#' A data set from De Cock (2011) has 82 fields were recorded for 2,930
properties in Ames IA. This version is copies from the AmesHousing package
but does not include a few quality columns that appear to be outcomes
rather than predictors.
See this links for the sources below for more information as well as
?AmesHousing::make_ames.
Source
De Cock, D. (2011). "Ames, Iowa: Alternative to the Boston Housing Data as an End of Semester Regression Project," Journal of Statistics Education, Volume 19, Number 3.
Arguments
- ...
Arguments passed to
pins::pin_read().
Details
The full data dictionary can be found here https://jse.amstat.org/v19n3/decock/DataDocumentation.txt.
tibble print
data_ames()
#> # A tibble: 2,930 x 74
#> ms_sub_class ms_zoning lot_frontage lot_area street alley lot_shape
#> * <fct> <fct> <dbl> <int> <fct> <fct> <fct>
#> 1 One_Story_1946_and_Ne~ Resident~ 141 31770 Pave No_A~ Slightly~
#> 2 One_Story_1946_and_Ne~ Resident~ 80 11622 Pave No_A~ Regular
#> 3 One_Story_1946_and_Ne~ Resident~ 81 14267 Pave No_A~ Slightly~
#> 4 One_Story_1946_and_Ne~ Resident~ 93 11160 Pave No_A~ Regular
#> 5 Two_Story_1946_and_Ne~ Resident~ 74 13830 Pave No_A~ Slightly~
#> 6 Two_Story_1946_and_Ne~ Resident~ 78 9978 Pave No_A~ Slightly~
#> 7 One_Story_PUD_1946_an~ Resident~ 41 4920 Pave No_A~ Regular
#> 8 One_Story_PUD_1946_an~ Resident~ 43 5005 Pave No_A~ Slightly~
#> 9 One_Story_PUD_1946_an~ Resident~ 39 5389 Pave No_A~ Slightly~
#> 10 Two_Story_1946_and_Ne~ Resident~ 60 7500 Pave No_A~ Regular
#> # i 2,920 more rows
#> # i 67 more variables: land_contour <fct>, utilities <fct>, lot_config <fct>,
#> # land_slope <fct>, neighborhood <fct>, condition_1 <fct>, condition_2 <fct>,
#> # bldg_type <fct>, house_style <fct>, overall_cond <fct>, year_built <int>,
#> # year_remod_add <int>, roof_style <fct>, roof_matl <fct>,
#> # exterior_1st <fct>, exterior_2nd <fct>, mas_vnr_type <fct>,
#> # mas_vnr_area <dbl>, exter_cond <fct>, foundation <fct>, ...glimpse()
tibble::glimpse(data_ames())
#> Rows: 2,930
#> Columns: 74
#> $ ms_sub_class <fct> One_Story_1946_and_Newer_All_Styles, One_Story_1946~
#> $ ms_zoning <fct> Residential_Low_Density, Residential_High_Density, ~
#> $ lot_frontage <dbl> 141, 80, 81, 93, 74, 78, 41, 43, 39, 60, 75, 0, 63,~
#> $ lot_area <int> 31770, 11622, 14267, 11160, 13830, 9978, 4920, 5005~
#> $ street <fct> Pave, Pave, Pave, Pave, Pave, Pave, Pave, Pave, Pav~
#> $ alley <fct> No_Alley_Access, No_Alley_Access, No_Alley_Access, ~
#> $ lot_shape <fct> Slightly_Irregular, Regular, Slightly_Irregular, Re~
#> $ land_contour <fct> Lvl, Lvl, Lvl, Lvl, Lvl, Lvl, Lvl, HLS, Lvl, Lvl, L~
#> $ utilities <fct> AllPub, AllPub, AllPub, AllPub, AllPub, AllPub, All~
#> $ lot_config <fct> Corner, Inside, Corner, Corner, Inside, Inside, Ins~
#> $ land_slope <fct> Gtl, Gtl, Gtl, Gtl, Gtl, Gtl, Gtl, Gtl, Gtl, Gtl, G~
#> $ neighborhood <fct> North_Ames, North_Ames, North_Ames, North_Ames, Gil~
#> $ condition_1 <fct> Norm, Feedr, Norm, Norm, Norm, Norm, Norm, Norm, No~
#> $ condition_2 <fct> Norm, Norm, Norm, Norm, Norm, Norm, Norm, Norm, Nor~
#> $ bldg_type <fct> OneFam, OneFam, OneFam, OneFam, OneFam, OneFam, Twn~
#> $ house_style <fct> One_Story, One_Story, One_Story, One_Story, Two_Sto~
#> $ overall_cond <fct> Average, Above_Average, Above_Average, Average, Ave~
#> $ year_built <int> 1960, 1961, 1958, 1968, 1997, 1998, 2001, 1992, 199~
#> $ year_remod_add <int> 1960, 1961, 1958, 1968, 1998, 1998, 2001, 1992, 199~
#> $ roof_style <fct> Hip, Gable, Hip, Hip, Gable, Gable, Gable, Gable, G~
#> $ roof_matl <fct> CompShg, CompShg, CompShg, CompShg, CompShg, CompSh~
#> $ exterior_1st <fct> BrkFace, VinylSd, Wd Sdng, BrkFace, VinylSd, VinylS~
#> $ exterior_2nd <fct> Plywood, VinylSd, Wd Sdng, BrkFace, VinylSd, VinylS~
#> $ mas_vnr_type <fct> Stone, None, BrkFace, None, None, BrkFace, None, No~
#> $ mas_vnr_area <dbl> 112, 0, 108, 0, 0, 20, 0, 0, 0, 0, 0, 0, 0, 0, 0, 6~
#> $ exter_cond <fct> Typical, Typical, Typical, Typical, Typical, Typica~
#> $ foundation <fct> CBlock, CBlock, CBlock, CBlock, PConc, PConc, PConc~
#> $ bsmt_cond <fct> Good, Typical, Typical, Typical, Typical, Typical, ~
#> $ bsmt_exposure <fct> Gd, No, No, No, No, No, Mn, No, No, No, No, No, No,~
#> $ bsmt_fin_type_1 <fct> BLQ, Rec, ALQ, ALQ, GLQ, GLQ, GLQ, ALQ, GLQ, Unf, U~
#> $ bsmt_fin_sf_1 <dbl> 2, 6, 1, 1, 3, 3, 3, 1, 3, 7, 7, 1, 7, 3, 3, 1, 3, ~
#> $ bsmt_fin_type_2 <fct> Unf, LwQ, Unf, Unf, Unf, Unf, Unf, Unf, Unf, Unf, U~
#> $ bsmt_fin_sf_2 <dbl> 0, 144, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1120, 0~
#> $ bsmt_unf_sf <dbl> 441, 270, 406, 1045, 137, 324, 722, 1017, 415, 994,~
#> $ total_bsmt_sf <dbl> 1080, 882, 1329, 2110, 928, 926, 1338, 1280, 1595, ~
#> $ heating <fct> GasA, GasA, GasA, GasA, GasA, GasA, GasA, GasA, Gas~
#> $ heating_qc <fct> Fair, Typical, Typical, Excellent, Good, Excellent,~
#> $ central_air <fct> Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, Y, ~
#> $ electrical <fct> SBrkr, SBrkr, SBrkr, SBrkr, SBrkr, SBrkr, SBrkr, SB~
#> $ first_flr_sf <int> 1656, 896, 1329, 2110, 928, 926, 1338, 1280, 1616, ~
#> $ second_flr_sf <int> 0, 0, 0, 0, 701, 678, 0, 0, 0, 776, 892, 0, 676, 0,~
#> $ gr_liv_area <int> 1656, 896, 1329, 2110, 1629, 1604, 1338, 1280, 1616~
#> $ bsmt_full_bath <dbl> 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, ~
#> $ bsmt_half_bath <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ~
#> $ full_bath <int> 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 3, 2, ~
#> $ half_bath <int> 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, ~
#> $ bedroom_abv_gr <int> 3, 2, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 3, 2, 1, 4, 4, ~
#> $ kitchen_abv_gr <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ~
#> $ tot_rms_abv_grd <int> 7, 5, 6, 8, 6, 7, 6, 5, 5, 7, 7, 6, 7, 5, 4, 12, 8,~
#> $ functional <fct> Typ, Typ, Typ, Typ, Typ, Typ, Typ, Typ, Typ, Typ, T~
#> $ fireplaces <int> 2, 0, 0, 2, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, ~
#> $ garage_type <fct> Attchd, Attchd, Attchd, Attchd, Attchd, Attchd, Att~
#> $ garage_finish <fct> Fin, Unf, Unf, Fin, Fin, Fin, Fin, RFn, RFn, Fin, F~
#> $ garage_cars <dbl> 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, ~
#> $ garage_area <dbl> 528, 730, 312, 522, 482, 470, 582, 506, 608, 442, 4~
#> $ garage_cond <fct> Typical, Typical, Typical, Typical, Typical, Typica~
#> $ paved_drive <fct> Partial_Pavement, Paved, Paved, Paved, Paved, Paved~
#> $ wood_deck_sf <int> 210, 140, 393, 0, 212, 360, 0, 0, 237, 140, 157, 48~
#> $ open_porch_sf <int> 62, 0, 36, 0, 34, 36, 0, 82, 152, 60, 84, 21, 75, 0~
#> $ enclosed_porch <int> 0, 0, 0, 0, 0, 0, 170, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
#> $ three_season_porch <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ~
#> $ screen_porch <int> 0, 120, 0, 0, 0, 0, 0, 144, 0, 0, 0, 0, 0, 0, 140, ~
#> $ pool_area <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ~
#> $ pool_qc <fct> No_Pool, No_Pool, No_Pool, No_Pool, No_Pool, No_Poo~
#> $ fence <fct> No_Fence, Minimum_Privacy, No_Fence, No_Fence, Mini~
#> $ misc_feature <fct> None, None, Gar2, None, None, None, None, None, Non~
#> $ misc_val <int> 0, 0, 12500, 0, 0, 0, 0, 0, 0, 0, 0, 500, 0, 0, 0, ~
#> $ mo_sold <int> 5, 6, 6, 4, 3, 6, 4, 1, 3, 6, 4, 3, 5, 2, 6, 6, 6, ~
#> $ year_sold <int> 2010, 2010, 2010, 2010, 2010, 2010, 2010, 2010, 201~
#> $ sale_type <fct> WD , WD , WD , WD , WD , WD , WD , WD , WD , WD , W~
#> $ sale_condition <fct> Normal, Normal, Normal, Normal, Normal, Normal, Nor~
#> $ sale_price <int> 215000, 105000, 172000, 244000, 189900, 195500, 213~
#> $ longitude <dbl> -93.61975, -93.61976, -93.61939, -93.61732, -93.638~
#> $ latitude <dbl> 42.05403, 42.05301, 42.05266, 42.05125, 42.06090, 4~Examples
# \donttest{
data_ames()
#> # A tibble: 2,930 × 74
#> ms_sub_class ms_zoning lot_frontage lot_area street alley lot_shape
#> * <fct> <fct> <dbl> <int> <fct> <fct> <fct>
#> 1 One_Story_1946_… Resident… 141 31770 Pave No_A… Slightly…
#> 2 One_Story_1946_… Resident… 80 11622 Pave No_A… Regular
#> 3 One_Story_1946_… Resident… 81 14267 Pave No_A… Slightly…
#> 4 One_Story_1946_… Resident… 93 11160 Pave No_A… Regular
#> 5 Two_Story_1946_… Resident… 74 13830 Pave No_A… Slightly…
#> 6 Two_Story_1946_… Resident… 78 9978 Pave No_A… Slightly…
#> 7 One_Story_PUD_1… Resident… 41 4920 Pave No_A… Regular
#> 8 One_Story_PUD_1… Resident… 43 5005 Pave No_A… Slightly…
#> 9 One_Story_PUD_1… Resident… 39 5389 Pave No_A… Slightly…
#> 10 Two_Story_1946_… Resident… 60 7500 Pave No_A… Regular
#> # ℹ 2,920 more rows
#> # ℹ 67 more variables: land_contour <fct>, utilities <fct>,
#> # lot_config <fct>, land_slope <fct>, neighborhood <fct>,
#> # condition_1 <fct>, condition_2 <fct>, bldg_type <fct>,
#> # house_style <fct>, overall_cond <fct>, year_built <int>,
#> # year_remod_add <int>, roof_style <fct>, roof_matl <fct>,
#> # exterior_1st <fct>, exterior_2nd <fct>, mas_vnr_type <fct>, …
# }