mirror of
https://github.com/edcommonwealth/sqm-dashboards.git
synced 2026-03-08 23:18:18 -07:00
Add benchmarks to survey and admin data items. Remove them from measures. Modify seeder
Calculate benchmarks for measures based on a weighted average of survey and admin data items Added architectural records
This commit is contained in:
Nelson Jovel
parent
1a6c81e240
commit
ad03606d66
157 changed files with 2443 additions and 1932 deletions
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@ -1,6 +1,5 @@
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# PSQL: /Applications/Postgres.app/Contents/Versions/9.6/bin/psql -h localhost
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# aws s3 presign s3://irrationaldesign/beta-data-080719a.dump
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# sudo heroku pg:backups:restore 'https://irrationaldesign.s3.amazonaws.com/beta-data-080719a.dump?AWSAccessKeyId=AKIAIDGE3EMQEWUQZUJA&Signature=KrabUOeggEd5wrjLQ4bvgd9eZGU%3D&Expires=1565267251' DATABASE_URL -a mciea-beta
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@ -36,7 +35,7 @@ require 'csv'
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namespace :data do
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@year = 2019
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desc "load survey responses"
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desc 'load survey responses'
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task load_survey_responses: :environment do
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Dir.glob(Rails.root.join('data', 'survey_responses', '*.csv')).each do |filepath|
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puts "=====================> Loading data from csv at path: #{filepath}"
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@ -45,30 +44,28 @@ namespace :data do
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puts "=====================> Completed loading #{SurveyItemResponse.count} survey responses"
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end
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desc "Load in all data"
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desc 'Load in all data'
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task load: :environment do
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# return if School.count > 0
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Rake::Task["data:load_categories"].invoke
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Rake::Task["data:load_questions"].invoke
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Rake::Task["db:seed"].invoke
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Rake::Task["data:load_responses"].invoke
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Rake::Task["data:load_nonlikert_values"].invoke
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Rake::Task['data:load_categories'].invoke
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Rake::Task['data:load_questions'].invoke
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Rake::Task['db:seed'].invoke
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Rake::Task['data:load_responses'].invoke
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Rake::Task['data:load_nonlikert_values'].invoke
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end
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desc 'Check question / category data against existing data'
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task check_questions: :environment do
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csv_string = File.read(File.expand_path("../../../data/MeasureKey#{@year}.csv", __FILE__))
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csv = CSV.parse(csv_string, :headers => true)
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csv = CSV.parse(csv_string, headers: true)
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t = Time.new
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csv.each_with_index do |question, index|
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csv.each_with_index do |question, _index|
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existing_question = Question.created_in(@year).find_by_external_id(question['qid'])
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if existing_question.blank?
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puts "NOT FOUND: #{question['qid']} -> #{question["Question Text"]}"
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puts "NOT FOUND: #{question['qid']} -> #{question['Question Text']}"
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else
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if Question.where(external_id: question['qid']).count > 1
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puts "MULTIPLE FOUND: #{question['qid']}"
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end
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puts "MULTIPLE FOUND: #{question['qid']}" if Question.where(external_id: question['qid']).count > 1
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question_text = question['Question Text'].gsub(/[[:space:]]/, ' ').strip
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if existing_question.text != question_text
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@ -92,10 +89,10 @@ namespace :data do
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desc 'Sync questions / category data against existing data'
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task sync_questions: :environment do
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csv_string = File.read(File.expand_path("../../../data/MeasureKey#{@year}.csv", __FILE__))
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csv = CSV.parse(csv_string, :headers => true)
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csv = CSV.parse(csv_string, headers: true)
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t = Time.new
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csv.each_with_index do |question, index|
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csv.each_with_index do |question, _index|
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existing_question = Question.created_in(@year).find_by_external_id(question['qid'])
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if existing_question.blank?
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categories = Category.where(name: question['Category Name'].titleize)
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@ -114,7 +111,7 @@ namespace :data do
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option4: question['R4'],
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option5: question['R5'],
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target_group: question['qid'].starts_with?('s') ? 'for_students' : 'for_teachers',
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reverse: question['Reverse'] == "1"
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reverse: question['Reverse'] == '1'
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)
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end
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else
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@ -145,7 +142,7 @@ namespace :data do
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desc 'Load in category data'
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task load_categories: :environment do
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measures = JSON.parse(File.read(File.expand_path('../../../data/measures.json', __FILE__)))
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measures = JSON.parse(File.read(File.expand_path('../../data/measures.json', __dir__)))
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measures.each_with_index do |measure, index|
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category = Category.create_with(
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blurb: measure['blurb'],
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@ -169,14 +166,14 @@ namespace :data do
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external_id: subinfo_key
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).find_or_create_by(name: subsubinfo['title'])
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if subsubinfo['nonlikert'].present?
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subsubinfo['nonlikert'].each do |nonlikert_info|
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puts("NONLIKERT FOUND: #{nonlikert_info['title']}")
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nonlikert = subsubcategory.child_categories.create_with(
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benchmark_description: nonlikert_info['benchmark_explanation'],
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benchmark: nonlikert_info['benchmark']
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).find_or_create_by(name: nonlikert_info['title'])
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end
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next unless subsubinfo['nonlikert'].present?
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subsubinfo['nonlikert'].each do |nonlikert_info|
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puts("NONLIKERT FOUND: #{nonlikert_info['title']}")
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nonlikert = subsubcategory.child_categories.create_with(
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benchmark_description: nonlikert_info['benchmark_explanation'],
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benchmark: nonlikert_info['benchmark']
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).find_or_create_by(name: nonlikert_info['title'])
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end
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end
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end
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@ -190,18 +187,18 @@ namespace :data do
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'teacher'
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]
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questions = JSON.parse(File.read(File.expand_path('../../../data/questions.json', __FILE__)))
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questions = JSON.parse(File.read(File.expand_path('../../data/questions.json', __dir__)))
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questions.each do |question|
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category = nil
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question['category'].split('-').each do |external_id|
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categories = category.present? ? category.child_categories : Category
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category = categories.where(external_id: external_id).first
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if category.nil?
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puts 'NOTHING'
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puts external_id
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puts categories.inspect
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category = categories.create(name: question['Category Name'], external_id: external_id)
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end
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next unless category.nil?
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puts 'NOTHING'
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puts external_id
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puts categories.inspect
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category = categories.create(name: question['Category Name'], external_id: external_id)
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end
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question_text = question['text'].gsub(/[[:space:]]/, ' ').strip
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if question_text.index('.* teacher').nil?
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@ -213,7 +210,7 @@ namespace :data do
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option4: question['answers'][3],
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option5: question['answers'][4],
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for_recipient_students: question['child'].present?,
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reverse: question['Reverse'] == "1"
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reverse: question['Reverse'] == '1'
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)
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else
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variations.each do |variation|
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@ -225,7 +222,7 @@ namespace :data do
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option4: question['answers'][3],
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option5: question['answers'][4],
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for_recipient_students: question['child'].present?,
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reverse: question['Reverse'] == "1"
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reverse: question['Reverse'] == '1'
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)
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end
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end
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@ -240,21 +237,23 @@ namespace :data do
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]
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csv_string = File.read(File.expand_path("../../../data/MeasureKey#{@year}.csv", __FILE__))
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csv = CSV.parse(csv_string, :headers => true)
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csv = CSV.parse(csv_string, headers: true)
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t = Time.new
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csv.each_with_index do |question, index|
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csv.each_with_index do |question, _index|
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category = nil
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question['Category19'].split('-').each do |external_id_raw|
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external_id = external_id_raw.gsub(/[[:space:]]/, ' ').strip
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categories = category.present? ? category.child_categories : Category
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category = categories.where(external_id: external_id).first
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if category.nil?
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puts 'NOTHING'
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puts "#{question['Category']} -- #{external_id}"
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puts categories.map { |c| "#{c.name} - |#{c.external_id}| == |#{external_id}|: - #{external_id == c.external_id}"}.join(" ---- ")
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category = categories.create(name: question['Category Name'], external_id: external_id)
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end
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next unless category.nil?
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puts 'NOTHING'
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puts "#{question['Category']} -- #{external_id}"
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puts categories.map { |c|
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"#{c.name} - |#{c.external_id}| == |#{external_id}|: - #{external_id == c.external_id}"
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}.join(' ---- ')
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category = categories.create(name: question['Category Name'], external_id: external_id)
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end
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question_text = question['Question Text'].gsub(/[[:space:]]/, ' ').strip
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if question_text.index('.* teacher').nil?
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@ -265,9 +264,9 @@ namespace :data do
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option3: question['R3'],
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option4: question['R4'],
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option5: question['R5'],
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for_recipient_students: question['Level'] == "Students",
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for_recipient_students: question['Level'] == 'Students',
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external_id: question['qid'],
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reverse: question['Reverse'] == "1"
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reverse: question['Reverse'] == '1'
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)
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else
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variations.each do |variation|
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@ -278,9 +277,9 @@ namespace :data do
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option3: question['R3'],
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option4: question['R4'],
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option5: question['R5'],
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for_recipient_students: question['Level'] == "Students",
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for_recipient_students: question['Level'] == 'Students',
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external_id: question['qid'],
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reverse: question['Reverse'] == "1"
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reverse: question['Reverse'] == '1'
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)
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end
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end
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@ -310,17 +309,17 @@ namespace :data do
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missing_questions = {}
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bad_answers = {}
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timeToRun = 120000 * 60
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timeToRun = 120_000 * 60
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startIndex = 0
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stopIndex = 1000000
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stopIndex = 1_000_000
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startTime = Time.new
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# ['teacher_responses'].each do |file|
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['student_responses', 'teacher_responses'].each do |file|
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%w[student_responses teacher_responses].each do |file|
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recipients = file.split('_')[0]
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target_group = Question.target_groups["for_#{recipients}s"]
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csv_string = File.read(File.expand_path("../../../data/#{file}_#{@year}.csv", __FILE__))
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csv = CSV.parse(csv_string, :headers => true)
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csv = CSV.parse(csv_string, headers: true)
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puts("LOADING CSV: #{csv.length} ROWS")
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t = Time.new
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@ -338,16 +337,16 @@ namespace :data do
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end
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district_name = row['Q111'].strip
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if district_name.blank? || district_name == "NA"
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if district_name.blank? || district_name == 'NA'
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puts "DISTRICT NOT FOUND: #{district_name}"
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next
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end
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# district_name = row['To begin, please select your district.'] if district_name.nil?
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district = District.find_or_create_by(name: district_name, state_id: 1)
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school_name = row["SchoolName"].strip
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school_name = row['SchoolName'].strip
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if school_name.blank? || school_name == "NA"
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if school_name.blank? || school_name == 'NA'
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puts "BLANK SCHOOL NAME: #{district.name} - #{index}"
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next
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end
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@ -356,38 +355,36 @@ namespace :data do
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if school.nil?
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next if unknown_schools[school_name]
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puts "DATAERROR: Unable to find school: #{school_name} - #{index}"
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unknown_schools[school_name] = true
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next
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end
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respondent_id = "#{recipients}-#{index}-#{row["ResponseId"].strip}"
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respondent_id = "#{recipients}-#{index}-#{row['ResponseId'].strip}"
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recipient_id = respondent_map["#{school.id}-#{@year}-#{respondent_id}"]
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if recipient_id.present?
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recipient = school.recipients.where(id: recipient_id).first
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end
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recipient = school.recipients.where(id: recipient_id).first if recipient_id.present?
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if recipient.nil?
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begin
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recipient = school.recipients.create(
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name: "Survey Respondent Id: #{respondent_id}"
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)
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rescue
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rescue StandardError
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puts "DATAERROR: INDEX: #{index} ERROR AT #{index} - #{district.name} - #{school_name} #{school}: #{respondent_id}"
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end
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respondent_map["#{school.id}-#{respondent_id}"] = recipient.id
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end
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recipient_list = school.recipient_lists.find_by_name("#{recipients.titleize} List")
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if recipient_list.nil?
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recipient_list = school.recipient_lists.create(name: "#{recipients.titleize} List")
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end
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recipient_list = school.recipient_lists.create(name: "#{recipients.titleize} List") if recipient_list.nil?
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recipient_list.recipient_id_array << recipient.id
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recipient_list.save!
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row.each do |key, value|
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t1 = Time.new
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next if value.nil? or key.nil? or value.to_s == "-99"
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next if value.nil? or key.nil? or value.to_s == '-99'
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key = key.gsub(/[[:space:]]/, ' ').gsub(/\./, '-').strip.gsub(/\s+/, ' ')
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key = key.gsub(/-4-5/, '').gsub(/-6-12/, '')
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value = value.gsub(/[[:space:]]/, ' ').strip.downcase
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@ -400,23 +397,26 @@ namespace :data do
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if question.nil?
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next if missing_questions[key]
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puts "DATAERROR: Unable to find question: #{key}"
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missing_questions[key] = true
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next
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else
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question.update_attributes(target_group: target_group) if question.unknown?
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elsif question.unknown?
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question.update_attributes(target_group: target_group)
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end
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if (value.to_i.blank?)
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if value.to_i.blank?
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answer_index = question.option_index(value)
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answer_dictionary.each do |k, v|
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break if answer_index.present?
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answer_index = question.option_index(value.gsub(k.to_s, v.to_s))
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answer_index = question.option_index(value.gsub(v.to_s, k.to_s)) if answer_index.nil?
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end
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if answer_index.nil?
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next if bad_answers[key]
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puts "DATAERROR: Unable to find answer: #{key} = #{value.downcase.strip} - #{question.options.inspect}"
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bad_answers[key] = true
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next
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@ -429,7 +429,11 @@ namespace :data do
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# answer_index = 6 - answer_index if question.reverse?
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responded_at = Date.strptime(row['recordedDate'], '%Y-%m-%d %H:%M:%S') rescue Date.today
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responded_at = begin
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Date.strptime(row['recordedDate'], '%Y-%m-%d %H:%M:%S')
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rescue StandardError
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Date.today
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end
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begin
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recipient.attempts.create(question: question, answer_index: answer_index, responded_at: responded_at)
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rescue Exception => e
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@ -448,65 +452,64 @@ namespace :data do
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desc 'Load in nonlikert values for each school'
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task load_nonlikert_values: :environment do
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csv_string = File.read(File.expand_path("../../../data/MCIEA_18-19AdminData_Final.csv", __FILE__))
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csv_string = File.read(File.expand_path('../../data/MCIEA_18-19AdminData_Final.csv', __dir__))
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# csv_string = File.read(File.expand_path("../../../data/MCIEA_16-17_SGP.csv", __FILE__))
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csv = CSV.parse(csv_string, :headers => true)
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csv = CSV.parse(csv_string, headers: true)
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puts("LOADING NONLIKERT CSV: #{csv.length} ROWS")
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errors = []
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csv.each_with_index do |row, index|
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next if row["Likert_Value"].blank?
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csv.each_with_index do |row, _index|
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next if row['Likert_Value'].blank?
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base = Category
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category_ids = row["Category"].split("-")
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category_ids = row['Category'].split('-')
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category_ids.each do |category_id|
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category_id = category_id.downcase if category_id.downcase =~ /i/
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base = base.find_by_external_id(category_id)
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if base.nil?
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row["reason"] = "Unable to find category_id #{category_id} for category #{row["Category"]}"
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row['reason'] = "Unable to find category_id #{category_id} for category #{row['Category']}"
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errors << row
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next
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end
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base = base.child_categories
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end
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nonlikert_category = base.where(name: row["NonLikert Title"]).first
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nonlikert_category = base.where(name: row['NonLikert Title']).first
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|
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if nonlikert_category.nil?
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row["reason"] = "Unable to find nonlikert category: #{row["NonLikert Title"]} in #{}"
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row['reason'] = "Unable to find nonlikert category: #{row['NonLikert Title']} in "
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errors << row
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next
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else
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if (benchmark = row["Benchmark"]).present?
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nonlikert_category.update(benchmark: benchmark)
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end
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elsif (benchmark = row['Benchmark']).present?
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nonlikert_category.update(benchmark: benchmark)
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end
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district = District.where(name: row["District"], state_id: 1).first
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district = District.where(name: row['District'], state_id: 1).first
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if district.blank?
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row["reason"] = "DISTRICT NOT FOUND: #{row["District"]}"
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row['reason'] = "DISTRICT NOT FOUND: #{row['District']}"
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errors << row
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next
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end
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school = district.schools.where(name: row["School"]).first
|
||||
school = district.schools.where(name: row['School']).first
|
||||
if school.blank?
|
||||
row["reason"] = "SCHOOL NOT FOUND: #{row["School"]} (#{district.name})"
|
||||
row['reason'] = "SCHOOL NOT FOUND: #{row['School']} (#{district.name})"
|
||||
errors << row
|
||||
next
|
||||
end
|
||||
|
||||
school_category = school.school_categories.find_or_create_by(category: nonlikert_category, year: "#{@year}")
|
||||
school_category = school.school_categories.find_or_create_by(category: nonlikert_category, year: @year.to_s)
|
||||
if school_category.blank?
|
||||
row["reason"] = "SCHOOL CATEGORY NOT FOUND: #{school.name} (#{district.name}) #{nonlikert_category.name}"
|
||||
row['reason'] = "SCHOOL CATEGORY NOT FOUND: #{school.name} (#{district.name}) #{nonlikert_category.name}"
|
||||
errors << row
|
||||
next
|
||||
end
|
||||
|
||||
zscore = (([-2,[row["Likert_Value"].to_f-3,2].min].max * 10).to_i).to_f / 10.0
|
||||
zscore = ([-2, [row['Likert_Value'].to_f - 3, 2].min].max * 10).to_i.to_f / 10.0
|
||||
school_category.update(
|
||||
nonlikert: row["NL_Value"],
|
||||
nonlikert: row['NL_Value'],
|
||||
zscore: zscore.to_f,
|
||||
year: "#{@year}",
|
||||
year: @year.to_s,
|
||||
valid_child_count: 1
|
||||
)
|
||||
|
||||
|
|
@ -514,40 +517,41 @@ namespace :data do
|
|||
end
|
||||
|
||||
errors.each do |error|
|
||||
puts "#{error["reason"]}: #{error["NonLikert Title"]} -> #{error["Likert_Value"]}"
|
||||
puts "#{error['reason']}: #{error['NonLikert Title']} -> #{error['Likert_Value']}"
|
||||
end
|
||||
|
||||
puts "COUNT: #{SchoolCategory.where(attempt_count: 0, answer_index_total: 0).where("nonlikert is not null and zscore is null").count}"
|
||||
puts "COUNT: #{SchoolCategory.where(attempt_count: 0,
|
||||
answer_index_total: 0).where('nonlikert is not null and zscore is null').count}"
|
||||
end
|
||||
|
||||
desc 'Load in custom zones for each category'
|
||||
task load_custom_zones: :environment do
|
||||
ENV['BULK_PROCESS'] = 'true'
|
||||
|
||||
csv_string = File.read(File.expand_path("../../../data/Benchmarks2016-2017.csv", __FILE__))
|
||||
csv = CSV.parse(csv_string, :headers => true)
|
||||
csv_string = File.read(File.expand_path('../../data/Benchmarks2016-2017.csv', __dir__))
|
||||
csv = CSV.parse(csv_string, headers: true)
|
||||
|
||||
csv.each_with_index do |row, index|
|
||||
next if row["Warning High"].blank?
|
||||
csv.each_with_index do |row, _index|
|
||||
next if row['Warning High'].blank?
|
||||
|
||||
category = Category.find_by_name(row["Subcategory"])
|
||||
category = Category.find_by_name(row['Subcategory'])
|
||||
|
||||
if category.nil?
|
||||
puts "Unable to find category #{row["Subcategory"]}"
|
||||
puts "Unable to find category #{row['Subcategory']}"
|
||||
next
|
||||
end
|
||||
|
||||
custom_zones = [
|
||||
row["Warning High"],
|
||||
row["Watch High"],
|
||||
row["Growth High"],
|
||||
row["Approval High"],
|
||||
row['Warning High'],
|
||||
row['Watch High'],
|
||||
row['Growth High'],
|
||||
row['Approval High'],
|
||||
5
|
||||
]
|
||||
|
||||
puts "#{category.name} -> #{custom_zones.join(",")}"
|
||||
puts "#{category.name} -> #{custom_zones.join(',')}"
|
||||
|
||||
category.update(zones: custom_zones.join(","))
|
||||
category.update(zones: custom_zones.join(','))
|
||||
end
|
||||
|
||||
ENV.delete('BULK_PROCESS')
|
||||
|
|
@ -559,7 +563,8 @@ namespace :data do
|
|||
task move_likert_to_submeasures: :environment do
|
||||
Question.all.each do |q|
|
||||
category = q.category
|
||||
next unless category.name.index("Scale").nil?
|
||||
next unless category.name.index('Scale').nil?
|
||||
|
||||
new_category_name = "#{category.name} Scale"
|
||||
new_category = category.child_categories.where(name: new_category_name).first
|
||||
if new_category.nil?
|
||||
|
|
@ -592,19 +597,19 @@ namespace :data do
|
|||
new_school_questions = []
|
||||
category.questions.created_in(@year).each do |question|
|
||||
school = school_category.school
|
||||
next if school.district.name != "Boston"
|
||||
next if school.district.name != 'Boston'
|
||||
|
||||
school_question = school_category.school_questions.for(school, question).first
|
||||
if school_question.present?
|
||||
school_questions << school_question
|
||||
else
|
||||
attempt_data = Attempt.
|
||||
joins(:question).
|
||||
created_in(school_category.year).
|
||||
for_question(question).
|
||||
for_school(school).
|
||||
select('count(attempts.answer_index) as response_count').
|
||||
select('sum(case when questions.reverse then 6 - attempts.answer_index else attempts.answer_index end) as answer_index_total')[0]
|
||||
attempt_data = Attempt
|
||||
.joins(:question)
|
||||
.created_in(school_category.year)
|
||||
.for_question(question)
|
||||
.for_school(school)
|
||||
.select('count(attempts.answer_index) as response_count')
|
||||
.select('sum(case when questions.reverse then 6 - attempts.answer_index else attempts.answer_index end) as answer_index_total')[0]
|
||||
|
||||
available_responders = school.available_responders_for(question)
|
||||
|
||||
|
|
@ -625,7 +630,6 @@ namespace :data do
|
|||
|
||||
SchoolQuestion.import new_school_questions
|
||||
end
|
||||
|
||||
end
|
||||
end
|
||||
end
|
||||
|
|
@ -634,17 +638,14 @@ namespace :data do
|
|||
School.all.each do |school|
|
||||
Category.all.each do |category|
|
||||
school_category = SchoolCategory.for(school, category).in(@year).first
|
||||
if school_category.nil?
|
||||
school_category = school.school_categories.create(category: category, year: @year)
|
||||
end
|
||||
school_category = school.school_categories.create(category: category, year: @year) if school_category.nil?
|
||||
school_category.sync_aggregated_responses
|
||||
end
|
||||
end
|
||||
end
|
||||
end
|
||||
|
||||
#<SchoolCategory id: 1, school_id: 1, category_id: 1, attempt_count: 277, response_count: 277, answer_index_total: 1073, created_at: "2017-10-17 00:21:52", updated_at: "2018-03-03 17:24:53", nonlikert: nil, zscore: 0.674396962759463, year: "2017">
|
||||
|
||||
# <SchoolCategory id: 1, school_id: 1, category_id: 1, attempt_count: 277, response_count: 277, answer_index_total: 1073, created_at: "2017-10-17 00:21:52", updated_at: "2018-03-03 17:24:53", nonlikert: nil, zscore: 0.674396962759463, year: "2017">
|
||||
|
||||
# require 'csv'
|
||||
# student_counts_string = File.read(File.expand_path("data/bps_student_counts.csv"))
|
||||
|
|
@ -691,8 +692,6 @@ end
|
|||
#
|
||||
#
|
||||
|
||||
|
||||
|
||||
# min_response_rate = 0.3
|
||||
# level = 1
|
||||
# # categories = Category.joins(:questions).uniq.all
|
||||
|
|
@ -796,7 +795,6 @@ end
|
|||
#
|
||||
# puts "TOTAL: #{total}"
|
||||
|
||||
|
||||
# [
|
||||
# "next-wave-full-circle"
|
||||
# ].each do |slug|
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue