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README.md
CHANGED
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@@ -25,579 +25,11 @@ configs:
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- config_name: default
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data_files:
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- split: train
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-
path: data/train-
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- split: validation
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-
path: data/validation-
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- split: test
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-
path: data/test-
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-
dataset_info:
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-
features:
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-
- name: school_id
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-
dtype: string
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-
- name: teacher_id
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-
dtype: string
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-
- name: full_name
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-
dtype: string
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-
- name: department
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-
dtype: string
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-
- name: subjects_taught
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-
dtype: string
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-
- name: grade_levels
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-
dtype: string
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-
- name: email
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-
dtype: string
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-
- name: phone
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-
dtype: string
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| 51 |
-
- name: years_experience
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-
dtype: string
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-
- name: degrees
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-
dtype: string
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-
- name: certifications
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-
dtype: string
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-
- name: _source
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-
dtype: string
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-
- name: _category
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-
dtype: string
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-
- name: _record_type
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-
dtype: string
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-
- name: course_code
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-
dtype: string
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-
- name: course_name
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-
dtype: string
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| 67 |
-
- name: subject_area
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-
dtype: string
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| 69 |
-
- name: course_type
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-
dtype: string
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| 71 |
-
- name: credit_hours
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-
dtype: string
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| 73 |
-
- name: prerequisites
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-
dtype: string
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-
- name: enrollment_count
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-
dtype: string
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-
- name: course_description
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-
dtype: string
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-
- name: textbook
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-
dtype: string
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-
- name: pathway
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-
dtype: string
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-
- name: dual_credit_partner
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-
dtype: string
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-
- name: NAME
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-
dtype: string
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-
- name: B14001_001E
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-
dtype: string
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-
- name: B14001_002E
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-
dtype: string
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-
- name: B14001_003E
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-
dtype: string
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-
- name: B14001_004E
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-
dtype: string
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-
- name: B14001_005E
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-
dtype: string
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-
- name: B14001_006E
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-
dtype: string
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-
- name: B14001_007E
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-
dtype: string
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-
- name: B14001_008E
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-
dtype: string
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-
- name: B14001_009E
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-
dtype: string
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| 105 |
-
- name: state
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-
dtype: string
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| 107 |
-
- name: school district (unified)
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-
dtype: string
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-
- name: state_code
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-
dtype: string
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-
- name: test_name
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-
dtype: string
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| 113 |
-
- name: subject
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-
dtype: string
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-
- name: grade_level
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-
dtype: string
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-
- name: year
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-
dtype: string
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-
- name: total_tested
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-
dtype: string
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-
- name: meets_standard_pct
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-
dtype: string
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-
- name: masters_standard_pct
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-
dtype: string
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| 125 |
-
- name: performance_by_ethnicity_Hispanic
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-
dtype: string
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-
- name: performance_by_ethnicity_White
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-
dtype: string
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-
- name: performance_by_ethnicity_African American
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-
dtype: string
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-
- name: performance_by_ethnicity_Asian
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-
dtype: string
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-
- name: performance_by_ethnicity_American Indian
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-
dtype: string
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-
- name: performance_by_ethnicity_Pacific Islander
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-
dtype: string
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-
- name: performance_by_ethnicity_Two or More Races
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-
dtype: string
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-
- name: performance_by_economic_status_Economically Disadvantaged
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-
dtype: string
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-
- name: performance_by_economic_status_Not Economically Disadvantaged
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-
dtype: string
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-
- name: performance_by_special_populations_English Learners
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-
dtype: string
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-
- name: performance_by_special_populations_Students with Disabilities
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-
dtype: string
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-
- name: performance_by_special_populations_At-Risk
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-
dtype: string
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| 149 |
-
- name: lea_id
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-
dtype: string
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-
- name: school_name
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-
dtype: string
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-
- name: district_name
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-
dtype: string
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-
- name: county
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-
dtype: string
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- name: school_type
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-
dtype: string
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-
- name: enrollment
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-
dtype: string
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-
- name: graduation_rate
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-
dtype: string
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-
- name: essa_index
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-
dtype: string
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-
- name: essa_rating
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-
dtype: string
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-
- name: ela_proficiency
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-
dtype: string
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-
- name: math_proficiency
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-
dtype: string
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-
- name: science_proficiency
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-
dtype: string
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-
- name: code
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-
dtype: string
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-
- name: grade_band
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-
dtype: string
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-
- name: concept
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-
dtype: string
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-
- name: subconcept
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-
dtype: string
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-
- name: standard_text
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-
dtype: string
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-
- name: practices
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-
dtype: string
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-
- name: grade_range
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-
dtype: string
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-
- name: institution_id
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-
dtype: string
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-
- name: dashboard_rating
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-
dtype: string
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-
- name: beds_code
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-
dtype: string
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-
- name: need_resource_category
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-
dtype: string
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-
- name: accountability_status
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-
dtype: string
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-
- name: school_code
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-
dtype: string
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-
- name: north_star_designation
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-
dtype: string
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-
- name: achievement_gap_reduction
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-
dtype: string
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-
- name: id
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-
dtype: string
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-
- name: title
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-
dtype: string
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-
- name: slug
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-
dtype: string
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-
- name: subjects
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-
dtype: string
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-
- name: description
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-
dtype: string
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-
- name: cover_url
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-
dtype: string
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-
- name: web_url
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-
dtype: string
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-
- name: pdf_url
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-
dtype: string
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-
- name: license
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-
dtype: string
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-
- name: authors
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-
dtype: string
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-
- name: publish_date
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-
dtype: string
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-
- name: chapters
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-
dtype: string
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-
- name: k12_applicable
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-
dtype: string
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-
- name: district_id
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-
dtype: string
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-
- name: address
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-
dtype: string
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-
- name: city
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-
dtype: string
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-
- name: zip_code
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-
dtype: string
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-
- name: principal
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-
dtype: string
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-
- name: magnet_program
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-
dtype: string
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-
- name: charter_school
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-
dtype: string
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-
- name: accountability_rating
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-
dtype: string
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| 245 |
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- name: staar_scores_Reading
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-
dtype: string
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-
- name: staar_scores_Mathematics
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-
dtype: string
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- name: staar_scores_Science
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-
dtype: string
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-
- name: staar_scores_Social Studies
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-
dtype: string
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- name: staar_scores_Writing
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dtype: string
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-
- name: dropout_rate
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-
dtype: string
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-
- name: attendance_rate
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dtype: string
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-
- name: chronic_absenteeism_rate
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-
dtype: string
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| 261 |
-
- name: total_enrollment
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| 262 |
-
dtype: string
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| 263 |
-
- name: student_demographics_Hispanic
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dtype: string
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- name: student_demographics_White
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-
dtype: string
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| 267 |
-
- name: student_demographics_African American
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-
dtype: string
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- name: student_demographics_Asian
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-
dtype: string
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| 271 |
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- name: student_demographics_Other
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-
dtype: string
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| 273 |
-
- name: economically_disadvantaged_pct
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| 274 |
-
dtype: string
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-
- name: english_learners_pct
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-
dtype: string
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| 277 |
-
- name: special_education_pct
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-
dtype: string
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| 279 |
-
- name: total_teachers
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-
dtype: string
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-
- name: student_teacher_ratio
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dtype: string
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- name: teacher_avg_salary
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dtype: string
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- name: teacher_turnover_rate
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dtype: string
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- name: star_rating
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dtype: string
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- name: overall_score
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dtype: string
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- name: sau_name
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dtype: string
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- name: performance_index
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dtype: string
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- name: state_id
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dtype: string
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- name: aquestt_classification
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dtype: string
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- name: insights_rating
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dtype: string
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- name: school_number
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dtype: string
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- name: district_number
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dtype: string
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- name: school_grade
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dtype: string
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- name: learning_gains_ela
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dtype: string
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- name: learning_gains_math
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dtype: string
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- name: borough
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dtype: string
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- name: ccrpi_score
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dtype: string
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- name: accountability_grade
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dtype: string
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- name: fetch_time
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dtype: string
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- name: demographics
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dtype: string
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-
- name: state_name
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dtype: string
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-
- name: total_districts
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dtype: string
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-
- name: total_students
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dtype: string
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| 327 |
-
- name: avg_per_pupil_expenditure
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-
dtype: string
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| 329 |
-
- name: median_per_pupil_expenditure
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dtype: string
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| 331 |
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- name: state_funding_pct
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dtype: string
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- name: local_funding_pct
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dtype: string
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- name: federal_funding_pct
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dtype: string
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- name: funding_equity_index
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dtype: string
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- name: region
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dtype: string
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- name: cities_served
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dtype: string
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- name: superintendent
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dtype: string
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- name: website
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dtype: string
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| 347 |
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- name: total_schools
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dtype: string
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| 349 |
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- name: budget_total
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dtype: string
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| 351 |
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- name: per_pupil_spending
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dtype: string
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- name: first_rating
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dtype: string
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- name: site_code
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dtype: string
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- name: parish
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dtype: string
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| 359 |
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- name: school_performance_score
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dtype: string
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| 361 |
-
- name: letter_grade
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| 362 |
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dtype: string
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| 363 |
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- name: leap_ela_proficiency
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dtype: string
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| 365 |
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- name: leap_math_proficiency
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| 366 |
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dtype: string
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| 367 |
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- name: municipality
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dtype: string
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| 369 |
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- name: grade
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-
dtype: string
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- name: domain
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dtype: string
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- name: cluster
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dtype: string
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- name: sub_standards
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dtype: string
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- name: related_standards
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dtype: string
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- name: skills
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dtype: string
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- name: keywords
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| 382 |
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dtype: string
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| 383 |
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- name: total_revenue
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dtype: string
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| 385 |
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- name: total_expenditure
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dtype: string
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| 387 |
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- name: per_pupil_expenditure
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| 388 |
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dtype: string
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| 389 |
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- name: local_revenue_pct
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| 390 |
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dtype: string
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| 391 |
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- name: state_revenue_pct
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dtype: string
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| 393 |
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- name: federal_revenue_pct
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| 394 |
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dtype: string
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| 395 |
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- name: instruction_expenditure_pct
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| 396 |
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dtype: string
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| 397 |
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- name: avg_teacher_salary
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| 398 |
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dtype: string
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| 399 |
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- name: country_code
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| 400 |
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dtype: string
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| 401 |
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- name: country_name
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| 402 |
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dtype: string
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| 403 |
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- name: primary_gross_enrollment_ratio
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dtype: string
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| 405 |
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- name: secondary_gross_enrollment_ratio
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| 406 |
-
dtype: string
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| 407 |
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- name: tertiary_gross_enrollment_ratio
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| 408 |
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dtype: string
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| 409 |
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- name: primary_completion_rate
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dtype: string
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- name: lower_secondary_completion_rate
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dtype: string
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| 413 |
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- name: upper_secondary_completion_rate
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| 414 |
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dtype: string
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| 415 |
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- name: pupil_teacher_ratio_primary
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dtype: string
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| 417 |
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- name: pupil_teacher_ratio_secondary
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| 418 |
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dtype: string
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| 419 |
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- name: education_expenditure_pct_gdp
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dtype: string
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- name: adult_literacy_rate
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dtype: string
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- name: youth_literacy_rate
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dtype: string
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- name: kesa_rating
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dtype: string
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- name: postsecondary_success
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dtype: string
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- name: entity_id
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dtype: string
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- name: ctds
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dtype: string
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- name: ela_growth_points
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dtype: string
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- name: math_growth_points
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dtype: string
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- name: college_career_ready
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dtype: string
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- name: success_framework_rating
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dtype: string
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- name: report_card_grade
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dtype: string
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- name: acap_ela_proficiency
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dtype: string
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| 445 |
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- name: acap_math_proficiency
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dtype: string
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| 447 |
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- name: ostp_ela_proficiency
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dtype: string
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- name: ostp_math_proficiency
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dtype: string
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- name: full_text
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dtype: string
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- name: discipline
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dtype: string
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- name: topic
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dtype: string
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- name: core_ideas
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dtype: string
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- name: crosscutting
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-
dtype: string
|
| 461 |
-
- name: clarification
|
| 462 |
-
dtype: string
|
| 463 |
-
- name: assessment_boundary
|
| 464 |
-
dtype: string
|
| 465 |
-
- name: dashboard_grade
|
| 466 |
-
dtype: string
|
| 467 |
-
- name: lea_name
|
| 468 |
-
dtype: string
|
| 469 |
-
- name: ward
|
| 470 |
-
dtype: string
|
| 471 |
-
- name: building_code
|
| 472 |
-
dtype: string
|
| 473 |
-
- name: school_index
|
| 474 |
-
dtype: string
|
| 475 |
-
- name: division_name
|
| 476 |
-
dtype: string
|
| 477 |
-
- name: accreditation_status
|
| 478 |
-
dtype: string
|
| 479 |
-
- name: scorecard_rating
|
| 480 |
-
dtype: string
|
| 481 |
-
- name: state_school_id
|
| 482 |
-
dtype: string
|
| 483 |
-
- name: designation
|
| 484 |
-
dtype: string
|
| 485 |
-
- name: kprep_reading_proficiency
|
| 486 |
-
dtype: string
|
| 487 |
-
- name: kprep_math_proficiency
|
| 488 |
-
dtype: string
|
| 489 |
-
- name: org_code
|
| 490 |
-
dtype: string
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| 491 |
-
- name: accountability_percentile
|
| 492 |
-
dtype: string
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| 493 |
-
- name: nspf_index
|
| 494 |
-
dtype: string
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| 495 |
-
- name: county_district_school
|
| 496 |
-
dtype: string
|
| 497 |
-
- name: performance_report_tier
|
| 498 |
-
dtype: string
|
| 499 |
-
- name: report_card_status
|
| 500 |
-
dtype: string
|
| 501 |
-
- name: complex_area
|
| 502 |
-
dtype: string
|
| 503 |
-
- name: island
|
| 504 |
-
dtype: string
|
| 505 |
-
- name: strive_hi_index
|
| 506 |
-
dtype: string
|
| 507 |
-
- name: apr_score
|
| 508 |
-
dtype: string
|
| 509 |
-
- name: apr_status
|
| 510 |
-
dtype: string
|
| 511 |
-
- name: facility_code
|
| 512 |
-
dtype: string
|
| 513 |
-
- name: town
|
| 514 |
-
dtype: string
|
| 515 |
-
- name: accountability_index
|
| 516 |
-
dtype: string
|
| 517 |
-
- name: effectiveness_rating
|
| 518 |
-
dtype: string
|
| 519 |
-
- name: irn
|
| 520 |
-
dtype: string
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| 521 |
-
- name: overall_rating
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| 522 |
-
dtype: string
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| 523 |
-
- name: categories
|
| 524 |
-
dtype: string
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| 525 |
-
- name: summary_total_institutions
|
| 526 |
-
dtype: string
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| 527 |
-
- name: summary_public_4year
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| 528 |
-
dtype: string
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| 529 |
-
- name: summary_private_4year
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| 530 |
-
dtype: string
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| 531 |
-
- name: summary_community_colleges
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| 532 |
-
dtype: string
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| 533 |
-
- name: summary_for_profit
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dtype: string
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-
- name: summary_source
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| 536 |
-
dtype: string
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-
- name: summary_data_year
|
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-
dtype: string
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| 539 |
-
- name: source
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| 540 |
-
dtype: string
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-
- name: note
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-
dtype: string
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| 543 |
-
- name: report_card_rating
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| 544 |
-
dtype: string
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| 545 |
-
- name: building_id
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-
dtype: string
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-
- name: wsif_tier
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dtype: string
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- name: tvaas_composite
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dtype: string
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- name: tvaas_literacy
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dtype: string
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- name: tvaas_numeracy
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dtype: string
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- name: ready_graduate_rate
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dtype: string
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- name: chronic_absenteeism
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| 558 |
-
dtype: string
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-
- name: aun
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dtype: string
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- name: spp_score
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dtype: string
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| 563 |
-
- name: pvaas_growth_index
|
| 564 |
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dtype: string
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| 565 |
-
- name: keystone_literature
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| 566 |
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dtype: string
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| 567 |
-
- name: keystone_algebra
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| 568 |
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dtype: string
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| 569 |
-
- name: keystone_biology
|
| 570 |
-
dtype: string
|
| 571 |
-
- name: performance_rating
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| 572 |
-
dtype: string
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| 573 |
-
- name: median_growth_percentile
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| 574 |
-
dtype: string
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| 575 |
-
- name: rcdts_code
|
| 576 |
-
dtype: string
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| 577 |
-
- name: summative_designation
|
| 578 |
-
dtype: string
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| 579 |
-
- name: rural_urban
|
| 580 |
-
dtype: string
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| 581 |
-
- name: data_categories
|
| 582 |
-
dtype: string
|
| 583 |
-
- name: total_records
|
| 584 |
-
dtype: string
|
| 585 |
-
- name: performance_grade
|
| 586 |
-
dtype: string
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| 587 |
-
- name: growth_status
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| 588 |
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dtype: string
|
| 589 |
-
splits:
|
| 590 |
-
- name: train
|
| 591 |
-
num_bytes: 11430101
|
| 592 |
-
num_examples: 5497
|
| 593 |
-
- name: validation
|
| 594 |
-
num_bytes: 2206343
|
| 595 |
-
num_examples: 1178
|
| 596 |
-
- name: test
|
| 597 |
-
num_bytes: 2266432
|
| 598 |
-
num_examples: 1180
|
| 599 |
-
download_size: 865599
|
| 600 |
-
dataset_size: 15902876
|
| 601 |
---
|
| 602 |
|
| 603 |
# 🏫 K-12 Comprehensive Educational Dataset
|
|
@@ -625,12 +57,12 @@ federal = train_data.filter(lambda x: x['_category'] == 'federal')
|
|
| 625 |
|
| 626 |
## Dataset Statistics
|
| 627 |
|
| 628 |
-
- **Total Records**: 7,
|
| 629 |
-
- **Train Split**: 5,
|
| 630 |
-
- **Validation Split**: 1,
|
| 631 |
-
- **Test Split**: 1,
|
| 632 |
-
- **Data Sources**:
|
| 633 |
-
- **Generated**: 2026-
|
| 634 |
|
| 635 |
## Data Sources
|
| 636 |
|
|
@@ -659,6 +91,45 @@ federal = train_data.filter(lambda x: x['_category'] == 'federal')
|
|
| 659 |
| state_oh | state_portal | 5 | Ohio ODE data |
|
| 660 |
| state_wa | state_portal | 5 | Washington OSPI data |
|
| 661 |
| state_ma | state_portal | 5 | Massachusetts DESE data |
|
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| 662 |
| school_finance_states | research | 10 | State-level school finance data |
|
| 663 |
| school_finance_districts | research | 5 | District-level school finance data |
|
| 664 |
| unesco_education | research | 15 | UNESCO international education benchmarks |
|
|
@@ -683,8 +154,8 @@ federal = train_data.filter(lambda x: x['_category'] == 'federal')
|
|
| 683 |
- OpenStax free textbooks
|
| 684 |
|
| 685 |
### State Portal Data (`_category: state_portal`)
|
| 686 |
-
- Data from
|
| 687 |
-
-
|
| 688 |
- School accountability ratings and performance
|
| 689 |
|
| 690 |
### Research & Finance (`_category: research`)
|
|
@@ -736,7 +207,7 @@ This dataset compiles public domain government data from:
|
|
| 736 |
- Civil Rights Data Collection (CRDC)
|
| 737 |
- U.S. Census Bureau American Community Survey
|
| 738 |
- College Scorecard (U.S. Department of Education)
|
| 739 |
-
- State education agencies (
|
| 740 |
- School Finance Indicators Database (SFID)
|
| 741 |
- UNESCO Institute for Statistics (UIS)
|
| 742 |
- Common Core State Standards Initiative
|
|
@@ -754,7 +225,7 @@ This dataset compiles public domain government data from:
|
|
| 754 |
publisher={HuggingFace},
|
| 755 |
url={https://huggingface.co/datasets/robworks-software/k12-comprehensive-educational-dataset},
|
| 756 |
license={CC0-1.0},
|
| 757 |
-
note={Comprehensive K-12 educational dataset with 7,
|
| 758 |
}
|
| 759 |
```
|
| 760 |
|
|
|
|
| 25 |
- config_name: default
|
| 26 |
data_files:
|
| 27 |
- split: train
|
| 28 |
+
path: data/train-00000-of-00001.parquet
|
| 29 |
- split: validation
|
| 30 |
+
path: data/validation-00000-of-00001.parquet
|
| 31 |
- split: test
|
| 32 |
+
path: data/test-00000-of-00001.parquet
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| 33 |
---
|
| 34 |
|
| 35 |
# 🏫 K-12 Comprehensive Educational Dataset
|
|
|
|
| 57 |
|
| 58 |
## Dataset Statistics
|
| 59 |
|
| 60 |
+
- **Total Records**: 7,855
|
| 61 |
+
- **Train Split**: 5,497 records (70%)
|
| 62 |
+
- **Validation Split**: 1,178 records (15%)
|
| 63 |
+
- **Test Split**: 1,180 records (15%)
|
| 64 |
+
- **Data Sources**: 65 validated sources
|
| 65 |
+
- **Generated**: 2026-02-01 18:01:59
|
| 66 |
|
| 67 |
## Data Sources
|
| 68 |
|
|
|
|
| 91 |
| state_oh | state_portal | 5 | Ohio ODE data |
|
| 92 |
| state_wa | state_portal | 5 | Washington OSPI data |
|
| 93 |
| state_ma | state_portal | 5 | Massachusetts DESE data |
|
| 94 |
+
| state_fl | state_portal | 5 | Florida FLDOE data |
|
| 95 |
+
| state_pa | state_portal | 5 | Pennsylvania PDE data |
|
| 96 |
+
| state_az | state_portal | 5 | Arizona ADE data |
|
| 97 |
+
| state_tn | state_portal | 5 | Tennessee TDOE data |
|
| 98 |
+
| state_in | state_portal | 5 | Indiana IDOE data |
|
| 99 |
+
| state_mo | state_portal | 5 | Missouri DESE data |
|
| 100 |
+
| state_wi | state_portal | 5 | Wisconsin DPI data |
|
| 101 |
+
| state_md | state_portal | 5 | Maryland MSDE data |
|
| 102 |
+
| state_co | state_portal | 5 | Colorado CDE data |
|
| 103 |
+
| state_mn | state_portal | 5 | Minnesota MDE data |
|
| 104 |
+
| state_sc | state_portal | 5 | South Carolina SCDE data |
|
| 105 |
+
| state_al | state_portal | 5 | Alabama ALSDE data |
|
| 106 |
+
| state_la | state_portal | 5 | Louisiana LDOE data |
|
| 107 |
+
| state_ky | state_portal | 5 | Kentucky KDE data |
|
| 108 |
+
| state_ok | state_portal | 5 | Oklahoma OSDE data |
|
| 109 |
+
| state_or | state_portal | 5 | Oregon ODE data |
|
| 110 |
+
| state_ct | state_portal | 5 | Connecticut CSDE data |
|
| 111 |
+
| state_ut | state_portal | 5 | Utah USBE data |
|
| 112 |
+
| state_nv | state_portal | 5 | Nevada NDE data |
|
| 113 |
+
| state_ar | state_portal | 5 | Arkansas DESE data |
|
| 114 |
+
| state_ia | state_portal | 5 | Iowa DE data |
|
| 115 |
+
| state_ms | state_portal | 5 | Mississippi MDE data |
|
| 116 |
+
| state_ks | state_portal | 5 | Kansas KSDE data |
|
| 117 |
+
| state_nm | state_portal | 5 | New Mexico PED data |
|
| 118 |
+
| state_ne | state_portal | 5 | Nebraska NDE data |
|
| 119 |
+
| state_wv | state_portal | 5 | West Virginia WVDE data |
|
| 120 |
+
| state_id | state_portal | 5 | Idaho SDE data |
|
| 121 |
+
| state_hi | state_portal | 5 | Hawaii HIDOE data |
|
| 122 |
+
| state_nh | state_portal | 5 | New Hampshire DOE data |
|
| 123 |
+
| state_me | state_portal | 5 | Maine DOE data |
|
| 124 |
+
| state_ri | state_portal | 5 | Rhode Island RIDE data |
|
| 125 |
+
| state_mt | state_portal | 5 | Montana OPI data |
|
| 126 |
+
| state_de | state_portal | 5 | Delaware DOE data |
|
| 127 |
+
| state_sd | state_portal | 5 | South Dakota DOE data |
|
| 128 |
+
| state_nd | state_portal | 5 | North Dakota DPI data |
|
| 129 |
+
| state_ak | state_portal | 5 | Alaska DEED data |
|
| 130 |
+
| state_vt | state_portal | 5 | Vermont AOE data |
|
| 131 |
+
| state_wy | state_portal | 5 | Wyoming WDE data |
|
| 132 |
+
| state_dc | state_portal | 5 | DC OSSE data |
|
| 133 |
| school_finance_states | research | 10 | State-level school finance data |
|
| 134 |
| school_finance_districts | research | 5 | District-level school finance data |
|
| 135 |
| unesco_education | research | 15 | UNESCO international education benchmarks |
|
|
|
|
| 154 |
- OpenStax free textbooks
|
| 155 |
|
| 156 |
### State Portal Data (`_category: state_portal`)
|
| 157 |
+
- Data from 49 state education agencies (all 50 states + DC)
|
| 158 |
+
- Comprehensive coverage across all US regions
|
| 159 |
- School accountability ratings and performance
|
| 160 |
|
| 161 |
### Research & Finance (`_category: research`)
|
|
|
|
| 207 |
- Civil Rights Data Collection (CRDC)
|
| 208 |
- U.S. Census Bureau American Community Survey
|
| 209 |
- College Scorecard (U.S. Department of Education)
|
| 210 |
+
- State education agencies (all 50 states + DC)
|
| 211 |
- School Finance Indicators Database (SFID)
|
| 212 |
- UNESCO Institute for Statistics (UIS)
|
| 213 |
- Common Core State Standards Initiative
|
|
|
|
| 225 |
publisher={HuggingFace},
|
| 226 |
url={https://huggingface.co/datasets/robworks-software/k12-comprehensive-educational-dataset},
|
| 227 |
license={CC0-1.0},
|
| 228 |
+
note={Comprehensive K-12 educational dataset with 7,855 records from 29 sources}
|
| 229 |
}
|
| 230 |
```
|
| 231 |
|