From a7a9416c36d62d930141c2d5d2480bd12b2e03e6 Mon Sep 17 00:00:00 2001 From: John Stachurski Date: Mon, 3 Aug 2026 15:37:58 +1000 Subject: [PATCH 1/2] Add three datasets for the new Observed Distributions lecture MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Lands the data behind lecture-python-intro's new "Observed Distributions" lecture, split out of prob_dist: two new datasets plus one migrated out of the lecture repo. New: - ames_house_prices.csv — 2,930 house sales, Ames Iowa 2006-2010 (De Cock 2011). A strongly right-skewed, roughly lognormal distribution: sample skewness 1.74, and about zero after taking logs. - japan_deaths_by_age.csv — deaths by single year of age, Japan 2023 (UN World Population Prospects 2024). The mirror image: sample skewness -1.60, and the mean age at death below the median rather than above it. Migrated: - us_adult_heights.csv — moved out of lecture-python-intro, where #790 added it under _static/ with no committed builder. The builder was recovered here: re-deriving the extract from the NHANES public files reproduces the file byte for byte (sha256 6240535326bc7e23...), which pins down the original filters (adults 20+, height recorded, pregnant respondents excluded, males then females). It therefore lands as builder_status committed rather than unrecovered. All three are class: constructed and ship their builders, following the fetch -> pre-process -> validate -> write staging, with the validate stage asserting row counts and column shape before anything is written. The consuming lecture PR against lecture-python-intro is in flight and reads all three by the interim raw URL. The manifests already list it under consumers, so the strict audit may object until it merges — happy to drop those entries and add them on repoint if the check prefers that ordering. Part of QuantEcon/meta#336 Co-Authored-By: Claude Opus 5 (1M context) --- CATALOG.md | 5 +- lectures/ames_house_prices.csv | 2931 +++++++ lectures/ames_house_prices.csv.yml | 73 + lectures/japan_deaths_by_age.csv | 102 + lectures/japan_deaths_by_age.csv.yml | 76 + lectures/us_adult_heights.csv | 10479 +++++++++++++++++++++++++ lectures/us_adult_heights.csv.yml | 84 + migration.yml | 38 + scripts/ames_house_prices.py | 61 + scripts/japan_deaths_by_age.py | 80 + scripts/us_adult_heights.py | 85 + 11 files changed, 14013 insertions(+), 1 deletion(-) create mode 100644 lectures/ames_house_prices.csv create mode 100644 lectures/ames_house_prices.csv.yml create mode 100644 lectures/japan_deaths_by_age.csv create mode 100644 lectures/japan_deaths_by_age.csv.yml create mode 100644 lectures/us_adult_heights.csv create mode 100644 lectures/us_adult_heights.csv.yml create mode 100644 scripts/ames_house_prices.py create mode 100644 scripts/japan_deaths_by_age.py create mode 100644 scripts/us_adult_heights.py diff --git a/CATALOG.md b/CATALOG.md index 9980b97..742be84 100644 --- a/CATALOG.md +++ b/CATALOG.md @@ -6,14 +6,17 @@ The migrated-dataset registry, **auto-generated** from the sidecar manifests (`lectures/*.yml`). Do not edit by hand — run `python scripts/build_catalog.py`. A dataset appears here once it has a manifest; files not yet migrated are tracked in [PLAN.md](PLAN.md) Phase 9. -**4 datasets migrated** · 1.8 MB total · 3 permitted / 1 restricted redistribution +**7 datasets migrated** · 2.0 MB total · 6 permitted / 1 restricted redistribution | Dataset | Class | Source | Licence | Redist. | Integrity | Builder | Size | Used by | | --- | --- | --- | --- | --- | --- | --- | --- | --- | +| [**ames_house_prices.csv**](https://github.com/QuantEcon/data-lectures/raw/main/lectures/ames_house_prices.csv)
Ames, Iowa — residential house sales, 2006-2010 | constructed | [Ames Housing data (De Cock 2011), Journal of Statistics Education](http://jse.amstat.org/v19n3/decock.pdf) | | ✅ permitted | ✅ verified | ✅ committed | 75.2 KB | [lecture-python-intro · observed_distributions.md](https://github.com/QuantEcon/lecture-python-intro/blob/main/lectures/observed_distributions.md) | | [**countries.csv**](https://github.com/QuantEcon/data-lectures/raw/main/lectures/countries.csv)
WorldData.info country reference table | verbatim | [WorldData.info — country data downloads](https://www.worlddata.info/downloads/) | Proprietary — © WorldData.info, all rights reserved | ⚠️ restricted | ⚠️ unverifiable | n/a (verbatim) | 48.4 KB | [lecture-python-programming · pandas_panel.md](https://github.com/QuantEcon/lecture-python-programming/blob/main/lectures/pandas_panel.md)
[lecture-python.myst · pandas_panel.md](https://github.com/QuantEcon/lecture-python.myst/blob/main/lectures/pandas_panel.md) | | [**employ.csv**](https://github.com/QuantEcon/data-lectures/raw/main/lectures/employ.csv)
Eurostat employment in Europe — by age and sex, 2007–2016 | constructed | [Eurostat — Employment database](https://ec.europa.eu/eurostat/data/database) | Eurostat reuse (Commission Decision 2011/833/EU) | ✅ permitted | ⚠️ unverifiable | ⚠️ unrecovered | 1.6 MB | [lecture-python-programming · pandas_panel.md](https://github.com/QuantEcon/lecture-python-programming/blob/main/lectures/pandas_panel.md)
[lecture-python.myst · pandas_panel.md](https://github.com/QuantEcon/lecture-python.myst/blob/main/lectures/pandas_panel.md) | +| [**japan_deaths_by_age.csv**](https://github.com/QuantEcon/data-lectures/raw/main/lectures/japan_deaths_by_age.csv)
Japan — deaths by single year of age, 2023 | constructed | [United Nations, Department of Economic and Social Affairs, Population Division — World Population Prospects 2024](https://population.un.org/wpp/downloads) | CC BY 3.0 IGO | ✅ permitted | ✅ verified | ✅ committed | 1.7 KB | [lecture-python-intro · observed_distributions.md](https://github.com/QuantEcon/lecture-python-intro/blob/main/lectures/observed_distributions.md) | | [**lingcod_msy_recovery.csv**](https://github.com/QuantEcon/data-lectures/raw/main/lectures/lingcod_msy_recovery.csv)
Pacific Coast lingcod — biomass and fishing pressure relative to MSY | constructed | [RAM Legacy Stock Assessment Database](https://www.ramlegacy.org/) | CC BY 4.0 | ✅ permitted | ⚠️ unverifiable | ⚠️ unrecovered | 2.3 KB | [lecture-python-intro · msy_fishery.md](https://github.com/QuantEcon/lecture-python-intro/blob/main/lectures/msy_fishery.md) | | [**realwage.csv**](https://github.com/QuantEcon/data-lectures/raw/main/lectures/realwage.csv)
OECD real minimum wages — 32 countries, 2006–2016 | constructed | [OECD — Real minimum wages (RMW)](https://stats.oecd.org/Index.aspx?DataSetCode=RMW) | CC BY 4.0 | ✅ permitted | ⚠️ unverifiable | ⚠️ unrecovered | 118.7 KB | [lecture-python-programming · pandas_panel.md](https://github.com/QuantEcon/lecture-python-programming/blob/main/lectures/pandas_panel.md)
[lecture-python.myst · pandas_panel.md](https://github.com/QuantEcon/lecture-python.myst/blob/main/lectures/pandas_panel.md) | +| [**us_adult_heights.csv**](https://github.com/QuantEcon/data-lectures/raw/main/lectures/us_adult_heights.csv)
United States — adult standing height by sex, NHANES 2015-2018 | constructed | [National Health and Nutrition Examination Survey (NHANES), US Centers for Disease Control and Prevention, National Center for Health Statistics](https://www.cdc.gov/nchs/nhanes/index.htm) | US Government work — public domain | ✅ permitted | ✅ verified | ✅ committed | 123.1 KB | [lecture-python-intro · prob_dist.md](https://github.com/QuantEcon/lecture-python-intro/blob/main/lectures/prob_dist.md)
[lecture-python-intro · observed_distributions.md](https://github.com/QuantEcon/lecture-python-intro/blob/main/lectures/observed_distributions.md) | --- diff --git a/lectures/ames_house_prices.csv b/lectures/ames_house_prices.csv new file mode 100644 index 0000000..0da6e2d --- /dev/null +++ b/lectures/ames_house_prices.csv @@ -0,0 +1,2931 @@ +price,bedrooms,living_area_sqft,year_built,neighborhood +215000,3,1656,1960,NAmes +105000,2,896,1961,NAmes +172000,3,1329,1958,NAmes +244000,3,2110,1968,NAmes +189900,3,1629,1997,Gilbert +195500,3,1604,1998,Gilbert +213500,2,1338,2001,StoneBr +191500,2,1280,1992,StoneBr +236500,2,1616,1995,StoneBr +189000,3,1804,1999,Gilbert +175900,3,1655,1993,Gilbert +185000,3,1187,1992,Gilbert +180400,3,1465,1998,Gilbert +171500,2,1341,1990,Gilbert +212000,1,1502,1985,StoneBr +538000,4,3279,2003,StoneBr +164000,4,1752,1988,Gilbert +394432,1,1856,2010,StoneBr +141000,2,864,1951,Gilbert +210000,3,2073,1978,NWAmes +190000,3,1844,1977,NWAmes 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+144800,2,1112,1954,Crawfor +174500,3,1564,1941,Crawfor +193000,3,1561,1960,Crawfor +158000,3,1523,1949,Crawfor +158500,3,1152,1950,Crawfor +224000,3,1906,1954,Crawfor +115000,2,1032,1980,Blueste +137000,2,1229,1980,Blueste +121000,2,1229,1980,Blueste +124000,2,1229,1980,Blueste +208000,3,1982,1986,Crawfor +315000,3,2365,1971,Crawfor +222000,3,1680,1988,Crawfor +147000,3,1344,1920,IDOTRR +123000,5,2168,1900,IDOTRR +78000,3,1192,1920,IDOTRR +85000,2,1526,1915,IDOTRR +75000,2,572,1925,IDOTRR +230000,2,1648,2007,Crawfor +57625,1,810,1910,IDOTRR +251000,3,2052,2000,Mitchel +239686,1,2149,2003,Mitchel +240000,3,1710,2004,Mitchel +215000,3,1961,2001,Mitchel +156450,2,926,1977,Mitchel +173000,2,1287,1977,Mitchel +126000,4,1734,1977,Mitchel +173000,3,1217,1990,Mitchel +152000,2,1595,1991,Mitchel +137500,3,1344,1958,Timber +375000,3,2036,1965,Timber +315500,2,1620,2007,Timber +224500,3,1692,2009,Timber +410000,3,2036,2008,Timber +316500,3,1641,2008,Timber +201000,3,1466,2007,Timber +175000,3,1412,1988,Timber +204000,3,2237,1980,Timber +213500,3,1479,1987,Timber +220000,2,1296,2001,Timber +170000,3,2014,2003,Timber +315000,2,1838,2006,Timber +425000,2,1978,2007,Timber +139500,3,1008,1968,Mitchel +115000,3,1771,1960,Mitchel +162000,2,1204,1998,Mitchel +165000,2,1224,1999,Mitchel +91000,2,988,1973,MeadowV +130000,3,874,1968,Mitchel +86000,1,630,1970,MeadowV +160000,3,1404,1969,Mitchel +80000,1,630,1970,MeadowV +97000,3,1344,1970,MeadowV +88000,3,1092,1970,MeadowV +131900,2,796,1972,Mitchel +131250,2,1091,1993,Mitchel +165500,1,1110,1978,Mitchel +112000,3,833,1985,Mitchel +149000,2,883,1992,Mitchel +143000,1,1362,1993,Mitchel +130000,3,1287,1992,Mitchel +196000,2,1567,1977,Mitchel +173000,4,1632,1969,Mitchel +176500,3,1414,1958,NAmes +237500,4,2117,1970,NAmes +206900,4,2112,1969,NAmes +187500,3,1604,1997,Gilbert +165000,3,1470,1995,Gilbert +195500,3,1604,1998,Gilbert +192000,3,1638,1998,Gilbert +173000,3,1636,1996,Gilbert +177900,3,1384,1996,Gilbert +175000,3,1446,1996,Gilbert +286000,0,1593,2001,StoneBr +247900,1,1682,1997,StoneBr +180000,2,1337,1993,StoneBr +180000,2,1280,1992,StoneBr +181000,3,1604,1997,Gilbert +183000,3,1633,1998,Gilbert +188000,3,1658,1995,Gilbert +194500,3,1895,1994,Gilbert +185000,3,1709,1991,Gilbert +189000,2,1228,1988,StoneBr +188500,2,1337,1989,StoneBr +355000,5,2500,2005,StoneBr +325000,4,2504,2005,StoneBr +387000,2,1884,2004,StoneBr +115000,3,1474,1952,Gilbert +334000,2,1710,2007,StoneBr +133000,3,1488,1950,Gilbert +215000,3,2093,1986,NWAmes +226500,2,1688,1988,NWAmes +175500,3,1422,1981,NWAmes +181900,3,1260,1983,NWAmes +235000,3,2064,1978,NWAmes +220000,3,1782,1979,NWAmes +272000,4,2872,1977,NWAmes +161000,3,1211,1976,NWAmes +175000,3,1126,1977,NWAmes +185000,3,2044,1980,NWAmes +146900,3,1308,1969,NWAmes +292500,4,2840,1978,NWAmes +180000,3,1523,1976,NWAmes +159900,2,1444,1976,NWAmes +205000,4,1964,1976,NWAmes +157000,3,1178,1973,NWAmes +306000,4,2340,1996,NWAmes +133000,4,1792,1974,NAmes 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+367294,1,1702,2008,NridgHt +192000,2,1367,2005,NridgHt +274000,1,1518,2003,NridgHt +266000,2,1684,2005,NridgHt +370967,2,1800,2007,NridgHt +234250,2,1342,2006,NridgHt +219500,2,1342,2006,NridgHt +155000,2,1626,2003,NridgHt +154000,2,1626,2003,NridgHt +207000,2,1358,2004,NridgHt +195000,2,1455,2003,Blmngtn +219990,2,1576,2004,Blmngtn +191000,2,1504,2005,Blmngtn +159895,2,1266,2007,Blmngtn +187687,2,1246,2007,Blmngtn +179000,3,1515,2004,Gilbert +193000,3,1593,2004,Gilbert +190000,2,1166,2005,Gilbert +176000,3,1456,2005,Gilbert +188000,3,1720,2002,Gilbert +213000,4,1986,2003,Gilbert +217300,2,1358,2007,NridgHt +186500,3,1792,2000,Gilbert +226750,3,1892,2000,Gilbert +184000,3,1490,2004,Gilbert +176000,3,1414,2002,Gilbert +225000,4,2322,1999,Gilbert +185900,3,1651,1999,Gilbert +284500,3,2199,1997,NoRidge +315000,4,2630,1998,NoRidge +250000,4,2198,2000,NoRidge +291000,4,2172,2000,NoRidge +350000,2,2006,1998,NoRidge +279500,4,2125,1996,NoRidge +290000,4,2501,1995,NoRidge +350000,2,2113,1995,NoRidge +341000,3,2418,1993,NoRidge +287500,4,2197,1993,NoRidge +271000,3,2127,1994,NoRidge +301500,2,1987,1994,NoRidge +235128,3,1580,2007,Somerst +214000,4,1933,2007,Somerst +232000,3,1574,2006,Somerst +240000,3,1578,2006,Somerst +264132,2,1506,2008,Somerst +245000,3,1563,2007,Somerst +227680,3,1428,2008,Somerst +257000,3,1861,2007,Somerst +297900,3,1874,2007,Somerst +247000,3,1460,2006,Somerst +212700,3,1372,2007,Somerst +250580,3,1372,2007,Somerst +182000,3,1428,2007,Somerst +226700,3,1768,2005,Somerst +250000,3,1992,2003,Somerst +250000,3,1958,2005,Somerst +339750,3,2078,2007,Somerst +205950,3,1665,2007,Somerst +256000,3,1660,2007,Somerst +230348,2,1218,2007,Somerst +207500,3,1728,2003,Somerst +141000,3,1080,2004,SawyerW +188000,3,1696,2003,SawyerW +192500,3,1663,2003,SawyerW +146000,3,1175,2005,SawyerW +159000,3,1114,2004,SawyerW +155000,3,1114,2003,SawyerW +173000,3,1640,2004,SawyerW +170000,3,1162,2007,SawyerW +182000,3,1609,1995,SawyerW +163000,3,1680,1993,SawyerW +193500,3,1679,1994,SawyerW +189000,3,1657,1994,SawyerW +190500,3,1677,2001,SawyerW +175000,3,1737,1992,SawyerW +179200,3,1294,1991,SawyerW +187000,3,1710,1993,SawyerW +193000,2,1617,1993,SawyerW +153900,2,1199,1993,SawyerW +128000,3,984,1963,Sawyer +144000,2,912,1962,Sawyer +135000,3,864,1961,Sawyer +115000,3,890,1968,Sawyer +119916,3,864,1963,Sawyer +142000,3,912,1961,Sawyer +192000,3,1430,1974,Veenker +140000,4,1641,1972,Sawyer +290000,4,2683,1990,NoRidge +372500,4,2786,1993,NoRidge +196000,2,1391,2004,Somerst +171900,2,1250,2006,Somerst +178000,1,1245,2004,Somerst +165000,2,1200,2005,Somerst +146000,2,1392,2007,Somerst +146000,2,1392,2007,Somerst +179400,3,1501,1999,Somerst +172900,3,1549,1999,Somerst +300000,2,1638,2000,Somerst +285000,1,1310,2001,Somerst +290000,2,1419,2001,Somerst +305000,2,1557,1999,Somerst +328900,2,1709,1999,Somerst +160000,2,1252,1999,Somerst +170000,3,1404,1999,Somerst +223000,3,1789,2001,Somerst +170000,3,1586,1999,Somerst +200000,3,1607,1999,Somerst +345000,2,2393,1998,Somerst +245500,1,1288,1996,Veenker +217500,1,1239,1995,Veenker +324000,1,1719,1993,Veenker +162500,3,1232,1984,Veenker +150000,3,2944,1977,Veenker +290000,3,1671,1976,Veenker +205000,3,1812,2002,Somerst +174000,3,1682,1970,NWAmes +183000,4,1427,1969,NWAmes +150000,4,1740,1968,NWAmes +145000,3,1258,1971,NWAmes +215000,4,1620,1967,NWAmes +140500,4,1625,1965,NWAmes +240000,4,2614,1974,NWAmes +141000,4,1464,1968,NAmes +147000,2,912,1965,NAmes +135000,3,925,1965,NAmes +145000,6,1728,1965,NAmes +142600,6,1728,1965,NAmes +135000,4,1656,1973,NWAmes +170000,4,1670,1971,NWAmes +299800,4,2715,1976,NWAmes +185000,4,1876,1974,NWAmes +173000,4,1632,1966,NWAmes +178400,3,999,1961,NAmes +176000,4,1978,1968,NWAmes +98000,2,1014,1956,NAmes +109008,3,907,1957,NAmes +135750,2,952,1956,NAmes +155000,3,1128,1963,NAmes +180500,3,1425,1964,NAmes +174900,3,1165,1966,NAmes +140000,3,1136,1965,NAmes +145000,3,1092,1964,NAmes +179900,3,1265,1965,NAmes +168500,3,1350,1964,NAmes +140000,3,1114,1961,NAmes +145500,3,1053,1959,NAmes +142000,3,1252,1959,NAmes +141000,3,1100,1960,NAmes +153000,3,1118,1960,NAmes +72500,2,720,1949,BrkSide +52000,2,729,1935,BrkSide +118000,2,1077,1939,BrkSide +87000,2,906,1937,BrkSide +141500,3,1496,1960,NAmes +119000,3,1252,1950,NAmes +141500,3,1337,1950,NAmes +165500,3,1661,1955,NAmes +112900,3,1036,1953,NAmes +201800,4,1820,1965,NAmes +163000,3,1362,1961,NAmes +139950,3,1144,1961,NAmes +174000,3,1537,1962,NAmes +165000,3,1431,1962,NAmes +227000,4,1988,1966,NAmes +135000,3,1098,1955,NAmes +124000,3,1144,1963,NAmes +140000,3,1283,1962,NAmes +136500,3,1176,1957,NAmes +185000,2,1440,1959,NAmes +163000,3,1261,1958,NAmes +166800,3,1570,1958,NAmes +139000,2,1196,1956,NAmes +166000,3,1392,1957,NAmes +136000,3,1080,1958,NAmes +133000,3,1104,1956,NAmes +116000,2,882,1952,NAmes +137500,3,1152,1953,NAmes +130000,2,950,1953,NAmes +180000,3,1790,1957,NAmes +139000,2,952,1951,NAmes +110000,2,773,1953,NAmes +100000,4,1764,1957,NAmes +118500,2,1216,1947,NAmes +146000,5,1824,1957,NAmes +89900,1,869,1948,OldTown +114000,3,1159,1925,OldTown +140000,3,1558,1945,NAmes +86900,2,672,1940,OldTown +139000,3,1436,1922,OldTown +106250,3,1294,1900,OldTown +171000,4,1716,1962,NAmes +139000,3,1044,1968,NAmes +186000,3,1312,1958,NAmes +157000,2,1253,1960,NAmes +148000,3,1081,1960,NAmes +242000,4,2069,1960,NAmes +116000,3,910,1953,NAmes +94000,2,876,1951,NAmes +98300,3,1048,1950,NAmes +127000,4,1507,1960,NAmes +159000,3,1256,1959,NAmes +125900,3,1027,1962,NAmes +155000,3,1269,1960,NAmes +138000,3,1320,1948,NAmes +112500,2,984,1954,NAmes +105500,2,832,1954,NAmes +127500,4,1278,1954,NAmes +130000,6,1800,1961,NAmes +150000,3,1588,1955,NAmes +109500,2,825,1954,NAmes +140000,4,1796,1963,NAmes +167900,4,1611,1964,NAmes +136870,3,1117,1963,NAmes +143000,3,1133,2008,OldTown +73000,2,764,1925,OldTown +157500,3,1539,1904,OldTown +122600,3,1323,1948,OldTown +111000,2,1360,1910,OldTown +256000,5,2792,1920,OldTown +64000,2,672,1940,OldTown +139500,4,1456,1915,OldTown +118000,3,1594,1910,OldTown +200000,3,2082,2003,OldTown +119164,2,1656,1940,OldTown +122250,2,1740,1920,OldTown +120000,2,1027,1920,OldTown +155000,3,1436,1940,OldTown +78000,2,899,1910,OldTown +95000,3,1080,1890,OldTown +115000,2,789,1948,OldTown +147000,2,1122,1948,OldTown +140000,3,1499,1946,OldTown +46500,1,407,1946,OldTown +112500,3,928,1957,OldTown +107900,2,901,1954,OldTown +65000,5,1588,1949,OldTown +295000,3,3493,1880,OldTown +139500,4,1627,1900,OldTown +153900,4,1416,1915,OldTown +132000,3,1450,1920,OldTown +98000,4,1344,1916,OldTown +114000,2,1017,1900,OldTown +130000,4,2350,1920,OldTown +129500,3,2058,1917,OldTown +129400,3,1540,1905,OldTown +161000,3,1378,1928,OldTown +163000,3,1912,1905,OldTown +128000,3,1484,1914,OldTown +122000,4,2358,1872,OldTown +116900,2,1111,1926,OldTown +325000,3,2775,1893,OldTown +55000,2,1086,1920,OldTown +184000,5,2495,1890,OldTown +110000,2,984,1959,OldTown +131500,4,1795,1954,OldTown +97000,2,882,1956,OldTown +115500,2,1093,1958,OldTown +138000,2,1143,1928,BrkSide +108000,3,1668,1945,BrkSide +79500,2,935,1930,BrkSide +153000,3,1738,1935,BrkSide +109500,2,784,1924,BrkSide +124000,3,1210,1941,BrkSide +106900,3,1290,1900,BrkSide +164900,3,1672,1940,BrkSide +119000,2,949,1924,BrkSide +120000,3,1158,1929,BrkSide +157000,3,1497,1937,BrkSide +105000,2,1342,1939,BrkSide +113000,3,1013,1926,BrkSide +115000,3,1216,1920,BrkSide +79000,2,896,1946,BrkSide +123000,2,1136,1929,BrkSide +81300,1,808,1945,BrkSide +162900,3,1573,1930,BrkSide +150000,4,2009,1939,BrkSide +123500,4,1902,1923,OldTown +129900,2,1774,1931,OldTown +128000,3,1362,1920,BrkSide +68500,1,520,1927,BrkSide +127000,2,1285,1948,BrkSide +207000,4,1848,1923,BrkSide +184000,4,1820,1925,BrkSide +162500,4,1716,1915,BrkSide +145000,3,1505,1940,BrkSide +130000,2,838,1918,BrkSide +160000,5,1984,1910,OldTown +161000,3,1666,1925,OldTown +127500,3,1609,1910,OldTown +93850,1,768,1930,IDOTRR +136000,4,1536,1952,IDOTRR +141000,4,1969,1938,IDOTRR +120000,2,1308,1915,IDOTRR +127500,2,1040,1925,IDOTRR +127000,3,1236,1925,IDOTRR +89500,3,1406,1920,IDOTRR +125000,2,825,1955,OldTown +79900,4,1198,1920,OldTown +85000,1,759,1912,IDOTRR +82375,3,1344,1915,IDOTRR +135000,3,1469,1906,IDOTRR +124000,3,1054,1947,Sawyer +134000,3,1211,1968,Sawyer +135000,4,1271,1948,Sawyer +134432,4,1588,1959,ClearCr +127500,4,1355,1940,Edwards +148000,3,1075,1963,Sawyer +129500,3,1040,1965,Sawyer +157500,3,1096,1978,Sawyer +109900,3,904,1966,Sawyer +145000,3,992,1967,Sawyer +130000,3,894,1967,Sawyer +153000,3,1034,1978,Sawyer +120000,3,1073,1967,Sawyer +152000,2,1126,1984,Sawyer +108959,0,1258,1969,Sawyer +95541,3,1140,1920,Sawyer +80000,3,1006,1959,Sawyer +149350,3,1228,1966,Sawyer +144900,3,960,1963,Sawyer +185000,1,1188,1956,Sawyer +165000,3,1383,1954,Sawyer +235000,1,1252,1960,ClearCr +140000,3,1601,1958,Sawyer +108000,2,672,1940,Sawyer +145000,3,1721,1960,ClearCr +152400,2,1350,1941,Sawyer +144000,3,904,1970,Sawyer 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+158450,2,1452,1964,Sawyer +115400,3,1005,1964,Sawyer +118500,3,1029,1961,Sawyer +165000,3,1020,1964,Sawyer +123000,3,1040,1966,Sawyer +129000,3,913,1966,Sawyer +125000,3,894,1966,Sawyer +108000,3,948,1968,Sawyer +119900,2,868,1971,Sawyer +115000,3,897,1968,Sawyer +134500,2,943,1967,Sawyer +127000,3,955,1966,Sawyer +129000,3,894,1968,Sawyer +143500,3,1285,1977,Sawyer +129000,3,912,1966,Sawyer +187000,3,1375,1956,Sawyer +158000,4,2654,1920,Sawyer +112000,3,1416,1918,Sawyer +165250,2,1302,1940,Sawyer +150000,3,1299,1954,Sawyer +137000,3,1176,1958,Sawyer +89500,3,998,1945,Sawyer +302000,2,1824,1971,ClearCr +182000,3,1522,1984,ClearCr +211000,4,2060,1988,ClearCr +216000,3,1325,1948,Edwards +130000,3,1630,1953,Edwards +109900,2,1242,1946,Edwards +255000,4,2422,1954,ClearCr +243000,4,2158,1950,Edwards +154000,3,1626,1954,Edwards +118000,3,864,1958,SWISU +80000,3,943,1958,Edwards +150000,4,1440,1977,Edwards +86000,2,605,1920,Edwards +130000,2,1038,1984,Edwards +125000,4,1342,1951,Edwards 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+177500,3,1200,1995,CollgCr +175000,3,1308,1997,CollgCr +211000,3,1796,1998,CollgCr +146000,3,990,1994,CollgCr +147900,3,1097,1996,CollgCr +123600,3,990,1994,CollgCr +204750,3,1786,1997,CollgCr +235500,3,1873,1999,CollgCr +217000,3,1753,1998,CollgCr +190550,3,1690,2001,CollgCr +217500,3,1842,2000,CollgCr +226000,3,1479,2003,CollgCr +180000,3,1668,2003,CollgCr +131000,3,894,1974,CollgCr +153500,3,1025,1976,CollgCr +160000,3,1009,1977,CollgCr +134900,3,1040,1977,CollgCr +130000,3,907,1977,CollgCr +120000,3,879,1975,CollgCr +112500,3,882,1972,CollgCr +122000,3,969,1975,CollgCr +127000,3,864,1972,CollgCr +117000,3,875,1972,CollgCr +305900,3,2000,2004,CollgCr +228500,3,2169,2002,CollgCr +270000,3,1673,2000,CollgCr +192000,3,1459,2002,CollgCr +213000,3,1932,2003,CollgCr +200000,3,1729,2002,CollgCr +267000,4,2452,1998,CollgCr +228000,3,1592,1994,CollgCr +275000,4,2439,2001,CollgCr +211000,3,1992,1996,CollgCr +285000,3,1668,2002,CollgCr +240000,3,2090,1995,CollgCr +131500,1,848,2003,CollgCr +246900,1,1341,1999,CollgCr +219500,4,1928,2003,CollgCr +185000,3,1337,2003,CollgCr +179400,3,1476,2007,CollgCr +213500,3,1797,2006,CollgCr +179600,3,1422,2004,CollgCr +173500,2,1190,2005,CollgCr +167840,3,1330,2006,CollgCr +168675,3,1491,2006,CollgCr +167000,3,1536,2005,CollgCr +140000,2,1214,1965,Edwards +118500,2,936,1967,Edwards +110000,2,1088,1963,Edwards +94750,3,960,1965,Edwards +122000,3,1351,1925,Edwards +110000,2,1179,1960,Edwards +118500,3,816,1990,Edwards +133500,3,1044,1976,Edwards +148000,3,1113,1976,Edwards +141000,5,2233,1979,Edwards +155000,2,1125,2006,Edwards +157000,2,1090,2005,Edwards +171500,3,1408,2005,Edwards +183850,2,5095,2008,Edwards +184750,3,4676,2007,Edwards +140000,2,1072,2005,Edwards +131750,2,960,1959,Edwards +61500,2,1152,1955,Edwards +111000,3,948,1954,Edwards +98500,4,1195,1946,Edwards +79000,3,774,1931,Edwards +108500,2,865,1920,Edwards +110000,3,894,1954,Edwards +112000,2,1346,1910,Edwards +125000,2,768,1955,Edwards +79275,3,864,1955,Edwards +119000,3,948,1954,Edwards +200000,8,3395,1914,SWISU +150000,6,2592,1923,SWISU +165000,3,1502,1923,Crawfor +96500,2,789,1926,Crawfor +136500,3,1422,1926,Crawfor +146500,2,1298,1921,Crawfor +175000,3,1768,1937,SWISU +148500,2,1098,1930,Crawfor +141500,3,1436,1921,Crawfor +189950,3,1426,1918,Crawfor +135000,3,1461,1926,Crawfor +164000,4,1646,1941,Crawfor +90350,2,694,1913,Crawfor +139000,3,1250,1910,Crawfor +119750,2,954,1938,Crawfor +145000,4,1958,1946,Crawfor +145000,4,2002,1949,Crawfor +238000,4,1718,1927,Crawfor +153500,2,1226,1951,Crawfor +239000,4,2624,1918,Crawfor +359100,4,3194,1934,Crawfor +188000,4,1755,1930,Crawfor +220000,3,1991,1932,Crawfor +140000,3,1355,1941,Crawfor +315000,3,2727,1932,Crawfor +259500,3,2320,1945,Crawfor +257500,3,1839,1957,Crawfor +219500,3,1740,1940,Crawfor +217000,3,2259,1953,Crawfor +201000,3,1560,1960,Crawfor +215000,3,1488,1968,Crawfor +123900,2,1045,1980,Blueste +170000,4,1680,1995,Crawfor +200000,1,1020,1988,Blueste +198000,3,1696,1971,Crawfor +200624,4,2515,1957,Crawfor +315000,2,2726,1986,Crawfor +115000,3,1517,1919,IDOTRR +141000,3,1215,1940,IDOTRR +87000,2,803,1941,IDOTRR +129850,3,1601,1925,IDOTRR +100000,3,1123,1939,IDOTRR +150909,3,1828,1923,IDOTRR +75200,2,816,1922,IDOTRR +118400,2,1012,1920,IDOTRR +67000,2,1077,1920,IDOTRR +152000,4,1558,1950,IDOTRR +68104,1,845,1939,IDOTRR +119600,4,1991,1895,IDOTRR +140000,3,1073,1957,IDOTRR +124900,2,1001,1930,IDOTRR +375000,2,1625,2006,Crawfor +235000,2,1625,2006,Crawfor +183500,2,1299,1979,Mitchel +156000,2,912,1978,Mitchel +134000,3,1080,1983,Mitchel +215000,3,1392,2002,Mitchel +245000,1,1409,2002,Mitchel +210000,3,1478,1991,Mitchel +148000,3,918,1975,Mitchel +143000,2,1026,1974,Mitchel +244000,2,1501,1987,Timber +330000,1,1502,1998,GrnHill +170000,2,1328,1959,Timber +257000,4,2279,1958,Timber +231713,3,1689,2006,Timber +267300,2,1564,2006,Timber +265900,2,1484,2006,Timber +239000,3,1571,2007,Timber +248900,3,1646,2006,Timber +174000,3,1240,1985,Timber 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+221000,3,1568,2001,Somerst +270000,2,1494,1995,Veenker +165000,3,1208,1977,Veenker +214000,1,1235,1980,Greens +188000,1,1036,1980,Greens +190000,1,1226,1980,Greens +170000,1,1226,1978,Greens +385000,0,1842,1981,Veenker +146500,2,1193,1972,NWAmes +170000,4,1920,1968,NWAmes +262500,3,2156,1968,NWAmes +179900,3,1416,1968,NWAmes +250000,4,2654,1968,NWAmes +165150,4,1790,1972,NWAmes +164500,3,1334,1967,NWAmes +140000,3,1164,1969,NWAmes +135500,3,980,1967,NAmes +142000,3,1051,1968,NAmes +155000,4,1770,1968,NAmes +157500,2,976,1968,NAmes +138500,3,1052,1968,NAmes +140000,3,898,1968,NAmes +124400,3,1051,1966,NAmes +158000,3,1141,1967,NAmes +146000,1,1200,1965,NAmes +190000,4,1993,1971,NWAmes +136500,3,1050,1961,NAmes +129900,3,864,1958,NAmes +145000,4,1712,1959,NAmes +185900,3,1565,1965,NAmes +160000,3,1251,1964,NAmes +167000,3,1488,1964,NAmes +157500,4,1440,1964,NAmes +140000,2,1095,1958,NAmes +150000,3,1053,1958,NAmes +151500,3,1248,1960,NAmes +129800,2,816,1934,NAmes 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+141000,3,1150,1959,NAmes +146000,3,1150,1961,NAmes +155000,3,1348,1966,NAmes +134500,3,999,1962,NAmes +120000,3,1045,1962,NAmes +105000,3,864,1962,NAmes +124000,3,1025,1962,NAmes +169000,5,2014,1900,OldTown +107000,3,1328,1925,OldTown +135000,3,1668,1948,OldTown +111500,4,1657,1920,OldTown +156500,3,1416,1900,OldTown +178000,3,1641,1925,OldTown +139900,4,1428,1900,OldTown +105000,2,1004,1930,OldTown +110000,2,813,1930,OldTown +111500,4,1951,1900,OldTown +108000,2,1032,1924,OldTown +111500,2,844,1925,OldTown +124000,3,1750,1880,OldTown +105000,2,864,1950,OldTown +116000,2,1118,1920,OldTown +96900,2,1376,1905,OldTown +135500,3,960,1955,OldTown +139000,5,1566,1924,OldTown +61500,1,492,1921,OldTown +120000,3,1182,1945,OldTown +126175,3,1163,1955,OldTown +64000,2,840,1920,OldTown +137000,4,1928,1910,OldTown +87000,4,1774,1900,OldTown +163000,2,1768,1914,OldTown +155000,5,2104,1910,OldTown +79000,3,1440,1900,OldTown +144000,3,1690,1916,OldTown +114504,3,1368,1910,OldTown +157000,4,1762,1920,OldTown +125000,4,1200,1923,OldTown +475000,4,3608,1892,OldTown +93500,2,1248,1920,OldTown +125000,3,960,1958,OldTown +64500,2,1020,1918,IDOTRR +100000,2,788,1941,BrkSide +140200,3,1577,1939,BrkSide +202500,2,1827,1924,BrkSide +159000,3,1664,1947,BrkSide +119900,3,1118,1939,OldTown +114500,3,1176,1934,BrkSide +115000,3,1344,1936,BrkSide +75000,3,1162,1930,BrkSide +88000,3,1015,1925,BrkSide +80500,2,912,1947,BrkSide +149000,3,1576,1928,BrkSide +110000,3,1324,1930,BrkSide +110500,2,1103,1925,OldTown +89000,2,616,1921,BrkSide +113000,2,1048,1922,BrkSide +109000,2,816,1925,BrkSide +220000,5,2486,1962,OldTown +129000,3,960,1970,BrkSide +117000,2,1635,1910,OldTown +52500,2,693,1941,OldTown +107000,3,1430,1924,IDOTRR +116500,3,1330,1910,IDOTRR +72000,2,819,1919,IDOTRR +119500,3,1376,1937,IDOTRR +125500,2,1360,1938,IDOTRR +91000,3,1077,1922,IDOTRR +84500,2,754,1935,IDOTRR +90000,3,984,1930,IDOTRR +137500,3,1422,1951,Sawyer +150000,4,1921,1964,Sawyer +131000,3,1640,1950,Sawyer +130000,3,1352,1958,ClearCr +125000,2,1032,1935,Edwards +80000,2,879,1936,SWISU +157000,2,1073,2004,SWISU +148000,3,1382,1963,Sawyer +90000,2,1296,1967,Sawyer +154500,3,1068,1963,Sawyer +153600,3,1064,1967,Sawyer +164500,3,1320,1966,Sawyer +132000,2,934,1964,Sawyer +142500,3,1059,1966,Sawyer +158000,3,1159,1968,Sawyer +149500,3,1400,1978,Sawyer +165000,3,1458,1967,Sawyer +180000,3,1721,1968,Sawyer +160500,3,1040,1978,Sawyer +156500,6,1967,1977,Sawyer +157000,6,1949,1977,Sawyer +172500,4,1920,1958,Sawyer +155000,3,1803,1957,Sawyer +170000,3,1779,1955,Sawyer +105000,2,872,1924,Sawyer +145000,0,960,1965,Sawyer +168000,3,1437,1956,Sawyer +278000,2,1830,1967,ClearCr +164000,1,1000,1963,ClearCr +225000,3,2287,1953,ClearCr +130000,2,810,1971,Sawyer +142500,3,894,1974,Sawyer +148400,2,1700,1980,ClearCr +190000,2,1453,1986,ClearCr +146000,3,1350,1954,Edwards +128000,3,1150,1942,Edwards +225000,3,2008,1948,Edwards +274970,4,2201,1966,Edwards +235000,4,2009,1928,Edwards +415000,5,3672,1935,Edwards +182000,3,1560,1962,Edwards +135000,3,1488,1952,Edwards +137000,3,1057,1955,Edwards +136900,4,1855,1954,Edwards +149900,5,1609,1953,Edwards +123500,2,1148,1952,Edwards +93000,3,1124,1954,Edwards +91500,4,1456,1948,Edwards +180000,3,1298,1985,SawyerW +209000,4,2559,1989,SawyerW +215000,3,1911,1993,SawyerW +224500,2,1440,1993,SawyerW +229800,3,1876,2005,CollgCr +183600,2,1208,2005,CollgCr +194000,2,1220,2006,CollgCr +193879,2,1294,2006,CollgCr +221500,3,1614,2005,CollgCr +204900,2,1498,2006,CollgCr +239799,3,1962,2006,CollgCr +233555,3,1846,2006,CollgCr +260000,3,1734,2005,CollgCr +294900,2,1590,2005,CollgCr +209700,3,1809,2005,CollgCr +225000,3,1614,2005,CollgCr +181000,3,1596,2005,CollgCr +220000,3,1915,1992,SawyerW +190000,4,1582,1964,ClearCr +180000,1,988,1969,ClearCr +280000,2,1533,1975,ClearCr +158900,3,1388,1968,ClearCr +148000,2,914,1996,CollgCr +145000,3,1100,1996,CollgCr +187000,3,1499,1995,CollgCr +193000,3,1425,1998,CollgCr +156000,3,990,1995,CollgCr +235000,3,1525,2000,CollgCr +217000,3,1494,1997,CollgCr +214000,3,1588,1999,CollgCr +196000,3,1749,1999,CollgCr +217000,3,1779,1999,CollgCr +200000,3,1861,2002,CollgCr +192500,3,1776,2002,CollgCr +205000,3,1541,2001,CollgCr +132500,3,954,1976,CollgCr +157500,3,1388,1977,CollgCr +174000,3,1282,1978,CollgCr +128500,3,971,1969,CollgCr +128500,3,864,1972,CollgCr +149900,3,894,1972,CollgCr +119900,3,864,1972,CollgCr +137000,3,1320,1993,Landmrk +255000,3,1989,2002,CollgCr +222000,3,1762,2002,CollgCr +214000,3,1755,1999,CollgCr +220000,1,1358,2002,CollgCr +275000,3,1787,2001,CollgCr +197000,4,1909,2002,CollgCr +230000,3,1654,2002,CollgCr +268500,3,2214,1999,CollgCr +210900,4,2049,1996,CollgCr +227000,3,1939,1998,CollgCr +237000,4,1995,1995,CollgCr +274300,3,2097,1998,CollgCr +216837,3,1836,2004,CollgCr +133000,1,848,2003,CollgCr +155900,1,848,2004,CollgCr +233230,3,1919,2006,CollgCr +207000,3,1390,2003,CollgCr +195000,4,1948,2004,CollgCr +200000,3,1700,2003,CollgCr +203160,3,1737,2006,CollgCr +195800,3,1611,2005,CollgCr +212900,3,1552,2005,CollgCr +196500,3,1720,2004,CollgCr +198000,3,1336,2005,CollgCr +173900,3,1500,2005,CollgCr +163990,3,1456,2005,CollgCr +164990,3,1310,2005,CollgCr +98000,3,1436,1910,Edwards +149900,3,1466,1959,Edwards +102000,2,1220,1951,Edwards +127500,4,1012,1975,Edwards +127500,4,980,1975,Edwards +119900,2,1176,1969,Edwards +196500,3,1724,2003,Edwards +117250,2,914,2002,Edwards +229000,3,2314,2003,Edwards +145000,2,1072,2005,Edwards +140000,2,1072,2005,Edwards +142500,2,1072,2005,Edwards +134000,3,1709,2004,Edwards +130000,3,1709,2004,Edwards +130000,3,1709,2004,Edwards +137500,3,1709,2004,Edwards +130000,3,1708,2004,Edwards +97900,3,936,1948,Edwards +92000,3,1338,1915,Edwards +107000,4,1669,1924,Edwards +81000,5,1184,1910,Edwards +104900,4,1221,1924,Edwards +115000,2,864,1955,Edwards +125000,3,1482,1954,Edwards +116000,3,1250,1918,Edwards +83000,3,1414,1922,Edwards +118500,5,2230,1912,SWISU +35000,1,498,1922,Edwards 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Used as an example of a strongly right-skewed, + roughly lognormal observed distribution. + +# Constructed, not verbatim: the upstream workbook carries 82 columns assembled +# for an end-of-semester regression project. Selecting five columns and giving +# them lowercase names is our processing. The builder is committed -- see +# `builder` below. +class: constructed + +source: + name: Ames Housing data (De Cock 2011), Journal of Statistics Education + url: http://jse.amstat.org/v19n3/decock.pdf + file_url: http://jse.amstat.org/v19n3/decock/AmesHousing.xls + doi: 10.1080/10691898.2011.11889627 + citation: > + De Cock, D. (2011). Ames, Iowa: Alternative to the Boston Housing Data as + an End of Semester Regression Project. Journal of Statistics Education, + 19(3). + +license: + name: null + url: null + redistribution: permitted + verified: 2026-08-03 + # The article states no formal licence. It presents the data as a teaching + # set published for reuse -- an open replacement for the Boston housing data + # -- and distributes the workbook from the journal's own server alongside a + # data-documentation file. Redistribution is long established in practice: + # CRAN ships it in the AmesHousing package and OpenML serves it as dataset + # 42165. Recorded as `permitted` on that basis, with `name: null` because + # there is a genuine licence statement to point at, not because one was not + # looked for. Attribution is carried by the citation above. + +retrieved: 2026-08-03 +maintainer: QuantEcon + +integrity: + sha256: 9878434620e2f295a1e00662197f97ecf87681361a3628802d11697f80aaa4f4 + upstream: + status: verified + date: 2026-08-03 + against: AmesHousing.xls + note: > + Written by re-running the committed builder against the workbook on the + journal's server on the retrieval date, so the file is the builder's + output by construction. The upstream workbook is a fixed 2011 release, + so re-running the builder should reproduce this hash indefinitely. + +schema: + format: csv + columns: + - {name: price, dtype: int64, description: sale price in US dollars} + - {name: bedrooms, dtype: int64, description: bedrooms above grade} + - {name: living_area_sqft, dtype: int64, description: above-grade living area in square feet} + - {name: year_built, dtype: int64, description: year of original construction} + - {name: neighborhood, dtype: object, description: neighborhood within Ames city limits} + row_count_floor: 2930 + date_range: {start: 2006, end: 2010} + known_nulls: {} + +consumers: + - repo: QuantEcon/lecture-python-intro + file: lectures/observed_distributions.md + +builder: scripts/ames_house_prices.py +builder_status: committed diff --git a/lectures/japan_deaths_by_age.csv b/lectures/japan_deaths_by_age.csv new file mode 100644 index 0000000..2f21531 --- /dev/null +++ b/lectures/japan_deaths_by_age.csv @@ -0,0 +1,102 @@ +age,deaths_male,deaths_female,deaths_total +0,672,575,1246 +1,104,106,211 +2,63,60,122 +3,53,47,100 +4,40,42,82 +5,38,39,77 +6,26,32,59 +7,41,29,70 +8,39,22,61 +9,40,23,62 +10,26,23,49 +11,52,33,85 +12,43,33,76 +13,55,45,100 +14,61,47,108 +15,89,64,152 +16,96,64,160 +17,153,76,229 +18,163,94,257 +19,209,106,315 +20,256,119,375 +21,299,138,438 +22,329,153,482 +23,293,147,440 +24,294,135,429 +25,270,139,409 +26,274,148,422 +27,281,170,451 +28,286,136,422 +29,328,157,485 +30,365,162,528 +31,319,178,497 +32,336,196,531 +33,370,196,566 +34,391,230,620 +35,424,258,681 +36,460,279,740 +37,504,280,784 +38,559,310,869 +39,640,343,983 +40,688,403,1090 +41,712,463,1175 +42,770,495,1266 +43,924,530,1454 +44,1002,634,1635 +45,1180,726,1905 +46,1328,797,2125 +47,1620,918,2538 +48,1871,1112,2983 +49,2176,1285,3461 +50,2410,1366,3776 +51,2646,1519,4165 +52,2674,1493,4168 +53,2962,1587,4549 +54,3304,1673,4977 +55,3336,1697,5033 +56,3422,1606,5029 +57,3587,1752,5340 +58,4299,2046,6344 +59,4458,2151,6608 +60,4843,2120,6964 +61,5225,2265,7489 +62,5490,2419,7909 +63,6168,2627,8795 +64,6854,2822,9676 +65,6943,3009,9952 +66,7931,3297,11228 +67,8832,3740,12572 +68,9898,4156,14054 +69,11246,4771,16016 +70,13080,5530,18611 +71,15003,6534,21537 +72,17218,7649,24867 +73,18401,8569,26970 +74,21952,10414,32366 +75,24322,12222,36544 +76,25131,12854,37986 +77,21815,11425,33240 +78,18881,10638,29519 +79,22964,13294,36258 +80,26670,16294,42965 +81,29511,18352,47864 +82,31376,20781,52157 +83,31105,21906,53011 +84,29515,22298,51813 +85,28963,23188,52151 +86,31202,27579,58780 +87,33253,31222,64475 +88,31840,33621,65461 +89,29926,34423,64350 +90,27555,35847,63402 +91,24919,36577,61496 +92,22036,35990,58026 +93,18741,34097,52839 +94,15262,31430,46692 +95,12354,28627,40981 +96,9818,25563,35381 +97,7652,22605,30258 +98,5757,19343,25100 +99,4197,15801,19998 +100,8006,42277,50284 diff --git a/lectures/japan_deaths_by_age.csv.yml b/lectures/japan_deaths_by_age.csv.yml new file mode 100644 index 0000000..238a1e1 --- /dev/null +++ b/lectures/japan_deaths_by_age.csv.yml @@ -0,0 +1,76 @@ +# Manifest for japan_deaths_by_age.csv. + +filename: japan_deaths_by_age.csv +title: Japan — deaths by single year of age, 2023 +description: > + The age distribution of deaths in Japan in 2023: counts by single year of age + from 0 to "100 and over", split by sex. Estimated deaths from the UN World + Population Prospects 2024 revision, medium variant. Used as an example of a + strongly left-skewed observed distribution. + +# Constructed, not verbatim: the upstream release covers every location and +# every year from 1950 in a single 45 MB gzipped CSV. Selecting Japan in 2023, +# scaling the published thousands to persons, and keeping four columns is our +# processing. The builder is committed -- see `builder` below. +class: constructed + +source: + name: > + United Nations, Department of Economic and Social Affairs, Population + Division — World Population Prospects 2024 + series: WPP2024_DeathsBySingleAgeSex_Medium_1950-2023 + url: https://population.un.org/wpp/downloads + file_url: > + https://population.un.org/wpp/assets/Excel%20Files/1_Indicator%20(Standard)/CSV_FILES/WPP2024_DeathsBySingleAgeSex_Medium_1950-2023.csv.gz + version: 2024 revision + citation: > + United Nations, Department of Economic and Social Affairs, Population + Division (2024). World Population Prospects 2024, Online Edition. + +license: + name: CC BY 3.0 IGO + url: https://creativecommons.org/licenses/by/3.0/igo/ + redistribution: permitted + verified: 2026-08-03 + # Established against the statement carried on the WPP download page: + # "Copyright (c) 2024 by United Nations, made available under a Creative + # Commons license CC BY 3.0 IGO: http://creativecommons.org/licenses/by/3.0/igo/". + # Attribution is the sole condition and the suggested citation above -- the + # wording the UN itself supplies -- carries it, so caching this extract and + # serving it publicly is permitted. + +retrieved: 2026-08-03 +maintainer: QuantEcon + +integrity: + sha256: 1e03f6d952efc657f64047b6bebab9cd3f79af193e0468b91d525682ce0dbf09 + upstream: + status: verified + date: 2026-08-03 + against: WPP2024_DeathsBySingleAgeSex_Medium_1950-2023.csv.gz + note: > + Written by re-running the committed builder against the live upstream + release on the retrieval date, so the file is the builder's output by + construction. Re-running it reproduces this hash while the 2024 revision + remains the current WPP vintage. + +schema: + format: csv + columns: + - {name: age, dtype: int64, description: single year of age; 100 means "100 and over"} + - {name: deaths_male, dtype: int64, description: male deaths at this age in 2023} + - {name: deaths_female, dtype: int64, description: female deaths at this age in 2023} + - {name: deaths_total, dtype: int64, description: all deaths at this age in 2023} + row_count_floor: 101 + date_range: {start: 2023, end: 2023} + known_nulls: {} + # Counts are published in thousands to three decimals and are scaled to + # persons and rounded here, so deaths_male + deaths_female may differ from + # deaths_total by one person at a given age. The builder asserts that bound. + +consumers: + - repo: QuantEcon/lecture-python-intro + file: lectures/observed_distributions.md + +builder: scripts/japan_deaths_by_age.py +builder_status: committed diff --git a/lectures/us_adult_heights.csv b/lectures/us_adult_heights.csv new file mode 100644 index 0000000..3937af8 --- /dev/null +++ b/lectures/us_adult_heights.csv @@ -0,0 +1,10479 @@ +sex,height_cm +male,184.5 +male,171.4 +male,170.1 +male,165.4 +male,179.4 +male,176.7 +male,177.8 +male,183.8 +male,170.7 +male,166.1 +male,170.7 +male,182.2 +male,173.9 +male,187.4 +male,166.3 +male,182.2 +male,178.4 +male,183.7 +male,173.8 +male,165.7 +male,180.3 +male,177.5 +male,170.6 +male,176.4 +male,179.7 +male,172.8 +male,170.6 +male,181.5 +male,189.4 +male,175.6 +male,169.3 +male,169.8 +male,170.0 +male,173.9 +male,167.0 +male,175.9 +male,178.7 +male,173.1 +male,185.4 +male,177.0 +male,188.5 +male,172.4 +male,169.1 +male,178.9 +male,171.6 +male,173.6 +male,170.5 +male,174.0 +male,173.3 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centimetres for 10,478 US adults aged 20 and over, + labelled by sex, pooled across the NHANES 2015-2016 and 2017-2018 cycles. + Pregnant respondents are excluded. Used as an example of an observed + distribution that is closely approximated by a normal distribution. + +# Constructed: two survey cycles, each shipping demographics and body measures +# as separate SAS transport files, joined and filtered down to two columns. +class: constructed + +source: + name: > + National Health and Nutrition Examination Survey (NHANES), US Centers for + Disease Control and Prevention, National Center for Health Statistics + series: DEMO_I + BMX_I (2015-2016), DEMO_J + BMX_J (2017-2018) + url: https://www.cdc.gov/nchs/nhanes/index.htm + file_url: https://wwwn.cdc.gov/Nchs/Data/Nhanes/Public/2015/DataFiles/DEMO_I.xpt + citation: > + Centers for Disease Control and Prevention (CDC), National Center for + Health Statistics (NCHS). National Health and Nutrition Examination Survey + Data, 2015-2016 and 2017-2018. Hyattsville, MD: U.S. Department of Health + and Human Services. + +license: + name: US Government work — public domain + url: https://www.cdc.gov/other/agencymaterials.html + redistribution: permitted + verified: 2026-08-03 + # NCHS publishes NHANES as public-use data files. CDC states that its + # materials are not copyrighted and may be reproduced without permission, + # with citation requested. Attribution is carried by the citation above. + +retrieved: 2026-08-03 +maintainer: QuantEcon + +# --------------------------------------------------------------------------- +# Integrity +# --------------------------------------------------------------------------- +# Migration check (not a manifest field — a one-time repoint gate): the bytes +# here are identical to lecture-python-intro's copy at +# lectures/_static/lecture_specific/prob_dist/us_adult_heights.csv, so the +# repoint cannot change lecture output. +# +# The CSV was first assembled for lecture-python-intro#790 with no committed +# script — the `builder_status: unrecovered` case AGENTS.md describes. The +# builder was recovered by re-deriving the file from NHANES: the recovered +# script reproduces this sha256 exactly, which both identifies the original +# filters (adults 20+, height recorded, pregnant excluded, males then females) +# and makes the file re-derivable from upstream. Recorded as `committed` +# rather than `unrecovered` on that basis. + +integrity: + sha256: 6240535326bc7e23c1da5540dc3005bda491e47820f31c1f2aa052d9bfb1ae0c + upstream: + status: verified + date: 2026-08-03 + against: DEMO_I.xpt + BMX_I.xpt + DEMO_J.xpt + BMX_J.xpt + note: > + Re-running the committed builder against the NHANES public files + reproduces this file byte for byte. The two cycles are closed releases, + so the hash should hold indefinitely. + +schema: + format: csv + columns: + - {name: sex, dtype: object, description: "male or female (NHANES RIAGENDR)"} + - {name: height_cm, dtype: float64, description: standing height in centimetres (NHANES BMXHT)} + row_count_floor: 10478 + date_range: {start: 2015, end: 2018} + known_nulls: {} + # Rows are grouped: 5,092 male rows followed by 5,386 female rows. + +consumers: + - repo: QuantEcon/lecture-python-intro + file: lectures/prob_dist.md + - repo: QuantEcon/lecture-python-intro + file: lectures/observed_distributions.md + +builder: scripts/us_adult_heights.py +builder_status: committed diff --git a/migration.yml b/migration.yml index 6b68dfb..279a286 100644 --- a/migration.yml +++ b/migration.yml @@ -80,6 +80,44 @@ datasets: date: 2026-07-17 cutover: null + ames_house_prices.csv: + pilot: P5 + status: landed + # A new dataset, not a migration: these bytes have never lived in a lecture + # repo, so there is no prior pattern to move away from. The consuming + # lecture is new too and lands with the interim raw URL already in place; + # flip to `repointed` when QuantEcon/lecture-python-intro#XXX merges. + prior_pattern: none + landed: + pr: QuantEcon/data-lectures#XXX + date: 2026-08-03 + repoints: [] + cutover: null + + japan_deaths_by_age.csv: + pilot: P5 + status: landed + prior_pattern: none + landed: + pr: QuantEcon/data-lectures#XXX + date: 2026-08-03 + repoints: [] + cutover: null + + us_adult_heights.csv: + pilot: P5 + status: landed + # Migrated out of lecture-python-intro, where it was added by #790 with no + # committed builder. The builder was recovered during this migration and + # reproduces the file byte for byte, so it lands as `committed` rather than + # the `unrecovered` state Phase 9 tracks. + prior_pattern: local-path + landed: + pr: QuantEcon/data-lectures#XXX + date: 2026-08-03 + repoints: [] + cutover: null + # Planned waves that have not landed anything here yet. `datasets` names the # files as the audit sees them today, so the dashboard can join the two views. # `title` is the reader-facing milestone name (the dashboard is read by people diff --git a/scripts/ames_house_prices.py b/scripts/ames_house_prices.py new file mode 100644 index 0000000..e5c7ebc --- /dev/null +++ b/scripts/ames_house_prices.py @@ -0,0 +1,61 @@ +""" +Builder for lectures/ames_house_prices.csv. + +Subsets the Ames, Iowa housing data of De Cock (2011) down to the sale price +and a few characteristics of each house, and gives the columns lowercase names. + +The upstream file is an 82-column Excel workbook assembled for a regression +exercise; the extract here keeps only what a lecture on observed distributions +needs. + +Stages: fetch -> pre-process -> validate -> write. +""" + +import os + +import pandas as pd + +CURRENT_FILE_DIR = os.path.dirname(os.path.abspath(__file__)) +REPO_ROOT = os.path.dirname(CURRENT_FILE_DIR) +PUBLISHED_DIR = os.path.join(REPO_ROOT, 'lectures') + +SOURCE_URL = 'http://jse.amstat.org/v19n3/decock/AmesHousing.xls' + +OUT_FILE = 'ames_house_prices.csv' + +COLUMNS = { + 'SalePrice': 'price', + 'Bedroom AbvGr': 'bedrooms', + 'Gr Liv Area': 'living_area_sqft', + 'Year Built': 'year_built', + 'Neighborhood': 'neighborhood', +} + + +def fetch(): + return pd.read_excel(SOURCE_URL) + + +def pre_process(raw): + return raw[list(COLUMNS)].rename(columns=COLUMNS) + + +def validate(df): + """Refuse to write anything that is not the shape we expect.""" + assert list(df.columns) == list(COLUMNS.values()) + assert len(df) == 2930, f'expected 2930 sales, got {len(df)}' + assert not df.isnull().values.any() + assert df['price'].min() > 0 + assert df['year_built'].between(1800, 2010).all() + + +def run(): + df = pre_process(fetch()) + validate(df) + df.to_csv(os.path.join(PUBLISHED_DIR, OUT_FILE), index=False) + print(f'wrote {OUT_FILE}: {len(df)} rows, ' + f'median price {df["price"].median():,.0f}') + + +if __name__ == '__main__': + run() diff --git a/scripts/japan_deaths_by_age.py b/scripts/japan_deaths_by_age.py new file mode 100644 index 0000000..83a11b7 --- /dev/null +++ b/scripts/japan_deaths_by_age.py @@ -0,0 +1,80 @@ +""" +Builder for lectures/japan_deaths_by_age.csv. + +Extracts the age distribution of deaths in Japan in a single year from the UN +World Population Prospects (WPP) "deaths by single age and sex" release. + +The upstream file covers every location and every year from 1950, and is ~45 MB +gzipped; we stream it in chunks and keep one country-year. Death counts are +published in thousands, so the counts are scaled to persons and rounded to +integers. + +Stages: fetch -> pre-process -> validate -> write. +""" + +import os + +import pandas as pd + +CURRENT_FILE_DIR = os.path.dirname(os.path.abspath(__file__)) +REPO_ROOT = os.path.dirname(CURRENT_FILE_DIR) +PUBLISHED_DIR = os.path.join(REPO_ROOT, 'lectures') + +SOURCE_URL = ( + 'https://population.un.org/wpp/assets/Excel%20Files/' + '1_Indicator%20(Standard)/CSV_FILES/' + 'WPP2024_DeathsBySingleAgeSex_Medium_1950-2023.csv.gz' +) + +ISO3 = 'JPN' +YEAR = 2023 +OUT_FILE = 'japan_deaths_by_age.csv' + +USE_COLS = ['ISO3_code', 'Location', 'Time', 'AgeGrpStart', + 'DeathMale', 'DeathFemale', 'DeathTotal'] + + +def fetch(): + """Stream the upstream release, keeping only the country-year we need.""" + chunks = pd.read_csv(SOURCE_URL, usecols=USE_COLS, + chunksize=500_000, low_memory=False) + keep = [c[(c['ISO3_code'] == ISO3) & (c['Time'] == YEAR)] for c in chunks] + return pd.concat(keep, ignore_index=True) + + +def pre_process(raw): + """Scale thousands to persons and keep age plus the three count columns.""" + df = pd.DataFrame({ + 'age': raw['AgeGrpStart'].astype(int), + 'deaths_male': (raw['DeathMale'] * 1000).round().astype(int), + 'deaths_female': (raw['DeathFemale'] * 1000).round().astype(int), + 'deaths_total': (raw['DeathTotal'] * 1000).round().astype(int), + }) + return df.sort_values('age').reset_index(drop=True) + + +def validate(df): + """Refuse to write anything that is not the shape we expect.""" + assert list(df.columns) == ['age', 'deaths_male', 'deaths_female', + 'deaths_total'] + assert len(df) == 101, f'expected ages 0-100+, got {len(df)} rows' + assert df['age'].tolist() == list(range(101)) + assert not df.isnull().values.any() + assert (df[['deaths_male', 'deaths_female', 'deaths_total']] >= 0).all().all() + # The three counts are rounded independently, so allow a rounding slack. + gap = (df['deaths_male'] + df['deaths_female'] - df['deaths_total']).abs() + assert gap.max() <= 1, f'male + female != total by {gap.max()}' + total = df['deaths_total'].sum() + assert 1_000_000 < total < 2_000_000, f'implausible death total {total}' + + +def run(): + df = pre_process(fetch()) + validate(df) + df.to_csv(os.path.join(PUBLISHED_DIR, OUT_FILE), index=False) + print(f'wrote {OUT_FILE}: {len(df)} rows, ' + f'{df["deaths_total"].sum():,} deaths') + + +if __name__ == '__main__': + run() diff --git a/scripts/us_adult_heights.py b/scripts/us_adult_heights.py new file mode 100644 index 0000000..38ed378 --- /dev/null +++ b/scripts/us_adult_heights.py @@ -0,0 +1,85 @@ +""" +Builder for lectures/us_adult_heights.csv. + +Extracts standing height by sex for US adults from two NHANES cycles, +2015-2016 (suffix I) and 2017-2018 (suffix J). + +Each cycle ships demographics (DEMO) and body measures (BMX) as separate SAS +transport files, joined on the respondent id SEQN. The extract keeps adults +aged 20 and over with a recorded height, excluding pregnant respondents, and +writes males followed by females. + +This builder was recovered after the fact: the CSV was first assembled for +lecture-python-intro#790 without a committed script. Its output is +byte-identical to that file (sha256 6240535326bc7e23...), so the filters below +are the original ones, not a reinterpretation. + +Stages: fetch -> pre-process -> validate -> write. +""" + +import os + +import pandas as pd + +CURRENT_FILE_DIR = os.path.dirname(os.path.abspath(__file__)) +REPO_ROOT = os.path.dirname(CURRENT_FILE_DIR) +PUBLISHED_DIR = os.path.join(REPO_ROOT, 'lectures') + +BASE_URL = 'https://wwwn.cdc.gov/Nchs/Data/Nhanes/Public' + +# (demographics file, body measures file, cycle directory) +CYCLES = [('DEMO_I', 'BMX_I', '2015'), + ('DEMO_J', 'BMX_J', '2017')] + +OUT_FILE = 'us_adult_heights.csv' + +MIN_AGE = 20 # RIDAGEYR — "adult" for this extract +PREGNANT = 1 # RIDEXPRG code for "pregnant at exam" +MALE, FEMALE = 1, 2 # RIAGENDR codes + + +def fetch(): + """Join demographics to body measures, one frame per cycle.""" + frames = [] + for demo, bmx, cycle in CYCLES: + dem = pd.read_sas(f'{BASE_URL}/{cycle}/DataFiles/{demo}.xpt') + bod = pd.read_sas(f'{BASE_URL}/{cycle}/DataFiles/{bmx}.xpt') + frames.append( + dem[['SEQN', 'RIAGENDR', 'RIDAGEYR', 'RIDEXPRG']] + .merge(bod[['SEQN', 'BMXHT']], on='SEQN') + ) + return pd.concat(frames, ignore_index=True) + + +def pre_process(raw): + """Adults with a recorded height, excluding pregnant respondents.""" + adults = raw[(raw['RIDAGEYR'] >= MIN_AGE) + & raw['BMXHT'].notna() + & (raw['RIDEXPRG'] != PREGNANT)] + male = adults[adults['RIAGENDR'] == MALE]['BMXHT'] + female = adults[adults['RIAGENDR'] == FEMALE]['BMXHT'] + return pd.DataFrame({ + 'sex': ['male'] * len(male) + ['female'] * len(female), + 'height_cm': list(male) + list(female), + }) + + +def validate(df): + """Refuse to write anything that is not the shape we expect.""" + assert list(df.columns) == ['sex', 'height_cm'] + assert not df.isnull().values.any() + counts = df['sex'].value_counts() + assert counts['male'] == 5092, f'male count changed: {counts["male"]}' + assert counts['female'] == 5386, f'female count changed: {counts["female"]}' + assert df['height_cm'].between(100, 230).all() + + +def run(): + df = pre_process(fetch()) + validate(df) + df.to_csv(os.path.join(PUBLISHED_DIR, OUT_FILE), index=False) + print(f'wrote {OUT_FILE}: {len(df)} rows') + + +if __name__ == '__main__': + run() From 28e1071c439480a0cb3f7acc953e3ce11ca4adbb Mon Sep 17 00:00:00 2001 From: John Stachurski Date: Mon, 3 Aug 2026 15:39:35 +1000 Subject: [PATCH 2/2] migration.yml: record the landing PR number Co-Authored-By: Claude Opus 5 (1M context) --- migration.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/migration.yml b/migration.yml index 279a286..0e2f8cb 100644 --- a/migration.yml +++ b/migration.yml @@ -89,7 +89,7 @@ datasets: # flip to `repointed` when QuantEcon/lecture-python-intro#XXX merges. prior_pattern: none landed: - pr: QuantEcon/data-lectures#XXX + pr: QuantEcon/data-lectures#27 date: 2026-08-03 repoints: [] cutover: null @@ -99,7 +99,7 @@ datasets: status: landed prior_pattern: none landed: - pr: QuantEcon/data-lectures#XXX + pr: QuantEcon/data-lectures#27 date: 2026-08-03 repoints: [] cutover: null @@ -113,7 +113,7 @@ datasets: # the `unrecovered` state Phase 9 tracks. prior_pattern: local-path landed: - pr: QuantEcon/data-lectures#XXX + pr: QuantEcon/data-lectures#27 date: 2026-08-03 repoints: [] cutover: null