Walkthrough 04 - List containing students with disabilities longitudinal enrollment counts from 2012-18
all_files
Dataset of class list.
US Department of Education https://www2.ed.gov/programs/osepidea/618-data/state-level-data-files/index.html
#> List of 6 #> $ : tibble [16,230 × 31] (S3: spec_tbl_df/tbl_df/tbl/data.frame) #> ..$ Year : num [1:16230] 2012 2012 2012 2012 2012 ... #> ..$ State Name : chr [1:16230] "ALABAMA" "ALABAMA" "ALABAMA" "ALABAMA" ... #> ..$ SEA Education Environment : chr [1:16230] "Correctional Facilities" "Home" "Homebound/Hospital" "Inside regular class 40% through 79% of day" ... #> ..$ SEA Disability Category : chr [1:16230] "All Disabilities" "All Disabilities" "All Disabilities" "All Disabilities" ... #> ..$ American Indian or Alaska Native Age 3 to 5 : chr [1:16230] "-" "1" "-" "-" ... #> ..$ Asian Age 3-5 : chr [1:16230] "-" "1" "-" "-" ... #> ..$ Black or African American Age 3-5 : chr [1:16230] "-" "57" "-" "-" ... #> ..$ Hispanic/Latino Age 3-5 : chr [1:16230] "-" "12" "-" "-" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : chr [1:16230] "-" "0" "-" "-" ... #> ..$ Two or More Races Age 3-5 : chr [1:16230] "-" "2" "-" "-" ... #> ..$ White Age 3-5 : chr [1:16230] "-" "164" "-" "-" ... #> ..$ Female Age 3 to 5 : chr [1:16230] "-" "63" "-" "-" ... #> ..$ Male Age 3 to 5 : chr [1:16230] "-" "174" "-" "-" ... #> ..$ LEP Yes Age 3 to 5 : chr [1:16230] "-" "1" "-" "-" ... #> ..$ LEP No Age 3 to 5 : chr [1:16230] "-" "236" "-" "-" ... #> ..$ Age 3 to 5 : chr [1:16230] "-" "237" "-" "-" ... #> ..$ Age 6-11 : chr [1:16230] "0" "-" "66" "1871" ... #> ..$ Age 12-17 : chr [1:16230] "8" "-" "132" "2344" ... #> ..$ Age 18-21 : chr [1:16230] "117" "-" "36" "451" ... #> ..$ Ages 6-21 : chr [1:16230] "125" "-" "234" "4666" ... #> ..$ LEP Yes Age 6 to 21 : chr [1:16230] "1" "-" "0" "150" ... #> ..$ LEP No Age 6 to 21 : chr [1:16230] "124" "-" "234" "4516" ... #> ..$ Female Age 6 to 21 : chr [1:16230] "4" "-" "104" "1590" ... #> ..$ Male Age 6 to 21 : chr [1:16230] "121" "-" "130" "3076" ... #> ..$ American Indian or Alaska Native Age 6 to21 : chr [1:16230] "0" "-" "1" "27" ... #> ..$ Asian Age 6 to21 : chr [1:16230] "0" "-" "3" "36" ... #> ..$ Black or African American Age 6 to21 : chr [1:16230] "101" "-" "82" "1961" ... #> ..$ Hispanic/Latino Age 6 to21 : chr [1:16230] "2" "-" "8" "164" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: chr [1:16230] "0" "-" "0" "0" ... #> ..$ Two or more races Age 6 to21 : chr [1:16230] "0" "-" "0" "50" ... #> ..$ White Age 6 to21 : chr [1:16230] "22" "-" "140" "2428" ... #> ..- attr(*, "problems")= tibble [3 × 5] (S3: tbl_df/tbl/data.frame) #> .. ..$ row : int [1:3] 16228 16229 16230 #> .. ..$ col : chr [1:3] "Year" "Year" "Year" #> .. ..$ expected: chr [1:3] "a double" "a double" "a double" #> .. ..$ actual : chr [1:3] "-------------------" "- Data not available" "x Data supressed due to small cell size" #> .. ..$ file : chr [1:3] "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2012.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2012.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2012.txt'" #> ..- attr(*, "spec")=List of 3 #> .. ..$ cols :List of 31 #> .. .. ..$ Year : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_double" "collector" #> .. .. ..$ State Name : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Education Environment : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Disability Category : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or More Races Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6-11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12-17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Ages 6-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or more races Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. ..$ default: list() #> .. .. ..- attr(*, "class")= chr [1:2] "collector_guess" "collector" #> .. ..$ skip : num 5 #> .. ..- attr(*, "class")= chr "col_spec" #> $ : tibble [16,232 × 50] (S3: spec_tbl_df/tbl_df/tbl/data.frame) #> ..$ Year : num [1:16232] 2013 2013 2013 2013 2013 ... #> ..$ State Name : chr [1:16232] "ALABAMA" "ALABAMA" "ALABAMA" "ALABAMA" ... #> ..$ SEA Education Environment : chr [1:16232] "Correctional Facilities" "Home" "Homebound/Hospital" "Inside regular class 40% through 79% of day" ... #> ..$ SEA Disability Category : chr [1:16232] "All Disabilities" "All Disabilities" "All Disabilities" "All Disabilities" ... #> ..$ Age 3 : chr [1:16232] "-" "51" "-" "-" ... #> ..$ Age 4 : chr [1:16232] "-" "68" "-" "-" ... #> ..$ Age 5 : chr [1:16232] "-" "65" "-" "-" ... #> ..$ American Indian or Alaska Native Age 3 to 5 : chr [1:16232] "-" "0" "-" "-" ... #> ..$ Asian Age 3-5 : chr [1:16232] "-" "0" "-" "-" ... #> ..$ Black or African American Age 3-5 : chr [1:16232] "-" "39" "-" "-" ... #> ..$ Hispanic/Latino Age 3-5 : chr [1:16232] "-" "13" "-" "-" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : chr [1:16232] "-" "0" "-" "-" ... #> ..$ Two or More Races Age 3-5 : chr [1:16232] "-" "3" "-" "-" ... #> ..$ White Age 3-5 : chr [1:16232] "-" "129" "-" "-" ... #> ..$ Female Age 3 to 5 : chr [1:16232] "-" "65" "-" "-" ... #> ..$ Male Age 3 to 5 : chr [1:16232] "-" "119" "-" "-" ... #> ..$ LEP Yes Age 3 to 5 : chr [1:16232] "-" "0" "-" "-" ... #> ..$ LEP No Age 3 to 5 : chr [1:16232] "-" "184" "-" "-" ... #> ..$ Age 3 to 5 : chr [1:16232] "-" "184" "-" "-" ... #> ..$ Age 6 : chr [1:16232] "0" "-" "8" "252" ... #> ..$ Age 7 : chr [1:16232] "0" "-" "7" "256" ... #> ..$ Age 8 : chr [1:16232] "0" "-" "15" "297" ... #> ..$ Age 9 : chr [1:16232] "0" "-" "13" "359" ... #> ..$ Age 10 : chr [1:16232] "0" "-" "7" "357" ... #> ..$ Age 11 : chr [1:16232] "0" "-" "15" "385" ... #> ..$ Age 12 : chr [1:16232] "0" "-" "15" "378" ... #> ..$ Age 13 : chr [1:16232] "0" "-" "12" "351" ... #> ..$ Age 14 : chr [1:16232] "1" "-" "22" "368" ... #> ..$ Age 15 : chr [1:16232] "1" "-" "26" "329" ... #> ..$ Age 16 : chr [1:16232] "0" "-" "29" "367" ... #> ..$ Age 17 : chr [1:16232] "6" "-" "23" "364" ... #> ..$ Age 18 : chr [1:16232] "6" "-" "16" "269" ... #> ..$ Age 19 : chr [1:16232] "25" "-" "10" "102" ... #> ..$ Age 20 : chr [1:16232] "61" "-" "7" "45" ... #> ..$ Age 21 : chr [1:16232] "12" "-" "1" "6" ... #> ..$ Age 6-11 : chr [1:16232] "0" "-" "65" "1906" ... #> ..$ Age 12-17 : chr [1:16232] "8" "-" "127" "2157" ... #> ..$ Age 18-21 : chr [1:16232] "104" "-" "34" "422" ... #> ..$ Ages 6-21 : chr [1:16232] "112" "-" "226" "4485" ... #> ..$ LEP Yes Age 6 to 21 : chr [1:16232] "0" "-" "3" "141" ... #> ..$ LEP No Age 6 to 21 : chr [1:16232] "112" "-" "223" "4344" ... #> ..$ Female Age 6 to 21 : chr [1:16232] "1" "-" "93" "1487" ... #> ..$ Male Age 6 to 21 : chr [1:16232] "111" "-" "133" "2998" ... #> ..$ American Indian or Alaska Native Age 6 to21 : chr [1:16232] "0" "-" "0" "31" ... #> ..$ Asian Age 6 to21 : chr [1:16232] "0" "-" "3" "25" ... #> ..$ Black or African American Age 6 to21 : chr [1:16232] "90" "-" "75" "1852" ... #> ..$ Hispanic/Latino Age 6 to21 : chr [1:16232] "1" "-" "12" "177" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: chr [1:16232] "0" "-" "0" "1" ... #> ..$ Two or more races Age 6 to21 : chr [1:16232] "0" "-" "0" "53" ... #> ..$ White Age 6 to21 : chr [1:16232] "21" "-" "136" "2346" ... #> ..- attr(*, "problems")= tibble [4 × 5] (S3: tbl_df/tbl/data.frame) #> .. ..$ row : int [1:4] 16229 16230 16231 16232 #> .. ..$ col : chr [1:4] "Year" "Year" "Year" "Year" #> .. ..$ expected: chr [1:4] "a double" "a double" "a double" "a double" #> .. ..$ actual : chr [1:4] "-------------------" "- Data not available" "x Data suppressed due to small cell size" "* Data flagged due to questionable data quality." #> .. ..$ file : chr [1:4] "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2013.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2013.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2013.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2013.txt'" #> ..- attr(*, "spec")=List of 3 #> .. ..$ cols :List of 50 #> .. .. ..$ Year : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_double" "collector" #> .. .. ..$ State Name : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Education Environment : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Disability Category : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 4 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or More Races Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 7 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 8 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 9 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 10 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 13 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 14 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 15 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 16 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 19 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 20 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6-11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12-17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Ages 6-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or more races Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. ..$ default: list() #> .. .. ..- attr(*, "class")= chr [1:2] "collector_guess" "collector" #> .. ..$ skip : num 5 #> .. ..- attr(*, "class")= chr "col_spec" #> $ : tibble [16,231 × 50] (S3: spec_tbl_df/tbl_df/tbl/data.frame) #> ..$ Year : num [1:16231] 2014 2014 2014 2014 2014 ... #> ..$ State Name : chr [1:16231] "Alabama" "Alabama" "Alabama" "Alabama" ... #> ..$ SEA Education Environment : chr [1:16231] "Correctional Facilities" "Home" "Homebound/Hospital" "Inside regular class 40% through 79% of the day" ... #> ..$ SEA Disability Category : chr [1:16231] "All Disabilities" "All Disabilities" "All Disabilities" "All Disabilities" ... #> ..$ Age 3 : chr [1:16231] "-" "51" "-" "-" ... #> ..$ Age 4 : chr [1:16231] "-" "49" "-" "-" ... #> ..$ Age 5 : chr [1:16231] "-" "42" "-" "-" ... #> ..$ American Indian or Alaska Native Age 3 to 5 : chr [1:16231] "-" "0" "-" "-" ... #> ..$ Asian Age 3-5 : chr [1:16231] "-" "2" "-" "-" ... #> ..$ Black or African American Age 3-5 : chr [1:16231] "-" "24" "-" "-" ... #> ..$ Hispanic/Latino Age 3-5 : chr [1:16231] "-" "11" "-" "-" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : chr [1:16231] "-" "1" "-" "-" ... #> ..$ Two or More Races Age 3-5 : chr [1:16231] "-" "5" "-" "-" ... #> ..$ White Age 3-5 : chr [1:16231] "-" "99" "-" "-" ... #> ..$ Female Age 3 to 5 : chr [1:16231] "-" "53" "-" "-" ... #> ..$ Male Age 3 to 5 : chr [1:16231] "-" "89" "-" "-" ... #> ..$ LEP Yes Age 3 to 5 : chr [1:16231] "-" "0" "-" "-" ... #> ..$ LEP No Age 3 to 5 : chr [1:16231] "-" "142" "-" "-" ... #> ..$ Age 3 to 5 : chr [1:16231] "-" "142" "-" "-" ... #> ..$ Age 6 : chr [1:16231] "0" "-" "8" "263" ... #> ..$ Age 7 : chr [1:16231] "0" "-" "8" "327" ... #> ..$ Age 8 : chr [1:16231] "0" "-" "10" "357" ... #> ..$ Age 9 : chr [1:16231] "0" "-" "14" "386" ... #> ..$ Age 10 : chr [1:16231] "0" "-" "15" "411" ... #> ..$ Age 11 : chr [1:16231] "0" "-" "10" "448" ... #> ..$ Age 12 : chr [1:16231] "0" "-" "16" "387" ... #> ..$ Age 13 : chr [1:16231] "0" "-" "16" "372" ... #> ..$ Age 14 : chr [1:16231] "2" "-" "19" "343" ... #> ..$ Age 15 : chr [1:16231] "3" "-" "30" "319" ... #> ..$ Age 16 : chr [1:16231] "3" "-" "29" "325" ... #> ..$ Age 17 : chr [1:16231] "1" "-" "31" "319" ... #> ..$ Age 18 : chr [1:16231] "6" "-" "19" "254" ... #> ..$ Age 19 : chr [1:16231] "26" "-" "7" "93" ... #> ..$ Age 20 : chr [1:16231] "46" "-" "8" "42" ... #> ..$ Age 21 : chr [1:16231] "14" "-" "2" "7" ... #> ..$ Age 6-11 : chr [1:16231] "0" "-" "65" "2192" ... #> ..$ Age 12-17 : chr [1:16231] "9" "-" "141" "2065" ... #> ..$ Age 18-21 : chr [1:16231] "92" "-" "36" "396" ... #> ..$ Ages 6-21 : chr [1:16231] "101" "-" "242" "4653" ... #> ..$ LEP Yes Age 6 to 21 : chr [1:16231] "0" "-" "1" "182" ... #> ..$ LEP No Age 6 to 21 : chr [1:16231] "101" "-" "241" "4471" ... #> ..$ Female Age 6 to 21 : chr [1:16231] "3" "-" "99" "1559" ... #> ..$ Male Age 6 to 21 : chr [1:16231] "98" "-" "143" "3094" ... #> ..$ American Indian or Alaska Native Age 6 to21 : chr [1:16231] "0" "-" "1" "30" ... #> ..$ Asian Age 6 to21 : chr [1:16231] "0" "-" "3" "30" ... #> ..$ Black or African American Age 6 to21 : chr [1:16231] "82" "-" "87" "1820" ... #> ..$ Hispanic/Latino Age 6 to21 : chr [1:16231] "0" "-" "10" "229" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: chr [1:16231] "0" "-" "0" "0" ... #> ..$ Two or more races Age 6 to21 : chr [1:16231] "0" "-" "1" "63" ... #> ..$ White Age 6 to21 : chr [1:16231] "19" "-" "140" "2481" ... #> ..- attr(*, "problems")= tibble [3 × 5] (S3: tbl_df/tbl/data.frame) #> .. ..$ row : int [1:3] 16229 16230 16231 #> .. ..$ col : chr [1:3] "Year" "Year" "Year" #> .. ..$ expected: chr [1:3] "a double" "a double" "a double" #> .. ..$ actual : chr [1:3] "-------------------" "- Data not available" "x Data suppressed due to small cell size" #> .. ..$ file : chr [1:3] "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2014.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2014.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2014.txt'" #> ..- attr(*, "spec")=List of 3 #> .. ..$ cols :List of 50 #> .. .. ..$ Year : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_double" "collector" #> .. .. ..$ State Name : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Education Environment : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Disability Category : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 4 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or More Races Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 7 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 8 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 9 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 10 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 13 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 14 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 15 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 16 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 19 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 20 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6-11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12-17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Ages 6-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or more races Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. ..$ default: list() #> .. .. ..- attr(*, "class")= chr [1:2] "collector_guess" "collector" #> .. ..$ skip : num 5 #> .. ..- attr(*, "class")= chr "col_spec" #> $ : tibble [16,232 × 50] (S3: spec_tbl_df/tbl_df/tbl/data.frame) #> ..$ Year : num [1:16232] 2015 2015 2015 2015 2015 ... #> ..$ State Name : chr [1:16232] "Alabama" "Alabama" "Alabama" "Alabama" ... #> ..$ SEA Education Environment : chr [1:16232] "Correctional Facilities" "Home" "Homebound/Hospital" "Inside regular class 40% through 79% of the day" ... #> ..$ SEA Disability Category : chr [1:16232] "All Disabilities" "All Disabilities" "All Disabilities" "All Disabilities" ... #> ..$ Age 3 : chr [1:16232] "-" "45" "-" "-" ... #> ..$ Age 4 : chr [1:16232] "-" "43" "-" "-" ... #> ..$ Age 5 : chr [1:16232] "-" "19" "-" "-" ... #> ..$ American Indian or Alaska Native Age 3 to 5 : chr [1:16232] "-" "1" "-" "-" ... #> ..$ Asian Age 3-5 : chr [1:16232] "-" "1" "-" "-" ... #> ..$ Black or African American Age 3-5 : chr [1:16232] "-" "18" "-" "-" ... #> ..$ Hispanic/Latino Age 3-5 : chr [1:16232] "-" "7" "-" "-" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : chr [1:16232] "-" "0" "-" "-" ... #> ..$ Two or More Races Age 3-5 : chr [1:16232] "-" "1" "-" "-" ... #> ..$ White Age 3-5 : chr [1:16232] "-" "79" "-" "-" ... #> ..$ Female Age 3 to 5 : chr [1:16232] "-" "33" "-" "-" ... #> ..$ Male Age 3 to 5 : chr [1:16232] "-" "74" "-" "-" ... #> ..$ LEP Yes Age 3 to 5 : chr [1:16232] "-" "1" "-" "-" ... #> ..$ LEP No Age 3 to 5 : chr [1:16232] "-" "106" "-" "-" ... #> ..$ Age 3 to 5 : chr [1:16232] "-" "107" "-" "-" ... #> ..$ Age 6 : chr [1:16232] "0" "-" "10" "286" ... #> ..$ Age 7 : chr [1:16232] "0" "-" "6" "318" ... #> ..$ Age 8 : chr [1:16232] "0" "-" "17" "388" ... #> ..$ Age 9 : chr [1:16232] "0" "-" "7" "402" ... #> ..$ Age 10 : chr [1:16232] "0" "-" "18" "433" ... #> ..$ Age 11 : chr [1:16232] "0" "-" "11" "435" ... #> ..$ Age 12 : chr [1:16232] "0" "-" "12" "431" ... #> ..$ Age 13 : chr [1:16232] "0" "-" "18" "390" ... #> ..$ Age 14 : chr [1:16232] "1" "-" "18" "350" ... #> ..$ Age 15 : chr [1:16232] "0" "-" "20" "350" ... #> ..$ Age 16 : chr [1:16232] "3" "-" "31" "330" ... #> ..$ Age 17 : chr [1:16232] "4" "-" "28" "316" ... #> ..$ Age 18 : chr [1:16232] "5" "-" "21" "230" ... #> ..$ Age 19 : chr [1:16232] "10" "-" "6" "100" ... #> ..$ Age 20 : chr [1:16232] "45" "-" "1" "35" ... #> ..$ Age 21 : chr [1:16232] "9" "-" "0" "5" ... #> ..$ Age 6-11 : chr [1:16232] "0" "-" "69" "2262" ... #> ..$ Age 12-17 : chr [1:16232] "8" "-" "127" "2167" ... #> ..$ Age 18-21 : chr [1:16232] "69" "-" "28" "370" ... #> ..$ Ages 6-21 : chr [1:16232] "77" "-" "224" "4799" ... #> ..$ LEP Yes Age 6 to 21 : chr [1:16232] "0" "-" "5" "205" ... #> ..$ LEP No Age 6 to 21 : chr [1:16232] "77" "-" "219" "4594" ... #> ..$ Female Age 6 to 21 : chr [1:16232] "2" "-" "91" "1569" ... #> ..$ Male Age 6 to 21 : chr [1:16232] "75" "-" "133" "3230" ... #> ..$ American Indian or Alaska Native Age 6 to21 : chr [1:16232] "0" "-" "1" "30" ... #> ..$ Asian Age 6 to21 : chr [1:16232] "0" "-" "3" "37" ... #> ..$ Black or African American Age 6 to21 : chr [1:16232] "69" "-" "60" "1803" ... #> ..$ Hispanic/Latino Age 6 to21 : chr [1:16232] "0" "-" "13" "273" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: chr [1:16232] "0" "-" "1" "2" ... #> ..$ Two or more races Age 6 to21 : chr [1:16232] "0" "-" "1" "66" ... #> ..$ White Age 6 to21 : chr [1:16232] "8" "-" "145" "2588" ... #> ..- attr(*, "problems")= tibble [4 × 5] (S3: tbl_df/tbl/data.frame) #> .. ..$ row : int [1:4] 16229 16230 16231 16232 #> .. ..$ col : chr [1:4] "Year" "Year" "Year" "Year" #> .. ..$ expected: chr [1:4] "a double" "a double" "a double" "a double" #> .. ..$ actual : chr [1:4] "-------------------" "- Data not available" "x Data suppressed due to small cell size" "* Data flagged due to questionable data quality" #> .. ..$ file : chr [1:4] "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2015.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2015.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2015.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2015.txt'" #> ..- attr(*, "spec")=List of 3 #> .. ..$ cols :List of 50 #> .. .. ..$ Year : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_double" "collector" #> .. .. ..$ State Name : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Education Environment : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Disability Category : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 4 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or More Races Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 7 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 8 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 9 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 10 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 13 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 14 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 15 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 16 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 19 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 20 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6-11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12-17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Ages 6-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or more races Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. ..$ default: list() #> .. .. ..- attr(*, "class")= chr [1:2] "collector_guess" "collector" #> .. ..$ skip : num 5 #> .. ..- attr(*, "class")= chr "col_spec" #> $ : tibble [16,230 × 50] (S3: spec_tbl_df/tbl_df/tbl/data.frame) #> ..$ 2016 : num [1:16230] 2016 2016 2016 2016 2016 ... #> ..$ Alabama : chr [1:16230] "Alabama" "Alabama" "Alabama" "Alabama" ... #> ..$ Correctional Facilities: chr [1:16230] "Home" "Homebound/Hospital" "Inside regular class 40% through 79% of the day" "Inside regular class 80% or more of the day" ... #> ..$ All Disabilities : chr [1:16230] "All Disabilities" "All Disabilities" "All Disabilities" "All Disabilities" ... #> ..$ - : chr [1:16230] "43" "-" "-" "-" ... #> ..$ -_1 : chr [1:16230] "30" "-" "-" "-" ... #> ..$ -_2 : chr [1:16230] "35" "-" "-" "-" ... #> ..$ -_3 : chr [1:16230] "0" "-" "-" "-" ... #> ..$ -_4 : chr [1:16230] "1" "-" "-" "-" ... #> ..$ -_5 : chr [1:16230] "22" "-" "-" "-" ... #> ..$ -_6 : chr [1:16230] "6" "-" "-" "-" ... #> ..$ -_7 : chr [1:16230] "0" "-" "-" "-" ... #> ..$ -_8 : chr [1:16230] "1" "-" "-" "-" ... #> ..$ -_9 : chr [1:16230] "78" "-" "-" "-" ... #> ..$ -_10 : chr [1:16230] "33" "-" "-" "-" ... #> ..$ -_11 : chr [1:16230] "75" "-" "-" "-" ... #> ..$ -_12 : chr [1:16230] "1" "-" "-" "-" ... #> ..$ -_13 : chr [1:16230] "107" "-" "-" "-" ... #> ..$ -_14 : chr [1:16230] "108" "-" "-" "-" ... #> ..$ 0 : chr [1:16230] "-" "4" "252" "4483" ... #> ..$ 0_1 : chr [1:16230] "-" "11" "378" "5138" ... #> ..$ 0_2 : chr [1:16230] "-" "12" "436" "5821" ... #> ..$ 0_3 : chr [1:16230] "-" "13" "476" "6157" ... #> ..$ 0_4 : chr [1:16230] "-" "6" "463" "6119" ... #> ..$ 0_5 : chr [1:16230] "-" "20" "435" "5856" ... #> ..$ 0_6 : chr [1:16230] "-" "12" "424" "5538" ... #> ..$ 0_7 : chr [1:16230] "-" "12" "434" "5192" ... #> ..$ 0_8 : chr [1:16230] "-" "19" "358" "4844" ... #> ..$ 1 : chr [1:16230] "-" "25" "348" "4904" ... #> ..$ 2 : chr [1:16230] "-" "22" "340" "4864" ... #> ..$ 4 : chr [1:16230] "-" "32" "310" "4243" ... #> ..$ 14 : chr [1:16230] "-" "21" "227" "2523" ... #> ..$ 22 : chr [1:16230] "-" "10" "91" "423" ... #> ..$ 30 : chr [1:16230] "-" "6" "52" "32" ... #> ..$ 4_1 : chr [1:16230] "-" "0" "3" "4" ... #> ..$ 0_9 : chr [1:16230] "-" "66" "2440" "33574" ... #> ..$ 7 : chr [1:16230] "-" "122" "2214" "29585" ... #> ..$ 70 : chr [1:16230] "-" "37" "373" "2982" ... #> ..$ 77 : chr [1:16230] "-" "225" "5027" "66141" ... #> ..$ 0_10 : chr [1:16230] "-" "8" "219" "1868" ... #> ..$ 77_1 : chr [1:16230] "-" "217" "4808" "64273" ... #> ..$ 1_1 : chr [1:16230] "-" "88" "1682" "21936" ... #> ..$ 76 : chr [1:16230] "-" "137" "3345" "44205" ... #> ..$ 0_11 : chr [1:16230] "-" "0" "28" "563" ... #> ..$ 0_12 : chr [1:16230] "-" "5" "37" "328" ... #> ..$ 68 : chr [1:16230] "-" "64" "1849" "24490" ... #> ..$ 0_13 : chr [1:16230] "-" "16" "311" "3621" ... #> ..$ 0_14 : chr [1:16230] "-" "0" "5" "46" ... #> ..$ 0_15 : chr [1:16230] "-" "2" "97" "1298" ... #> ..$ 9 : chr [1:16230] "-" "138" "2700" "35795" ... #> ..- attr(*, "problems")= tibble [4 × 5] (S3: tbl_df/tbl/data.frame) #> .. ..$ row : int [1:4] 16227 16228 16229 16230 #> .. ..$ col : chr [1:4] "2016" "2016" "2016" "2016" #> .. ..$ expected: chr [1:4] "a double" "a double" "a double" "a double" #> .. ..$ actual : chr [1:4] "-------------------" "- Data not available" "x Data suppressed due to small cell size" "* Data flagged due to questionable data quality" #> .. ..$ file : chr [1:4] "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2016.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2016.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2016.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2016.txt'" #> ..- attr(*, "spec")=List of 3 #> .. ..$ cols :List of 50 #> .. .. ..$ 2016 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_double" "collector" #> .. .. ..$ Alabama : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Correctional Facilities: list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ All Disabilities : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ - : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_1 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_2 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_3 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_4 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_6 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_7 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_8 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_9 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_10 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_12 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_13 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ -_14 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_1 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_2 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_3 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_4 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_6 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_7 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_8 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 1 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 2 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 4 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 14 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 22 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 30 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 4_1 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_9 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 7 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 70 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 77 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_10 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 77_1 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 1_1 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 76 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_12 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 68 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_13 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_14 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 0_15 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ 9 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. ..$ default: list() #> .. .. ..- attr(*, "class")= chr [1:2] "collector_guess" "collector" #> .. ..$ skip : num 5 #> .. ..- attr(*, "class")= chr "col_spec" #> $ : tibble [16,231 × 50] (S3: spec_tbl_df/tbl_df/tbl/data.frame) #> ..$ Year : num [1:16231] 2017 2017 2017 2017 2017 ... #> ..$ State Name : chr [1:16231] "Alabama" "Alabama" "Alabama" "Alabama" ... #> ..$ SEA Education Environment : chr [1:16231] "Correctional Facilities" "Home" "Homebound/Hospital" "Inside regular class 40% through 79% of the day" ... #> ..$ SEA Disability Category : chr [1:16231] "All Disabilities" "All Disabilities" "All Disabilities" "All Disabilities" ... #> ..$ Age 3 : chr [1:16231] "-" "48" "-" "-" ... #> ..$ Age 4 : chr [1:16231] "-" "35" "-" "-" ... #> ..$ Age 5 : chr [1:16231] "-" "31" "-" "-" ... #> ..$ American Indian or Alaska Native Age 3 to 5 : chr [1:16231] "-" "0" "-" "-" ... #> ..$ Asian Age 3-5 : chr [1:16231] "-" "0" "-" "-" ... #> ..$ Black or African American Age 3-5 : chr [1:16231] "-" "19" "-" "-" ... #> ..$ Hispanic/Latino Age 3-5 : chr [1:16231] "-" "13" "-" "-" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : chr [1:16231] "-" "0" "-" "-" ... #> ..$ Two or More Races Age 3-5 : chr [1:16231] "-" "0" "-" "-" ... #> ..$ White Age 3-5 : chr [1:16231] "-" "82" "-" "-" ... #> ..$ Female Age 3 to 5 : chr [1:16231] "-" "48" "-" "-" ... #> ..$ Male Age 3 to 5 : chr [1:16231] "-" "66" "-" "-" ... #> ..$ LEP Yes Age 3 to 5 : chr [1:16231] "-" "1" "-" "-" ... #> ..$ LEP No Age 3 to 5 : chr [1:16231] "-" "113" "-" "-" ... #> ..$ Age 3 to 5 : chr [1:16231] "-" "114" "-" "-" ... #> ..$ Age 6 : chr [1:16231] "0" "-" "14" "283" ... #> ..$ Age 7 : chr [1:16231] "0" "-" "9" "330" ... #> ..$ Age 8 : chr [1:16231] "0" "-" "17" "426" ... #> ..$ Age 9 : chr [1:16231] "0" "-" "11" "491" ... #> ..$ Age 10 : chr [1:16231] "0" "-" "17" "538" ... #> ..$ Age 11 : chr [1:16231] "0" "-" "14" "468" ... #> ..$ Age 12 : chr [1:16231] "0" "-" "20" "394" ... #> ..$ Age 13 : chr [1:16231] "0" "-" "15" "394" ... #> ..$ Age 14 : chr [1:16231] "0" "-" "13" "392" ... #> ..$ Age 15 : chr [1:16231] "0" "-" "30" "347" ... #> ..$ Age 16 : chr [1:16231] "3" "-" "33" "328" ... #> ..$ Age 17 : chr [1:16231] "2" "-" "21" "331" ... #> ..$ Age 18 : chr [1:16231] "2" "-" "26" "239" ... #> ..$ Age 19 : chr [1:16231] "15" "-" "13" "80" ... #> ..$ Age 20 : chr [1:16231] "14" "-" "8" "47" ... #> ..$ Age 21 : chr [1:16231] "2" "-" "0" "6" ... #> ..$ Age 6-11 : chr [1:16231] "0" "-" "82" "2536" ... #> ..$ Age 12-17 : chr [1:16231] "5" "-" "132" "2186" ... #> ..$ Age 18-21 : chr [1:16231] "33" "-" "47" "372" ... #> ..$ Ages 6-21 : chr [1:16231] "38" "-" "261" "5094" ... #> ..$ LEP Yes Age 6 to 21 : chr [1:16231] "0" "-" "7" "235" ... #> ..$ LEP No Age 6 to 21 : chr [1:16231] "38" "-" "254" "4859" ... #> ..$ Female Age 6 to 21 : chr [1:16231] "0" "-" "105" "1663" ... #> ..$ Male Age 6 to 21 : chr [1:16231] "38" "-" "156" "3431" ... #> ..$ American Indian or Alaska Native Age 6 to21 : chr [1:16231] "0" "-" "1" "24" ... #> ..$ Asian Age 6 to21 : chr [1:16231] "0" "-" "5" "37" ... #> ..$ Black or African American Age 6 to21 : chr [1:16231] "31" "-" "73" "1868" ... #> ..$ Hispanic/Latino Age 6 to21 : chr [1:16231] "0" "-" "17" "338" ... #> ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: chr [1:16231] "0" "-" "0" "5" ... #> ..$ Two or more races Age 6 to21 : chr [1:16231] "0" "-" "2" "110" ... #> ..$ White Age 6 to21 : chr [1:16231] "7" "-" "163" "2712" ... #> ..- attr(*, "problems")= tibble [4 × 5] (S3: tbl_df/tbl/data.frame) #> .. ..$ row : int [1:4] 16228 16229 16230 16231 #> .. ..$ col : chr [1:4] "Year" "Year" "Year" "Year" #> .. ..$ expected: chr [1:4] "a double" "a double" "a double" "a double" #> .. ..$ actual : chr [1:4] "-------------------" "- Data not available" "x Data suppressed due to small cell size" "* Data flagged due to questionable data quality" #> .. ..$ file : chr [1:4] "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2017-18.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2017-18.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2017-18.txt'" "'/Users/shortessay/Desktop/data/bchildcountandedenvironments2017-18.txt'" #> ..- attr(*, "spec")=List of 3 #> .. ..$ cols :List of 50 #> .. .. ..$ Year : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_double" "collector" #> .. .. ..$ State Name : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Education Environment : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ SEA Disability Category : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 4 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or More Races Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 3-5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 3 to 5 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 7 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 8 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 9 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 10 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 13 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 14 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 15 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 16 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 19 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 20 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 6-11 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 12-17 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Age 18-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Ages 6-21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP Yes Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ LEP No Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Female Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Male Age 6 to 21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ American Indian or Alaska Native Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Asian Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Black or African American Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Hispanic/Latino Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Native Hawaiian or Other Pacific Islander Age 6 to21: list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ Two or more races Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. .. ..$ White Age 6 to21 : list() #> .. .. .. ..- attr(*, "class")= chr [1:2] "collector_character" "collector" #> .. ..$ default: list() #> .. .. ..- attr(*, "class")= chr [1:2] "collector_guess" "collector" #> .. ..$ skip : num 5 #> .. ..- attr(*, "class")= chr "col_spec"