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chore:seed demographics
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33 changed files with 2423 additions and 8 deletions
305
app/services/dashboard/survey_item_values.rb
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305
app/services/dashboard/survey_item_values.rb
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module Dashboard
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class SurveyItemValues
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attr_reader :row, :headers, :survey_items, :schools
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def initialize(row:, headers:, survey_items:, schools:)
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@row = row
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# Remove any newlines in headers
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headers = headers.map { |item| item.delete("\n") if item.present? }
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@headers = include_all_headers(headers:)
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@survey_items = survey_items
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@schools = schools
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copy_likert_scores_from_variant_survey_items
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row["Income"] = income
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row["Raw Income"] = raw_income
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row["Raw ELL"] = raw_ell
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row["ELL"] = ell
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row["Raw SpEd"] = raw_sped
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row["SpEd"] = sped
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row["Progress Count"] = progress
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row["Race"] ||= races.join(",")
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row["Gender"] ||= gender
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copy_data_to_main_column(main: /Race/i, secondary: /Race Secondary|Race-1/i)
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copy_data_to_main_column(main: /Gender/i, secondary: /Gender Secondary|Gender-1/i)
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end
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def copy_data_to_main_column(main:, secondary:)
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main_column = headers.find { |header| main.match(header) }
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row[main_column] = value_from(pattern: secondary) if row[main_column].nil?
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end
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# 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.
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# We don't ensure that ids in the form of s-tint-q1 have a matching pair because not all questions have variants
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def include_all_headers(headers:)
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alternates = headers.filter(&:present?)
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.filter { |header| header.match?(/^[st]-\w*-\w*-1$/i) }
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alternates.each do |header|
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main = header.sub(/-1\z/, "")
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headers.push(main) unless headers.include?(main)
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end
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headers
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end
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def dese_id?
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dese_id.present?
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end
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def recorded_date
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@recorded_date ||= begin
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recorded_date = value_from(pattern: /Recorded\s*Date/i)
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Date.parse(recorded_date)
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end
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end
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def academic_year
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@academic_year ||= AcademicYear.find_by_date recorded_date
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end
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def survey_item_response(survey_item:)
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@survey_item_response ||= Hash.new do |memo, survey_item|
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memo[survey_item] = survey_item_responses[[response_id, survey_item.id]]
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end
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@survey_item_response[survey_item]
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end
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def survey_item_responses
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@survey_item_responses ||= Hash.new do |memo|
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responses_hash = {}
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SurveyItemResponse.where(school:, academic_year:, response_id:).each do |response|
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responses_hash[[response.response_id, response.survey_item.id]] = response
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end
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memo[[school, academic_year]] = responses_hash
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end
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@survey_item_responses[[school, academic_year]]
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end
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def response_id
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@response_id ||= value_from(pattern: /Response\s*ID/i)
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end
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def dese_id
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@dese_id ||= begin
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dese_id = value_from(pattern: /Dese\s*ID/i)
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dese_id ||= value_from(pattern: /^School$/i)
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dese_id ||= value_from(pattern: /School-\s*\w/i)
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dese_id.to_i
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end
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end
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def likert_score(survey_item_id:)
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row[survey_item_id] || row["#{survey_item_id}-1"]
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end
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def school
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@school ||= schools[dese_id]
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end
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def district
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@district ||= school&.district
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end
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def grade
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@grade ||= begin
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raw_grade = value_from(pattern: /Grade|What grade are you in?/i)
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return nil if raw_grade.blank?
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raw_grade.to_i
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end
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end
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def gender
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@gender ||= begin
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gender_code ||= value_from(pattern: /Gender self report/i)
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gender_code ||= value_from(pattern: /^Gender$/i)
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gender_code ||= value_from(pattern: /What is your gender?|What is your gender? - Selected Choice/i)
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gender_code ||= value_from(pattern: /Gender-\s*SIS/i)
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gender_code ||= value_from(pattern: /Gender-\s*Qcode/i)
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gender_code ||= value_from(pattern: /Gender - do not use/i)
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gender_code ||= value_from(pattern: /Gender/i)
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Gender.qualtrics_code_from(gender_code)
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end
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end
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def races
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@races ||= begin
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race_codes ||= self_report = value_from(pattern: /Race\s*self\s*report/i)
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race_codes ||= value_from(pattern: /^RACE$/i)
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race_codes ||= value_from(pattern: %r{What is your race/ethnicity?(Please select all that apply) - Selected Choice}i)
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race_codes ||= value_from(pattern: /Race Secondary/i)
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race_codes ||= sis ||= value_from(pattern: /Race-\s*SIS/i)
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race_codes ||= sis ||= value_from(pattern: /Race\s*-\s*Qcodes/i)
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race_codes ||= value_from(pattern: /RACE/i) || ""
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race_codes ||= []
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race_codes = race_codes.split(",")
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.map do |word|
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word.split(/\s+and\s+/i)
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end.flatten
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.reject(&:blank?)
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.map { |race| Race.qualtrics_code_from(race) }.map(&:to_i)
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# Only check the secondary hispanic column if we don't have self reported data and are relying on SIS data
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if self_report.nil? && sis.present?
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hispanic = value_from(pattern: /Hispanic\s*Latino/i)&.downcase
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race_codes = race_codes.reject { |code| code == 5 } if hispanic == "true" && race_codes.count == 1
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race_codes = race_codes.push(4) if hispanic == "true"
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end
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Race.normalize_race_list(race_codes)
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end
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end
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def lasid
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@lasid ||= value_from(pattern: /LASID/i)
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end
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def raw_income
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@raw_income ||= value_from(pattern: /Low\s*Income|Raw\s*Income|SES-\s*SIS/i)
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end
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def income
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@income ||= Income.to_designation(raw_income)
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end
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def raw_ell
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@raw_ell ||= value_from(pattern: /EL Student First Year|Raw\s*ELL|ELL-\s*SIS/i)
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end
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def ell
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@ell ||= Ell.to_designation(raw_ell)
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end
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def raw_sped
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@raw_sped ||= value_from(pattern: /Special\s*Ed\s*Status|Raw\s*SpEd|SpEd-\s*SIS/i)
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end
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def sped
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@sped ||= Sped.to_designation(raw_sped)
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end
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def value_from(pattern:)
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output = nil
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matches = headers.select do |header|
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pattern.match(header)
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end.map { |item| item.delete("\n") }
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matches.each do |match|
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output ||= row[match]&.strip
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end
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return nil if output&.match?(%r{^#*N/*A$}i) || output.blank?
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output
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end
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def sanitized_headers
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@sanitized_headers ||= headers.select(&:present?)
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.reject { |key, _value| key.start_with? "Q" }
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.reject { |key, _value| key.match?(/^[st]-\w*-\w*-1$/i) }
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end
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def to_a
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sanitized_headers.map { |header| row[header] }
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end
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def duration
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@duration ||= value_from(pattern: /Duration|Duration \(in seconds\)|Duration\.\.\(in\.seconds\)/i)
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end
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def valid?
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valid_duration? && valid_progress? && valid_grade? && valid_sd?
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end
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def respondent_type
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return :teacher if headers
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.filter(&:present?)
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.filter { |header| header.start_with? "t-" }.count > 0
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:student
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end
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def survey_type
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@survey_type ||= SurveyItem.survey_type(survey_item_ids:)
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end
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def survey_item_ids
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@survey_item_ids ||= sanitized_headers.filter { |header| header.start_with?("t-", "s-") }
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end
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def valid_duration?
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return true if duration.nil? || duration == "" || duration.downcase == "n/a" || duration.downcase == "na"
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span_in_seconds = duration.to_i
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return span_in_seconds >= 300 if survey_type == :teacher
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return span_in_seconds >= 240 if survey_type == :standard
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return span_in_seconds >= 100 if survey_type == :short_form
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true
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end
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def progress
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survey_item_ids.reject { |header| row[header].nil? }.count
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end
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def valid_progress?
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return false if progress.nil?
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return progress >= 12 if survey_type == :teacher
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return progress >= 11 if survey_type == :standard
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return progress >= 5 if survey_type == :short_form
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return progress >= 5 if survey_type == :early_education
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false
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end
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def valid_grade?
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return true if grade.nil?
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return true if respondent_type == :teacher
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respondents = Respondent.where(school:, academic_year:).first
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if respondents.present? && respondents.enrollment_by_grade[grade].present?
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enrollment = respondents.enrollment_by_grade[grade]
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end
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return false if enrollment.nil?
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valid = enrollment > 0
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puts "Invalid grade #{grade} for #{school.name} #{academic_year.formatted_range}" unless valid
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valid
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end
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def valid_sd?
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return true if survey_type == :early_education
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survey_item_headers = headers.filter(&:present?).filter { |header| header.start_with?("s-", "t-") }
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likert_scores = []
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survey_item_headers.each do |header|
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likert_scores << likert_score(survey_item_id: header).to_i
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end
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likert_scores = likert_scores.compact.reject(&:zero?)
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return false if likert_scores.count < 2
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!likert_scores.stdev.zero?
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end
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def valid_school?
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school.present?
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end
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private
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def copy_likert_scores_from_variant_survey_items
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headers.filter(&:present?).filter { |header| header.end_with? "-1" }.each do |header|
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likert_score = row[header]
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main_item = header.gsub("-1", "")
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row[main_item] = likert_score if likert_score.present? && row[main_item].blank?
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end
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end
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end
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end
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