diff --git a/data/qualtrics_district_and_school_code_key.csv b/data/qualtrics_district_and_school_code_key.csv
index 3eac4c83..2f500b9d 100644
--- a/data/qualtrics_district_and_school_code_key.csv
+++ b/data/qualtrics_district_and_school_code_key.csv
@@ -1,194 +1,193 @@
-District,District Code,School Name,School Code,
-Attleboro,1,Attleboro High School,1,
-Attleboro,1,Cyril K. Brennan Middle School,2,
-Attleboro,1,Robert J. Coelho Middle School,3,
-Attleboro,1,Wamsutta Middle School,4,
-Attleboro,1,Hill-Roberts Elementary School,5,
-Attleboro,1,Hyman Fine Elementary School,6,
-Attleboro,1,A. Irvin Studley Elementary School,7,
-Attleboro,1,Peter Thacher Elementary School,8,
-Attleboro,1,Thomas Willett Elementary School,9,
-Boston,2,Samuel Adams Elementary School,1,
-Boston,2,Dante Alghieri Montessori School,2,
-Boston,2,Another Course to College,3,
-Boston,2,Phineas Bates Elementary School,4,
-Boston,2,Ludwig van Beethoven Elementary School,5,
-Boston,2,Blackstone Innovation School,6,
-Boston,2,Boston Arts Academy,7,
-Boston,2,Boston Community Leadership Academy,8,
-Boston,2,Boston Day and Evening Academy,9,
-Boston,2,Boston Green Academy,10,
-Boston,2,Boston International Newcomers Academy,11,
-Boston,2,Boston Latin Academy,12,
-Boston,2,Boston Latin School,13,
-Boston,2,Boston Teachers Union K-8 School,14,
-Boston,2,Manassah E. Bradley Elementary School,15,
-Boston,2,Brighton High School,16,
-Boston,2,Jeremiah E. Burke High School,17,
-Boston,2,William E. Channing Elementary School,18,
-Boston,2,Charlestown High School,19,
-Boston,2,James J. Chittick Elementary School,20,
-Boston,2,Clap Elementary School,21,
-Boston,2,Community Academy,22,
-Boston,2,Community Academy of Science and Health,23,
-Boston,2,James F. Condon K-8 School,24,
-Boston,2,George H. Conley Elementary School,25,
-Boston,2,Curley K-8 School,26,
-Boston,2,Henry Dearborn STEM Academy,27,
-Boston,2,Paul A. Dever Elementary School,28,
-Boston,2,Boston Collaborative High School,29,
-Boston,2,Dudley Street Neighborhood Charter School,30,
-Boston,2,East Boston High School,31,
-Boston,2,Thomas Edison K-8 School,32,
-Boston,2,Clarence R. Edwards Middle School,33,
-Boston,2,John Eliot K-8 School,34,
-Boston,2,David A. Ellis Elementary School,35,
-Boston,2,English High School,36,
-Boston,2,Edward Everett Elementary School,37,
-Boston,2,Excel High School,38,
-Boston,2,Fenway High School,39,
-Boston,2,Lilla G. Frederick Middle School,40,
-Boston,2,Gardner Pilot Academy,41,
-Boston,2,Greater Egleston High School,42,
-Boston,2,Sarah Greenwood K-8 School,43,
-Boston,2,Henry Grew Elementary School,44,
-Boston,2,Curtis Guild Elementary School,45,
-Boston,2,Nathan Hale Elementary School,46,
-Boston,2,Dennis Haley K-8 School,47,
-Boston,2,Harvard/Kent Elementary School,48,
-Boston,2,Dr. William W. Henderson K-12 Inclusion School,49,
-Boston,2,James W. Hennigan K-8 School,50,
-Boston,2,Rafael Hernandez K-8 School,51,
-Boston,2,Higginson-Lewis School,52,
-Boston,2,Oliver Wendell Holmes Elementary School,53,
-Boston,2,Horace Mann School for the Deaf and Hard of Hearing,54,
-Boston,2,Joseph Hurley K-8 School,55,
-Boston,2,Washington Irving Middle School,56,
-Boston,2,Jackson/Mann K-8 School,57,
-Boston,2,Edward M. Kennedy Academy for Health Careers,58,
-Boston,2,John F. Kennedy Elementary School,59,
-Boston,2,Patrick Kennedy Elementary School,60,
-Boston,2,Thomas J. Kenny Elementary School,61,
-Boston,2,Joyce Kilmer K-8 School,62,
-Boston,2,"Martin Luther King, Jr. K-8 School",63,
-Boston,2,Joseph Lee K-8 School,64,
-Boston,2,Patrick Lydon K-8 School,65,
-Boston,2,Mary Lyon K-8 School,66,
-Boston,2,Mary Lyon High School,67,
-Boston,2,Madison Park Technical Vocational High School,68,
-Boston,2,Joseph P. Manning Elementary School,69,
-Boston,2,Samuel Mason Elementary School,70,
-Boston,2,Mather Elementary School,71,
-Boston,2,John W. McCormack Middle School,72,
-Boston,2,Donald McKay K-8 School,73,
-Boston,2,William McKinley Elementary School,74,
-Boston,2,William McKinley Middle School,75,
-Boston,2,William McKinley South End Academy,76,
-Boston,2,William McKinley Preparatory High School,77,
-Boston,2,William McKinley School,78,
-Boston,2,Ellis Mendell School,79,
-Boston,2,Mildred Avenue K-8 School,80,
-Boston,2,Mission Hill K-8 School,81,
-Boston,2,Wolfgang A. Mozart Elementary School,82,
-Boston,2,Margarita Muniz Academy,83,
-Boston,2,Richard J. Murphy K-8 School,84,
-Boston,2,New Mission High School,85,
-Boston,2,John D. O'Bryant School of Mathematics and Science,86,
-Boston,2,Hugh R. O'Donnell Elementary School,87,
-Boston,2,William Ohrenberger School,88,
-Boston,2,Orchard Gardens K-8 School,89,
-Boston,2,James Otis Elementary School,90,
-Boston,2,Michael J. Perkins Elementary School,91,
-Boston,2,Oliver Hazard Perry K-8 School,92,
-Boston,2,John D. Philbrick Elementary School,93,
-Boston,2,Josiah Quincy Elementary School,94,
-Boston,2,Josiah Quincy Upper School,95,
-Boston,2,Franklin D. Roosevelt K-8 School,96,
-Boston,2,William E. Russell Elementary School,97,
-Boston,2,Pauline A. Shaw Elementary School,98,
-Boston,2,Snowden International School at Copley,99,
-Boston,2,Charles Sumner Elementary School,100,
-Boston,2,Charles H. Taylor Elementary School,101,
-Boston,2,TechBoston Academy,102,
-Boston,2,James P. Timilty Middle School,103,
-Boston,2,Maurice Tobin K-8 School,104,
-Boston,2,William Monroe Trotter K-8 School,105,
-Boston,2,Joseph P. Tynan Elementary School,106,
-Boston,2,Mario Umana Academy,107,
-Boston,2,UP Academy Boston,108,
-Boston,2,UP Academy Dorchester,109,
-Boston,2,UP Academy Holland,110,
-Boston,2,Urban Science Academy,111,
-Boston,2,Warren/Prescott K-8 School,112,
-Boston,2,West Roxbury Academy,113,
-Boston,2,F. Lyman Winship Elementary School,114,
-Boston,2,John Winthrop Elementary School,115,
-Boston,2,Young Achievers Science and Math K-8 School,116,
-Lowell,3,Bailey Elementary School,1,
-Lowell,3,Butler Middle School,2,
-Lowell,3,Cardinal O'Connell Alternative School,3,
-Lowell,3,Daley Middle School,4,
-Lowell,3,Greenhalge Elementary School,5,
-Lowell,3,Laura Lee Therapeutic Day School,6,
-Lowell,3,LeBlanc Therapeutic Day School,7,
-Lowell,3,Lowell High School,8,
-Lowell,3,McAuliffe Elementary School,9,
-Lowell,3,McAvinnue Elementary School,10,
-Lowell,3,Moody Elementary School,11,
-Lowell,3,Morey Elementary School,12,
-Lowell,3,Murkland Elementary School,13,
-Lowell,3,Pawtucketville Memorial Elementary School,14,
-Lowell,3,Pyne Arts School,15,
-Lowell,3,Reilly Elementary School,16,
-Lowell,3,Riverside School,17,
-Lowell,3,Robinson Middle School,18,
-Lowell,3,Shaughnessy Elementary School,19,
-Lowell,3,STEM Academy at the Rogers School,20,
-Lowell,3,Stoklosa Middle School,21,
-Lowell,3,Sullivan Middle School,22,
-Lowell,3,The Career Academy,23,
-Lowell,3,Wang Middle School,24,
-Lowell,3,Washington Elementary School,25,
-Lowell,3,Bartlett Community Partnership School,26,
-Lowell,3,Adie Day School,51,
-Lowell,3,Abraham Lincoln Elementary School,52,
-Revere,4,Beachmont Elementary School,1,
-Revere,4,Garfield Elementary School,2,
-Revere,4,Garfield Middle School,3,
-Revere,4,Hill Elementary School,4,
-Revere,4,Lincoln Elementary School,5,
-Revere,4,Paul Revere Elementary School,6,
-Revere,4,Whelan Elementary School,7,
-Revere,4,Susan B. Anthony Middle School,8,
-Revere,4,Rumney Marsh Academy,9,
-Revere,4,Revere High School,10,
-Revere,4,Seacoast High School,11,
-Somerville,5,Arthur D. Healey School,1,
-Somerville,5,Benjamin G. Brown School,2,
-Somerville,5,Dr. Albert F. Argenziano School at Lincoln Park,3,
-Somerville,5,East Somerville Community School,4,
-Somerville,5,Full Circle High School,5,
-Somerville,5,John F. Kennedy Elementary School,6,
-Somerville,5,Next Wave Junior High School,5,"Next Wave and Full Circle should be combined, with both coded as 5"
-Somerville,5,Somerville High School,8,
-Somerville,5,West Somerville Neighborhood School,9,
-Somerville,5,Winter Hill Community Innovation School,10,
-Somerville,5,Michael E Capuano Early Childhood Center,12,
-Winchester,6,Ambrose Elementary School,1,
-Winchester,6,Lincoln Elementary School,2,
-Winchester,6,Lynch Elementary School,3,
-Winchester,6,Muraco Elementary School,4,
-Winchester,6,Vinson-Owen Elementary School,5,
-Winchester,6,McCall Middle School,6,
-Winchester,6,Winchester High School,7,
-Milford,7,Woodland Elementary School,1,
-Milford,7,Milford High School,2,
-Milford,7,Stacy Middle School,26,
-Milford,7,Brookside Elementary School,3,
-Milford,7,Memorial Elementary School,4,
-Milford,7,Shining Star Early Childhood Center,5,
-Wareham,8,Minot Forest Elementary School,2,
-Wareham,8,Wareham Middle School,3,
-Wareham,8,Wareham High School,4,
-Wareham,8,Wareham Cooperative Alternative School,8,
-Wareham,8,John William Decas Elementary School,1,
\ No newline at end of file
+District,District Code,School Name,School Code,
+Attleboro,1,Attleboro High School,1,
+Attleboro,1,Cyril K. Brennan Middle School,2,
+Attleboro,1,Robert J. Coelho Middle School,3,
+Attleboro,1,Wamsutta Middle School,4,
+Attleboro,1,Hill-Roberts Elementary School,5,
+Attleboro,1,Hyman Fine Elementary School,6,
+Attleboro,1,A. Irvin Studley Elementary School,7,
+Attleboro,1,Peter Thacher Elementary School,8,
+Attleboro,1,Thomas Willett Elementary School,9,
+Boston,2,Samuel Adams Elementary School,1,
+Boston,2,Dante Alghieri Montessori School,2,
+Boston,2,Another Course to College,3,
+Boston,2,Phineas Bates Elementary School,4,
+Boston,2,Ludwig van Beethoven Elementary School,5,
+Boston,2,Blackstone Innovation School,6,
+Boston,2,Boston Arts Academy,7,
+Boston,2,Boston Community Leadership Academy,8,
+Boston,2,Boston Day and Evening Academy,9,
+Boston,2,Boston Green Academy,10,
+Boston,2,Boston International Newcomers Academy,11,
+Boston,2,Boston Latin Academy,12,
+Boston,2,Boston Latin School,13,
+Boston,2,Boston Teachers Union K-8 School,14,
+Boston,2,Manassah E. Bradley Elementary School,15,
+Boston,2,Brighton High School,16,
+Boston,2,Jeremiah E. Burke High School,17,
+Boston,2,William E. Channing Elementary School,18,
+Boston,2,Charlestown High School,19,
+Boston,2,James J. Chittick Elementary School,20,
+Boston,2,Clap Elementary School,21,
+Boston,2,Community Academy,22,
+Boston,2,Community Academy of Science and Health,23,
+Boston,2,James F. Condon K-8 School,24,
+Boston,2,George H. Conley Elementary School,25,
+Boston,2,Curley K-8 School,26,
+Boston,2,Henry Dearborn STEM Academy,27,
+Boston,2,Paul A. Dever Elementary School,28,
+Boston,2,Boston Collaborative High School,29,
+Boston,2,Dudley Street Neighborhood Charter School,30,
+Boston,2,East Boston High School,31,
+Boston,2,Thomas Edison K-8 School,32,
+Boston,2,Clarence R. Edwards Middle School,33,
+Boston,2,John Eliot K-8 School,34,
+Boston,2,David A. Ellis Elementary School,35,
+Boston,2,English High School,36,
+Boston,2,Edward Everett Elementary School,37,
+Boston,2,Excel High School,38,
+Boston,2,Fenway High School,39,
+Boston,2,Lilla G. Frederick Middle School,40,
+Boston,2,Gardner Pilot Academy,41,
+Boston,2,Greater Egleston High School,42,
+Boston,2,Sarah Greenwood K-8 School,43,
+Boston,2,Henry Grew Elementary School,44,
+Boston,2,Curtis Guild Elementary School,45,
+Boston,2,Nathan Hale Elementary School,46,
+Boston,2,Dennis Haley K-8 School,47,
+Boston,2,Harvard/Kent Elementary School,48,
+Boston,2,Dr. William W. Henderson K-12 Inclusion School,49,
+Boston,2,James W. Hennigan K-8 School,50,
+Boston,2,Rafael Hernandez K-8 School,51,
+Boston,2,Higginson-Lewis School,52,
+Boston,2,Oliver Wendell Holmes Elementary School,53,
+Boston,2,Horace Mann School for the Deaf and Hard of Hearing,54,
+Boston,2,Joseph Hurley K-8 School,55,
+Boston,2,Washington Irving Middle School,56,
+Boston,2,Jackson/Mann K-8 School,57,
+Boston,2,Edward M. Kennedy Academy for Health Careers,58,
+Boston,2,John F. Kennedy Elementary School,59,
+Boston,2,Patrick Kennedy Elementary School,60,
+Boston,2,Thomas J. Kenny Elementary School,61,
+Boston,2,Joyce Kilmer K-8 School,62,
+Boston,2,"Martin Luther King, Jr. K-8 School",63,
+Boston,2,Joseph Lee K-8 School,64,
+Boston,2,Patrick Lydon K-8 School,65,
+Boston,2,Mary Lyon K-8 School,66,
+Boston,2,Mary Lyon High School,67,
+Boston,2,Madison Park Technical Vocational High School,68,
+Boston,2,Joseph P. Manning Elementary School,69,
+Boston,2,Samuel Mason Elementary School,70,
+Boston,2,Mather Elementary School,71,
+Boston,2,John W. McCormack Middle School,72,
+Boston,2,Donald McKay K-8 School,73,
+Boston,2,William McKinley Elementary School,74,
+Boston,2,William McKinley Middle School,75,
+Boston,2,William McKinley South End Academy,76,
+Boston,2,William McKinley Preparatory High School,77,
+Boston,2,William McKinley School,78,
+Boston,2,Ellis Mendell School,79,
+Boston,2,Mildred Avenue K-8 School,80,
+Boston,2,Mission Hill K-8 School,81,
+Boston,2,Wolfgang A. Mozart Elementary School,82,
+Boston,2,Margarita Muniz Academy,83,
+Boston,2,Richard J. Murphy K-8 School,84,
+Boston,2,New Mission High School,85,
+Boston,2,John D. O'Bryant School of Mathematics and Science,86,
+Boston,2,Hugh R. O'Donnell Elementary School,87,
+Boston,2,William Ohrenberger School,88,
+Boston,2,Orchard Gardens K-8 School,89,
+Boston,2,James Otis Elementary School,90,
+Boston,2,Michael J. Perkins Elementary School,91,
+Boston,2,Oliver Hazard Perry K-8 School,92,
+Boston,2,John D. Philbrick Elementary School,93,
+Boston,2,Josiah Quincy Elementary School,94,
+Boston,2,Josiah Quincy Upper School,95,
+Boston,2,Franklin D. Roosevelt K-8 School,96,
+Boston,2,William E. Russell Elementary School,97,
+Boston,2,Pauline A. Shaw Elementary School,98,
+Boston,2,Snowden International School at Copley,99,
+Boston,2,Charles Sumner Elementary School,100,
+Boston,2,Charles H. Taylor Elementary School,101,
+Boston,2,TechBoston Academy,102,
+Boston,2,James P. Timilty Middle School,103,
+Boston,2,Maurice Tobin K-8 School,104,
+Boston,2,William Monroe Trotter K-8 School,105,
+Boston,2,Joseph P. Tynan Elementary School,106,
+Boston,2,Mario Umana Academy,107,
+Boston,2,UP Academy Boston,108,
+Boston,2,UP Academy Dorchester,109,
+Boston,2,UP Academy Holland,110,
+Boston,2,Urban Science Academy,111,
+Boston,2,Warren/Prescott K-8 School,112,
+Boston,2,West Roxbury Academy,113,
+Boston,2,F. Lyman Winship Elementary School,114,
+Boston,2,John Winthrop Elementary School,115,
+Boston,2,Young Achievers Science and Math K-8 School,116,
+Lowell,3,Bailey Elementary School,1,
+Lowell,3,Butler Middle School,2,
+Lowell,3,Cardinal O'Connell Alternative School,3,
+Lowell,3,Daley Middle School,4,
+Lowell,3,Greenhalge Elementary School,5,
+Lowell,3,Laura Lee Therapeutic Day School,6,
+Lowell,3,LeBlanc Therapeutic Day School,7,
+Lowell,3,Lowell High School,8,
+Lowell,3,McAuliffe Elementary School,9,
+Lowell,3,McAvinnue Elementary School,10,
+Lowell,3,Moody Elementary School,11,
+Lowell,3,Morey Elementary School,12,
+Lowell,3,Murkland Elementary School,13,
+Lowell,3,Pawtucketville Memorial Elementary School,14,
+Lowell,3,Pyne Arts School,15,
+Lowell,3,Reilly Elementary School,16,
+Lowell,3,Riverside School,17,
+Lowell,3,Robinson Middle School,18,
+Lowell,3,Shaughnessy Elementary School,19,
+Lowell,3,STEM Academy at the Rogers School,20,
+Lowell,3,Stoklosa Middle School,21,
+Lowell,3,Sullivan Middle School,22,
+Lowell,3,The Career Academy,23,
+Lowell,3,Wang Middle School,24,
+Lowell,3,Washington Elementary School,25,
+Lowell,3,Bartlett Community Partnership School,26,
+Lowell,3,Adie Day School,51,
+Lowell,3,Abraham Lincoln Elementary School,52,
+Revere,4,Beachmont Elementary School,1,
+Revere,4,Garfield Elementary School,2,
+Revere,4,Garfield Middle School,3,
+Revere,4,Hill Elementary School,4,
+Revere,4,Lincoln Elementary School,5,
+Revere,4,Paul Revere Elementary School,6,
+Revere,4,Whelan Elementary School,7,
+Revere,4,Susan B. Anthony Middle School,8,
+Revere,4,Rumney Marsh Academy,9,
+Revere,4,Revere High School,10,
+Revere,4,Seacoast High School,11,
+Somerville,5,Arthur D. Healey School,1,
+Somerville,5,Benjamin G. Brown School,2,
+Somerville,5,Dr. Albert F. Argenziano School at Lincoln Park,3,
+Somerville,5,East Somerville Community School,4,
+Somerville,5,Next Wave/Full Circle,5,
+Somerville,5,John F. Kennedy Elementary School,6,
+Somerville,5,Somerville High School,8,
+Somerville,5,West Somerville Neighborhood School,9,
+Somerville,5,Winter Hill Community Innovation School,10,
+Somerville,5,Michael E Capuano Early Childhood Center,12,
+Winchester,6,Ambrose Elementary School,1,
+Winchester,6,Lincoln Elementary School,2,
+Winchester,6,Lynch Elementary School,3,
+Winchester,6,Muraco Elementary School,4,
+Winchester,6,Vinson-Owen Elementary School,5,
+Winchester,6,McCall Middle School,6,
+Winchester,6,Winchester High School,7,
+Milford,7,Woodland Elementary School,1,
+Milford,7,Milford High School,2,
+Milford,7,Stacy Middle School,26,
+Milford,7,Brookside Elementary School,3,
+Milford,7,Memorial Elementary School,4,
+Milford,7,Shining Star Early Childhood Center,5,
+Wareham,8,Minot Forest Elementary School,2,
+Wareham,8,Wareham Middle School,3,
+Wareham,8,Wareham High School,4,
+Wareham,8,Wareham Cooperative Alternative School,8,
+Wareham,8,John William Decas Elementary School,1,