From 5db898f8d53684a17d4d86b87ab643dfc6cb5320 Mon Sep 17 00:00:00 2001 From: Rasesh Shetty Date: Mon, 2 Mar 2026 11:03:53 +0530 Subject: [PATCH 1/5] Add Angrist-Kreuger-CPS dataset --- real/angrist-kreuger-cps/README.md | 7 + .../data/angrist-kreuger-cps.mixed.txt | 13994 ++++++++++++++++ 2 files changed, 14001 insertions(+) create mode 100644 real/angrist-kreuger-cps/README.md create mode 100644 real/angrist-kreuger-cps/data/angrist-kreuger-cps.mixed.txt diff --git a/real/angrist-kreuger-cps/README.md b/real/angrist-kreuger-cps/README.md new file mode 100644 index 0000000..ecc942b --- /dev/null +++ b/real/angrist-kreuger-cps/README.md @@ -0,0 +1,7 @@ +# Angrist-Kreuger-CPS Dataset + +This dataset is an extract of the CPS data containing 30,967 observations on men born 1944-53 from the 1979 and 1981-85 March CPS, matched to lottery number dummies for groups of 25 lottery numbers. There are 72 variables including all covariates. The raw files (`extract.dta` and `samplcps.do`) were replicated and processed into a ready-to-use tabular `.mixed.txt` format suitable for `pgmpy` consumption. + +**Source Citation:** +Angrist, J. D., & Krueger, A. B. (1995). Split-Sample Instrumental Variables Estimates of the Return to Schooling. Journal of Business & Economic Statistics, 13(2), 225-235. +Data extracted from the [Angrist Data Archive](https://economics.mit.edu/people/faculty/josh-angrist/angrist-data-archive). diff --git a/real/angrist-kreuger-cps/data/angrist-kreuger-cps.mixed.txt b/real/angrist-kreuger-cps/data/angrist-kreuger-cps.mixed.txt new file mode 100644 index 0000000..5a6afe6 --- /dev/null +++ b/real/angrist-kreuger-cps/data/angrist-kreuger-cps.mixed.txt @@ -0,0 +1,13994 @@ +lot1b50 lot2b50 lot3b50 lot1b51 lot2b51 lot3b51 lot1b52 lot2b52 lot3b52 lot1b53 lot2b53 lot3b53 midatl eastnth westnth black other city balsmsa spsepres yr81 yr82 yr83 yr84 yr85 yob45 yob46 yob47 yob48 yob49 yob50 yob51 yob52 yob53 educ veteran lnyrwage annwage lnwkwage wkwage ceiling coarse1 coarse2 coarse3 lott1 lott2 lott3 lott4 lott5 lott6 lott7 lott8 lott9 lott10 lott11 lott12 lott13 recode +0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 12 0 8.006367567650246 3000.0 5.0106352940962555 150.0 0 0 0 1 0 0 0 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1 0 0 5 0 8.54592000407977 5145.717035611165 4.594676285498343 98.95609683867625 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 3 +0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 16 0 9.155155212389372 9463.099133782483 5.203911493807945 181.98267564966315 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 4 +0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 14 1 9.149836050911773 9412.897016361887 5.486274404782126 241.3563337528689 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 13 +0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 1 15 0 9.437518123363553 12550.529355149183 5.486274404782127 241.35633375286892 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 8 +0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 12 1 8.744370942803608 6275.264677574592 5.080809296673962 160.9042225019126 1 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 3 +0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 12 0 9.386224828976003 11923.002887391724 5.434981110394576 229.28851706522545 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 12 +0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 14 1 10.10534749593921 24473.532242540907 6.154103777357782 470.64485081809437 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 9 +0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 18 0 9.486308287532985 13178.055822906641 5.535064568951558 253.42415044051234 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 7 From 135d200f7367688565befec4dd3981e3ad0fef69 Mon Sep 17 00:00:00 2001 From: Rasesh Shetty Date: Mon, 2 Mar 2026 11:16:46 +0530 Subject: [PATCH 2/5] feat(datasets): rename angrist dataset folder and file to proper spelling --- real/{angrist-kreuger-cps => angrist-krueger-cps}/README.md | 0 .../data/angrist-krueger-cps.mixed.txt} | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename real/{angrist-kreuger-cps => angrist-krueger-cps}/README.md (100%) rename real/{angrist-kreuger-cps/data/angrist-kreuger-cps.mixed.txt => angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt} (100%) diff --git a/real/angrist-kreuger-cps/README.md b/real/angrist-krueger-cps/README.md similarity index 100% rename from real/angrist-kreuger-cps/README.md rename to real/angrist-krueger-cps/README.md diff --git a/real/angrist-kreuger-cps/data/angrist-kreuger-cps.mixed.txt b/real/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt similarity index 100% rename from real/angrist-kreuger-cps/data/angrist-kreuger-cps.mixed.txt rename to real/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt From 5771cb8ccb502d75e22f774ade0fe54db54c6627 Mon Sep 17 00:00:00 2001 From: Rasesh Shetty Date: Thu, 5 Mar 2026 01:40:24 +0530 Subject: [PATCH 3/5] Added licence and made seperate folder --- README.md | 1 + angrist-krueger-cps/LICENSE | 121 ++++++++++++++++++ .../README.md | 13 ++ .../data/angrist-krueger-cps.mixed.txt | 0 4 files changed, 135 insertions(+) create mode 100644 angrist-krueger-cps/LICENSE rename {real/angrist-krueger-cps => angrist-krueger-cps}/README.md (53%) rename {real/angrist-krueger-cps => angrist-krueger-cps}/data/angrist-krueger-cps.mixed.txt (100%) diff --git a/README.md b/README.md index 0a75ec0..ef1f3cb 100644 --- a/README.md +++ b/README.md @@ -4,3 +4,4 @@ The licences are included in the respective dataset folders as well. 1. [example-causal-datasets](https://github.com/cmu-phil/example-causal-datasets): CC0 1.0 Universal. Last synced on 2026-02-05. +2. [angrist-krueger-cps](angrist-krueger-cps): Extract of the CPS data matched to lottery number dummies, used by Angrist and Krueger (1995). CC0 1.0 Universal. Last downloaded on 2026-03-02. diff --git a/angrist-krueger-cps/LICENSE b/angrist-krueger-cps/LICENSE new file mode 100644 index 0000000..0e259d4 --- /dev/null +++ b/angrist-krueger-cps/LICENSE @@ -0,0 +1,121 @@ +Creative Commons Legal Code + +CC0 1.0 Universal + + CREATIVE COMMONS CORPORATION IS NOT A LAW FIRM AND DOES NOT PROVIDE + LEGAL SERVICES. DISTRIBUTION OF THIS DOCUMENT DOES NOT CREATE AN + ATTORNEY-CLIENT RELATIONSHIP. CREATIVE COMMONS PROVIDES THIS + INFORMATION ON AN "AS-IS" BASIS. CREATIVE COMMONS MAKES NO WARRANTIES + REGARDING THE USE OF THIS DOCUMENT OR THE INFORMATION OR WORKS + PROVIDED HEREUNDER, AND DISCLAIMS LIABILITY FOR DAMAGES RESULTING FROM + THE USE OF THIS DOCUMENT OR THE INFORMATION OR WORKS PROVIDED + HEREUNDER. + +Statement of Purpose + +The laws of most jurisdictions throughout the world automatically confer +exclusive Copyright and Related Rights (defined below) upon the creator +and subsequent owner(s) (each and all, an "owner") of an original work of +authorship and/or a database (each, a "Work"). + +Certain owners wish to permanently relinquish those rights to a Work for +the purpose of contributing to a commons of creative, cultural and +scientific works ("Commons") that the public can reliably and without fear +of later claims of infringement build upon, modify, incorporate in other +works, reuse and redistribute as freely as possible in any form whatsoever +and for any purposes, including without limitation commercial purposes. +These owners may contribute to the Commons to promote the ideal of a free +culture and the further production of creative, cultural and scientific +works, or to gain reputation or greater distribution for their Work in +part through the use and efforts of others. + +For these and/or other purposes and motivations, and without any +expectation of additional consideration or compensation, the person +associating CC0 with a Work (the "Affirmer"), to the extent that he or she +is an owner of Copyright and Related Rights in the Work, voluntarily +elects to apply CC0 to the Work and publicly distribute the Work under its +terms, with knowledge of his or her Copyright and Related Rights in the +Work and the meaning and intended legal effect of CC0 on those rights. + +1. 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Should any part of the License for any +reason be judged legally invalid or ineffective under applicable law, such +partial invalidity or ineffectiveness shall not invalidate the remainder +of the License, and in such case Affirmer hereby affirms that he or she +will not (i) exercise any of his or her remaining Copyright and Related +Rights in the Work or (ii) assert any associated claims and causes of +action with respect to the Work, in either case contrary to Affirmer's +express Statement of Purpose. + +4. Limitations and Disclaimers. + + a. No trademark or patent rights held by Affirmer are waived, abandoned, + surrendered, licensed or otherwise affected by this document. + b. Affirmer offers the Work as-is and makes no representations or + warranties of any kind concerning the Work, express, implied, + statutory or otherwise, including without limitation warranties of + title, merchantability, fitness for a particular purpose, non + infringement, or the absence of latent or other defects, accuracy, or + the present or absence of errors, whether or not discoverable, all to + the greatest extent permissible under applicable law. + c. Affirmer disclaims responsibility for clearing rights of other persons + that may apply to the Work or any use thereof, including without + limitation any person's Copyright and Related Rights in the Work. + Further, Affirmer disclaims responsibility for obtaining any necessary + consents, permissions or other rights required for any use of the + Work. + d. Affirmer understands and acknowledges that Creative Commons is not a + party to this document and has no duty or obligation with respect to + this CC0 or use of the Work. diff --git a/real/angrist-krueger-cps/README.md b/angrist-krueger-cps/README.md similarity index 53% rename from real/angrist-krueger-cps/README.md rename to angrist-krueger-cps/README.md index ecc942b..c1fb5d8 100644 --- a/real/angrist-krueger-cps/README.md +++ b/angrist-krueger-cps/README.md @@ -2,6 +2,19 @@ This dataset is an extract of the CPS data containing 30,967 observations on men born 1944-53 from the 1979 and 1981-85 March CPS, matched to lottery number dummies for groups of 25 lottery numbers. There are 72 variables including all covariates. The raw files (`extract.dta` and `samplcps.do`) were replicated and processed into a ready-to-use tabular `.mixed.txt` format suitable for `pgmpy` consumption. +## Column Descriptions +The dataset contains 72 variables. Key columns include: +- `educ`: Years of education. +- `veteran`: Veteran status. +- `lnyrwage`, `annwage`: Logarithm of annual wage, and annual wage. +- `lnwkwage`, `wkwage`: Logarithm of weekly wage, and weekly wage. +- `yob45` through `yob53`: Year of birth dummy variables. +- `lot1b50` through `lot3b53`, and `lott1` through `lott13`: Lottery number dummies. +- `black`, `other`: Race demographic variables. +- `midatl`, `eastnth`, `westnth`, `city`: Regional and location indicator variables. +- `spsepres`, `yr81` to `yr85`, `ceiling`, `coarse1`, `coarse2`, `coarse3`, `recode`: Other covariates. + +## References **Source Citation:** Angrist, J. D., & Krueger, A. B. (1995). Split-Sample Instrumental Variables Estimates of the Return to Schooling. Journal of Business & Economic Statistics, 13(2), 225-235. Data extracted from the [Angrist Data Archive](https://economics.mit.edu/people/faculty/josh-angrist/angrist-data-archive). diff --git a/real/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt b/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt similarity index 100% rename from real/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt rename to angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt From dd0dfb806d38b8f78ffe772bc34c31759f4ec85d Mon Sep 17 00:00:00 2001 From: Rasesh Shetty <65321291+Rasesh2005@users.noreply.github.com> Date: Sun, 8 Mar 2026 09:21:18 +0530 Subject: [PATCH 4/5] Fix typo in dataset name in README --- angrist-krueger-cps/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/angrist-krueger-cps/README.md b/angrist-krueger-cps/README.md index c1fb5d8..f9d4590 100644 --- a/angrist-krueger-cps/README.md +++ b/angrist-krueger-cps/README.md @@ -1,4 +1,4 @@ -# Angrist-Kreuger-CPS Dataset +# Angrist-Krueger-CPS Dataset This dataset is an extract of the CPS data containing 30,967 observations on men born 1944-53 from the 1979 and 1981-85 March CPS, matched to lottery number dummies for groups of 25 lottery numbers. There are 72 variables including all covariates. The raw files (`extract.dta` and `samplcps.do`) were replicated and processed into a ready-to-use tabular `.mixed.txt` format suitable for `pgmpy` consumption. From 731f86013176f5054b5a44a316c7cd8aa42adbce Mon Sep 17 00:00:00 2001 From: Rasesh Shetty Date: Thu, 12 Mar 2026 19:59:02 +0530 Subject: [PATCH 5/5] corrected dataset to raw data --- angrist-krueger-cps/README.md | 96 +- .../data/angrist-krueger-cps.mixed.txt | 44962 +++++++++++----- 2 files changed, 31054 insertions(+), 14004 deletions(-) diff --git a/angrist-krueger-cps/README.md b/angrist-krueger-cps/README.md index f9d4590..22e1c5b 100644 --- a/angrist-krueger-cps/README.md +++ b/angrist-krueger-cps/README.md @@ -3,16 +3,92 @@ This dataset is an extract of the CPS data containing 30,967 observations on men born 1944-53 from the 1979 and 1981-85 March CPS, matched to lottery number dummies for groups of 25 lottery numbers. There are 72 variables including all covariates. The raw files (`extract.dta` and `samplcps.do`) were replicated and processed into a ready-to-use tabular `.mixed.txt` format suitable for `pgmpy` consumption. ## Column Descriptions -The dataset contains 72 variables. Key columns include: -- `educ`: Years of education. -- `veteran`: Veteran status. -- `lnyrwage`, `annwage`: Logarithm of annual wage, and annual wage. -- `lnwkwage`, `wkwage`: Logarithm of weekly wage, and weekly wage. -- `yob45` through `yob53`: Year of birth dummy variables. -- `lot1b50` through `lot3b53`, and `lott1` through `lott13`: Lottery number dummies. -- `black`, `other`: Race demographic variables. -- `midatl`, `eastnth`, `westnth`, `city`: Regional and location indicator variables. -- `spsepres`, `yr81` to `yr85`, `ceiling`, `coarse1`, `coarse2`, `coarse3`, `recode`: Other covariates. + +The dataset contains 72 variables derived from CPS extracts used to estimate the causal return to schooling using Vietnam draft lottery instruments. + +### Core Economic Variables +- educ: Years of completed education. +- annwage: Annual wage income. +- weeks: Number of weeks worked during the previous year. +- hrsly: Hours worked during the previous year. +- hrslw: Hours worked during the last week. +- wageflag: Indicator that wage information is valid/observed. + +### Demographic Variables +- age: Age of the respondent. +- agesq: Age squared, used to model nonlinear age effects. +- age2: Alternative squared age variable used in some regressions. +- race: Race category from CPS. +- black: Dummy variable indicating Black respondents. +- other: Dummy variable for race other than White or Black. +- marital: Marital status indicator. +- spsepres: Indicator for spouse present in the household. + +### Education Variables +- higratt: Highest grade attended. +- higrcomp: Highest grade completed. +- educ: Years of completed schooling. +- college: Indicator for college education. +- someco: Indicator for some college attendance. + +### Labor Market Variables +- esr: Employment status recode. +- esrflag: Indicator for valid employment status data. +- class: Class of worker (private, government, self-employed, etc.). +- ind: Industry classification code. +- occ: Occupation classification code. +- vet: Veteran status indicator. +- veteran: Recoded veteran status variable. + +### Geographic Variables +- state: State code. +- division: Census division classification. +- smsa: Indicator for residence in a Standard Metropolitan Statistical Area. +- metcode: Metropolitan area code. +- city: Indicator for residence in a central city. +- balsmsa: Balanced SMSA classification. + +### Regional Indicator Variables +These variables represent U.S. census regions used as regression controls. + +- neweng: New England region indicator. +- midatl: Mid-Atlantic region indicator. +- eastnth: East North Central region indicator. +- westnth: West North Central region indicator. +- sthatl: South Atlantic region indicator. +- eaststh: East South Central region indicator. +- weststh: West South Central region indicator. +- mount: Mountain region indicator. +- pacific: Pacific region indicator. + +### Birth Year Variables +Dummy variables indicating the respondent’s year of birth. + +- yob: Year of birth. +- yob44–yob53: Indicator variables for birth years 1944 through 1953. + +### Survey Year Variables +Dummy variables identifying the CPS survey year. + +- year: CPS survey year. +- yr81: Indicator for survey year 1981. +- yr82: Indicator for survey year 1982. +- yr83: Indicator for survey year 1983. +- yr84: Indicator for survey year 1984. +- yr85: Indicator for survey year 1985. + +### Draft Lottery Instrument Variables +These variables represent grouped Vietnam draft lottery numbers used as instruments for education. + +- lott1–lott13: Lottery number group indicator variables. + +### Sampling and Administrative Variables +- marchwt: CPS March supplement sampling weight. +- recode: Observation identifier used in the replication dataset. + +## Dataset Purpose + +This dataset is used to estimate the causal effect of education on wages using instrumental variables derived from Vietnam draft lottery numbers. The lottery provides exogenous variation in schooling decisions among men born between 1944 and 1953. ## References **Source Citation:** diff --git a/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt b/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt index 5a6afe6..f167a80 100644 --- a/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt +++ b/angrist-krueger-cps/data/angrist-krueger-cps.mixed.txt @@ -1,13994 +1,30968 @@ -lot1b50 lot2b50 lot3b50 lot1b51 lot2b51 lot3b51 lot1b52 lot2b52 lot3b52 lot1b53 lot2b53 lot3b53 midatl eastnth westnth black other city balsmsa spsepres yr81 yr82 yr83 yr84 yr85 yob45 yob46 yob47 yob48 yob49 yob50 yob51 yob52 yob53 educ veteran lnyrwage annwage lnwkwage wkwage ceiling coarse1 coarse2 coarse3 lott1 lott2 lott3 lott4 lott5 lott6 lott7 lott8 lott9 lott10 lott11 lott12 lott13 recode -0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 12 0 8.006367567650246 3000.0 5.0106352940962555 150.0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 8 -0 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