": "Lansing, MI", + "3490": "Las Vegas, NV", + "3510": "Lawrence, MA", + "3590": "Lexington-Fayette, KY", + "3650": "Little Rock, AR", + "3670": "Livonia, MI", + "3690": "Long Beach, CA", + "3710": "Lorain, OH", + "3730": "Los Angeles, CA", + "3750": "Louisville, KY", + "3770": "Lowell, MA", + "3830": "Macon, GA", + "3870": "Madison, WI", + "3910": "Manchester, NH", + "4010": "Memphis, TN", + "4050": "Mesa, AZ", + "4070": "Mesquite, TX", + "4090": "Metairie, LA", + "4110": "Miami, FL", + "4130": "Milwaukee, WI", + "4150": "Minneapolis, MN", + "4170": "Mobile, AL", + "4190": "Modesto, CA", + "4250": "Montgomery, AL", + "4270": "Moreno Valley, CA", + "4310": "Muncie, IN", + "4410": "Nashville-Davidson, TN", + "4411": "Nashville, TN", + "4450": "New Bedford, MA", + "4470": "New Britain, CT", + "4530": "New Haven, CT", + "4570": "New Orleans, LA", + "4610": "New York, NY", + "4630": "Newark, NJ", + "4750": "Newport News, VA", + "4810": "Norfolk, VA", + "4930": "Oakland, CA", + "4950": "Oceanside, CA", + "4990": "Oklahoma City, OK", + "5010": "Omaha, NE", + "5030": "Ontario, CA", + "5070": "Orlando, FL", + "5130": "Oxnard, CA", + "5150": "Pasadena, CA", + "5170": "Pasadena, TX", + "5210": "Paterson, NJ", + "5270": "Peoria, IL", + "5330": "Philadelphia, PA", + "5350": "Phoenix, AZ", + "5370": "Pittsburgh, PA", + "5430": "Plano, TX", + "5450": "Pomona, CA", + "5500": "Ponce, PR", + "5530": "Portland, OR", + "5590": "Portsmouth, VA", + "5650": "Providence, RI", + "5750": "Raleigh, NC", + "5770": "Rancho Cucamonga, CA", + "5810": "Reno, NV", + "5870": "Richmond, VA", + "5890": "Riverside, CA", + "5910": "Roanoke, VA", + "5930": "Rochester, NY", + "5970": "Rockford, IL", + "6030": "Sacramento, CA", + "6090": "Saint Louis, MO", + "6110": "Saint Paul, MN", + "6130": "Saint Petersburg, FL", + "6170": "Salem, OR", + "6190": "Salinas, CA", + "6210": "Salt Lake City, UT", + "6230": "San Antonio, TX", + "6250": "San Bernadino, CA", + "6270": "San Diego, CA", + "6290": "San Francisco, CA", + "6300": "San Juan, PR", + "6310": "San Jose, CA", + "6330": "Santa Ana, CA", + "6350": "Santa Rosa, CA", + "6430": "Seattle, WA", + "6490": "Shreveport, LA", + "6590": "South Bend, IN", + "6630": "Spokane, WA", + "6670": "Springfield, MA", + "6690": "Springfield, MO", + "6730": "Stamford, CT", + "6750": "Sterling Heights, MI", + "6790": "Stockton, CA", + "6810": "Sunnyvale, CA", + "6850": "Syracuse, NY", + "6870": "Tacoma, WA", + "6890": "Tampa, FL", + "6930": "Tempe, AZ", + "6970": "Toledo, OH", + "6990": "Topeka, KS", + "7010": "Trenton, NJ", + "7050": "Tucson, AZ", + "7070": "Tulsa, OK", + "7090": "Utica, NY", + "7110": "Vallejo, CA", + "7130": "Virginia Beach, VA", + "7230": "Washington, DC", + "7250": "Waterbury, CT", + "7410": "Wichita, KS", + "7530": "Winston-Salem, NC", + "7570": "Worcester, MA", + "7590": "Yonkers, NY", + "7630": "Youngstown, OH", + "9999": "Unknown" + }, + "SAMEPLAC5": { + "0": "N/A", + "1": "No, different community", + "2": "Yes, same community", + "9": "Not ascertained" + }, + "VERSIONHIST": { + "1": "Public release version 1", + "2": "Public release version 2", + "3": "Public release version 3" + }, + "SAMESEA5": { + "0": "N/A", + "1": "Same SEA in reference year", + "2": "Different SEA in reference year", + "3": "In U.S. in reference year, location unknown", + "4": "Abroad during the reference year", + "9": "Not ascertained" + }, + "VETSTAT": { + "0": "N/A", + "1": "Not a veteran", + "2": "Veteran", + "9": "Unknown" + }, + "VETSTATD": { + "0": "N/A", + "10": "Not a veteran", + "11": "No military service", + "12": "Currently on active duty", + "13": "Training for Reserves or National Guard only", + "20": "Veteran", + "21": "Veteran, on active duty prior to past year", + "22": "Veteran, on active duty in past year", + "23": "Veteran, on active duty in Reserves or National Guard only", + "99": "Unknown" + }, + "VET1940": { + "0": "N/A (not sample-line person)", + "1": "Not veteran, spouse, or (under 18 years old) child of vetera", + "2": "Veteran, spouse, or child of veteran", + "8": "Not ascertained" + }, + "VETWWI": { + "0": "N/A (all years) or No (1940, 1950, 1980)", + "1": "No (1950, 1960, 1970)", + "2": "Yes, served this period" + }, + "VETPER": { + "0": "N.A.", + "1": "World War I", + "2": "Spanish-Amer, Philippine Insurrection or Boxer Rebellion", + "3": "Spanish-American and WW I", + "4": "Regular establishment (peace-time service only)", + "5": "Other war or expedition", + "7": "Period of service not ascertained", + "8": "Not ascertained" + }, + "VETCHILD": { + "0": "N/A", + "1": "Child of dead veteran", + "2": "Child of living veteran", + "8": "Child not identified as having veteran father", + "9": "Veteran status unknown" + }, + "SURSIM": { + "0": "N/A (sampled at the individual level)", + "1": "1st surname in household", + "2": "2", + "3": "3", + "4": "4", + "5": "5", + "6": "6", + "7": "7", + "8": "8", + "9": "9", + "10": "10", + "11": "11", + "12": "12", + "13": "13", + "14": "14", + "15": "15", + "16": "16", + "17": "17", + "18": "18", + "19": "19", + "20": "20", + "21": "21", + "22": "22", + "23": "23", + "24": "24", + "25": "25", + "26": "26", + "27": "27", + "28": "28", + "29": "29", + "30": "30", + "31": "31", + "32": "32", + "33": "33", + "34": "34", + "35": "35", + "36": "36", + "37": "37", + "38": "38", + "39": "39", + "40": "40", + "41": "41", + "42": "42", + "43": "43", + "44": "44", + "45": "45", + "46": "46", + "47": "47", + "48": "48", + "49": "49", + "50": "50", + "51": "51", + "52": "52", + "53": "53", + "54": "54", + "55": "55", + "56": "56", + "57": "57", + "58": "58", + "59": "59", + "60": "60", + "99": "Unknown" + }, + "SSENROLL": { + "0": "N/A", + "1": "No Social Security number", + "2": "Yes, has Soc. Sec. number" + } +} \ No newline at end of file diff --git a/dpsynth/research/datasets/census/column_types.py b/dpsynth/research/datasets/census/column_types.py new file mode 100644 index 00000000..e53947d4 --- /dev/null +++ b/dpsynth/research/datasets/census/column_types.py @@ -0,0 +1,555 @@ +# Copyright 2026 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 +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +r"""Authoritative column layout and type classification for the 1940 census. + +This module is the single source of truth for: + + * ``COLUMN_SPECS`` / ``COLUMN_NAMES`` -- the fixed-width layout of the raw + IPUMS ``census_full_1940.dat`` extract (147 columns). + * The type classification of every column into one of NUMERICAL, CATEGORICAL, + OPEN_SET, or DROP. + +The classification drives the derived domain (``build_domain.py``), the proto +schema (``generate_proto.py``) and the marginal discretization +(``precompute_marginals.py``). It intentionally does *not* affect the parquet +representation: ``convert_to_parquet.py`` stores every kept column as its raw +integer IPUMS code, which is lossless and type-agnostic. + +Classification philosophy: + + * NUMERICAL -- quantities with a meaningful magnitude / order: ages, years, + counts, incomes, occupation scores, weeks/hours worked. These are + discretized into bins downstream (64 bins for the precomputed marginals). + * OPEN_SET -- codes whose public value set is *not* enumerable from the + codebook (the IPUMS SAS file ships no value labels for them). Modeled as + ``OpenSetCategoricalAttribute`` so DP partition selection discovers and + prunes the tail at synth time. + * CATEGORICAL -- coded factors with an enumerable codebook value set, from + low-cardinality (sex, race, marital status) up to high-cardinality but still + fully-listed columns (CITY, OCC, birthplaces, detailed geography). + Everything + kept that is not NUMERICAL or OPEN_SET. + * DROP -- non-attribute fields excluded from the domain entirely: pure record + identifiers / bookkeeping (serial numbers, household ids, within-record + indices) and survey design artifacts (sampling weights, price deflator). + +``build_domain.py`` demotes to OPEN_SET only a CATEGORICAL column that has no +codebook labels at all (nothing to enumerate). Size is not a demotion criterion: +if the public codebook lists the values, they are used verbatim regardless of +cardinality. + +Separately, ``NON_DOMAIN`` lists columns that are kept in the raw data (parquet) +but excluded from the modeled ``domain.yaml`` -- currently just +the survey ``SAMPLE`` identifier. dpsynth ignores data columns absent from the +domain, so those columns are never measured or synthesized. +""" + +import enum + +# The raw data is stored in a fixed-width format. ``COLUMN_SPECS`` gives the +# (start, end) byte offsets of each field; ``COLUMN_NAMES`` names them in order. +COLUMN_SPECS = [ + (0, 4), + (4, 10), + (10, 18), + (18, 20), + (20, 22), + (22, 32), + (32, 36), + (36, 37), + (37, 39), + (39, 44), + (44, 46), + (46, 48), + (48, 50), + (50, 54), + (54, 55), + (55, 58), + (58, 62), + (62, 66), + (66, 73), + (73, 75), + (75, 76), + (76, 83), + (83, 86), + (86, 89), + (89, 92), + (92, 93), + (93, 94), + (94, 97), + (97, 99), + (99, 100), + (100, 101), + (101, 103), + (103, 107), + (107, 114), + (114, 116), + (116, 117), + (117, 118), + (118, 119), + (119, 120), + (120, 121), + (121, 123), + (123, 132), + (132, 133), + (133, 134), + (134, 142), + (142, 146), + (146, 147), + (147, 151), + (151, 161), + (161, 171), + (171, 172), + (172, 173), + (173, 175), + (175, 177), + (177, 178), + (178, 179), + (179, 180), + (180, 182), + (182, 183), + (183, 184), + (184, 186), + (186, 187), + (187, 188), + (188, 190), + (190, 191), + (191, 192), + (192, 193), + (193, 194), + (194, 196), + (196, 198), + (198, 200), + (200, 204), + (204, 205), + (205, 208), + (208, 210), + (210, 211), + (211, 215), + (215, 216), + (216, 218), + (218, 220), + (220, 221), + (221, 224), + (224, 225), + (225, 228), + (228, 231), + (231, 236), + (236, 239), + (239, 244), + (244, 247), + (247, 252), + (252, 253), + (253, 254), + (254, 256), + (256, 260), + (260, 261), + (261, 262), + (262, 263), + (263, 265), + (265, 268), + (268, 270), + (270, 273), + (273, 274), + (274, 276), + (276, 277), + (277, 278), + (278, 280), + (280, 284), + (284, 287), + (287, 291), + (291, 294), + (294, 296), + (296, 297), + (297, 299), + (299, 300), + (300, 303), + (303, 306), + (306, 309), + (309, 312), + (312, 313), + (313, 319), + (319, 320), + (320, 322), + (322, 324), + (324, 327), + (327, 331), + (331, 335), + (335, 339), + (339, 340), + (340, 342), + (342, 345), + (345, 349), + (349, 353), + (353, 354), + (354, 358), + (358, 361), + (361, 362), + (362, 364), + (364, 365), + (365, 366), + (366, 368), + (368, 369), + (369, 370), + (370, 371), + (371, 372), + (372, 408), + (408, 410), + (410, 411), +] + +COLUMN_NAMES = [ + 'YEAR', + 'SAMPLE', + 'SERIAL', + 'NUMPREC', + 'SUBSAMP', + 'HHWT', + 'NUMPERHH', + 'HHTYPE', + 'SLPERNUM', + 'CPI99', + 'REGION', + 'STATEICP', + 'STATEFIP', + 'COUNTYICP', + 'METRO', + 'METAREA', + 'METAREAD', + 'CITY', + 'CITYPOP', + 'SIZEPL', + 'URBAN', + 'URBPOP', + 'SEA', + 'WARD', + 'CNTRY', + 'GQ', + 'GQTYPE', + 'GQTYPED', + 'GQFUNDS', + 'FARM', + 'OWNERSHP', + 'OWNERSHPD', + 'RENT', + 'VALUEH', + 'NFAMS', + 'NSUBFAM', + 'NCOUPLES', + 'NMOTHERS', + 'NFATHERS', + 'MULTGEN', + 'MULTGEND', + 'ENUMDIST', + 'RESPOND', + 'SPLIT', + 'SPLITHID', + 'SPLITNUM', + 'EDMISS', + 'PERNUM', + 'PERWT', + 'SLWT', + 'SLREC', + 'RESPONDT', + 'FAMUNIT', + 'FAMSIZE', + 'SUBFAM', + 'SFTYPE', + 'SFRELATE', + 'MOMLOC', + 'STEPMOM', + 'MOMRULE_HIST', + 'POPLOC', + 'STEPPOP', + 'POPRULE_HIST', + 'SPLOC', + 'SPRULE_HIST', + 'NCHILD', + 'NCHLT5', + 'NSIBS', + 'ELDCH', + 'YNGCH', + 'RELATE', + 'RELATED', + 'SEX', + 'AGE', + 'AGEMONTH', + 'MARST', + 'BIRTHYR', + 'MARRNO', + 'AGEMARR', + 'CHBORN', + 'RACE', + 'RACED', + 'HISPAN', + 'HISPAND', + 'BPL', + 'BPLD', + 'MBPL', + 'MBPLD', + 'FBPL', + 'FBPLD', + 'NATIVITY', + 'CITIZEN', + 'MTONGUE', + 'MTONGUED', + 'SPANNAME', + 'HISPRULE', + 'SCHOOL', + 'HIGRADE', + 'HIGRADED', + 'EDUC', + 'EDUCD', + 'EMPSTAT', + 'EMPSTATD', + 'LABFORCE', + 'CLASSWKR', + 'CLASSWKRD', + 'OCC', + 'OCC1950', + 'IND', + 'IND1950', + 'WKSWORK1', + 'WKSWORK2', + 'HRSWORK1', + 'HRSWORK2', + 'DURUNEMP', + 'UOCC', + 'UOCC95', + 'UIND', + 'UCLASSWK', + 'INCWAGE', + 'INCNONWG', + 'OCCSCORE', + 'SEI', + 'PRESGL', + 'ERSCOR50', + 'EDSCOR50', + 'NPBOSS50', + 'MIGRATE5', + 'MIGRATE5D', + 'MIGPLAC5', + 'MIGCOUNTYICP5', + 'MIGMETAREA5', + 'MIGMETRO5', + 'MIGCITY5', + 'MIGSEA5', + 'SAMEPLAC5', + 'VERSIONHIST', + 'SAMESEA5', + 'VETSTAT', + 'VETSTATD', + 'VET1940', + 'VETWWI', + 'VETPER', + 'VETCHILD', + 'HISTID', + 'SURSIM', + 'SSENROLL', +] + +assert len(COLUMN_SPECS) == len( + COLUMN_NAMES +), f'{len(COLUMN_SPECS)} specs vs {len(COLUMN_NAMES)} names' + + +class ColumnType(enum.Enum): + """How a column is modeled in the derived domain.""" + + NUMERICAL = 'numerical' + CATEGORICAL = 'categorical' + OPEN_SET = 'open_set' + DROP = 'drop' + + +# Survey weights + price deflator: design artifacts, not person attributes. +# Dropped entirely (folded into DROP below) so they never enter the domain, +# proto, or marginals. precompute_marginals.py also filters them defensively. +WEIGHTS = frozenset({'HHWT', 'PERWT', 'SLWT', 'CPI99'}) + +# Pure record identifiers / bookkeeping and survey design artifacts. Not +# attributes; excluded from the domain. ``person_id`` (added during conversion) +# is kept in the parquet as a row id but is likewise never an attribute. +DROP = ( + frozenset({ + 'SERIAL', # household serial number + 'SPLITHID', # split household id + 'SPLITNUM', # split sequence number + 'SUBSAMP', # subsample number + 'PERNUM', # person number within household (index) + 'SLPERNUM', # sample-line person number (index) + 'HISTID', # 36-char stable record hash (unique per person) + }) + | WEIGHTS +) + +# Columns retained in the parquet and proto formats (so the already-generated +# data stays valid) but excluded from the *modeled* domain. SAMPLE is the IPUMS +# sample identifier -- a survey-design artifact like the weights, not a person +# attribute -- so it should not be measured or synthesized. +NON_DOMAIN = frozenset({'SAMPLE'}) + +# Quantities with a meaningful magnitude / order. Discretized into bins +# downstream. All are integer-coded in the raw data (scores carry implied +# decimals but are stored as integers, so ``dtype='int'`` is lossless). +NUMERICAL = frozenset({ + # Household / family counts. + 'NUMPREC', + 'NUMPERHH', + 'NFAMS', + 'NSUBFAM', + 'NCOUPLES', + 'NMOTHERS', + 'NFATHERS', + 'FAMUNIT', + 'FAMSIZE', + 'NCHILD', + 'NCHLT5', + 'NSIBS', + 'CHBORN', + 'MARRNO', + # Family-pointer person numbers (0 = none). + 'MOMLOC', + 'POPLOC', + 'SPLOC', + # Ages and years. + 'AGE', + 'AGEMONTH', + 'BIRTHYR', + 'AGEMARR', + 'ELDCH', + 'YNGCH', + # Geographic magnitudes. + 'CITYPOP', + 'URBPOP', + 'ENUMDIST', + # Income and housing amounts. + 'INCWAGE', + 'INCNONWG', + 'VALUEH', + 'RENT', + # Work intensity. + 'WKSWORK1', + 'HRSWORK1', + 'DURUNEMP', + # Educational attainment (ordinal grade). + 'HIGRADE', + 'HIGRADED', + # Occupation-based continuous scores. + 'OCCSCORE', + 'SEI', + 'PRESGL', + 'ERSCOR50', + 'EDSCOR50', + 'NPBOSS50', +}) + +# Codes with no enumerable public value set: the IPUMS SAS codebook ships no +# value labels for these columns, so their possible values cannot be listed +# data-independently. Modeled as open-set so DP partition selection discovers +# and prunes the tail at synth time. +OPEN_SET = frozenset({ + 'WARD', # detailed geography, no codebook + 'UOCC', # occupation (unrecoded), no codebook + 'UIND', # industry (unrecoded), no codebook + 'RACED', # detailed race, no codebook + 'MIGCOUNTYICP5', # migration county, no codebook + 'MIGSEA5', # migration SEA, no codebook +}) + +# Public, data-independent value ranges for the NUMERICAL columns. +NUMERICAL_RANGES: dict[str, tuple[int, int]] = { + # Household / family counts. + 'NUMPREC': (1, 100), + 'NUMPERHH': (1, 100), + 'NFAMS': (0, 50), + 'NSUBFAM': (0, 50), + 'NCOUPLES': (0, 50), + 'NMOTHERS': (0, 50), + 'NFATHERS': (0, 50), + 'FAMUNIT': (1, 50), + 'FAMSIZE': (1, 60), + 'NCHILD': (0, 20), + 'NCHLT5': (0, 15), + 'NSIBS': (0, 20), + 'CHBORN': (0, 40), + 'MARRNO': (0, 10), + # Family-pointer person numbers (0 = none / not applicable). + 'MOMLOC': (0, 99), + 'POPLOC': (0, 99), + 'SPLOC': (0, 99), + # Ages and years. + 'AGE': (0, 120), + 'AGEMONTH': (0, 99), + 'BIRTHYR': (1820, 1940), + 'AGEMARR': (0, 99), + 'ELDCH': (0, 99), + 'YNGCH': (0, 99), + # Geographic magnitudes (population fields are in thousands). + 'CITYPOP': (0, 10000), + 'URBPOP': (0, 10000), + 'ENUMDIST': (0, 100000), + # Income and housing amounts (US dollars; 1940 wage topcode $5001+). + 'INCWAGE': (0, 5100), + 'INCNONWG': (0, 9), + 'VALUEH': (0, 100000), + 'RENT': (0, 1000), + # Work intensity (weeks / hours). + 'WKSWORK1': (0, 52), + 'HRSWORK1': (0, 99), + 'DURUNEMP': (0, 260), + # Educational attainment (ordinal grade codes). + 'HIGRADE': (0, 30), + 'HIGRADED': (0, 350), + # Occupation-based scores (the *SCOR50 / NPBOSS50 carry implied decimals). + 'OCCSCORE': (0, 100), + 'SEI': (0, 100), + 'PRESGL': (0, 100), + 'ERSCOR50': (0, 10000), + 'EDSCOR50': (0, 10000), + 'NPBOSS50': (0, 10000), +} + +assert set(NUMERICAL_RANGES) == set(NUMERICAL), ( + 'NUMERICAL_RANGES must cover exactly the NUMERICAL columns; ' + f'missing={set(NUMERICAL) - set(NUMERICAL_RANGES)}, ' + f'extra={set(NUMERICAL_RANGES) - set(NUMERICAL)}' +) + + +def column_type(name: str) -> ColumnType: + """Returns the static (pre-data) classification for ``name``.""" + if name in DROP: + return ColumnType.DROP + if name in NUMERICAL: + return ColumnType.NUMERICAL + if name in OPEN_SET: + return ColumnType.OPEN_SET + return ColumnType.CATEGORICAL + + +def kept_columns() -> list[str]: + """Returns the attribute columns (raw order, identifiers excluded).""" + return [c for c in COLUMN_NAMES if c not in DROP] + + +def domain_columns() -> list[str]: + """Returns the columns that enter the modeled domain (kept minus NON_DOMAIN). + + The dataset schemas carry ``kept_columns()``; the domain and the marginals + are built over this narrower set so survey-design fields like SAMPLE are + present in the data but never modeled. + """ + return [c for c in kept_columns() if c not in NON_DOMAIN] diff --git a/dpsynth/research/datasets/census/convert_to_parquet.py b/dpsynth/research/datasets/census/convert_to_parquet.py new file mode 100644 index 00000000..b0b949cf --- /dev/null +++ b/dpsynth/research/datasets/census/convert_to_parquet.py @@ -0,0 +1,253 @@ +# Copyright 2026 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 +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +r"""Converts the raw fixed-width 1940 census extract to sharded parquet. + +Single-pass, streaming design (no upfront line count): the raw ``.dat`` is read +in fixed-size row chunks and each chunk is written as one parquet shard. Every +kept attribute column (see ``column_types``) is stored as its raw integer IPUMS +code -- lossless, compact, and independent of how the column is later modeled. +A running ``person_id`` is added as the row identifier. + +Parsing is vectorized: an IPUMS rectangular extract is a grid of fixed-length +records, so each chunk of ``stride``-byte records is read as raw bytes, viewed +as +an ``(n, stride)`` uint8 array, and each column's ASCII digits are converted to +``int64`` with a single matrix multiply. +""" + +from collections.abc import Sequence +import io +import json +import sys + +from absl import app +from absl import flags +from absl import logging +from dpsynth.research.datasets.census import column_types +from etils import epath +import numpy as np +import pandas as pd + +_INPUT_PATH = flags.DEFINE_string( + 'input_path', './data/census_full_1940.dat', 'Raw fixed-width extract.' +) +_OUTPUT_DIR = flags.DEFINE_string( + 'output_dir', './data/parquet', 'Output parquet directory.' +) +_STATS_DIR = flags.DEFINE_string( + 'stats_dir', + './data/stats', + 'Output directory for per-worker partial stats JSON.', +) +_CHUNK_SIZE = flags.DEFINE_integer( + 'chunk_size', 500_000, 'Rows per parquet shard.' +) +_MAX_ROWS = flags.DEFINE_integer( + 'max_rows', None, 'If set, stop after this many rows (for smoke tests).' +) +_NUM_WORKERS = flags.DEFINE_integer( + 'num_workers', 1, 'Total number of parallel byte-range workers.' +) +_WORKER_ID = flags.DEFINE_integer( + 'worker_id', 0, 'Index of this worker in [0, num_workers).' +) +_DISTINCT_CAP = 4096 + + +class _ColumnStats: + """Running min/max and capped distinct-value set for one column.""" + + __slots__ = ('min', 'max', 'distinct', 'capped') + + def __init__(self): + self.min = None + self.max = None + self.distinct = set() + self.capped = False + + def update(self, values: np.ndarray) -> None: + if values.size == 0: + return + cmin = int(values.min()) + cmax = int(values.max()) + self.min = cmin if self.min is None else min(self.min, cmin) + self.max = cmax if self.max is None else max(self.max, cmax) + if not self.capped: + self.distinct.update(int(v) for v in np.unique(values)) + if len(self.distinct) > _DISTINCT_CAP: + self.capped = True + self.distinct = set() + + def to_dict(self) -> dict[str, object]: + return { + 'min': self.min, + 'max': self.max, + 'nunique': None if self.capped else len(self.distinct), + 'capped': self.capped, + 'values': None if self.capped else sorted(self.distinct), + } + + +def _parse_int_column(field: np.ndarray) -> np.ndarray: + """Converts an ``(n, w)`` uint8 array of ASCII digits to ``int64`` codes.""" + w = field.shape[1] + f = field.astype(np.int64) + is_digit = (f >= 48) & (f <= 57) # ord('0')..ord('9') + digits = np.where(is_digit, f - 48, 0) + weights = 10 ** np.arange(w - 1, -1, -1, dtype=np.int64) + values = digits @ weights + values[~is_digit.any(axis=1)] = -1 + return values + + +def main(argv: Sequence[str]) -> None: + del argv + logging.get_absl_handler().python_handler.stream = sys.stderr + + kept = column_types.kept_columns() + name_to_spec = dict(zip(column_types.COLUMN_NAMES, column_types.COLUMN_SPECS)) + kept_specs = [(name, *name_to_spec[name]) for name in kept] + stats = {name: _ColumnStats() for name in kept} + + numerical = set(column_types.NUMERICAL) + sentinels: dict[str, set[int]] = {} + for name, (start, end) in name_to_spec.items(): + if name in numerical: + all_nines = 10 ** (end - start) - 1 + sentinels[name] = {all_nines, all_nines - 1} + + epath.Path(_OUTPUT_DIR.value).mkdir(parents=True, exist_ok=True) + epath.Path(_STATS_DIR.value).mkdir(parents=True, exist_ok=True) + file_size = epath.Path(_INPUT_PATH.value).stat().length + + num_workers = _NUM_WORKERS.value + worker_id = _WORKER_ID.value + if not 0 <= worker_id < num_workers: + raise ValueError(f'worker_id {worker_id} not in [0, {num_workers}).') + + with epath.Path(_INPUT_PATH.value).open('rb') as handle: + header = handle.read(1 << 20) + newline = header.find(b'\n') + if newline < 0: + raise ValueError( + 'No newline found in first 1 MiB; not a line-based file.' + ) + stride = newline + 1 + if file_size % stride != 0: + logging.warning( + '[STATUS] file size %d not a multiple of stride %d; trailing ' + 'partial record ignored.', + file_size, + stride, + ) + total_records = file_size // stride + + per = total_records // num_workers + extra = total_records % num_workers + start_rec = worker_id * per + min(worker_id, extra) + count = per + (1 if worker_id < extra else 0) + remaining = ( + count if _MAX_ROWS.value is None else min(count, _MAX_ROWS.value) + ) + logging.info( + '[STATUS] worker %d/%d: stride=%d total_records=%d range=[%d, %d) ' + '(%d rows)', + worker_id, + num_workers, + stride, + total_records, + start_rec, + start_rec + count, + remaining, + ) + + handle.seek(start_rec * stride) + + person_id = start_rec + shard = 0 + leftover = b'' + eof = False + while remaining > 0: + needed = min(_CHUNK_SIZE.value, remaining) * stride + parts = [leftover] + have = len(leftover) + while have < needed and not eof: + more = handle.read(needed - have) + if more: + parts.append(more) + have += len(more) + else: + eof = True + block = b''.join(parts) if len(parts) > 1 else parts[0] + n = min(len(block) // stride, remaining) + if n == 0: + break + usable = n * stride + arr = np.frombuffer(block, dtype=np.uint8, count=usable).reshape( + n, stride + ) + leftover = block[usable:] + + data = {'person_id': np.arange(person_id, person_id + n, dtype='int64')} + for name, start, end in kept_specs: + values = _parse_int_column(arr[:, start:end]) + data[name] = values + if name in sentinels: + excl = np.array(sorted(sentinels[name] | {-1}), dtype=np.int64) + stats[name].update(values[~np.isin(values, excl)]) + else: + stats[name].update(values) + out = pd.DataFrame(data) + + buf = io.BytesIO() + out.to_parquet(buf, index=False) + shard_path = ( + f'{_OUTPUT_DIR.value}/census-w{worker_id:03d}-{shard:05d}.parquet' + ) + with epath.Path(shard_path).open('wb') as f: + f.write(buf.getvalue()) + + person_id += n + shard += 1 + remaining -= n + logging.info( + '[STATUS] worker %d wrote shard %d (%d rows done)', + worker_id, + shard, + person_id - start_rec, + ) + + stats_out = {name: s.to_dict() for name, s in stats.items()} + stats_out['__meta__'] = { + 'worker_id': worker_id, + 'num_workers': num_workers, + 'start_record': start_rec, + 'rows': person_id - start_rec, + 'num_shards': shard, + } + stats_path = f'{_STATS_DIR.value}/stats-w{worker_id:03d}.json' + with epath.Path(stats_path).open('w') as f: + json.dump(stats_out, f, indent=2) + logging.info( + '[DONE] worker %d: %d rows, %d shards, stats -> %s', + worker_id, + person_id - start_rec, + shard, + stats_path, + ) + + +if __name__ == '__main__': + app.run(main) diff --git a/dpsynth/research/datasets/census/domain.yaml b/dpsynth/research/datasets/census/domain.yaml new file mode 100644 index 00000000..9e19fe3f --- /dev/null +++ b/dpsynth/research/datasets/census/domain.yaml @@ -0,0 +1,9600 @@ +AGE: + clip_to_range: false + dtype: int + max_value: 120 + min_value: 0 +AGEMARR: + clip_to_range: false + dtype: int + max_value: 99 + min_value: 0 +AGEMONTH: + clip_to_range: false + dtype: int + max_value: 99 + min_value: 0 +BIRTHYR: + clip_to_range: false + dtype: int + max_value: 1940 + min_value: 1820 +BPL: + out_of_domain_index: 0 + possible_values: + - 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0 + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 +YEAR: + out_of_domain_index: 0 + possible_values: + - 1850 + - 1860 + - 1870 + - 1880 + - 1900 + - 1910 + - 1920 + - 1930 + - 1940 + - 1950 + - 1960 + - 1970 + - 1980 + - 1990 + - 2000 + - 2001 + - 2002 + - 2003 + - 2004 + - 2005 + - 2006 + - 2007 + - 2008 + - 2009 + - 2010 + - 2011 + - 2012 + - 2013 + - 2014 + - 2015 + - 2016 + - 2017 + - 2018 + - 2019 + - 2020 + - 2021 + - 2022 + - 2023 +YNGCH: + clip_to_range: false + dtype: int + max_value: 99 + min_value: 0 diff --git a/dpsynth/research/datasets/census/parse_sas.py b/dpsynth/research/datasets/census/parse_sas.py new file mode 100644 index 00000000..cdeb1535 --- /dev/null +++ b/dpsynth/research/datasets/census/parse_sas.py @@ -0,0 +1,90 @@ +# Copyright 2026 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 +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +r"""Parses the IPUMS SAS command file into per-column value labels. + +The raw extract ships with a SAS ``proc format`` command file that defines, for +each labeled variable, a ``value _f`` block mapping integer codes to +human-readable labels, e.g.:: + + value SEX_f + 1 = "Male" + 2 = "Female" + ; + +This module extracts those blocks into ``{column: {code: label}}``. It is the +shared source of value labels for both ``generate_proto.py`` (enum definitions) +and ``build_domain.py`` (the exported ``codebook.json``). + +Note the SAS file is a generic multi-year IPUMS format file, so its enum blocks +are supersets of what appears in the 1940 100% extract; codes not present in the +data are simply unused. +""" + +import re + +from etils import epath + +# A ``value _f`` block followed by one or more `` = "