chore:seed demographics

app/lib/dashboard/seeder.rb

@@ -6,7 +6,7 @@ module Dashboard
         academic_years << { range: }
       end
 
-      AcademicYear.upsert_all(academic_years)
+      AcademicYear.upsert_all(academic_years, unique_by: :range)
     end
 
     def seed_districts_and_schools(csv_file)
@@ -30,7 +30,7 @@ module Dashboard
                      is_hs: marked?(hs), slug: school_name.parameterize }
       end
 
-      School.insert_all(schools)
+      School.insert_all(schools, unique_by: :dese_id)
 
       Respondent.joins(:school).where.not("school.dese_id": dese_ids).destroy_all
       School.where.not(dese_id: dese_ids).destroy_all
@@ -97,9 +97,9 @@ module Dashboard
       AdminDataItem.where.not(id: admin_data_item_ids).delete_all
     end
 
-    #     def seed_demographics(csv_file)
-    #       DemographicLoader.load_data(filepath: csv_file)
-    #     end
+    def seed_demographics(csv_file)
+      DemographicLoader.load_data(filepath: csv_file)
+    end
 
     #     def seed_enrollment(csv_file)
     #       EnrollmentLoader.load_data(filepath: csv_file)

app/services/dashboard/cleaner.rb

@@ -0,0 +1,146 @@
+require "fileutils"
+module Dashboard
+  class Cleaner
+    attr_reader :input_filepath, :output_filepath, :log_filepath
+
+    def initialize(input_filepath:, output_filepath:, log_filepath:)
+      @input_filepath = input_filepath
+      @output_filepath = output_filepath
+      @log_filepath = log_filepath
+      initialize_directories
+    end
+
+    def clean
+      Dir.glob(Rails.root.join(input_filepath, "*.csv")).each do |filepath|
+        puts filepath
+        File.open(filepath) do |file|
+          processed_data = process_raw_file(file:)
+          processed_data in [headers, clean_csv, log_csv, data]
+          return if data.empty?
+
+          filename = filename(headers:, data:, filepath:)
+          write_csv(data: clean_csv, output_filepath:, filename:)
+          write_csv(data: log_csv, output_filepath: log_filepath, prefix: "removed.", filename:)
+        end
+      end
+    end
+
+    def filename(headers:, data:, filepath:)
+      output = []
+      survey_item_ids = headers.filter(&:present?).filter do |header|
+                          header.start_with?("s-", "t-")
+                        end.reject { |item| item.end_with? "-1" }
+      survey_type = SurveyItem.survey_type(survey_item_ids:)
+      range = data.first.academic_year.range
+
+      districts = data.map do |row|
+        row.district.short_name
+      end.to_set.to_a
+
+      schools = data.map do |row|
+        row.school.name
+      end.to_set
+
+      part = filepath&.match(/[\b\s_.]+(part|form)[\W*_](?<label>[\w\d])/i)&.named_captures&.[]("label")&.upcase
+
+      school_name = schools.first.parameterize
+
+      output << districts.join(".")
+      output << school_name if schools.length == 1
+      output << survey_type.to_s
+      output << "Part-" + part unless part.nil?
+      output << range
+      output << "csv"
+      output.join(".")
+    end
+
+    def process_raw_file(file:)
+      clean_csv = []
+      log_csv = []
+      data = []
+      headers = CSV.parse(file.first).first
+      duplicate_header = headers.detect { |header| headers.count(header) > 1 }
+      unless duplicate_header.nil?
+        puts "\n>>>>>>>>>>>>>>>>>>    Duplicate header found.  This will misalign column headings.  Please delete or rename the duplicate column: #{duplicate_header} \n>>>>>>>>>>>>>> \n"
+      end
+      headers = headers.to_set
+      headers = headers.merge(Set.new(["Raw Income", "Income", "Raw ELL", "ELL", "Raw SpEd", "SpEd", "Progress Count",
+                                       "Race", "Gender"])).to_a
+      filtered_headers = include_all_headers(headers:)
+      filtered_headers = remove_unwanted_headers(headers: filtered_headers)
+      log_headers = (filtered_headers + ["Valid Duration?", "Valid Progress?", "Valid Grade?",
+                                         "Valid Standard Deviation?"]).flatten
+      clean_csv << filtered_headers
+      log_csv << log_headers
+
+      all_survey_items = survey_items(headers:)
+
+      file.lazy.each_slice(1000) do |lines|
+        CSV.parse(lines.join, headers:).map do |row|
+          values = SurveyItemValues.new(row:, headers:,
+                                        survey_items: all_survey_items, schools:)
+          next unless values.valid_school?
+
+          data << values
+          values.valid? ? clean_csv << values.to_a : log_csv << (values.to_a << values.valid_duration?.to_s << values.valid_progress?.to_s << values.valid_grade?.to_s << values.valid_sd?.to_s)
+        end
+      end
+      [headers, clean_csv, log_csv, data]
+    end
+
+    private
+
+    def include_all_headers(headers:)
+      alternates = headers.filter(&:present?)
+                          .filter { |header| header.match?(/^[st]-\w*-\w*-1$/i) }
+      alternates.each do |header|
+        main = header.sub(/-1\z/, "")
+        headers.push(main) unless headers.include?(main)
+      end
+      headers
+    end
+
+    def initialize_directories
+      create_ouput_directory
+      create_log_directory
+    end
+
+    def remove_unwanted_headers(headers:)
+      headers.to_set.to_a.compact.reject do |item|
+        item.start_with? "Q"
+      end.reject { |header| header.match?(/^[st]-\w*-\w*-1$/i) }
+    end
+
+    def write_csv(data:, output_filepath:, filename:, prefix: "")
+      csv = CSV.generate do |csv|
+        data.each do |row|
+          csv << row
+        end
+      end
+      File.write(output_filepath.join(prefix + filename), csv)
+    end
+
+    def schools
+      @schools ||= School.school_hash
+    end
+
+    def genders
+      @genders ||= Gender.by_qualtrics_code
+    end
+
+    def survey_items(headers:)
+      survey_item_ids = headers
+                        .filter(&:present?)
+                        .filter { |header| header.start_with? "t-", "s-" }
+      @survey_items ||= SurveyItem.where(survey_item_id: survey_item_ids)
+    end
+
+    def create_ouput_directory
+      FileUtils.mkdir_p output_filepath
+    end
+
+    def create_log_directory
+      FileUtils.mkdir_p log_filepath
+    end
+  end
+end

app/services/dashboard/demographic_loader.rb

@@ -0,0 +1,63 @@
+# frozen_string_literal: true
+
+require "csv"
+
+module Dashboard
+  class DemographicLoader
+    def self.load_data(filepath:)
+      CSV.parse(File.read(filepath), headers: true) do |row|
+        process_race(row:)
+        process_gender(row:)
+        create_from_column(column: "Income", row:, model: Income)
+        create_from_column(column: "ELL", row:, model: Ell)
+        create_from_column(column: "Special Ed Status", row:, model: Sped)
+      end
+    end
+
+    def self.process_race(row:)
+      qualtrics_code = row["Race Qualtrics Code"].to_i
+      designation = row["Race/Ethnicity"]
+      return unless qualtrics_code && designation
+
+      if qualtrics_code.between?(6, 7)
+        UnknownRace.new(qualtrics_code:, designation:)
+      else
+        KnownRace.new(qualtrics_code:, designation:)
+      end
+    end
+
+    def self.process_gender(row:)
+      qualtrics_code = row["Gender Qualtrics Code"].to_i
+      designation = row["Sex/Gender"]
+      return unless qualtrics_code && designation
+
+      gender = Gender.find_or_create_by!(qualtrics_code:, designation:)
+      gender.save
+    end
+
+    def self.create_from_column(column:, row:, model:)
+      designation = row[column]
+      return unless designation
+
+      model.find_or_create_by!(designation:)
+    end
+  end
+
+  class KnownRace
+    def initialize(qualtrics_code:, designation:)
+      known = Race.find_or_create_by!(qualtrics_code:)
+      known.designation = designation
+      known.slug = designation.parameterize
+      known.save
+    end
+  end
+
+  class UnknownRace
+    def initialize(qualtrics_code:, designation:)
+      unknown = Race.find_or_create_by!(qualtrics_code: 99)
+      unknown.designation = "Race/Ethnicity Not Listed"
+      unknown.slug = designation.parameterize
+      unknown.save
+    end
+  end
+end

app/services/dashboard/dese/enrollments.rb

@@ -0,0 +1,38 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  module Enrollments
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def scrape_enrollments(filepath:)
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'PK', 'K', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', 'SP', 'Total']
+      write_headers(filepath:, headers:)
+      run do |academic_year|
+        admin_data_item_id = ''
+        url = 'https://profiles.doe.mass.edu/statereport/enrollmentbygrade.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = ->(_headers, _items) { 'NA' }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def student_count(filepath:, dese_id:, year:)
+      @students ||= {}
+      if @students.count == 0
+        CSV.parse(File.read(filepath), headers: true).map do |row|
+          academic_year = row['Academic Year']
+          school_id = row['DESE ID'].to_i
+          total = row['Total'].gsub(',', '').to_i
+          @students[[school_id, academic_year]] = total
+        end
+      end
+      @students[[dese_id, year]]
+    end
+  end
+end

app/services/dashboard/dese/five_c_one.rb

@@ -0,0 +1,48 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class FiveCOne
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '5C_1_art_course.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'K', '01', '02', '03', '04', '05', '06', '07', '08', '09', '10',
+                 '11', '12', 'All Grades', 'Total Students']
+      write_headers(filepath:, headers:)
+
+      run_a_picp_i1(filepath:)
+
+      browser.close
+    end
+
+    def run_a_picp_i1(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-picp-i1'
+        url = 'https://profiles.doe.mass.edu/statereport/artcourse.aspx'
+        range = "#{academic_year.range.split('-')[1].to_i + 2000}"
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddView' => 'Percent' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          percent_graduated_index = headers['All Grades'] - 1
+          if items[percent_graduated_index].nil? || items[percent_graduated_index] == '' || items[percent_graduated_index].strip == '.0'
+            return 'NA'
+          end
+
+          percent_passing = items[percent_graduated_index].to_f
+          benchmark = 77.5
+          percent_passing * 4 / benchmark if percent_graduated_index.present?
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/five_d_two.rb

@@ -0,0 +1,56 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class FiveDTwo
+    include Dese::Scraper
+    include Dese::Enrollments
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', 'enrollments.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '5D_2_age_staffing.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      scrape_enrollments(filepath:)
+
+      filepath = filepaths[1]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '<26 yrs (# )', '26-32 yrs (#)', '33-40 yrs (#)', '41-48 yrs (#)', '49-56 yrs (#)', '57-64 yrs (#)', 'Over 64 yrs (#)', 'FTE Count']
+      write_headers(filepath:, headers:)
+
+      run_a_phya_i1(filepath:)
+
+      browser.close
+    end
+
+    def run_a_phya_i1(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-phya-i1'
+        url = 'https://profiles.doe.mass.edu/statereport/agestaffing.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddJobClassification' => 'School Nurse -- Non-Special Education' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          nurse_index = headers['FTE Count']
+          return 'NA' if items[nurse_index] == '' || items[nurse_index].strip == '.0'
+
+          nurse_count = items[nurse_index].to_f
+          benchmark = 750
+          nurse_count * 4 / benchmark if nurse_index.present?
+
+          dese_id = items[headers['School Code']].to_i
+          num_of_students = student_count(filepath: filepaths[0], dese_id:, year: academic_year.range) || 0
+          items << num_of_students
+          items << (num_of_students / nurse_count)
+          ((benchmark - (num_of_students / nurse_count)) + benchmark) * 4 / benchmark
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/four_a_one.rb

@@ -0,0 +1,44 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class FourAOne
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '4A_1_grade_nine_course_pass.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '# Grade Nine Students', '# Passing All Courses', '% Passing All Courses']
+      write_headers(filepath:, headers:)
+
+      run_a_ovpe_i1(filepath:)
+
+      browser.close
+    end
+
+    def run_a_ovpe_i1(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-ovpe-i1'
+        url = 'https://profiles.doe.mass.edu/statereport/gradeninecoursepass.aspx'
+        range = "#{academic_year.range.split('-')[1].to_i + 2000}"
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          passing_index = headers['% Passing All Courses']
+          return 'NA' if items[passing_index] == '' || items[passing_index].strip == '.0'
+
+          percent_passing = items[passing_index].to_f
+          benchmark = 95
+          percent_passing * 4 / benchmark if passing_index.present?
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/four_b_two.rb

@@ -0,0 +1,105 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class FourBTwo
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '4B_2_four_year_grad.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '4B_2_retention.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '4B_2_five_year_grad.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '# in Cohort', '% Graduated', '% Still in School', '% Non-Grad Completers', '% H.S. Equiv.',
+                 '% Dropped Out', '% Permanently Excluded']
+      write_headers(filepath:, headers:)
+
+      run_a_degr_i1(filepath:)
+
+      filepath = filepaths[1]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '# Enrolled', '# Retained', '% Retained', '01', '02', '03', '04', '05', '06', '07', '08', '09', '10',
+                 '11', '12']
+      write_headers(filepath:, headers:)
+
+      run_a_degr_i2(filepath:)
+
+      filepath = filepaths[2]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '# in Cohort', '% Graduated', '% Still in School', '% Non-Grad Completers', '% H.S. Equiv.',
+                 '% Dropped Out', '% Permanently Excluded']
+      write_headers(filepath:, headers:)
+
+      run_a_degr_i3(filepath:)
+      browser.close
+    end
+
+    def run_a_degr_i1(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-degr-i1'
+        url = 'https://profiles.doe.mass.edu/statereport/gradrates.aspx'
+        range = "#{academic_year.range.split('-')[1].to_i + 2000}"
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddRateType' => '4yr Grad' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          percent_graduated_index = headers['% Graduated']
+          return 'NA' if items[percent_graduated_index] == '' || items[percent_graduated_index].strip == '.0'
+
+          percent_passing = items[percent_graduated_index].to_f
+          benchmark = 80
+          percent_passing * 4 / benchmark if percent_graduated_index.present?
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_degr_i2(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-degr-i2'
+        url = 'https://profiles.doe.mass.edu/statereport/retention.aspx'
+        range = "#{academic_year.range.split('-')[1].to_i + 2000}"
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddView' => 'Percent' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          retained_index = headers['% Retained']
+          return 'NA' if items[retained_index] == '' || items[retained_index].strip == '.0'
+
+          percent_retained = items[retained_index].to_f
+          benchmark = 2
+          ((benchmark - percent_retained) + benchmark) * 4 / benchmark if retained_index.present?
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_degr_i3(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-degr-i3'
+        url = 'https://profiles.doe.mass.edu/statereport/gradrates.aspx'
+        range = "#{academic_year.range.split('-')[1].to_i + 2000}"
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddRateType' => '5yr Grad' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          percent_graduated_index = headers['% Graduated']
+          return 'NA' if items[percent_graduated_index] == '' || items[percent_graduated_index].strip == '.0'
+
+          percent_passing = items[percent_graduated_index].to_f
+          benchmark = 85
+          percent_passing * 4 / benchmark if percent_graduated_index.present?
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/four_d_one.rb

@@ -0,0 +1,74 @@
+require 'watir'
+require 'csv'
+
+# TODO: convert this to simpler format  and add a run_all method
+module Dese
+  class FourDOne
+    attr_reader :filepath
+
+    def initialize(filepath: Rails.root.join('data', 'admin_data', 'dese', '4D_1_plans_of_grads.csv'))
+      @filepath = filepath
+    end
+
+    def run_all
+      url = 'https://profiles.doe.mass.edu/statereport/plansofhsgrads.aspx'
+      browser = Watir::Browser.new
+      write_headers(filepath:)
+      academic_years = AcademicYear.all
+      academic_years.each do |academic_year|
+        table = scrape(browser:, url:, range: academic_year.range)
+        id = 'a-cgpr-i1'
+        write_csv(table:, filepath:, range: academic_year.range, id:) unless table.nil?
+      end
+      browser.close
+    end
+
+    def scrape(browser:, url:, range:)
+      browser.goto(url)
+
+      return unless browser.option(text: range).present?
+
+      browser.select(id: 'ctl00_ContentPlaceHolder1_ddReportType').select(/School/)
+      browser.select(id: 'ctl00_ContentPlaceHolder1_ddYear').select(text: range)
+      browser.button(id: 'btnViewReport').click
+      sleep Dese::Scraper::DELAY   # Sleep to prevent hitting mass.edu with too many requests
+      document = Nokogiri::HTML(browser.html)
+      document.css('tr')
+    end
+
+    def write_headers(filepath:)
+      CSV.open(filepath, 'w') do |csv|
+        headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID', '4 Year Private College', '4 Year Public College', '2 Year Private College', '2 Year Public College',
+                   'Other Post Secondary', 'Apprenticeship', 'Work', 'Military', 'Other', 'Unknown', 'Total']
+        csv << headers
+      end
+    end
+
+    def write_csv(table:, filepath:, range:, id:)
+      CSV.open(filepath, 'a') do |csv|
+        table.each do |row|
+          items = row.css('td').map(&:text)
+          dese_id = items[1].to_i
+          next if dese_id.nil? || dese_id.zero?
+
+          raw_likert_score = calculate(cells: items)
+          likert_score = raw_likert_score
+          likert_score = 5 if raw_likert_score > 5
+          likert_score = 1 if raw_likert_score < 1
+          likert_score = likert_score.round(2)
+          output = []
+          output << raw_likert_score
+          output << likert_score
+          output << id
+          output << range
+          output << items
+          csv << output.flatten
+        end
+      end
+    end
+
+    def calculate(cells:)
+      (cells[2].to_f + cells[3].to_f + cells[4].to_f + cells[5].to_f + cells[6].to_f + cells[7].to_f + cells[8].to_f) * 4 / 75
+    end
+  end
+end

app/services/dashboard/dese/loader.rb

@@ -0,0 +1,71 @@
+require "csv"
+
+module Dese
+  class Loader
+    def self.load_data(filepath:)
+      admin_data_values = []
+      CSV.parse(File.read(filepath), headers: true) do |row|
+        score = likert_score(row:)
+        next unless valid_likert_score(likert_score: score)
+
+        admin_data_values << create_admin_data_value(row:, score:)
+      end
+
+      AdminDataValue.import(admin_data_values.flatten.compact, batch_size: 1_000, on_duplicate_key_update: :all)
+    end
+
+    private
+
+    def self.valid_likert_score(likert_score:)
+      likert_score >= 1 && likert_score <= 5
+    end
+
+    def self.likert_score(row:)
+      likert_score = (row["Likert Score"] || row["LikertScore"] || row["Likert_Score"]).to_f
+      likert_score.round_up_to_one.round_down_to_five
+    end
+
+    def self.ay(row:)
+      row["Academic Year"] || row["AcademicYear"]
+    end
+
+    def self.dese_id(row:)
+      row["DESE ID"] || row["Dese ID"] || row["Dese Id"] || row["School ID"]
+    end
+
+    def self.admin_data_item(row:)
+      row["Admin Data Item"] || row["Item ID"] || row["Item Id"] || row["Item  ID"]
+    end
+
+    def self.create_admin_data_value(row:, score:)
+      school = School.find_by_dese_id(dese_id(row:).to_i)
+      admin_data_item_id = admin_data_item(row:)
+
+      return if school.nil?
+      return if admin_data_item_id.nil? || admin_data_item_id.blank?
+
+      admin_data_value = AdminDataValue.find_by(academic_year: AcademicYear.find_by_range(ay(row:)),
+        school:,
+        admin_data_item: AdminDataItem.find_by_admin_data_item_id(admin_data_item_id))
+      if admin_data_value.present?
+        admin_data_value.likert_score = score
+        admin_data_value.save
+        nil
+      else
+        AdminDataValue.new(
+          likert_score: score,
+          academic_year: AcademicYear.find_by_range(ay(row:)),
+          school:,
+          admin_data_item: AdminDataItem.find_by_admin_data_item_id(admin_data_item(row:))
+        )
+      end
+    end
+
+    private_class_method :valid_likert_score
+    private_class_method :likert_score
+    private_class_method :ay
+    private_class_method :dese_id
+    private_class_method :admin_data_item
+    private_class_method :create_admin_data_value
+  end
+end

app/services/dashboard/dese/one_a_one.rb

@@ -0,0 +1,115 @@
+require 'watir'
+require 'csv'
+# TODO: convert this to simpler format  and add a run_all method
+module Dese
+  class OneAOne
+    attr_reader :filepath
+
+    def initialize(filepath: Rails.root.join('data', 'admin_data', 'dese', '1A_1_teacher_data.csv'))
+      @filepath = filepath
+    end
+
+    def run_all
+      url = 'https://profiles.doe.mass.edu/statereport/teacherdata.aspx'
+      browser = Watir::Browser.new
+      write_headers(filepath:)
+      academic_years = AcademicYear.all
+      academic_years.each do |academic_year|
+        document = scrape(browser:, url:, range: academic_year.range)
+        id = 'a-exp-i1'
+        write_csv(document:, filepath:, range: academic_year.range, id:) unless document.nil?
+      end
+      browser.close
+    end
+
+    def scrape(browser:, url:, range:)
+      browser.goto(url)
+
+      return unless browser.option(text: 'School').present?
+      return unless browser.option(text: range).present?
+
+      browser.select(id: 'ctl00_ContentPlaceHolder1_ddReportType').select(text: 'School')
+      browser.select(id: 'ctl00_ContentPlaceHolder1_ddYear').select(text: range)
+      browser.button(id: 'ctl00_ContentPlaceHolder1_btnViewReport').click
+      sleep Dese::Scraper::DELAY  # Sleep to prevent hitting mass.edu with too many requests
+      Nokogiri::HTML(browser.html)
+    end
+
+    def write_headers(filepath:)
+      CSV.open(filepath, 'w') do |csv|
+        headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID', 'Total # of Teachers(FTE)', 'Percent of Teachers Licensed',
+                   'Student/Teacher Ratio', 'Percent of Experienced Teachers', 'Percent of Teachers without Waiver or Provisional License', 'Percent Teaching in-field']
+        csv << headers
+      end
+    end
+
+    def write_csv(document:, filepath:, range:, id:)
+      table = document.css('tr')
+      headers = document.css('.sorting')
+      header_hash = headers.each_with_index.map { |header, index| [header.text, index] }.to_h
+      experienced_teacher_index = header_hash['Percent of Experienced Teachers']
+      dese_id_index = header_hash['School Code']
+
+      CSV.open(filepath, 'a') do |csv|
+        table.each do |row|
+          items = row.css('td').map(&:text)
+          dese_id = items[1].to_i
+          next if dese_id.nil? || dese_id.zero?
+
+          raw_likert_score = items[experienced_teacher_index].to_f * 4 / 80 if experienced_teacher_index.present?
+          raw_likert_score ||= 'NA'
+          likert_score = raw_likert_score
+          if likert_score != 'NA'
+            likert_score = 5 if likert_score > 5
+            likert_score = 1 if likert_score < 1
+            likert_score = likert_score.round(2)
+          end
+
+          output = []
+          output << raw_likert_score
+          output << likert_score
+          output << 'a-exp-i1'
+          output << range
+          output << items
+          output = output.flatten
+          csv << output
+        end
+      end
+
+      in_field_index = header_hash['Percent Teaching In-Field']
+
+      CSV.open(filepath, 'a') do |csv|
+        table.each do |row|
+          items = row.css('td').map(&:text)
+          dese_id = items[dese_id_index].to_i
+          next if dese_id.nil? || dese_id.zero?
+
+          percent_in_field = items[in_field_index].to_f if in_field_index.present?
+          if in_field_index.present? && percent_in_field.present? && !percent_in_field.zero?
+            raw_likert_score = percent_in_field * 4 / 95
+          end
+          raw_likert_score ||= 'NA'
+          likert_score = raw_likert_score
+          if likert_score != 'NA'
+            likert_score = 5 if likert_score > 5
+            likert_score = 1 if likert_score < 1
+            likert_score = likert_score.round(2)
+          end
+
+          output = []
+          output << raw_likert_score
+          output << likert_score
+          output << 'a-exp-i3'
+          output << range
+          output << items
+          output = output.flatten
+          csv << output
+        end
+      end
+    end
+
+    def calculate(cells:)
+      cells[5].to_f * 4 / 95
+    end
+  end
+end

app/services/dashboard/dese/one_a_three.rb

@@ -0,0 +1,68 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class OneAThree
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '1A_3_staffing_retention.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '1A_3_teachers_of_color.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      run_a_pcom_i1
+      run_a_pcom_i3
+
+      browser.close
+    end
+
+    def run_a_pcom_i1
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'Principal Total', 'Principal # Retained', 'Principal % Retained',
+                 'Teacher Total', 'Teacher # Retained', 'Teacher % Retained']
+      write_headers(filepath:, headers:)
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/staffingRetentionRates.aspx'
+        range = "#{academic_year.range.split('-').last.to_i + 2000}"
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          retained_teachers = headers['% Retained']
+          items[retained_teachers].to_f * 4 / 85 if retained_teachers.present?
+        }
+        admin_data_item_id = 'a-pcom-i1'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_pcom_i3
+      filepath = filepaths[1]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'African American (%)', 'Asian (%)', 'Hispanic (%)', 'White (%)', 'Native Hawaiian, Pacific Islander (%)',
+                 'Multi-Race,Non-Hispanic (%)', 'Females (%)', 'Males (%)', 'FTE Count']
+      write_headers(filepath:, headers:)
+
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/teacherbyracegender.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddDisplay' => 'Percentages' }
+        submit_id = 'ctl00_ContentPlaceHolder1_btnViewReport'
+        calculation = lambda { |headers, items|
+          white = headers['White (%)']
+          result = ((100 - items[white].to_f) * 4) / 12.8 if white.present?
+
+          result = 1 if result < 1
+          result
+        }
+        admin_data_item_id = 'a-pcom-i3'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/scraper.rb

@@ -0,0 +1,78 @@
+module Dese
+  module Scraper
+    DELAY = 20
+
+    Prerequisites = Struct.new('Prerequisites', :filepath, :url, :selectors, :submit_id, :admin_data_item_id,
+                               :calculation)
+    def run
+      academic_years = AcademicYear.all.order(range: :DESC)
+      academic_years.each do |academic_year|
+        prerequisites = yield academic_year
+
+        document = get_html(url: prerequisites.url,
+                            selectors: prerequisites.selectors,
+                            submit_id: prerequisites.submit_id)
+        unless document.nil?
+          write_csv(document:, filepath: prerequisites.filepath, range: academic_year.range, id: prerequisites.admin_data_item_id,
+                    calculation: prerequisites.calculation)
+        end
+      end
+    end
+
+    def browser
+      @browser ||= Watir::Browser.new
+    end
+
+    def get_html(url:, selectors:, submit_id:)
+      browser.goto(url)
+
+      selectors.each do |key, value|
+        return unless browser.option(text: value).present?
+
+        browser.select(id: key).select(text: value)
+      end
+
+      browser.button(id: submit_id).click
+      sleep DELAY # Sleep to prevent hitting mass.edu with too many requests
+      Nokogiri::HTML(browser.html)
+    end
+
+    def write_headers(filepath:, headers:)
+      CSV.open(filepath, 'w') do |csv|
+        csv << headers
+      end
+    end
+
+    def write_csv(document:, filepath:, range:, id:, calculation:)
+      table = document.css('tr')
+      headers = document.css('.sorting')
+      header_hash = headers.each_with_index.map { |header, index| [header.text, index] }.to_h
+
+      CSV.open(filepath, 'a') do |csv|
+        table.each do |row|
+          items = row.css('td').map(&:text)
+          dese_id = items[1].to_i
+          next if dese_id.nil? || dese_id.zero?
+
+          raw_likert_score = calculation.call(header_hash, items)
+          raw_likert_score ||= 'NA'
+          likert_score = raw_likert_score
+          if likert_score != 'NA'
+            likert_score = 5 if likert_score > 5
+            likert_score = 1 if likert_score < 1
+            likert_score = likert_score.round(2)
+          end
+
+          output = []
+          output << raw_likert_score
+          output << likert_score
+          output << id
+          output << range
+          output << items
+          output = output.flatten
+          csv << output
+        end
+      end
+    end
+  end
+end

app/services/dashboard/dese/staffing.rb

@@ -0,0 +1,35 @@
+require 'watir'
+
+module Dese
+  class Staffing
+    include Dese::Scraper
+    attr_reader :filepath
+
+    def initialize(filepath: Rails.root.join('data', 'staffing', 'staffing.csv'))
+      @filepath = filepath
+    end
+
+    def run_all
+      scrape_staffing(filepath:)
+    end
+
+    def scrape_staffing(filepath:)
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year',
+                 'School Name', 'DESE ID',
+                 'PK-2 (#)', '3-5 (#)', '6-8 (#)', '9-12 (#)', 'Multiple Grades (#)',
+                 'All Grades (#)', 'FTE Count']
+      write_headers(filepath:, headers:)
+      run do |academic_year|
+        admin_data_item_id = 'NA'
+        url = 'https://profiles.doe.mass.edu/statereport/gradesubjectstaffing.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddDisplay' => 'Full-time Equivalents' }
+        submit_id = 'btnViewReport'
+        calculation = ->(_headers, _items) { 'NA' }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/three_a_one.rb

@@ -0,0 +1,45 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class ThreeAOne
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '3A_1_average_class_size.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'Total # of Classes', 'Average Class Size', 'Number of Students', 'Female %', 'Male %',
+                 'English Language Learner %', 'Students with Disabilities %', 'Economically Disadvantaged %']
+      write_headers(filepath:, headers:)
+
+      run_a_reso_i1
+
+      browser.close
+    end
+
+    def run_a_reso_i1
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/classsizebygenderpopulation.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          class_size_index = headers['Average Class Size']
+          average_class_size = items[class_size_index].to_f
+          benchmark = 20
+          if class_size_index.present? && !items[class_size_index] != ''
+            ((benchmark - average_class_size) + benchmark) * 4 / benchmark
+          end
+        }
+        admin_data_item_id = 'a-reso-i1'
+        Prerequisites.new(filepaths[0], url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/three_a_two.rb

@@ -0,0 +1,163 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class ThreeATwo
+    include Dese::Scraper
+    include Dese::Enrollments
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', 'enrollments.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '3A_2_age_staffing.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '3A_2_grade_subject_staffing.csv')])
+
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      scrape_enrollments(filepath:)
+
+      filepath = filepaths[1]
+      write_a_sust_i1_headers(filepath:)
+      run_a_sust_i1(filepath:)
+      run_a_sust_i2(filepath:)
+      run_a_sust_i3(filepath:)
+
+      filepath = filepaths[2]
+      write_a_sust_i4_headers(filepath:)
+      run_a_sust_i4(filepath:)
+
+      browser.close
+    end
+
+    def write_a_sust_i1_headers(filepath:)
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '<26 yrs (# )', '26-32 yrs (#)', '33-40 yrs (#)', '41-48 yrs (#)',
+                 '49-56 yrs (#)', '57-64 yrs (#)', 'Over 64 yrs (#)', 'FTE Count',
+                 'Student Count', 'Student to Guidance Counselor ratio']
+
+      write_headers(filepath:, headers:)
+    end
+
+    def write_a_sust_i4_headers(filepath:)
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'PK-2 (# )', '3-5 (# )', '6-8 (# )', '9-12 (# )', 'Multiple Grades (# )', 'All Grades (# )', 'FTE Count',
+                 'Student Count', 'Student to Art Teacher ratio']
+
+      write_headers(filepath:, headers:)
+    end
+
+    def run_a_sust_i1(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-sust-i1'
+        url = 'https://profiles.doe.mass.edu/statereport/agestaffing.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddJobClassification' => 'Guidance Counselor' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          fte_index = headers['FTE Count']
+          num_of_guidance_counselors = items[fte_index].to_f
+          dese_id = items[headers['School Code']].to_i
+          school = School.find_by_dese_id(dese_id)
+
+          return 'NA' unless school.present? && school.is_hs?
+
+          num_of_students = student_count(filepath: filepaths[0], dese_id:, year: academic_year.range) || 0
+          items << num_of_students
+          benchmark = 250
+          if fte_index.present? && !items[fte_index] != ''
+            result = ((benchmark - (num_of_students / num_of_guidance_counselors)) + benchmark) * 4 / benchmark
+          end
+          items << (num_of_students / num_of_guidance_counselors)
+          result
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_sust_i2(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-sust-i2'
+        url = 'https://profiles.doe.mass.edu/statereport/agestaffing.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddJobClassification' => 'School Psychologist -- Non-Special Education' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          fte_index = headers['FTE Count']
+          num_of_psychologists = items[fte_index].to_f
+          dese_id = items[headers['School Code']].to_i
+          num_of_students = student_count(filepath: filepaths[0], dese_id:, year: academic_year.range) || 0
+          items << num_of_students
+          benchmark = 250
+          if fte_index.present? && !items[fte_index] != ''
+            result = ((benchmark - (num_of_students / num_of_psychologists)) + benchmark) * 4 / benchmark
+          end
+
+          items << (num_of_students / num_of_psychologists)
+          result
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_sust_i3(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-sust-i3'
+        url = 'https://profiles.doe.mass.edu/statereport/agestaffing.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddJobClassification' => 'Paraprofessional' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          fte_index = headers['FTE Count']
+          num_of_paraprofessionals = items[fte_index].to_f
+          dese_id = items[headers['School Code']].to_i
+          num_of_students = student_count(filepath: filepaths[0], dese_id:, year: academic_year.range) || 0
+          items << num_of_students
+          benchmark = 43.4
+          if fte_index.present? && !items[fte_index] != ''
+            result = ((benchmark - (num_of_students / num_of_paraprofessionals)) + benchmark) * 4 / benchmark
+          end
+
+          items << (num_of_students / num_of_paraprofessionals)
+          result
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_sust_i4(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-sust-i4'
+        url = 'https://profiles.doe.mass.edu/statereport/gradesubjectstaffing.aspx'
+        range = academic_year.range
+
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddDisplay' => 'Full-time Equivalents',
+                      'ctl00_ContentPlaceHolder1_ddSubject' => 'Arts' }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |_headers, items|
+          num_of_art_teachers = items.last.to_f
+          dese_id = items[1].to_i
+          num_of_students = student_count(filepath: filepaths[0], dese_id:, year: academic_year.range) || 0
+          items << num_of_students
+          benchmark = 500
+          if num_of_art_teachers.present?
+            result = ((benchmark - (num_of_students / num_of_art_teachers)) + benchmark) * 4 / benchmark
+          end
+
+          items << (num_of_students / num_of_art_teachers)
+          result
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/three_b_one.rb

@@ -0,0 +1,130 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class ThreeBOne
+    include Dese::Scraper
+    include Dese::Enrollments
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '3B_1_masscore.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '3B_1_advcoursecomprate.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '3B_1_ap.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '3B_1_student_courses_ratio.csv')])
+
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '# Graduated', '# Completed MassCore', '% Completed MassCore']
+      write_headers(filepath:, headers:)
+
+      run_a_curv_i1(filepath:)
+
+      filepath = filepaths[1]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 '# Grade 11 and 12 Students', '# Students Completing Advanced', '% Students Completing Advanced',
+                 '% ELA', '% Math', '% Science and Technology', '% Computer and Information Science',
+                 '% History and Social Sciences', '% Arts', '% All Other Subjects', '% All Other Subjects']
+      write_headers(filepath:, headers:)
+      run_a_curv_i2(filepath:)
+
+      filepath = filepaths[2]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'Tests Taken', 'Score=1', 'Score=2', 'Score=3', 'Score=4', 'Score=5', '% Score 1-2', '% Score 3-5']
+      write_headers(filepath:, headers:)
+      run_a_curv_i3(filepath:)
+
+      filepath = filepaths[3]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'Total # of Classes', 'Average Class Size', 'Number of Students', 'Female %', 'Male %', 'English Language Learner %', 'Students with Disabilities %', 'Low Income %', 'Number of Students']
+      write_headers(filepath:, headers:)
+      run_a_curv_i5(filepath:)
+      browser.close
+    end
+
+    def run_a_curv_i1(filepath:)
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/masscore.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          completed_index = headers['% Completed MassCore']
+          percent_completed = items[completed_index].to_f
+          benchmark = 90
+          percent_completed * 4 / benchmark if completed_index.present? && !items[completed_index] != ''
+        }
+        admin_data_item_id = 'a-curv-i1'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_curv_i2(filepath:)
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/advcoursecomprate.aspx'
+        range = "#{academic_year.range.split('-')[1].to_i + 2000}"
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          completed_index = headers['% Students Completing Advanced']
+          percent_completed = items[completed_index].to_f
+          benchmark = 30
+          percent_completed * 4 / benchmark if completed_index.present? && !items[completed_index] != ''
+        }
+        admin_data_item_id = 'a-curv-i2'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_curv_i3(filepath:)
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/ap.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'ctl00_ContentPlaceHolder1_btnViewReport'
+        calculation = lambda { |headers, items|
+          completed_index = headers['% Score 3-5']
+          percent_score = items[completed_index].to_f
+          benchmark = 20
+          percent_score * 4 / benchmark if completed_index.present? && !items[completed_index] != ''
+        }
+        admin_data_item_id = 'a-curv-i3'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_curv_i5(filepath:)
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/classsizebygenderpopulation.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          row = headers.keys.zip(items).to_h
+          dese_id = row['School Code'].to_i
+          is_hs = (row['School Name'] in /High School/i)
+          school = School.find_by(dese_id:)
+          is_hs = school.is_hs if school.present?
+          next 'NA' unless is_hs
+
+          num_of_classes = row['Total # of Classes'].delete(',').to_f
+          num_of_students = student_count(filepath: Rails.root.join('data', 'admin_data', 'dese', 'enrollments.csv'),
+                                          dese_id:, year: academic_year.range) || 0
+          items << num_of_students
+          actual = num_of_students / num_of_classes
+          benchmark = 5
+          ((benchmark - actual) + benchmark) * 4 / benchmark if num_of_classes.present? && num_of_students.present?
+        }
+        admin_data_item_id = 'a-curv-i5'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/three_b_two.rb

@@ -0,0 +1,129 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class ThreeBTwo
+    include Dese::Scraper
+    include Dese::Enrollments
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '3B_2_teacher_by_race_and_gender.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '3B_2_student_by_race_and_gender.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'Teachers of color (%)', 'School Name', 'DESE ID',
+                 'African American (%)', 'Asian (%)', 'Hispanic (%)', 'White (%)', 'Native American (%)',
+                 'Native Hawaiian Pacific Islander (%)', 'Multi-Race Non-Hispanic (%)', 'Females (%)',
+                 'Males (%)', 'FTE Count']
+      write_headers(filepath:, headers:)
+      run_teacher_demographics(filepath:)
+
+      filepath = filepaths[1]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'Non-White Teachers %', 'Non-White Students %', 'School Name', 'DESE ID',
+                 'African American', 'Asian', 'Hispanic', 'White', 'Native American',
+                 'Native Hawaiian or Pacific Islander', 'Multi-Race or Non-Hispanic', 'Males',
+                 'Females', 'Non-Binary', 'Students of color (%)']
+      write_headers(filepath:, headers:)
+      run_student_demographics(filepath:)
+
+      browser.close
+    end
+
+    def run_teacher_demographics(filepath:)
+      run do |academic_year|
+        admin_data_item_id = ''
+        url = 'https://profiles.doe.mass.edu/statereport/teacherbyracegender.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range,
+                      'ctl00_ContentPlaceHolder1_ddDisplay' => 'Percentages',
+                      'ctl00_ContentPlaceHolder1_ddClassification' => 'Teacher' }
+        submit_id = 'ctl00_ContentPlaceHolder1_btnViewReport'
+        calculation = lambda { |headers, items|
+          african_american_index = headers['African American (%)']
+          african_american_number = items[african_american_index].to_f
+
+          asian_index = headers['Asian (%)']
+          asian_number = items[asian_index].to_f
+
+          hispanic_index = headers['Hispanic (%)']
+          hispanic_number = items[hispanic_index].to_f
+
+          native_american_index = headers['Native American (%)']
+          native_american_number = items[native_american_index].to_f
+
+          native_hawaiian_index = headers['Native Hawaiian, Pacific Islander (%)']
+          native_hawaiian_number = items[native_hawaiian_index].to_f
+
+          multi_race_index = headers['Multi-Race,Non-Hispanic (%)']
+          multi_race_number = items[multi_race_index].to_f
+
+          non_white_teachers = african_american_number + asian_number + hispanic_number + native_american_number + native_hawaiian_number + multi_race_number
+          items.unshift(non_white_teachers)
+
+          non_white_teachers
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def teacher_count(filepath:, dese_id:, year:)
+      @teachers ||= {}
+      @years_with_data ||= Set.new
+      if @teachers.count == 0
+        CSV.parse(File.read(filepath), headers: true).map do |row|
+          academic_year = row['Academic Year']
+          @years_with_data << academic_year
+          school_id = row['DESE ID'].to_i
+          total = row['Teachers of color (%)'].delete(',')
+          total = 'NA' if total == '' || total.nil?
+          @teachers[[school_id, academic_year]] = total
+        end
+      end
+      return 'NA' unless @years_with_data.include? year
+
+      @teachers[[dese_id, year]]
+    end
+
+    def run_student_demographics(filepath:)
+      run do |academic_year|
+        admin_data_item_id = 'a-cure-i1'
+        url = 'https://profiles.doe.mass.edu/statereport/enrollmentbyracegender.aspx'
+        range = academic_year.range
+
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          white_index = headers['White']
+          white_number = items[white_index].to_f
+          dese_id = items[headers['School Code']].to_i
+          non_white_student_percentage = (100 - white_number).to_f
+          items.unshift(non_white_student_percentage)
+          count_of_teachers = teacher_count(filepath: filepaths[0], dese_id:, year: academic_year.range)
+          return 'NA' if count_of_teachers == 'NA'
+
+          non_white_teacher_percentage = count_of_teachers.to_f
+          items.unshift(non_white_teacher_percentage)
+
+          floor = 5
+          benchmark = 0.25
+
+          return 1 if non_white_student_percentage.zero? && non_white_teacher_percentage < floor
+
+          if non_white_teacher_percentage >= floor
+            parity_index = non_white_teacher_percentage / non_white_student_percentage
+            likert_score = parity_index * 4 / benchmark
+          else
+            likert_score = 1
+          end
+          likert_score
+        }
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/two_a_one.rb

@@ -0,0 +1,70 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class TwoAOne
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '2A_1_students_suspended.csv'),
+                               Rails.root.join('data', 'admin_data', 'dese', '2A_1_students_disciplined.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      run_a_phys_i1
+      run_a_phys_i3
+
+      browser.close
+    end
+
+    def run_a_phys_i1
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'Students', 'Students Disciplined', '% In-School Suspension', '% Out-of-School Suspension', '% Expulsion', '% Removed to Alternate Setting',
+                 '% Emergency Removal', '% Students with a School-Based Arrest', '% Students with a Law Enforcement Referral']
+      write_headers(filepath:, headers:)
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/ssdr.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'ctl00_ContentPlaceHolder1_btnViewReport'
+        calculation = lambda { |headers, items|
+          suspensions_index = headers['% Out-of-School Suspension']
+          benchmark = 5.27
+          suspension_rate = items[suspensions_index].to_f
+          if suspensions_index.present? && items[suspensions_index] != ''
+            ((benchmark - suspension_rate) + benchmark) * 4 / 5.27
+          end
+        }
+        admin_data_item_id = 'a-phys-i1'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_phys_i3
+      filepath = filepaths[1]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'Students', 'Students Disciplined', '% 1 Day', '% 2 to 3 Days', '% 4 to 7 Days', '% 8 to 10 Days', '% > 10 Days']
+      write_headers(filepath:, headers:)
+      run do |academic_year|
+        url = 'https://profiles.doe.mass.edu/statereport/ssdr_days_missed.aspx'
+        range = academic_year.range
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'ctl00_ContentPlaceHolder1_btnViewReport'
+        calculation = lambda { |headers, items|
+          days_missed_index = headers['% > 10 Days']
+          benchmark = 1
+          missed_days = items[days_missed_index].to_f
+          if days_missed_index.present? && items[days_missed_index] != ''
+            ((benchmark - missed_days) + benchmark) * 4 / benchmark
+          end
+        }
+        admin_data_item_id = 'a-phys-i3'
+        Prerequisites.new(filepath, url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/dese/two_c_one.rb

@@ -0,0 +1,76 @@
+require 'watir'
+require 'csv'
+
+module Dese
+  class TwoCOne
+    include Dese::Scraper
+    attr_reader :filepaths
+
+    def initialize(filepaths: [Rails.root.join('data', 'admin_data', 'dese', '2C_1_attendance.csv')])
+      @filepaths = filepaths
+    end
+
+    def run_all
+      write_a_vale_i1_headers
+      run_a_vale_i1
+      run_a_vale_i2
+
+      browser.close
+    end
+
+    def write_a_vale_i1_headers
+      filepath = filepaths[0]
+      headers = ['Raw likert calculation', 'Likert Score', 'Admin Data Item', 'Academic Year', 'School Name', 'DESE ID',
+                 'Attendance Rate', 'Average # of Absences', 'Absent 10 or more days', 'Chronically Absent (10% or more)',
+                 'Chronically Absent (20% or more)', 'Unexcused > 9 days']
+      write_headers(filepath:, headers:)
+    end
+
+    def run_a_vale_i1
+      run do |academic_year|
+        admin_data_item_id = 'a-vale-i1'
+        url = 'https://profiles.doe.mass.edu/statereport/attendance.aspx'
+        range = case academic_year.range
+                when '2021-22', '2020-21'
+                  "#{academic_year.range} (End of year)"
+                else
+                  academic_year.range
+                end
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          absence_index = headers['Chronically Absent (10% or more)']
+          benchmark = 10
+          absence_rate = items[absence_index].to_f
+          if absence_index.present? && !items[absence_index].blank?
+            ((benchmark - absence_rate) + benchmark) * 4 / benchmark
+          end
+        }
+        Prerequisites.new(filepaths[0], url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+
+    def run_a_vale_i2
+      run do |academic_year|
+        admin_data_item_id = 'a-vale-i2'
+        url = 'https://profiles.doe.mass.edu/statereport/attendance.aspx'
+        range = case academic_year.range
+                when '2021-22', '2020-21'
+                  "#{academic_year.range} (End of year)"
+                else
+                  academic_year.range
+                end
+        selectors = { 'ctl00_ContentPlaceHolder1_ddReportType' => 'School',
+                      'ctl00_ContentPlaceHolder1_ddYear' => range }
+        submit_id = 'btnViewReport'
+        calculation = lambda { |headers, items|
+          attendance = headers[' Attendance Rate ']
+          benchmark = 90
+          items[attendance].to_f * 4 / benchmark if attendance.present?
+        }
+        Prerequisites.new(filepaths[0], url, selectors, submit_id, admin_data_item_id, calculation)
+      end
+    end
+  end
+end

app/services/dashboard/disaggregation_loader.rb

@@ -0,0 +1,32 @@
+module Dashboard
+  class DisaggregationLoader
+    attr_reader :path
+
+    def initialize(path:)
+      @path = path
+      initialize_directory
+    end
+
+    def load
+      data = {}
+      Dir.glob(Rails.root.join(path, "*.csv")).each do |filepath|
+        puts filepath
+        File.open(filepath) do |file|
+          headers = CSV.parse(file.first).first
+
+          file.lazy.each_slice(1000) do |lines|
+            CSV.parse(lines.join, headers:).map do |row|
+              values = DisaggregationRow.new(row:, headers:)
+              data[[values.lasid, values.district, values.academic_year]] = values
+            end
+          end
+        end
+      end
+      data
+    end
+
+    def initialize_directory
+      FileUtils.mkdir_p(path)
+    end
+  end
+end

app/services/dashboard/disaggregation_row.rb

@@ -0,0 +1,56 @@
+module Dashboard
+  class DisaggregationRow
+    attr_reader :row, :headers
+
+    def initialize(row:, headers:)
+      @row = row
+      @headers = headers
+    end
+
+    def district
+      @district ||= value_from(pattern: /District/i)
+    end
+
+    def academic_year
+      @academic_year ||= value_from(pattern: /Academic\s*Year/i)
+    end
+
+    def raw_income
+      @income ||= value_from(pattern: /Low\s*Income/i)
+    end
+
+    def lasid
+      @lasid ||= value_from(pattern: /LASID/i)
+    end
+
+    def raw_ell
+      @raw_ell ||= value_from(pattern: /EL Student First Year/i)
+    end
+
+    def ell
+      @ell ||= begin
+        value = value_from(pattern: /EL Student First Year/i).downcase
+
+        case value
+        when /lep student 1st year|LEP student not 1st year/i
+          "ELL"
+        when /Does not apply/i
+          "Not ELL"
+        else
+          "Unknown"
+        end
+      end
+    end
+
+    def value_from(pattern:)
+      output = nil
+      matches = headers.select do |header|
+        pattern.match(header)
+      end.map { |item| item.delete("\n") }
+      matches.each do |match|
+        output ||= row[match]
+      end
+      output
+    end
+  end
+end

app/services/dashboard/enrollment_loader.rb

@@ -0,0 +1,133 @@
+# frozen_string_literal: true
+
+require "csv"
+
+module Dashboard
+  class EnrollmentLoader
+    def self.load_data(filepath:)
+      schools = []
+      enrollments = []
+      CSV.parse(File.read(filepath), headers: true) do |row|
+        row = EnrollmentRowValues.new(row:)
+
+        next unless row.school.present? && row.academic_year.present?
+
+        schools << row.school
+
+        enrollments << create_enrollment_entry(row:)
+      end
+
+      # It's possible that instead of updating all columns on duplicate key, we could just update the student columns and leave total_teachers alone. Right now enrollment data loads before staffing data so it works correctly.
+      Respondent.import enrollments, batch_size: 1000,
+                                     on_duplicate_key_update: %i[pk k one two three four five six seven eight nine ten eleven twelve total_students]
+
+      Respondent.where.not(school: schools).destroy_all
+    end
+
+    private
+
+    def self.create_enrollment_entry(row:)
+      respondent = Respondent.find_or_initialize_by(school: row.school, academic_year: row.academic_year)
+      respondent.pk = row.pk
+      respondent.k = row.k
+      respondent.one = row.one
+      respondent.two = row.two
+      respondent.three = row.three
+      respondent.four = row.four
+      respondent.five = row.five
+      respondent.six = row.six
+      respondent.seven = row.seven
+      respondent.eight = row.eight
+      respondent.nine = row.nine
+      respondent.ten = row.ten
+      respondent.eleven = row.eleven
+      respondent.twelve = row.twelve
+      respondent.total_students = row.total_students
+      respondent
+    end
+
+    private_class_method :create_enrollment_entry
+  end
+
+  class EnrollmentRowValues
+    attr_reader :row
+
+    def initialize(row:)
+      @row = row
+    end
+
+    def school
+      @school ||= begin
+        dese_id = row["DESE ID"].try(:strip).to_i
+        School.find_by_dese_id(dese_id)
+      end
+    end
+
+    def academic_year
+      @academic_year ||= begin
+        year = row["Academic Year"]
+        AcademicYear.find_by_range(year)
+      end
+    end
+
+    def pk
+      row["PK"] || row["pk"]
+    end
+
+    def k
+      row["K"] || row["k"]
+    end
+
+    def one
+      row["1"]
+    end
+
+    def two
+      row["2"]
+    end
+
+    def three
+      row["3"]
+    end
+
+    def four
+      row["4"]
+    end
+
+    def five
+      row["5"]
+    end
+
+    def six
+      row["6"]
+    end
+
+    def seven
+      row["7"]
+    end
+
+    def eight
+      row["8"]
+    end
+
+    def nine
+      row["9"]
+    end
+
+    def ten
+      row["10"]
+    end
+
+    def eleven
+      row["11"]
+    end
+
+    def twelve
+      row["12"]
+    end
+
+    def total_students
+      row["Total"].delete(",").to_i
+    end
+  end
+end

app/services/dashboard/response_rate_loader.rb

@@ -0,0 +1,55 @@
+# frozen_string_literal: true
+
+module Dashboard
+  class ResponseRateLoader
+    def self.reset(schools: School.all, academic_years: AcademicYear.all, subcategories: Subcategory.all)
+      subcategories.each do |subcategory|
+        schools.each do |school|
+          next if test_env? && (school != milford)
+
+          academic_years.each do |academic_year|
+            next if test_env? && (academic_year != test_year)
+
+            process_response_rate(subcategory:, school:, academic_year:)
+          end
+        end
+      end
+    end
+
+    private
+
+    def self.milford
+      School.find_by_slug "milford-high-school"
+    end
+
+    def self.test_year
+      AcademicYear.find_by_range "2020-21"
+    end
+
+    def self.rails_env
+      @rails_env ||= ENV["RAILS_ENV"]
+    end
+
+    def self.process_response_rate(subcategory:, school:, academic_year:)
+      student = StudentResponseRateCalculator.new(subcategory:, school:, academic_year:)
+      teacher = TeacherResponseRateCalculator.new(subcategory:, school:, academic_year:)
+
+      response_rate = ResponseRate.find_or_create_by!(subcategory:, school:, academic_year:)
+
+      response_rate.update!(student_response_rate: student.rate,
+                            teacher_response_rate: teacher.rate,
+                            meets_student_threshold: student.meets_student_threshold?,
+                            meets_teacher_threshold: teacher.meets_teacher_threshold?)
+    end
+
+    def self.test_env?
+      rails_env == "test"
+    end
+
+    private_class_method :milford
+    private_class_method :test_year
+    private_class_method :rails_env
+    private_class_method :process_response_rate
+    private_class_method :test_env?
+  end
+end

app/services/dashboard/sftp/directory.rb

@@ -0,0 +1,29 @@
+require 'net/sftp'
+require 'uri'
+require 'csv'
+
+module Sftp
+  class Directory
+    def self.open(path: '/data/survey_responses/clean', &block)
+      sftptogo_url = ENV['MCIEA_SFTPTOGO_URL']
+      uri = URI.parse(sftptogo_url)
+      Net::SFTP.start(uri.host, uri.user, password: uri.password) do |sftp|
+        sftp.dir.foreach(path) do |entry|
+          next unless entry.file?
+
+          filename = entry.name
+          puts filename
+
+          sftp.file.open(filepath(path:, filename:), 'r', &block)
+        end
+      end
+    end
+
+    def self.filepath(path:, filename:)
+      path += '/' unless path.end_with?('/')
+      "#{path}#{filename}"
+    end
+
+    private_class_method :filepath
+  end
+end

app/services/dashboard/sftp/race_loader.rb

@@ -0,0 +1,33 @@
+require 'net/sftp'
+require 'uri'
+require 'csv'
+
+module Sftp
+  class RaceLoader
+    def self.load_data(path: '/data/survey_responses/')
+      SurveyItemResponse.update_all(student_id: nil)
+      StudentRace.delete_all
+      Student.delete_all
+
+      sftptogo_url = ENV['SFTPTOGO_URL']
+      uri = URI.parse(sftptogo_url)
+      Net::SFTP.start(uri.host, uri.user, password: uri.password) do |sftp|
+        sftp.dir.foreach(path) do |entry|
+          filename = entry.name
+          puts filename
+
+          sftp.file.open(filepath(path:, filename:), 'r') do |f|
+            StudentLoader.from_file(file: f, rules: [Rule::SkipNonLowellSchools])
+          end
+        end
+      end
+    end
+
+    def self.filepath(path:, filename:)
+      path += '/' unless path.end_with?('/')
+      "#{path}#{filename}"
+    end
+
+    private_class_method :filepath
+  end
+end

app/services/dashboard/staffing_loader.rb

@@ -0,0 +1,74 @@
+# frozen_string_literal: true
+
+require "csv"
+
+module Dashboard
+  class StaffingLoader
+    def self.load_data(filepath:)
+      schools = []
+      respondents = []
+      CSV.parse(File.read(filepath), headers: true) do |row|
+        row = StaffingRowValues.new(row:)
+        next unless row.school.present? && row.academic_year.present?
+
+        schools << row.school
+
+        respondents << create_staffing_entry(row:)
+      end
+
+      Respondent.import respondents, batch_size: 1000, on_duplicate_key_update: [:total_teachers]
+      Respondent.where.not(school: schools).destroy_all
+    end
+
+    def self.clone_previous_year_data
+      years = AcademicYear.order(:range).last(2)
+      previous_year = years.first
+      current_year = years.last
+      respondents = []
+      School.all.each do |school|
+        Respondent.where(school:, academic_year: previous_year).each do |respondent|
+          current_respondent = Respondent.find_or_initialize_by(school:, academic_year: current_year)
+          current_respondent.total_teachers = respondent.total_teachers
+          respondents << current_respondent
+        end
+      end
+      Respondent.import respondents, batch_size: 1000, on_duplicate_key_update: [:total_teachers]
+    end
+
+    private
+
+    def self.create_staffing_entry(row:)
+      respondent = Respondent.find_or_initialize_by(school: row.school, academic_year: row.academic_year)
+      respondent.total_teachers = row.fte_count
+      respondent
+    end
+
+    private_class_method :create_staffing_entry
+  end
+
+  class StaffingRowValues
+    attr_reader :row
+
+    def initialize(row:)
+      @row = row
+    end
+
+    def school
+      @school ||= begin
+        dese_id = row["DESE ID"].strip.to_i
+        School.find_by_dese_id(dese_id)
+      end
+    end
+
+    def academic_year
+      @academic_year ||= begin
+        year = row["Academic Year"]
+        AcademicYear.find_by_range(year)
+      end
+    end
+
+    def fte_count
+      row["FTE Count"]
+    end
+  end
+end

app/services/dashboard/survey_item_values.rb

@@ -0,0 +1,305 @@
+module Dashboard
+  class SurveyItemValues
+    attr_reader :row, :headers, :survey_items, :schools
+
+    def initialize(row:, headers:, survey_items:, schools:)
+      @row = row
+      # Remove any newlines in headers
+      headers = headers.map { |item| item.delete("\n") if item.present? }
+      @headers = include_all_headers(headers:)
+      @survey_items = survey_items
+      @schools = schools
+
+      copy_likert_scores_from_variant_survey_items
+      row["Income"] = income
+      row["Raw Income"] = raw_income
+      row["Raw ELL"] = raw_ell
+      row["ELL"] = ell
+      row["Raw SpEd"] = raw_sped
+      row["SpEd"] = sped
+      row["Progress Count"] = progress
+      row["Race"] ||= races.join(",")
+      row["Gender"] ||= gender
+
+      copy_data_to_main_column(main: /Race/i, secondary: /Race Secondary|Race-1/i)
+      copy_data_to_main_column(main: /Gender/i, secondary: /Gender Secondary|Gender-1/i)
+    end
+
+    def copy_data_to_main_column(main:, secondary:)
+      main_column = headers.find { |header| main.match(header) }
+      row[main_column] = value_from(pattern: secondary) if row[main_column].nil?
+    end
+
+    # Some survey items have variants, i.e.  a survey item with an id of s-tint-q1 might have a variant that looks like s-tint-q1-1.  We must ensure that all variants in the form of s-tint-q1-1 have a matching pair.
+    # We don't ensure that ids in the form of s-tint-q1 have a matching pair because not all questions have variants
+    def include_all_headers(headers:)
+      alternates = headers.filter(&:present?)
+                          .filter { |header| header.match?(/^[st]-\w*-\w*-1$/i) }
+      alternates.each do |header|
+        main = header.sub(/-1\z/, "")
+        headers.push(main) unless headers.include?(main)
+      end
+      headers
+    end
+
+    def dese_id?
+      dese_id.present?
+    end
+
+    def recorded_date
+      @recorded_date ||= begin
+        recorded_date = value_from(pattern: /Recorded\s*Date/i)
+        Date.parse(recorded_date)
+      end
+    end
+
+    def academic_year
+      @academic_year ||= AcademicYear.find_by_date recorded_date
+    end
+
+    def survey_item_response(survey_item:)
+      @survey_item_response ||= Hash.new do |memo, survey_item|
+        memo[survey_item] = survey_item_responses[[response_id, survey_item.id]]
+      end
+
+      @survey_item_response[survey_item]
+    end
+
+    def survey_item_responses
+      @survey_item_responses ||= Hash.new do |memo|
+        responses_hash = {}
+        SurveyItemResponse.where(school:, academic_year:, response_id:).each do |response|
+          responses_hash[[response.response_id, response.survey_item.id]] = response
+        end
+        memo[[school, academic_year]] = responses_hash
+      end
+
+      @survey_item_responses[[school, academic_year]]
+    end
+
+    def response_id
+      @response_id ||= value_from(pattern: /Response\s*ID/i)
+    end
+
+    def dese_id
+      @dese_id ||= begin
+        dese_id = value_from(pattern: /Dese\s*ID/i)
+        dese_id ||= value_from(pattern: /^School$/i)
+        dese_id ||= value_from(pattern: /School-\s*\w/i)
+
+        dese_id.to_i
+      end
+    end
+
+    def likert_score(survey_item_id:)
+      row[survey_item_id] || row["#{survey_item_id}-1"]
+    end
+
+    def school
+      @school ||= schools[dese_id]
+    end
+
+    def district
+      @district ||= school&.district
+    end
+
+    def grade
+      @grade ||= begin
+        raw_grade = value_from(pattern: /Grade|What grade are you in?/i)
+
+        return nil if raw_grade.blank?
+
+        raw_grade.to_i
+      end
+    end
+
+    def gender
+      @gender ||= begin
+        gender_code ||= value_from(pattern: /Gender self report/i)
+        gender_code ||= value_from(pattern: /^Gender$/i)
+        gender_code ||= value_from(pattern: /What is your gender?|What is your gender? - Selected Choice/i)
+        gender_code ||= value_from(pattern: /Gender-\s*SIS/i)
+        gender_code ||= value_from(pattern: /Gender-\s*Qcode/i)
+        gender_code ||= value_from(pattern: /Gender - do not use/i)
+        gender_code ||= value_from(pattern: /Gender/i)
+        Gender.qualtrics_code_from(gender_code)
+      end
+    end
+
+    def races
+      @races ||= begin
+        race_codes ||= self_report = value_from(pattern: /Race\s*self\s*report/i)
+        race_codes ||= value_from(pattern: /^RACE$/i)
+        race_codes ||= value_from(pattern: %r{What is your race/ethnicity?(Please select all that apply) - Selected Choice}i)
+        race_codes ||= value_from(pattern: /Race Secondary/i)
+        race_codes ||= sis ||= value_from(pattern: /Race-\s*SIS/i)
+        race_codes ||= sis ||= value_from(pattern: /Race\s*-\s*Qcodes/i)
+        race_codes ||= value_from(pattern: /RACE/i) || ""
+        race_codes ||= []
+
+        race_codes = race_codes.split(",")
+                               .map do |word|
+                       word.split(/\s+and\s+/i)
+                     end.flatten
+                        .reject(&:blank?)
+                        .map { |race| Race.qualtrics_code_from(race) }.map(&:to_i)
+
+        # Only check the secondary hispanic column if we don't have self reported data and are relying on SIS data
+        if self_report.nil? && sis.present?
+          hispanic = value_from(pattern: /Hispanic\s*Latino/i)&.downcase
+          race_codes = race_codes.reject { |code| code == 5 } if hispanic == "true" && race_codes.count == 1
+          race_codes = race_codes.push(4) if hispanic == "true"
+        end
+
+        Race.normalize_race_list(race_codes)
+      end
+    end
+
+    def lasid
+      @lasid ||= value_from(pattern: /LASID/i)
+    end
+
+    def raw_income
+      @raw_income ||= value_from(pattern: /Low\s*Income|Raw\s*Income|SES-\s*SIS/i)
+    end
+
+    def income
+      @income ||= Income.to_designation(raw_income)
+    end
+
+    def raw_ell
+      @raw_ell ||= value_from(pattern: /EL Student First Year|Raw\s*ELL|ELL-\s*SIS/i)
+    end
+
+    def ell
+      @ell ||= Ell.to_designation(raw_ell)
+    end
+
+    def raw_sped
+      @raw_sped ||= value_from(pattern: /Special\s*Ed\s*Status|Raw\s*SpEd|SpEd-\s*SIS/i)
+    end
+
+    def sped
+      @sped ||= Sped.to_designation(raw_sped)
+    end
+
+    def value_from(pattern:)
+      output = nil
+      matches = headers.select do |header|
+        pattern.match(header)
+      end.map { |item| item.delete("\n") }
+
+      matches.each do |match|
+        output ||= row[match]&.strip
+      end
+
+      return nil if output&.match?(%r{^#*N/*A$}i) || output.blank?
+
+      output
+    end
+
+    def sanitized_headers
+      @sanitized_headers ||= headers.select(&:present?)
+                                    .reject { |key, _value| key.start_with? "Q" }
+                                    .reject { |key, _value| key.match?(/^[st]-\w*-\w*-1$/i) }
+    end
+
+    def to_a
+      sanitized_headers.map { |header| row[header] }
+    end
+
+    def duration
+      @duration ||= value_from(pattern: /Duration|Duration \(in seconds\)|Duration\.\.\(in\.seconds\)/i)
+    end
+
+    def valid?
+      valid_duration? && valid_progress? && valid_grade? && valid_sd?
+    end
+
+    def respondent_type
+      return :teacher if headers
+                         .filter(&:present?)
+                         .filter { |header| header.start_with? "t-" }.count > 0
+
+      :student
+    end
+
+    def survey_type
+      @survey_type ||= SurveyItem.survey_type(survey_item_ids:)
+    end
+
+    def survey_item_ids
+      @survey_item_ids ||= sanitized_headers.filter { |header| header.start_with?("t-", "s-") }
+    end
+
+    def valid_duration?
+      return true if duration.nil? || duration == "" || duration.downcase == "n/a" || duration.downcase == "na"
+
+      span_in_seconds = duration.to_i
+      return span_in_seconds >= 300 if survey_type == :teacher
+      return span_in_seconds >= 240 if survey_type == :standard
+      return span_in_seconds >= 100 if survey_type == :short_form
+
+      true
+    end
+
+    def progress
+      survey_item_ids.reject { |header| row[header].nil? }.count
+    end
+
+    def valid_progress?
+      return false if progress.nil?
+
+      return progress >= 12 if survey_type == :teacher
+      return progress >= 11 if survey_type == :standard
+      return progress >= 5 if survey_type == :short_form
+      return progress >= 5 if survey_type == :early_education
+
+      false
+    end
+
+    def valid_grade?
+      return true if grade.nil?
+
+      return true if respondent_type == :teacher
+
+      respondents = Respondent.where(school:, academic_year:).first
+      if respondents.present? && respondents.enrollment_by_grade[grade].present?
+        enrollment = respondents.enrollment_by_grade[grade]
+      end
+      return false if enrollment.nil?
+
+      valid = enrollment > 0
+      puts "Invalid grade #{grade} for #{school.name} #{academic_year.formatted_range}" unless valid
+      valid
+    end
+
+    def valid_sd?
+      return true if survey_type == :early_education
+
+      survey_item_headers = headers.filter(&:present?).filter { |header| header.start_with?("s-", "t-") }
+      likert_scores = []
+      survey_item_headers.each do |header|
+        likert_scores << likert_score(survey_item_id: header).to_i
+      end
+      likert_scores = likert_scores.compact.reject(&:zero?)
+      return false if likert_scores.count < 2
+
+      !likert_scores.stdev.zero?
+    end
+
+    def valid_school?
+      school.present?
+    end
+
+    private
+
+    def copy_likert_scores_from_variant_survey_items
+      headers.filter(&:present?).filter { |header| header.end_with? "-1" }.each do |header|
+        likert_score = row[header]
+        main_item = header.gsub("-1", "")
+        row[main_item] = likert_score if likert_score.present? && row[main_item].blank?
+      end
+    end
+  end
+end

app/services/dashboard/survey_responses_data_loader.rb

@@ -0,0 +1,141 @@
+# frozen_string_literal: true
+
+module Dashboard
+  class SurveyResponsesDataLoader
+    def load_data(filepath:)
+      File.open(filepath) do |file|
+        headers = file.first
+        headers_array = CSV.parse(headers).first
+        all_survey_items = survey_items(headers:)
+
+        file.lazy.each_slice(500) do |lines|
+          survey_item_responses = CSV.parse(lines.join, headers:).map do |row|
+            process_row(row: SurveyItemValues.new(row:, headers: headers_array, survey_items: all_survey_items,
+                                                  schools:))
+          end
+          SurveyItemResponse.import survey_item_responses.compact.flatten, batch_size: 500,
+                                                                           on_duplicate_key_update: :all
+        end
+      end
+    end
+
+    def from_file(file:)
+      headers = file.gets
+      headers_array = CSV.parse(headers).first
+      all_survey_items = survey_items(headers:)
+
+      survey_item_responses = []
+      row_count = 0
+      until file.eof?
+        line = file.gets
+        next unless line.present?
+
+        CSV.parse(line, headers:).map do |row|
+          survey_item_responses << process_row(row: SurveyItemValues.new(row:, headers: headers_array,
+                                                                         survey_items: all_survey_items, schools:))
+        end
+
+        row_count += 1
+        next unless row_count == 500
+
+        SurveyItemResponse.import survey_item_responses.compact.flatten, batch_size: 500, on_duplicate_key_update: :all
+        survey_item_responses = []
+        row_count = 0
+      end
+
+      SurveyItemResponse.import survey_item_responses.compact.flatten, batch_size: 500, on_duplicate_key_update: :all
+    end
+
+    private
+
+    def schools
+      @schools = School.school_hash
+    end
+
+    def genders
+      @genders = Gender.by_qualtrics_code
+    end
+
+    def races
+      @races = Race.by_qualtrics_code
+    end
+
+    def incomes
+      @incomes ||= Income.by_slug
+    end
+
+    def ells
+      @ells ||= Ell.by_designation
+    end
+
+    def speds
+      @speds ||= Sped.by_designation
+    end
+
+    def process_row(row:)
+      return unless row.dese_id?
+      return unless row.school.present?
+
+      process_survey_items(row:)
+    end
+
+    def process_survey_items(row:)
+      student = Student.find_or_create_by(response_id: row.response_id, lasid: row.lasid)
+      student.races.delete_all
+      tmp_races = row.races.map { |race| races[race] }
+      student.races += tmp_races
+
+      row.survey_items.map do |survey_item|
+        likert_score = row.likert_score(survey_item_id: survey_item.survey_item_id) || next
+
+        unless likert_score.valid_likert_score?
+          puts "Response ID: #{row.response_id}, Likert score: #{likert_score} rejected" unless likert_score == "NA"
+          next
+        end
+        response = row.survey_item_response(survey_item:)
+        create_or_update_response(survey_item_response: response, likert_score:, row:, survey_item:, student:)
+      end.compact
+    end
+
+    def create_or_update_response(survey_item_response:, likert_score:, row:, survey_item:, student:)
+      gender = genders[row.gender]
+      grade = row.grade
+      income = incomes[row.income.parameterize]
+      ell = ells[row.ell]
+      sped = speds[row.sped]
+
+      if survey_item_response.present?
+        survey_item_response.likert_score = likert_score
+        survey_item_response.grade = grade
+        survey_item_response.gender = gender
+        survey_item_response.recorded_date = row.recorded_date
+        survey_item_response.income = income
+        survey_item_response.ell = ell
+        survey_item_response.sped = sped
+        survey_item_response.student = student
+        survey_item_response
+      else
+        SurveyItemResponse.new(response_id: row.response_id, academic_year: row.academic_year, school: row.school, survey_item:,
+                               likert_score:, grade:, gender:, recorded_date: row.recorded_date, income:, ell:, sped:, student:)
+      end
+    end
+
+    def survey_items(headers:)
+      SurveyItem.where(survey_item_id: get_survey_item_ids_from_headers(headers:))
+    end
+
+    def get_survey_item_ids_from_headers(headers:)
+      CSV.parse(headers).first
+         .filter(&:present?)
+         .filter { |header| header.start_with? "t-", "s-" }
+    end
+  end
+
+  module StringMonkeyPatches
+    def valid_likert_score?
+      to_i.between? 1, 5
+    end
+  end
+
+  String.include StringMonkeyPatches
+end

db/migrate/20240103232412_create_dashboard_academic_years.rb

@@ -6,6 +6,6 @@ class CreateDashboardAcademicYears < ActiveRecord::Migration[7.1]
       t.timestamps
     end
 
-    add_index :dashboard_academic_years, :range
+    add_index :dashboard_academic_years, :range, unique: true
   end
 end

db/migrate/20240104174053_create_dashboard_schools.rb

@@ -10,5 +10,7 @@ class CreateDashboardSchools < ActiveRecord::Migration[7.1]
 
       t.timestamps
     end
+
+    add_index :dashboard_schools, :dese_id, unique: true
   end
 end

lib/tasks/db.rake

@@ -9,7 +9,7 @@ namespace :dashboard do
       seeder.seed_districts_and_schools Dashboard::Engine.root.join("data", "dashboard",
                                                                     "master_list_of_schools_and_districts.csv")
       seeder.seed_sqm_framework Dashboard::Engine.root.join("data", "dashboard", "sqm_framework.csv")
-      # seeder.seed_demographics Rails.root.join("data", "demographics.csv")
+      seeder.seed_demographics Dashboard::Engine.root.join("data", "dashboard", "demographics.csv")
       # seeder.seed_enrollment Rails.root.join("data", "enrollment", "enrollment.csv")
       # seeder.seed_enrollment Rails.root.join("data", "enrollment", "nj_enrollment.csv")
       # seeder.seed_enrollment Rails.root.join("data", "enrollment", "wi_enrollment.csv")

spec/dummy/db/schema.rb

@@ -18,7 +18,7 @@ ActiveRecord::Schema[7.1].define(version: 2024_01_04_192128) do
     t.string "range"
     t.datetime "created_at", null: false
     t.datetime "updated_at", null: false
-    t.index ["range"], name: "index_dashboard_academic_years_on_range"
+    t.index ["range"], name: "index_dashboard_academic_years_on_range", unique: true
   end
 
   create_table "dashboard_admin_data_items", force: :cascade do |t|
@@ -160,6 +160,7 @@ ActiveRecord::Schema[7.1].define(version: 2024_01_04_192128) do
     t.datetime "created_at", null: false
     t.datetime "updated_at", null: false
     t.index ["dashboard_district_id"], name: "index_dashboard_schools_on_dashboard_district_id"
+    t.index ["dese_id"], name: "index_dashboard_schools_on_dese_id", unique: true
   end
 
   create_table "dashboard_scores", force: :cascade do |t|