Measurements of money flows into savings, housing and annuities.

isr.umich.edu-psid-89_94-actsav-1.1.1. Modified 2023-06-06T23:18:39

Resources

• act94. Active savings, 1994
• act89. Active savings, 1989

Documentation

Documentation Links

• Documentation Page
• Home Page PSID home page

Contacts

• Wrangler

Eric Busboom, Civic Knowledge

Data Dictionary

act89 | act94

act89

act94

References

Urls used in the creation of this data package.

General Social Survey collects information and keeps a historical record of the concerns, experiences, attitudes, and practices of residents of the United States.

norc.org-gss-2021-1.1.1. Modified 2023-03-04T17:10:58

Resources

• gss_2021. General Social Survey 2021

Documentation

Caveats

This package is an extract meant for a specific workflow. For general analysis, you should almost certainly use an extract generated from the GSS website.

Using the Data Files

The variables in this package are almost entirely categorical, but the data is stored with codes, with the categorical labels stored seperately in the _labels reference. When opening the file with Metapack, the convert_categorical argument ( which defaults to True ) controls converting the codes to labels.

The Current Population Survey (CPS) is the primary source of labor force statistics for the population of the United States.

census.gov-cps-2023-basic_monthly-1.1.2. Modified 2023-03-02T18:24:15

Resources

• variable_descriptions. All of the variables and their cleaned text descriptions
• variable_values. Text descriptions of the integer values of categorical variables.
• cps202301.

Documentation

Documentation Links

• Subject Definitions Descriptions of major concepts.
• User Notes Various technical documentation.
• Documentation Page
• Homepage

Contacts

• Wrangler

Eric Busboom, Civic Knowledge

Data Dictionary

cps202301 | variable_descriptions | variable_values

Country names, and names for US countries, metros, cities and states.

civicknowledge.com-geonames-2022-1.2.43. Modified 2023-02-23T18:37:42

Resources

• names. Geographic names

Documentation

Documentation Links

• Documentation Page

Contacts

• Wrangler

Eric Busboom, Civic Knowledge

Data Dictionary

names

names

References

Urls used in the creation of this data package.

• country_codes. Country codes, from https://datahub.io/core/country-codes
• censusgeo://2022/5/US/state.
• censusgeo://2020/5/US/CBSA.
• censusgeo://2022/5/US/county.
• censusgeo://2020/5/{}/place.

Packages

• s3 s3://library.metatab.org/civicknowledge.com-geonames-2022-1.2.43.csv
• csv https://library-metatab-org.s3.amazonaws.com/civicknowledge.com-geonames-2022-1.2.43.csv
• source https://github.com/metatab-packages/civicknowledge.com-geonames-2022.git

Accessing Data in Vanilla Pandas

import pandas as pd


names_df =  pd.read_csv('https://library-metatab-org.s3.amazonaws.com/civicknowledge.com-geonames-2022-1.2.43/data/names.csv')

Accessing Package in Metapack

import metapack as mp
pkg = mp.open_package('https://library-metatab-org.s3.amazonaws.com/civicknowledge.com-geonames-2022-1.2.43.csv')

# Create Dataframes
names_df = pkg.resource('names').dataframe()

Education finance data include revenues, expenditures, debt, and assets (cash and security holdings) of elementary and secondary public school systems. Statistics cover school systems in all states, and include the District of Columbia.

census.gov-school_finance-1.1.3. Modified 2022-07-17T13:01:02

Resources

• school_finance. Combined school finance

Documentation

Documentation Links

• Annual Survey of School System Finances Tables Program homepage
• Documentation, 2020 Dataset documentation, including data dictionary
• Documentation Page

Contacts

• Wrangler

Eric Busboom, Civic Knowledge

Data Dictionary

school_finance

Data files pertaining to staff demographics, credentials and teaching load.

cde.ca.gov-staff-1.1.2. Modified 2022-06-27T23:03:03

Resources

• staff_cred. Staff credentials
• staff_demo. Staff Demographics
• staff_fte. Staff FTE teaching load 100=full time.

Documentation

License

The upstream data, from the California Department of Education, does not explicitly reference a license, so we assume it is in the public domain.

License

The source data, from the California Department of Education, does not explicitly reference a license, but since the top-level website for California indicates that data published on the State of California website is generally in the public domain, we assume it is in the public domain. Derived data included in this package is also in the public domain. Metadata in this package ( contained in the metadata.csv file ) is derived from metadata for the source package, and is also in the public domain.

Student discipline and the use of behavioral restraints and seclusion disaggregated by ethnicity, gender, program subgroup, and grade span.

cde.org-discipline-1.1.2. Modified 2022-06-14T17:49:58

Documentation

Student discipline and the use of behavioral restraints and seclusion disaggregated by ethnicity, gender, program subgroup, and grade span.

License

The source data, from the California Department of Education, does not explicitly reference a license, but since the top-level website for California indicates that data published on the State of California website is generally in the public domain, we assume it is in the public domain. Derived data included in this package is also in the public domain. Metadata in this package ( contained in the metadata.csv file ) is derived from metadata for the source package, and is also in the public domain.

Downloadable data about the College-Going Rate (CGR) for California high school completers disaggregated by race/ethnicity, student group, and academic year.

cde.ca.gov-postsec_enroll-1.2.3. Modified 2022-06-17T17:07:51

Resources

• cgr. College Going Rate

Documentation

College-Going Rate (CGR) for California high school completers 12 months and 16 months after high school completion reported by race/ethnicity, student group, and academic year.

License

The source data, from the California Department of Education, does not explicitly reference a license, but since the top-level website for California indicates that data published on the State of California website is generally in the public domain, we assume it is in the public domain. Derived data included in this package is also in the public domain. Metadata in this package ( contained in the metadata.csv file ) is derived from metadata for the source package, and is also in the public domain.

Reports of non-emergency problems submitted by users of Get It Done

sandiego.gov-get_it_done-1.1.2. Modified 2022-05-20T21:17:32

Resources

• gid_requests. Get It Done requests
• gid_rast. Get It Done requests, in a format for rasterization

Documentation

The Get It Done program allows residents and visitors to report certain types of non-emergency problems to the City using the Get It Done mobile app, web app, or by telephone. This dataset contains all Get It Done reports the City has received since the program launched in May 2016.

Sums of pixel values representing nighttime light intensit, for buffers and rings around Special Economic Zones.

sandiegodata.org-sez_lights-1.1.2. Modified 2021-09-13T20:27:23

Resources

• mean_lights. Pixel light sums for buffers and rings around the SEZ.

Documentation

This dataset provides sums of the pixel values in the nighttime lights data in regions around the SEZs from the World Bank’s SEZ dataset. The buffers are a circle for a specified radius around each SEZ, and the rings have a minimum radius of the specific radius, and a maximum radius of (1+sqrt(2)) times larger, so the area of the ring for a radius is equal to the area of the buffer circle.