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synthACS (version 1.7.1)

Synthetic Microdata and Spatial MicroSimulation Modeling for ACS Data

Description

Provides access to curated American Community Survey (ACS) base tables via a wrapper to library(acs). Builds synthetic micro-datasets at any user-specified geographic level with ten default attributes; and, conducts spatial microsimulation modeling (SMSM) via simulated annealing. SMSM is conducted in parallel by default. Lastly, we provide functionality for data-extensibility of micro-datasets .

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Version

Install

install.packages('synthACS')

Monthly Downloads

169

Version

1.7.1

License

MIT + file LICENSE

Maintainer

Alex Whitworth

Last Published

October 26th, 2022

Functions in synthACS (1.7.1)

all_geog_constraint_geog_mob

Create geographic mobility constraint list to a set of geographies

all_geog_constraint_gender

Create gender constraint list to a set of geographies

all_geog_constraint_income

Create individual income constraint list to a set of geographies

all_geog_constraint_marital_status

Create marital status constraint list to a set of geographies

Extract best fit for a specified geogrpahy from an 'smsm_set' object

Get Aggregate Data Specified Geography

gen_attr_vectors

Generate attribute vectors

derive_synth_datasets

Derive synthetic micro datasets for a given geography.

all_geog_constraint_race

Create race constraint list to a set of geographies

all_geog_optimize_microdata

Optimize the selection of a micro data population for a set of geographies.

all_geog_constraint_poverty

Create poverty status constraint list to a set of geographies

all_geog_constraint_nativity

Create nativity status constraint list to a set of geographies

Hospitals in Los Angeles County, CA USA

marginalize_attr

Marginalize synthetic attributes

get_dataset_names

Get dataset names from a "macroACS" object.

Calculate the total absolute error (TAE) between sample data and constraints.

Get the span from a "macroACS" object.

Check macroACS class

Check macro_micro class

Get the endyear from a "macroACS" object.

is.micro_synthetic

Check micro_synthetic class

pull_acs_basetables

Pull ACS base tables

Pull ACS educational attainment and enrollment data

pull_geo_mobility

Pull ACS geographic mobility data

pull_mar_status

Pull ACS marital status data

Combine separate SMSM optimizations

Pull ACS income and earnings data

Pull ACS race data

pull_population

Pull ACS population data

Birth rates, by age of mother: United States, each state and territory, 2014

Pull ACS data on field of bachelor's degree

Check smsm_set class

Check synthACS class

pull_transit_work

Pull ACS transit and work data

pull_synth_data

Pull ACS data for synthetic data creation.

Pull ACS data on households and housing units

all_geog_synthetic_new_attribute

Add a new attribute to a set (ie list) of synthetic_micro datasets

Extract the final TAE for a specified geogrpahy from an 'smsm_set' object

all_geogs_add_constraint

Add new constraint to a set of geographies

Get the geography title from a "macroACS" object.

optimize_microdata

Optimize the selection of a micro data population.

synthetic_new_attribute

Add a new attribute to a synthetic_micro dataset

pull_inc_earnings

Pull ACS income and earnings data

Raw Death Rate by race and gender

Split a "macroACS" object

summary.smsm_set

Summarizing SMSM fits

Plot simulated annealing path

all_geog_constraint_edu

Create educational attainment constraint list to a set of geographies

Death rates in the United States by age and race, 2013

Add new constraint to constraint table

Multiple Birth Rate data by year and race of mother

Life expectancy at certain ages; United States, 2013

Total Fertility Rate by race of mother

all_geog_constraint_employment

Create employment status constraint list to a set of geographies

Age-adjusted Death Rate by race and gender

all_geog_constraint_age

Create age constraint list to a set of geographies

Birth Rates by Age and Race of Mother