From 354aed6adb54787356811df7444e811daf0a01dd Mon Sep 17 00:00:00 2001 From: kruby Date: Sat, 25 Oct 2025 01:52:08 +0000 Subject: [PATCH] feat: save data, make basic plots --- convert.ipynb | 26200 +++++++++++++++++++++++++++++++++++++++++++++ convert.py | 60 + explore.ipynb | 3289 +----- requirements.txt | 5 + 4 files changed, 26354 insertions(+), 3200 deletions(-) create mode 100644 convert.ipynb create mode 100644 convert.py create mode 100644 requirements.txt diff --git a/convert.ipynb b/convert.ipynb new file mode 100644 index 0000000..aeec312 --- /dev/null +++ b/convert.ipynb @@ -0,0 +1,26200 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "918fe2db-ba93-4c8a-a59a-4c4fd6904ccb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pandas in /opt/conda/lib/python3.12/site-packages (2.3.0)\n", + "Requirement already satisfied: awkward in /opt/conda/lib/python3.12/site-packages (2.8.9)\n", + "Requirement already satisfied: tqdm in /opt/conda/lib/python3.12/site-packages (4.67.1)\n", + "Requirement already satisfied: numpy>=1.26.0 in /opt/conda/lib/python3.12/site-packages (from pandas) (2.2.6)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.12/site-packages (from pandas) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.12/site-packages (from pandas) (2025.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in /opt/conda/lib/python3.12/site-packages (from pandas) (2025.2)\n", + "Requirement already satisfied: awkward-cpp==50 in /opt/conda/lib/python3.12/site-packages (from awkward) (50)\n", + "Requirement already satisfied: fsspec>=2022.11.0 in /opt/conda/lib/python3.12/site-packages (from awkward) (2025.5.1)\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.12/site-packages (from awkward) (25.0)\n", + "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n" + ] + } + ], + "source": [ + "!pip install pandas awkward tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2d2afa98-7e3a-4b96-bec3-4706fd86f394", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import os\n", + "import yaml\n", + "\n", + "import awkward as ak\n", + "import pandas as pd\n", + "import numpy as np\n", + "import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "106ac0bf-efc5-4f64-8834-bab1b38b8695", + "metadata": {}, + "outputs": [], + "source": [ + "scorecard_dir = \"data/scorecard\"\n", + "scorecard_dir = os.path.join(scorecard_dir, os.listdir(scorecard_dir)[0])\n", + "\n", + "with open(os.path.join(scorecard_dir, 'data.yaml'), 'r') as file:\n", + " data = yaml.safe_load(file)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a4b983ed-f887-4a35-9dd9-7f952c0dbd7e", + "metadata": {}, + "outputs": [], + "source": [ + "def conv_dataframe(dataframe):\n", + " result = {}\n", + " for key, sec in data['dictionary'].items():\n", + " if 'calculate' in sec:\n", + " continue\n", + " \n", + " data_key = sec['source']\n", + " if data_key not in dataframe:\n", + " continue\n", + " \n", + " parts = key.split('.')\n", + " section = result\n", + " for i in range(len(parts) - 1):\n", + " part = parts[i]\n", + " if part not in section:\n", + " section[part] = {}\n", + " section = section[part]\n", + " \n", + " section[parts[-1]] = dataframe[data_key]\n", + " return ak.Array(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7700c8f9-8986-4039-928b-016e3c57d9bc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 28/28 [00:00<00:00, 303463.86it/s]\n", + " 0%| | 0/28 [00:00[[0.0068, 0.0267, 0.0221, 0.0218, 0.0183, ..., 0.0205, 0.0071, 0.0117, 0.0137],\n", + " [0.0096, 0.0145, 0.0133, 0.0124, 0.0134, ..., 0.0145, 0.0189, 0.0226, 0.0231],\n", + " [0.0203, 0.0191, 0.0152, 0.0252, 0.0208, ..., 0.0465, 0.0382, 0.0413, 0.0514],\n", + " [0.0167, 0.0158, 0.0111, 0.0253, 0.0059, ..., 0.0125, 0.0255, 0.0063, 0.0126],\n", + " [0.0142, 0.0116, 0.006, 0.0073, 0.0105, ..., 0.01, 0.0087, 0.0095, 0.0106],\n", + " [0.009, 0.0063, 0.0047, 0.0105, 0.0066, ..., 0.0015, 0.0084, 0.004, 0, 0.0028],\n", + " [0.0144, 0.0101, 0.0062, 0.0142, 0.0108, ..., 0.0193, 0.0276, 0.0147, 0.0099],\n", + " [0.0075, 0.0082, 0.0091, 0.0079, 0.0077, ..., 0.0113, 0.007, 0.0099, 0.0083],\n", + " [0.0268, 0.0095, 0.015, 0.0176, 0.0221, ..., 0.0498, 0.0268, 0.0114, 0.0216],\n", + " [0.0354, 0.0303, 0.0208, 0.048, 0.0403, ..., 0.0129, 0.0123, 0.0098, 0.0058],\n", + " ...,\n", + " [0, 0, 0, 0.001, 0, 0, 0, 0, 0.0007, 0, 0, ..., 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0.108, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ..., 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0.0037, 0.0064, 0.0098, 0.0065, ..., 0.0049, 0.0067, 0.0113, 0.0051],\n", + " [0.0018, 0.005, 0.0093, 0.0052, 0.008, ..., 0.008, 0.006, 0.0063, 0.0076],\n", + " [0, 0, 0, 0, 0, 0, 0, ..., 0.0053, 0.0132, 0.015, 0.0145, 0.0162, 0.0182],\n", + " [0, 0, 0, 0, 0, 0, 0.0062, ..., 0.0478, 0.0467, 0.059, 0.044, 0.0253, 0.0164],\n", + " [0, 0, 0, 0.0125, 0, 0, 0, 0, 0, 0, 0, ..., 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 0, ..., 0, 0, 0, 0.0019, 0.0055, 0.0035, 0.0038, 0.0058],\n", + " [0, 0, 0, 0, 0.0046, 0.0092, ..., 0.0014, 0.0012, 0.0009, 0.0011, 0.0002]]\n", + "--------------------------------------------------------------------------------\n", + "backend: cpu\n", + "nbytes: 2.8 MB\n", + "type: 1576 * 28 * float64" + ], "text/plain": [ - "{'version': '2025-03-31-10:32-0400',\n", - " 'api': 'schools',\n", - " 'index': 'school-data',\n", - " 'unique': ['id'],\n", - " 'options': {'columns': 'all', 'search': 'dictionary_only'},\n", - " 'null_value': ['NULL', 'PrivacySuppressed', 'NA', 'PS'],\n", - " 'dictionary': {'id': {'source': 'UNITID',\n", - " 'type': 'integer',\n", - " 'description': 'Unit ID for institution'},\n", - " 'ope8_id': {'source': 'OPEID',\n", - " 'description': '8-digit OPE ID for institution',\n", - " 'index': 'varchar(10)'},\n", - " 'ope6_id': {'source': 'OPEID6',\n", - " 'description': '6-digit OPE ID for institution',\n", - " 'index': 'varchar(10)'},\n", - " 'school.name': {'source': 'INSTNM',\n", - " 'type': 'autocomplete',\n", - " 'description': 'Institution name',\n", - " 'index': 'fulltext'},\n", - " 'school.city': {'source': 'CITY',\n", - " 'type': 'autocomplete',\n", - " 'description': 'City',\n", - " 'index': 'varchar(200)'},\n", - " 'school.state': {'source': 'STABBR',\n", - " 'description': 'State postcode',\n", - " 'index': 'varchar(50)'},\n", - " 'school.zip': {'source': 'ZIP',\n", - " 'description': 'ZIP code',\n", - " 'index': 'varchar(20)'},\n", - " 'school.accreditor': {'source': 'ACCREDAGENCY',\n", - " 'description': 'Accreditor for institution'},\n", - " 'school.school_url': {'source': 'INSTURL',\n", - " 'description': \"URL for institution's homepage\",\n", - " 'index': 'varchar(200)'},\n", - " 'school.price_calculator_url': {'source': 'NPCURL',\n", - " 'description': \"URL for institution's net price calculator\"},\n", - " 'school.degrees_awarded.predominant_recoded': {'source': 'SCH_DEG',\n", - " 'type': 'integer',\n", - " 'description': 'Predominant degree awarded (recoded 0s and 4s)'},\n", - " 'school.under_investigation': {'source': 'HCM2',\n", - " 'type': 'integer',\n", - " 'description': 'Schools that are on Heightened Cash Monitoring 2 by the Department of Education',\n", - " 'index': 'tinyint'},\n", - " 'school.main_campus': {'source': 'MAIN',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for main campus',\n", - " 'index': 'tinyint'},\n", - " 'school.branches': {'source': 'NUMBRANCH',\n", - " 'type': 'integer',\n", - " 'description': 'Number of branch campuses',\n", - " 'index': 'tinyint'},\n", - " 'school.degrees_awarded.predominant': {'source': 'PREDDEG',\n", - " 'type': 'integer',\n", - " 'description': \"Predominant undergraduate degree awarded\\n 0 Not classified\\n 1 Predominantly certificate-degree granting\\n 2 Predominantly associate's-degree granting\\n 3 Predominantly bachelor's-degree granting\\n 4 Entirely graduate-degree granting\",\n", - " 'index': 'tinyint'},\n", - " 'school.degrees_awarded.highest': {'source': 'HIGHDEG',\n", - " 'type': 'integer',\n", - " 'description': \"Highest degree awarded\\n 0 Non-degree-granting\\n 1 Certificate degree\\n 2 Associate degree\\n 3 Bachelor's degree\\n 4 Graduate degree\",\n", - " 'index': 'tinyint'},\n", - " 'school.ownership': {'source': 'CONTROL',\n", - " 'type': 'integer',\n", - " 'description': 'Control of institution (IPEDS)',\n", - " 'index': 'integer'},\n", - " 'school.state_fips': {'source': 'ST_FIPS',\n", - " 'type': 'integer',\n", - " 'description': 'FIPS code for state',\n", - " 'index': 'integer'},\n", - " 'school.region_id': {'source': 'REGION',\n", - " 'type': 'integer',\n", - " 'description': 'Region (IPEDS)',\n", - " 'index': 'integer'},\n", - " 'school.locale': {'source': 'LOCALE',\n", - " 'type': 'integer',\n", - " 'description': 'Locale of institution',\n", - " 'index': 'integer'},\n", - " 'school.degree_urbanization': {'source': 'LOCALE2',\n", - " 'type': 'integer',\n", - " 'description': 'Degree of urbanization of institution',\n", - " 'index': 'integer'},\n", - " 'location.lat': {'source': 'LATITUDE',\n", - " 'type': 'float',\n", - " 'description': 'Latitude'},\n", - " 'location.lon': {'source': 'LONGITUDE',\n", - " 'type': 'float',\n", - " 'description': 'Longitude'},\n", - " 'school.carnegie_basic': {'source': 'CCBASIC',\n", - " 'type': 'integer',\n", - " 'description': 'Carnegie Classification -- basic',\n", - " 'index': 'integer'},\n", - " 'school.carnegie_undergrad': {'source': 'CCUGPROF',\n", - " 'type': 'integer',\n", - " 'description': 'Carnegie Classification -- undergraduate profile'},\n", - " 'school.carnegie_size_setting': {'source': 'CCSIZSET',\n", - " 'type': 'integer',\n", - " 'description': 'Carnegie Classification -- size and setting'},\n", - " 'school.minority_serving.historically_black': {'source': 'HBCU',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for Historically Black College and University',\n", - " 'index': 'tinyint'},\n", - " 'school.minority_serving.predominantly_black': {'source': 'PBI',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for predominantly black institution',\n", - " 'index': 'tinyint'},\n", - " 'school.minority_serving.annh': {'source': 'ANNHI',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for Alaska Native Native Hawaiian serving institution',\n", - " 'index': 'tinyint'},\n", - " 'school.minority_serving.tribal': {'source': 'TRIBAL',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for tribal college and university',\n", - " 'index': 'tinyint'},\n", - " 'school.minority_serving.aanipi': {'source': 'AANAPII',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for Asian American Native American Pacific Islander-serving institution',\n", - " 'index': 'tinyint'},\n", - " 'school.minority_serving.hispanic': {'source': 'HSI',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for Hispanic-serving institution',\n", - " 'index': 'tinyint'},\n", - " 'school.minority_serving.nant': {'source': 'NANTI',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for Native American non-tribal institution',\n", - " 'index': 'tinyint'},\n", - " 'school.men_only': {'source': 'MENONLY',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for men-only college',\n", - " 'index': 'tinyint'},\n", - " 'school.women_only': {'source': 'WOMENONLY',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for women-only college',\n", - " 'index': 'tinyint'},\n", - " 'school.religious_affiliation': {'source': 'RELAFFIL',\n", - " 'type': 'integer',\n", - " 'description': 'Religous affiliation of the institution',\n", - " 'index': 'tinyint'},\n", - " 'admissions.admission_rate.overall': {'source': 'ADM_RATE',\n", - " 'type': 'float',\n", - " 'description': 'Admission rate',\n", - " 'index': 'float'},\n", - " 'admissions.admission_rate.by_ope_id': {'source': 'ADM_RATE_ALL',\n", - " 'type': 'float',\n", - " 'description': 'Admission rate for all campuses rolled up to the 6-digit OPE ID'},\n", - " 'admissions.sat_scores.25th_percentile.critical_reading': {'source': 'SATVR25',\n", - " 'type': 'float',\n", - " 'description': '25th percentile of SAT scores at the institution (critical reading)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.75th_percentile.critical_reading': {'source': 'SATVR75',\n", - " 'type': 'float',\n", - " 'description': '75th percentile of SAT scores at the institution (critical reading)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.25th_percentile.math': {'source': 'SATMT25',\n", - " 'type': 'float',\n", - " 'description': '25th percentile of SAT scores at the institution (math)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.75th_percentile.math': {'source': 'SATMT75',\n", - " 'type': 'float',\n", - " 'description': '75th percentile of SAT scores at the institution (math)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.25th_percentile.writing': {'source': 'SATWR25',\n", - " 'type': 'float',\n", - " 'description': '25th percentile of SAT scores at the institution (writing)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.75th_percentile.writing': {'source': 'SATWR75',\n", - " 'type': 'float',\n", - " 'description': '75th percentile of SAT scores at the institution (writing)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.midpoint.critical_reading': {'source': 'SATVRMID',\n", - " 'type': 'float',\n", - " 'description': 'Midpoint of SAT scores at the institution (critical reading)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.midpoint.math': {'source': 'SATMTMID',\n", - " 'type': 'float',\n", - " 'description': 'Midpoint of SAT scores at the institution (math)',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.midpoint.writing': {'source': 'SATWRMID',\n", - " 'type': 'float',\n", - " 'description': 'Midpoint of SAT scores at the institution (writing)',\n", - " 'index': 'float'},\n", - " 'admissions.act_scores.25th_percentile.cumulative': {'source': 'ACTCM25',\n", - " 'type': 'float',\n", - " 'description': '25th percentile of the ACT cumulative score'},\n", - " 'admissions.act_scores.75th_percentile.cumulative': {'source': 'ACTCM75',\n", - " 'type': 'float',\n", - " 'description': '75th percentile of the ACT cumulative score'},\n", - " 'admissions.act_scores.25th_percentile.english': {'source': 'ACTEN25',\n", - " 'type': 'float',\n", - " 'description': '25th percentile of the ACT English score'},\n", - " 'admissions.act_scores.75th_percentile.english': {'source': 'ACTEN75',\n", - " 'type': 'float',\n", - " 'description': '75th percentile of the ACT English score'},\n", - " 'admissions.act_scores.25th_percentile.math': {'source': 'ACTMT25',\n", - " 'type': 'float',\n", - " 'description': '25th percentile of the ACT math score'},\n", - " 'admissions.act_scores.75th_percentile.math': {'source': 'ACTMT75',\n", - " 'type': 'float',\n", - " 'description': '75th percentile of the ACT math score'},\n", - " 'admissions.act_scores.25th_percentile.writing': {'source': 'ACTWR25',\n", - " 'type': 'float',\n", - " 'description': '25th percentile of the ACT writing score'},\n", - " 'admissions.act_scores.75th_percentile.writing': {'source': 'ACTWR75',\n", - " 'type': 'float',\n", - " 'description': '75th percentile of the ACT writing score'},\n", - " 'admissions.act_scores.midpoint.cumulative': {'source': 'ACTCMMID',\n", - " 'type': 'float',\n", - " 'description': 'Midpoint of the ACT cumulative score',\n", - " 'index': 'float'},\n", - " 'admissions.act_scores.midpoint.english': {'source': 'ACTENMID',\n", - " 'type': 'float',\n", - " 'description': 'Midpoint of the ACT English score'},\n", - " 'admissions.act_scores.midpoint.math': {'source': 'ACTMTMID',\n", - " 'type': 'float',\n", - " 'description': 'Midpoint of the ACT math score'},\n", - " 'admissions.act_scores.midpoint.writing': {'source': 'ACTWRMID',\n", - " 'type': 'float',\n", - " 'description': 'Midpoint of the ACT writing score'},\n", - " 'admissions.sat_scores.average.overall': {'source': 'SAT_AVG',\n", - " 'type': 'float',\n", - " 'description': 'Average SAT equivalent score of students admitted',\n", - " 'index': 'float'},\n", - " 'admissions.sat_scores.average.by_ope_id': {'source': 'SAT_AVG_ALL',\n", - " 'type': 'float',\n", - " 'description': 'Average SAT equivalent score of students admitted for all campuses rolled up to the 6-digit OPE ID'},\n", - " 'academics.program_percentage.agriculture': {'source': 'PCIP01',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Agriculture, Agriculture Operations, And Related Sciences.'},\n", - " 'academics.program_percentage.resources': {'source': 'PCIP03',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Natural Resources And Conservation.'},\n", - " 'academics.program_percentage.architecture': {'source': 'PCIP04',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Architecture And Related Services.'},\n", - " 'academics.program_percentage.ethnic_cultural_gender': {'source': 'PCIP05',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Area, Ethnic, Cultural, Gender, And Group Studies.'},\n", - " 'academics.program_percentage.communication': {'source': 'PCIP09',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Communication, Journalism, And Related Programs.'},\n", - " 'academics.program_percentage.communications_technology': {'source': 'PCIP10',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Communications Technologies/Technicians And Support Services.'},\n", - " 'academics.program_percentage.computer': {'source': 'PCIP11',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Computer And Information Sciences And Support Services.'},\n", - " 'academics.program_percentage.personal_culinary': {'source': 'PCIP12',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Personal And Culinary Services.'},\n", - " 'academics.program_percentage.education': {'source': 'PCIP13',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Education.'},\n", - " 'academics.program_percentage.engineering': {'source': 'PCIP14',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Engineering.'},\n", - " 'academics.program_percentage.engineering_technology': {'source': 'PCIP15',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Engineering Technologies And Engineering-Related Fields.'},\n", - " 'academics.program_percentage.language': {'source': 'PCIP16',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Foreign Languages, Literatures, And Linguistics.'},\n", - " 'academics.program_percentage.family_consumer_science': {'source': 'PCIP19',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Family And Consumer Sciences/Human Sciences.'},\n", - " 'academics.program_percentage.legal': {'source': 'PCIP22',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Legal Professions And Studies.'},\n", - " 'academics.program_percentage.english': {'source': 'PCIP23',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in English Language And Literature/Letters.'},\n", - " 'academics.program_percentage.humanities': {'source': 'PCIP24',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Liberal Arts And Sciences, General Studies And Humanities.'},\n", - " 'academics.program_percentage.library': {'source': 'PCIP25',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Library Science.'},\n", - " 'academics.program_percentage.biological': {'source': 'PCIP26',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Biological And Biomedical Sciences.'},\n", - " 'academics.program_percentage.mathematics': {'source': 'PCIP27',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Mathematics And Statistics.'},\n", - " 'academics.program_percentage.military': {'source': 'PCIP29',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Military Technologies And Applied Sciences.'},\n", - " 'academics.program_percentage.multidiscipline': {'source': 'PCIP30',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Multi/Interdisciplinary Studies.'},\n", - " 'academics.program_percentage.parks_recreation_fitness': {'source': 'PCIP31',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Parks, Recreation, Leisure, And Fitness Studies.'},\n", - " 'academics.program_percentage.philosophy_religious': {'source': 'PCIP38',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Philosophy And Religious Studies.'},\n", - " 'academics.program_percentage.theology_religious_vocation': {'source': 'PCIP39',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Theology And Religious Vocations.'},\n", - " 'academics.program_percentage.physical_science': {'source': 'PCIP40',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Physical Sciences.'},\n", - " 'academics.program_percentage.science_technology': {'source': 'PCIP41',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Science Technologies/Technicians.'},\n", - " 'academics.program_percentage.psychology': {'source': 'PCIP42',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Psychology.'},\n", - " 'academics.program_percentage.security_law_enforcement': {'source': 'PCIP43',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Homeland Security, Law Enforcement, Firefighting And Related Protective Services.'},\n", - " 'academics.program_percentage.public_administration_social_service': {'source': 'PCIP44',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Public Administration And Social Service Professions.'},\n", - " 'academics.program_percentage.social_science': {'source': 'PCIP45',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Social Sciences.'},\n", - " 'academics.program_percentage.construction': {'source': 'PCIP46',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Construction Trades.'},\n", - " 'academics.program_percentage.mechanic_repair_technology': {'source': 'PCIP47',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Mechanic And Repair Technologies/Technicians.'},\n", - " 'academics.program_percentage.precision_production': {'source': 'PCIP48',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Precision Production.'},\n", - " 'academics.program_percentage.transportation': {'source': 'PCIP49',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Transportation And Materials Moving.'},\n", - " 'academics.program_percentage.visual_performing': {'source': 'PCIP50',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Visual And Performing Arts.'},\n", - " 'academics.program_percentage.health': {'source': 'PCIP51',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Health Professions And Related Programs.'},\n", - " 'academics.program_percentage.business_marketing': {'source': 'PCIP52',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in Business, Management, Marketing, And Related Support Services.'},\n", - " 'academics.program_percentage.history': {'source': 'PCIP54',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of degrees awarded in History.'},\n", - " 'academics.program.certificate_lt_1_yr.agriculture': {'source': 'CIP01CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Agriculture, Agriculture Operations, And Related Sciences.'},\n", - " 'academics.program.certificate_lt_2_yr.agriculture': {'source': 'CIP01CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Agriculture, Agriculture Operations, And Related Sciences.'},\n", - " 'academics.program.assoc.agriculture': {'source': 'CIP01ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Agriculture, Agriculture Operations, And Related Sciences.'},\n", - " 'academics.program.certificate_lt_4_yr.agriculture': {'source': 'CIP01CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Agriculture, Agriculture Operations, And Related Sciences.'},\n", - " 'academics.program.bachelors.agriculture': {'source': 'CIP01BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Agriculture, Agriculture Operations, And Related Sciences.\"},\n", - " 'academics.program.certificate_lt_1_yr.resources': {'source': 'CIP03CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Natural Resources And Conservation.'},\n", - " 'academics.program.certificate_lt_2_yr.resources': {'source': 'CIP03CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Natural Resources And Conservation.'},\n", - " 'academics.program.assoc.resources': {'source': 'CIP03ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Natural Resources And Conservation.'},\n", - " 'academics.program.certificate_lt_4_yr.resources': {'source': 'CIP03CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Natural Resources And Conservation.'},\n", - " 'academics.program.bachelors.resources': {'source': 'CIP03BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Natural Resources And Conservation.\"},\n", - " 'academics.program.certificate_lt_1_yr.architecture': {'source': 'CIP04CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Architecture And Related Services.'},\n", - " 'academics.program.certificate_lt_2_yr.architecture': {'source': 'CIP04CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Architecture And Related Services.'},\n", - " 'academics.program.assoc.architecture': {'source': 'CIP04ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Architecture And Related Services.'},\n", - " 'academics.program.certificate_lt_4_yr.architecture': {'source': 'CIP04CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Architecture And Related Services.'},\n", - " 'academics.program.bachelors.architecture': {'source': 'CIP04BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Architecture And Related Services.\"},\n", - " 'academics.program.certificate_lt_1_yr.ethnic_cultural_gender': {'source': 'CIP05CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Area, Ethnic, Cultural, Gender, And Group Studies.'},\n", - " 'academics.program.certificate_lt_2_yr.ethnic_cultural_gender': {'source': 'CIP05CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Area, Ethnic, Cultural, Gender, And Group Studies.'},\n", - " 'academics.program.assoc.ethnic_cultural_gender': {'source': 'CIP05ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Area, Ethnic, Cultural, Gender, And Group Studies.'},\n", - " 'academics.program.certificate_lt_4_yr.ethnic_cultural_gender': {'source': 'CIP05CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Area, Ethnic, Cultural, Gender, And Group Studies.'},\n", - " 'academics.program.bachelors.ethnic_cultural_gender': {'source': 'CIP05BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Area, Ethnic, Cultural, Gender, And Group Studies.\"},\n", - " 'academics.program.certificate_lt_1_yr.communication': {'source': 'CIP09CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Communication, Journalism, And Related Programs.'},\n", - " 'academics.program.certificate_lt_2_yr.communication': {'source': 'CIP09CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Communication, Journalism, And Related Programs.'},\n", - " 'academics.program.assoc.communication': {'source': 'CIP09ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Communication, Journalism, And Related Programs.'},\n", - " 'academics.program.certificate_lt_4_yr.communication': {'source': 'CIP09CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Communication, Journalism, And Related Programs.'},\n", - " 'academics.program.bachelors.communication': {'source': 'CIP09BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Communication, Journalism, And Related Programs.\"},\n", - " 'academics.program.certificate_lt_1_yr.communications_technology': {'source': 'CIP10CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Communications Technologies/Technicians And Support Services.'},\n", - " 'academics.program.certificate_lt_2_yr.communications_technology': {'source': 'CIP10CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Communications Technologies/Technicians And Support Services.'},\n", - " 'academics.program.assoc.communications_technology': {'source': 'CIP10ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Communications Technologies/Technicians And Support Services.'},\n", - " 'academics.program.certificate_lt_4_yr.communications_technology': {'source': 'CIP10CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Communications Technologies/Technicians And Support Services.'},\n", - " 'academics.program.bachelors.communications_technology': {'source': 'CIP10BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Communications Technologies/Technicians And Support Services.\"},\n", - " 'academics.program.certificate_lt_1_yr.computer': {'source': 'CIP11CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Computer And Information Sciences And Support Services.'},\n", - " 'academics.program.certificate_lt_2_yr.computer': {'source': 'CIP11CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Computer And Information Sciences And Support Services.'},\n", - " 'academics.program.assoc.computer': {'source': 'CIP11ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Computer And Information Sciences And Support Services.'},\n", - " 'academics.program.certificate_lt_4_yr.computer': {'source': 'CIP11CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Computer And Information Sciences And Support Services.'},\n", - " 'academics.program.bachelors.computer': {'source': 'CIP11BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Computer And Information Sciences And Support Services.\"},\n", - " 'academics.program.certificate_lt_1_yr.personal_culinary': {'source': 'CIP12CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Personal And Culinary Services.'},\n", - " 'academics.program.certificate_lt_2_yr.personal_culinary': {'source': 'CIP12CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Personal And Culinary Services.'},\n", - " 'academics.program.assoc.personal_culinary': {'source': 'CIP12ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Personal And Culinary Services.'},\n", - " 'academics.program.certificate_lt_4_yr.personal_culinary': {'source': 'CIP12CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Personal And Culinary Services.'},\n", - " 'academics.program.bachelors.personal_culinary': {'source': 'CIP12BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Personal And Culinary Services.\"},\n", - " 'academics.program.certificate_lt_1_yr.education': {'source': 'CIP13CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Education.'},\n", - " 'academics.program.certificate_lt_2_yr.education': {'source': 'CIP13CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Education.'},\n", - " 'academics.program.assoc.education': {'source': 'CIP13ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Education.'},\n", - " 'academics.program.certificate_lt_4_yr.education': {'source': 'CIP13CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Education.'},\n", - " 'academics.program.bachelors.education': {'source': 'CIP13BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Education.\"},\n", - " 'academics.program.certificate_lt_1_yr.engineering': {'source': 'CIP14CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Engineering.'},\n", - " 'academics.program.certificate_lt_2_yr.engineering': {'source': 'CIP14CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Engineering.'},\n", - " 'academics.program.assoc.engineering': {'source': 'CIP14ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Engineering.'},\n", - " 'academics.program.certificate_lt_4_yr.engineering': {'source': 'CIP14CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Engineering.'},\n", - " 'academics.program.bachelors.engineering': {'source': 'CIP14BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Engineering.\"},\n", - " 'academics.program.certificate_lt_1_yr.engineering_technology': {'source': 'CIP15CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Engineering Technologies And Engineering-Related Fields.'},\n", - " 'academics.program.certificate_lt_2_yr.engineering_technology': {'source': 'CIP15CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Engineering Technologies And Engineering-Related Fields.'},\n", - " 'academics.program.assoc.engineering_technology': {'source': 'CIP15ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Engineering Technologies And Engineering-Related Fields.'},\n", - " 'academics.program.certificate_lt_4_yr.engineering_technology': {'source': 'CIP15CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Engineering Technologies And Engineering-Related Fields.'},\n", - " 'academics.program.bachelors.engineering_technology': {'source': 'CIP15BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Engineering Technologies And Engineering-Related Fields.\"},\n", - " 'academics.program.certificate_lt_1_yr.language': {'source': 'CIP16CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Foreign Languages, Literatures, And Linguistics.'},\n", - " 'academics.program.certificate_lt_2_yr.language': {'source': 'CIP16CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Foreign Languages, Literatures, And Linguistics.'},\n", - " 'academics.program.assoc.language': {'source': 'CIP16ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Foreign Languages, Literatures, And Linguistics.'},\n", - " 'academics.program.certificate_lt_4_yr.language': {'source': 'CIP16CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Foreign Languages, Literatures, And Linguistics.'},\n", - " 'academics.program.bachelors.language': {'source': 'CIP16BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Foreign Languages, Literatures, And Linguistics.\"},\n", - " 'academics.program.certificate_lt_1_yr.family_consumer_science': {'source': 'CIP19CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Family And Consumer Sciences/Human Sciences.'},\n", - " 'academics.program.certificate_lt_2_yr.family_consumer_science': {'source': 'CIP19CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Family And Consumer Sciences/Human Sciences.'},\n", - " 'academics.program.assoc.family_consumer_science': {'source': 'CIP19ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Family And Consumer Sciences/Human Sciences.'},\n", - " 'academics.program.certificate_lt_4_yr.family_consumer_science': {'source': 'CIP19CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Family And Consumer Sciences/Human Sciences.'},\n", - " 'academics.program.bachelors.family_consumer_science': {'source': 'CIP19BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Family And Consumer Sciences/Human Sciences.\"},\n", - " 'academics.program.certificate_lt_1_yr.legal': {'source': 'CIP22CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Legal Professions And Studies.'},\n", - " 'academics.program.certificate_lt_2_yr.legal': {'source': 'CIP22CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Legal Professions And Studies.'},\n", - " 'academics.program.assoc.legal': {'source': 'CIP22ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Legal Professions And Studies.'},\n", - " 'academics.program.certificate_lt_4_yr.legal': {'source': 'CIP22CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Legal Professions And Studies.'},\n", - " 'academics.program.bachelors.legal': {'source': 'CIP22BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Legal Professions And Studies.\"},\n", - " 'academics.program.certificate_lt_1_yr.english': {'source': 'CIP23CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in English Language And Literature/Letters.'},\n", - " 'academics.program.certificate_lt_2_yr.english': {'source': 'CIP23CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in English Language And Literature/Letters.'},\n", - " 'academics.program.assoc.english': {'source': 'CIP23ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in English Language And Literature/Letters.'},\n", - " 'academics.program.certificate_lt_4_yr.english': {'source': 'CIP23CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in English Language And Literature/Letters.'},\n", - " 'academics.program.bachelors.english': {'source': 'CIP23BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in English Language And Literature/Letters.\"},\n", - " 'academics.program.certificate_lt_1_yr.humanities': {'source': 'CIP24CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Liberal Arts And Sciences, General Studies And Humanities.'},\n", - " 'academics.program.certificate_lt_2_yr.humanities': {'source': 'CIP24CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Liberal Arts And Sciences, General Studies And Humanities.'},\n", - " 'academics.program.assoc.humanities': {'source': 'CIP24ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Liberal Arts And Sciences, General Studies And Humanities.'},\n", - " 'academics.program.certificate_lt_4_yr.humanities': {'source': 'CIP24CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Liberal Arts And Sciences, General Studies And Humanities.'},\n", - " 'academics.program.bachelors.humanities': {'source': 'CIP24BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Liberal Arts And Sciences, General Studies And Humanities.\"},\n", - " 'academics.program.certificate_lt_1_yr.library': {'source': 'CIP25CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Library Science.'},\n", - " 'academics.program.certificate_lt_2_yr.library': {'source': 'CIP25CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Library Science.'},\n", - " 'academics.program.assoc.library': {'source': 'CIP25ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Library Science.'},\n", - " 'academics.program.certificate_lt_4_yr.library': {'source': 'CIP25CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Library Science.'},\n", - " 'academics.program.bachelors.library': {'source': 'CIP25BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Library Science.\"},\n", - " 'academics.program.certificate_lt_1_yr.biological': {'source': 'CIP26CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Biological And Biomedical Sciences.'},\n", - " 'academics.program.certificate_lt_2_yr.biological': {'source': 'CIP26CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Biological And Biomedical Sciences.'},\n", - " 'academics.program.assoc.biological': {'source': 'CIP26ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Biological And Biomedical Sciences.'},\n", - " 'academics.program.certificate_lt_4_yr.biological': {'source': 'CIP26CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Biological And Biomedical Sciences.'},\n", - " 'academics.program.bachelors.biological': {'source': 'CIP26BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Biological And Biomedical Sciences.\"},\n", - " 'academics.program.certificate_lt_1_yr.mathematics': {'source': 'CIP27CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Mathematics And Statistics.'},\n", - " 'academics.program.certificate_lt_2_yr.mathematics': {'source': 'CIP27CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Mathematics And Statistics.'},\n", - " 'academics.program.assoc.mathematics': {'source': 'CIP27ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Mathematics And Statistics.'},\n", - " 'academics.program.certificate_lt_4_yr.mathematics': {'source': 'CIP27CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Mathematics And Statistics.'},\n", - " 'academics.program.bachelors.mathematics': {'source': 'CIP27BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Mathematics And Statistics.\"},\n", - " 'academics.program.certificate_lt_1_yr.military': {'source': 'CIP29CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Military Technologies And Applied Sciences.'},\n", - " 'academics.program.certificate_lt_2_yr.military': {'source': 'CIP29CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Military Technologies And Applied Sciences.'},\n", - " 'academics.program.assoc.military': {'source': 'CIP29ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Military Technologies And Applied Sciences.'},\n", - " 'academics.program.certificate_lt_4_yr.military': {'source': 'CIP29CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Military Technologies And Applied Sciences.'},\n", - " 'academics.program.bachelors.military': {'source': 'CIP29BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Military Technologies And Applied Sciences.\"},\n", - " 'academics.program.certificate_lt_1_yr.multidiscipline': {'source': 'CIP30CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Multi/Interdisciplinary Studies.'},\n", - " 'academics.program.certificate_lt_2_yr.multidiscipline': {'source': 'CIP30CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Multi/Interdisciplinary Studies.'},\n", - " 'academics.program.assoc.multidiscipline': {'source': 'CIP30ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Multi/Interdisciplinary Studies.'},\n", - " 'academics.program.certificate_lt_4_yr.multidiscipline': {'source': 'CIP30CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Multi/Interdisciplinary Studies.'},\n", - " 'academics.program.bachelors.multidiscipline': {'source': 'CIP30BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Multi/Interdisciplinary Studies.\"},\n", - " 'academics.program.certificate_lt_1_yr.parks_recreation_fitness': {'source': 'CIP31CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Parks, Recreation, Leisure, And Fitness Studies.'},\n", - " 'academics.program.certificate_lt_2_yr.parks_recreation_fitness': {'source': 'CIP31CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Parks, Recreation, Leisure, And Fitness Studies.'},\n", - " 'academics.program.assoc.parks_recreation_fitness': {'source': 'CIP31ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Parks, Recreation, Leisure, And Fitness Studies.'},\n", - " 'academics.program.certificate_lt_4_yr.parks_recreation_fitness': {'source': 'CIP31CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Parks, Recreation, Leisure, And Fitness Studies.'},\n", - " 'academics.program.bachelors.parks_recreation_fitness': {'source': 'CIP31BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Parks, Recreation, Leisure, And Fitness Studies.\"},\n", - " 'academics.program.certificate_lt_1_yr.philosophy_religious': {'source': 'CIP38CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Philosophy And Religious Studies.'},\n", - " 'academics.program.certificate_lt_2_yr.philosophy_religious': {'source': 'CIP38CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Philosophy And Religious Studies.'},\n", - " 'academics.program.assoc.philosophy_religious': {'source': 'CIP38ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Philosophy And Religious Studies.'},\n", - " 'academics.program.certificate_lt_4_yr.philosophy_religious': {'source': 'CIP38CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Philosophy And Religious Studies.'},\n", - " 'academics.program.bachelors.philosophy_religious': {'source': 'CIP38BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Philosophy And Religious Studies.\"},\n", - " 'academics.program.certificate_lt_1_yr.theology_religious_vocation': {'source': 'CIP39CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Theology And Religious Vocations.'},\n", - " 'academics.program.certificate_lt_2_yr.theology_religious_vocation': {'source': 'CIP39CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Theology And Religious Vocations.'},\n", - " 'academics.program.assoc.theology_religious_vocation': {'source': 'CIP39ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Theology And Religious Vocations.'},\n", - " 'academics.program.certificate_lt_4_yr.theology_religious_vocation': {'source': 'CIP39CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Theology And Religious Vocations.'},\n", - " 'academics.program.bachelors.theology_religious_vocation': {'source': 'CIP39BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Theology And Religious Vocations.\"},\n", - " 'academics.program.certificate_lt_1_yr.physical_science': {'source': 'CIP40CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Physical Sciences.'},\n", - " 'academics.program.certificate_lt_2_yr.physical_science': {'source': 'CIP40CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Physical Sciences.'},\n", - " 'academics.program.assoc.physical_science': {'source': 'CIP40ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Physical Sciences.'},\n", - " 'academics.program.certificate_lt_4_yr.physical_science': {'source': 'CIP40CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Physical Sciences.'},\n", - " 'academics.program.bachelors.physical_science': {'source': 'CIP40BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Physical Sciences.\"},\n", - " 'academics.program.certificate_lt_1_yr.science_technology': {'source': 'CIP41CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Science Technologies/Technicians.'},\n", - " 'academics.program.certificate_lt_2_yr.science_technology': {'source': 'CIP41CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Science Technologies/Technicians.'},\n", - " 'academics.program.assoc.science_technology': {'source': 'CIP41ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Science Technologies/Technicians.'},\n", - " 'academics.program.certificate_lt_4_yr.science_technology': {'source': 'CIP41CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Science Technologies/Technicians.'},\n", - " 'academics.program.bachelors.science_technology': {'source': 'CIP41BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Science Technologies/Technicians.\"},\n", - " 'academics.program.certificate_lt_1_yr.psychology': {'source': 'CIP42CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Psychology.'},\n", - " 'academics.program.certificate_lt_2_yr.psychology': {'source': 'CIP42CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Psychology.'},\n", - " 'academics.program.assoc.psychology': {'source': 'CIP42ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Psychology.'},\n", - " 'academics.program.certificate_lt_4_yr.psychology': {'source': 'CIP42CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Psychology.'},\n", - " 'academics.program.bachelors.psychology': {'source': 'CIP42BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Psychology.\"},\n", - " 'academics.program.certificate_lt_1_yr.security_law_enforcement': {'source': 'CIP43CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Homeland Security, Law Enforcement, Firefighting And Related Protective Services.'},\n", - " 'academics.program.certificate_lt_2_yr.security_law_enforcement': {'source': 'CIP43CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Homeland Security, Law Enforcement, Firefighting And Related Protective Services.'},\n", - " 'academics.program.assoc.security_law_enforcement': {'source': 'CIP43ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Homeland Security, Law Enforcement, Firefighting And Related Protective Services.'},\n", - " 'academics.program.certificate_lt_4_yr.security_law_enforcement': {'source': 'CIP43CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Homeland Security, Law Enforcement, Firefighting And Related Protective Services.'},\n", - " 'academics.program.bachelors.security_law_enforcement': {'source': 'CIP43BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Homeland Security, Law Enforcement, Firefighting And Related Protective Services.\"},\n", - " 'academics.program.certificate_lt_1_yr.public_administration_social_service': {'source': 'CIP44CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Public Administration And Social Service Professions.'},\n", - " 'academics.program.certificate_lt_2_yr.public_administration_social_service': {'source': 'CIP44CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Public Administration And Social Service Professions.'},\n", - " 'academics.program.assoc.public_administration_social_service': {'source': 'CIP44ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Public Administration And Social Service Professions.'},\n", - " 'academics.program.certificate_lt_4_yr.public_administration_social_service': {'source': 'CIP44CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Public Administration And Social Service Professions.'},\n", - " 'academics.program.bachelors.public_administration_social_service': {'source': 'CIP44BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Public Administration And Social Service Professions.\"},\n", - " 'academics.program.certificate_lt_1_yr.social_science': {'source': 'CIP45CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Social Sciences.'},\n", - " 'academics.program.certificate_lt_2_yr.social_science': {'source': 'CIP45CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Social Sciences.'},\n", - " 'academics.program.assoc.social_science': {'source': 'CIP45ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Social Sciences.'},\n", - " 'academics.program.certificate_lt_4_yr.social_science': {'source': 'CIP45CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Social Sciences.'},\n", - " 'academics.program.bachelors.social_science': {'source': 'CIP45BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Social Sciences.\"},\n", - " 'academics.program.certificate_lt_1_yr.construction': {'source': 'CIP46CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Construction Trades.'},\n", - " 'academics.program.certificate_lt_2_yr.construction': {'source': 'CIP46CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Construction Trades.'},\n", - " 'academics.program.assoc.construction': {'source': 'CIP46ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Construction Trades.'},\n", - " 'academics.program.certificate_lt_4_yr.construction': {'source': 'CIP46CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Construction Trades.'},\n", - " 'academics.program.bachelors.construction': {'source': 'CIP46BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Construction Trades.\"},\n", - " 'academics.program.certificate_lt_1_yr.mechanic_repair_technology': {'source': 'CIP47CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Mechanic And Repair Technologies/Technicians.'},\n", - " 'academics.program.certificate_lt_2_yr.mechanic_repair_technology': {'source': 'CIP47CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Mechanic And Repair Technologies/Technicians.'},\n", - " 'academics.program.assoc.mechanic_repair_technology': {'source': 'CIP47ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Mechanic And Repair Technologies/Technicians.'},\n", - " 'academics.program.certificate_lt_4_yr.mechanic_repair_technology': {'source': 'CIP47CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Mechanic And Repair Technologies/Technicians.'},\n", - " 'academics.program.bachelors.mechanic_repair_technology': {'source': 'CIP47BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Mechanic And Repair Technologies/Technicians.\"},\n", - " 'academics.program.certificate_lt_1_yr.precision_production': {'source': 'CIP48CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Precision Production.'},\n", - " 'academics.program.certificate_lt_2_yr.precision_production': {'source': 'CIP48CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Precision Production.'},\n", - " 'academics.program.assoc.precision_production': {'source': 'CIP48ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Precision Production.'},\n", - " 'academics.program.certificate_lt_4_yr.precision_production': {'source': 'CIP48CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Precision Production.'},\n", - " 'academics.program.bachelors.precision_production': {'source': 'CIP48BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Precision Production.\"},\n", - " 'academics.program.certificate_lt_1_yr.transportation': {'source': 'CIP49CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Transportation And Materials Moving.'},\n", - " 'academics.program.certificate_lt_2_yr.transportation': {'source': 'CIP49CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Transportation And Materials Moving.'},\n", - " 'academics.program.assoc.transportation': {'source': 'CIP49ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Transportation And Materials Moving.'},\n", - " 'academics.program.certificate_lt_4_yr.transportation': {'source': 'CIP49CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Transportation And Materials Moving.'},\n", - " 'academics.program.bachelors.transportation': {'source': 'CIP49BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Transportation And Materials Moving.\"},\n", - " 'academics.program.certificate_lt_1_yr.visual_performing': {'source': 'CIP50CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Visual And Performing Arts.'},\n", - " 'academics.program.certificate_lt_2_yr.visual_performing': {'source': 'CIP50CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Visual And Performing Arts.'},\n", - " 'academics.program.assoc.visual_performing': {'source': 'CIP50ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Visual And Performing Arts.'},\n", - " 'academics.program.certificate_lt_4_yr.visual_performing': {'source': 'CIP50CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Visual And Performing Arts.'},\n", - " 'academics.program.bachelors.visual_performing': {'source': 'CIP50BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Visual And Performing Arts.\"},\n", - " 'academics.program.certificate_lt_1_yr.health': {'source': 'CIP51CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Health Professions And Related Programs.'},\n", - " 'academics.program.certificate_lt_2_yr.health': {'source': 'CIP51CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Health Professions And Related Programs.'},\n", - " 'academics.program.assoc.health': {'source': 'CIP51ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Health Professions And Related Programs.'},\n", - " 'academics.program.certificate_lt_4_yr.health': {'source': 'CIP51CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Health Professions And Related Programs.'},\n", - " 'academics.program.bachelors.health': {'source': 'CIP51BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Health Professions And Related Programs.\"},\n", - " 'academics.program.certificate_lt_1_yr.business_marketing': {'source': 'CIP52CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in Business, Management, Marketing, And Related Support Services.'},\n", - " 'academics.program.certificate_lt_2_yr.business_marketing': {'source': 'CIP52CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in Business, Management, Marketing, And Related Support Services.'},\n", - " 'academics.program.assoc.business_marketing': {'source': 'CIP52ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in Business, Management, Marketing, And Related Support Services.'},\n", - " 'academics.program.certificate_lt_4_yr.business_marketing': {'source': 'CIP52CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in Business, Management, Marketing, And Related Support Services.'},\n", - " 'academics.program.bachelors.business_marketing': {'source': 'CIP52BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in Business, Management, Marketing, And Related Support Services.\"},\n", - " 'academics.program.certificate_lt_1_yr.history': {'source': 'CIP54CERT1',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of less than one academic year in History.'},\n", - " 'academics.program.certificate_lt_2_yr.history': {'source': 'CIP54CERT2',\n", - " 'type': 'integer',\n", - " 'description': 'Certificate of at least one but less than two academic years in History.'},\n", - " 'academics.program.assoc.history': {'source': 'CIP54ASSOC',\n", - " 'type': 'integer',\n", - " 'description': 'Associate degree in History.'},\n", - " 'academics.program.certificate_lt_4_yr.history': {'source': 'CIP54CERT4',\n", - " 'type': 'integer',\n", - " 'description': 'Award of at least two but less than four academic years in History.'},\n", - " 'academics.program.bachelors.history': {'source': 'CIP54BACHL',\n", - " 'type': 'integer',\n", - " 'description': \"Bachelor's degree in History.\"},\n", - " 'school.online_only': {'source': 'DISTANCEONLY',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for distance-education-only education'},\n", - " 'student.size': {'source': 'UGDS',\n", - " 'type': 'integer',\n", - " 'description': 'Enrollment of undergraduate certificate/degree-seeking students',\n", - " 'index': 'integer'},\n", - " 'student.size_category': {'calculate': 'UGDS is 0 between 0 and 0, 1 between 1 and 2000, 2 between 2001 and 15000, 3 between 15001 and 1000000, 4 between 1000000 and 20000000',\n", - " 'type': 'integer',\n", - " 'description': 'Enrollment of undergraduate certificate/degree-seeking students',\n", - " 'index': 'integer'},\n", - " 'student.enrollment.all': {'source': 'UG',\n", - " 'type': 'integer',\n", - " 'description': 'Enrollment of all undergraduate students'},\n", - " 'student.demographics.race_ethnicity.white': {'source': 'UGDS_WHITE',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are white'},\n", - " 'student.demographics.race_ethnicity.black': {'source': 'UGDS_BLACK',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are black'},\n", - " 'student.demographics.race_ethnicity.hispanic': {'source': 'UGDS_HISP',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are Hispanic'},\n", - " 'student.demographics.race_ethnicity.asian': {'source': 'UGDS_ASIAN',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are Asian'},\n", - " 'student.demographics.race_ethnicity.aian': {'source': 'UGDS_AIAN',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are American Indian/Alaska Native'},\n", - " 'student.demographics.race_ethnicity.nhpi': {'source': 'UGDS_NHPI',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are Native Hawaiian/Pacific Islander'},\n", - " 'student.demographics.race_ethnicity.two_or_more': {'source': 'UGDS_2MOR',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are two or more races'},\n", - " 'student.demographics.race_ethnicity.non_resident_alien': {'source': 'UGDS_NRA',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are non-resident aliens'},\n", - " 'student.demographics.race_ethnicity.unknown': {'source': 'UGDS_UNKN',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students whose race is unknown'},\n", - " 'student.demographics.race_ethnicity.white_non_hispanic': {'source': 'UGDS_WHITENH',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are white non-Hispanic'},\n", - " 'student.demographics.race_ethnicity.black_non_hispanic': {'source': 'UGDS_BLACKNH',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are black non-Hispanic'},\n", - " 'student.demographics.race_ethnicity.asian_pacific_islander': {'source': 'UGDS_API',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are Asian/Pacific Islander'},\n", - " 'student.demographics.race_ethnicity.aian_prior_2009': {'source': 'UGDS_AIANOLD',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are American Indian/Alaska Native'},\n", - " 'student.demographics.race_ethnicity.hispanic_prior_2009': {'source': 'UGDS_HISPOLD',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate degree-seeking students who are Hispanic'},\n", - " 'student.demographics.non_resident_aliens_2000': {'source': 'UG_NRA',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate students who are non-resident aliens'},\n", - " 'student.demographics.race_ethnicity.unknown_2000': {'source': 'UG_UNKN',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate students whose race is unknown'},\n", - " 'student.demographics.race_ethnicity.white_2000': {'source': 'UG_WHITENH',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate students who are white non-Hispanic'},\n", - " 'student.demographics.race_ethnicity.black_2000': {'source': 'UG_BLACKNH',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate students who are black non-Hispanic'},\n", - " 'student.demographics.race_ethnicity.api_2000': {'source': 'UG_API',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate students who are Asian/Pacific Islander'},\n", - " 'student.demographics.race_ethnicity.aian_2000': {'source': 'UG_AIANOLD',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate students who are American Indian/Alaska Native'},\n", - " 'student.demographics.race_ethnicity.hispanic_2000': {'source': 'UG_HISPOLD',\n", - " 'type': 'float',\n", - " 'description': 'Total share of enrollment of undergraduate students who are Hispanic'},\n", - " 'student.part_time_share': {'source': 'PPTUG_EF',\n", - " 'type': 'float',\n", - " 'description': 'Share of undergraduate, degree-/certificate-seeking students who are part-time'},\n", - " 'student.part_time_share_2000': {'source': 'PPTUG_EF2',\n", - " 'type': 'float',\n", - " 'description': 'Share of undergraduate, degree-/certificate-seeking students who are part-time'},\n", - " 'school.operating': {'source': 'CURROPER',\n", - " 'type': 'integer',\n", - " 'description': 'Flag for currently operating institution, 0=closed, 1=operating',\n", - " 'index': 'tinyint'},\n", - " 'cost.avg_net_price.public': {'source': 'NPT4_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for Title IV institutions (public institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.avg_net_price.private': {'source': 'NPT4_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for Title IV institutions (private for-profit and nonprofit institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.avg_net_price.program_year': {'source': 'NPT4_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for the largest program at the institution for program-year institutions'},\n", - " 'cost.avg_net_price.other_academic_year': {'source': 'NPT4_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for the largest program at the institution for schools on \"other\" academic year calendars'},\n", - " 'cost.net_price.public.by_income_level.0-30000': {'source': 'NPT41_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$30,000 family income (public institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.public.by_income_level.30001-48000': {'source': 'NPT42_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$48,000 family income (public institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.public.by_income_level.48001-75000': {'source': 'NPT43_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $48,001-$75,000 family income (public institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.public.by_income_level.75001-110000': {'source': 'NPT44_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,001-$110,000 family income (public institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.public.by_income_level.110001-plus': {'source': 'NPT45_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $110,000+ family income (public institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.private.by_income_level.0-30000': {'source': 'NPT41_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$30,000 family income (private for-profit and nonprofit institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.private.by_income_level.30001-48000': {'source': 'NPT42_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$48,000 family income (private for-profit and nonprofit institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.private.by_income_level.48001-75000': {'source': 'NPT43_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $48,001-$75,000 family income (private for-profit and nonprofit institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.private.by_income_level.75001-110000': {'source': 'NPT44_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,001-$110,000 family income (private for-profit and nonprofit institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.private.by_income_level.110001-plus': {'source': 'NPT45_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $110,000+ family income (private for-profit and nonprofit institutions)',\n", - " 'index': 'integer'},\n", - " 'cost.net_price.program_reporter.by_income_level.0-30000': {'source': 'NPT41_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$30,000 family income (program-year institutions)'},\n", - " 'cost.net_price.program_reporter.by_income_level.30001-48000': {'source': 'NPT42_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$48,000 family income (program-year institutions)'},\n", - " 'cost.net_price.program_reporter.by_income_level.48001-75000': {'source': 'NPT43_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $48,001-$75,000 family income (program-year institutions)'},\n", - " 'cost.net_price.program_reporter.by_income_level.75001-110000': {'source': 'NPT44_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,001-$110,000 family income (program-year institutions)'},\n", - " 'cost.net_price.program_reporter.by_income_level.110001-plus': {'source': 'NPT45_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $110,000+ family income (program-year institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.0-30000': {'source': 'NPT41_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$30,000 family income (other academic calendar institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.30001-48000': {'source': 'NPT42_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$48,000 family income (other academic calendar institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.48001-75000': {'source': 'NPT43_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $48,001-$75,000 family income (other academic calendar institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.75001-110000': {'source': 'NPT44_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,001-$110,000 family income (other academic calendar institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.110001-plus': {'source': 'NPT45_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $110,000+ family income (other academic calendar institutions)'},\n", - " 'cost.net_price.public.by_income_level.0-48000': {'source': 'NPT4_048_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$48,000 family income (public institutions)'},\n", - " 'cost.net_price.private.by_income_level.0-48000': {'source': 'NPT4_048_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$48,000 family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.net_price.program_reporter.by_income_level.0-48000': {'source': 'NPT4_048_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$48,000 family income (program-year institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.0-48000': {'source': 'NPT4_048_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $0-$48,000 family income (other academic calendar institutions)'},\n", - " 'cost.net_price.public.by_income_level.30001-75000': {'source': 'NPT4_3075_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$75,000 family income (public institutions)'},\n", - " 'cost.net_price.private.by_income_level.30001-75000': {'source': 'NPT4_3075_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$75,000 family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.net_price.public.by_income_level.75000-plus': {'source': 'NPT4_75UP_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,000+ family income (public institutions)'},\n", - " 'cost.net_price.private.by_income_level.75000-plus': {'source': 'NPT4_75UP_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,000+ family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.net_price.program_reporter.by_income_level.30001-75000': {'source': 'NPT4_3075_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$75,000 family income (program-year institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.30001-75000': {'source': 'NPT4_3075_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $30,001-$75,000 family income (other academic calendar institutions)'},\n", - " 'cost.net_price.program_reporter.by_income_level.75000-plus': {'source': 'NPT4_75UP_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,000+ family income (program-year institutions)'},\n", - " 'cost.net_price.other_acad_calendar.by_income_level.75000-plus': {'source': 'NPT4_75UP_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Average net price for $75,000+ family income (other academic calendar institutions)'},\n", - " 'cost.title_iv.public.all': {'source': 'NUM4_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students (public institutions)'},\n", - " 'cost.title_iv.private.all': {'source': 'NUM4_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students (private for-profit and nonprofit institutions)'},\n", - " 'cost.title_iv.program_year': {'source': 'NUM4_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students (program-year institutions)'},\n", - " 'cost.title_iv.academic_year': {'source': 'NUM4_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students (other academic calendar institutions)'},\n", - " 'cost.title_iv.public.by_income_level.0-30000': {'source': 'NUM41_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $0-$30,000 family income (public institutions)'},\n", - " 'cost.title_iv.public.by_income_level.30001-48000': {'source': 'NUM42_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $30,001-$48,000 family income (public institutions)'},\n", - " 'cost.title_iv.public.by_income_level.48001-75000': {'source': 'NUM43_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $48,001-$75,000 family income (public institutions)'},\n", - " 'cost.title_iv.public.by_income_level.75001-110000': {'source': 'NUM44_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $75,001-$110,000 family income (public institutions)'},\n", - " 'cost.title_iv.public.by_income_level.110001-plus': {'source': 'NUM45_PUB',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $110,000+ family income (public institutions)'},\n", - " 'cost.title_iv.private.by_income_level.0-30000': {'source': 'NUM41_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $0-$30,000 family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.title_iv.private.by_income_level.30001-48000': {'source': 'NUM42_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $30,001-$48,000 family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.title_iv.private.by_income_level.48001-75000': {'source': 'NUM43_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $48,001-$75,000 family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.title_iv.private.by_income_level.75001-110000': {'source': 'NUM44_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $75,001-$110,000 family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.title_iv.private.by_income_level.110001-plus': {'source': 'NUM45_PRIV',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $110,000+ family income (private for-profit and nonprofit institutions)'},\n", - " 'cost.title_iv.program_reporter.by_income_level.0-30000': {'source': 'NUM41_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $0-$30,000 family income (program-year institutions)'},\n", - " 'cost.title_iv.program_reporter.by_income_level.30001-48000': {'source': 'NUM42_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $30,001-$48,000 family income (program-year institutions)'},\n", - " 'cost.title_iv.program_reporter.by_income_level.48001-75000': {'source': 'NUM43_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $48,001-$75,000 family income (program-year institutions)'},\n", - " 'cost.title_iv.program_reporter.by_income_level.75001-110000': {'source': 'NUM44_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $75,001-$110,000 family income (program-year institutions)'},\n", - " 'cost.title_iv.program_reporter.by_income_level.110001-plus': {'source': 'NUM45_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $110,000+ family income (program-year institutions)'},\n", - " 'cost.title_iv.other_acad_calendar.by_income_level.0-30000': {'source': 'NUM41_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $0-$30,000 family income (other academic calendar institutions)'},\n", - " 'cost.title_iv.other_acad_calendar.by_income_level.30001-48000': {'source': 'NUM42_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $30,001-$48,000 family income (other academic calendar institutions)'},\n", - " 'cost.title_iv.other_acad_calendar.by_income_level.48001-75000': {'source': 'NUM43_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $48,001-$75,000 family income (other academic calendar institutions)'},\n", - " 'cost.title_iv.other_acad_calendar.by_income_level.75001-110000': {'source': 'NUM44_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $75,001-$110,000 family income (other academic calendar institutions)'},\n", - " 'cost.title_iv.other_acad_calendar.by_income_level.110001-plus': {'source': 'NUM45_OTHER',\n", - " 'type': 'integer',\n", - " 'description': 'Number of Title IV students, $110,000+ family income (other academic calendar institutions)'},\n", - " 'cost.attendance.academic_year': {'source': 'COSTT4_A',\n", - " 'type': 'integer',\n", - " 'description': 'Average cost of attendance (academic year institutions)'},\n", - " 'cost.attendance.program_year': {'source': 'COSTT4_P',\n", - " 'type': 'integer',\n", - " 'description': 'Average cost of attendance (program-year institutions)'},\n", - " 'cost.tuition.in_state': {'source': 'TUITIONFEE_IN',\n", - " 'type': 'integer',\n", - " 'description': 'In-state tuition and fees',\n", - " 'index': 'integer'},\n", - " 'cost.tuition.out_of_state': {'source': 'TUITIONFEE_OUT',\n", - " 'type': 'integer',\n", - " 'description': 'Out-of-state tuition and fees',\n", - " 'index': 'integer'},\n", - " 'cost.tuition.program_year': {'source': 'TUITIONFEE_PROG',\n", - " 'type': 'integer',\n", - " 'description': 'Tuition and fees for program-year institutions'},\n", - " 'school.tuition_revenue_per_fte': {'source': 'TUITFTE',\n", - " 'type': 'integer',\n", - " 'description': 'Net tuition revenue per full-time equivalent student'},\n", - " 'school.instructional_expenditure_per_fte': {'source': 'INEXPFTE',\n", - " 'type': 'integer',\n", - " 'description': 'Instructional expenditures per full-time equivalent student'},\n", - " 'school.faculty_salary': {'source': 'AVGFACSAL',\n", - " 'type': 'integer',\n", - " 'description': 'Average faculty salary'},\n", - " 'school.ft_faculty_rate': {'source': 'PFTFAC',\n", - " 'type': 'float',\n", - " 'description': 'Proportion of faculty that is full-time'},\n", - " 'aid.pell_grant_rate': {'source': 'PCTPELL',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of undergraduates who receive a Pell Grant'},\n", - " 'completion.completion_rate_4yr_150nt': {'source': 'C150_4',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion)'},\n", - " 'completion.completion_rate_less_than_4yr_150nt': {'source': 'C150_L4',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion)'},\n", - " 'completion.completion_rate_4yr_150nt_pooled': {'source': 'C150_4_POOLED',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion), pooled for two year rolling averages',\n", - " 'index': 'float'},\n", - " 'completion.completion_rate_less_than_4yr_150nt_pooled': {'source': 'C150_L4_POOLED',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion), pooled for two year rolling averages'},\n", - " 'completion.pooled_yrs_used': {'source': 'POOLYRS',\n", - " 'type': 'integer',\n", - " 'description': 'Years used for rolling averages of completion rate C150_[4/L4]_POOLED and transfer rate TRANS_[4/L4]_POOLED'},\n", - " 'student.share_first.time_full.time': {'source': 'PFTFTUG1_EF',\n", - " 'type': 'float',\n", - " 'description': 'Share of entering undergraduate students who are first-time, full-time degree-/certificate-seeking undergraduate students'},\n", - " 'completion.completion_cohort_4yr_150nt': {'source': 'D150_4',\n", - " 'type': 'integer',\n", - " 'description': 'Adjusted cohort count for completion rate at four-year institutions (denominator of 150% completion rate)'},\n", - " 'completion.completion_cohort_less_than_4yr_150nt': {'source': 'D150_L4',\n", - " 'type': 'integer',\n", - " 'description': 'Adjusted cohort count for completion rate at less-than-four-year institutions (denominator of 150% completion rate)'},\n", - " 'completion.completion_cohort_4yr_150nt_pooled': {'source': 'D150_4_POOLED',\n", - " 'type': 'integer',\n", - " 'description': 'Adjusted cohort count for completion rate at four-year institutions (denominator of 150% completion rate), pooled for two-year rolling averages'},\n", - " 'completion.completion_cohort_less_than_4yr_150nt_pooled': {'source': 'D150_L4_POOLED',\n", - " 'type': 'integer',\n", - " 'description': 'Adjusted cohort count for completion rate at less-than-four-year institutions (denominator of 150% completion rate), pooled for two-year rolling averages'},\n", - " 'completion.completion_rate_4yr_150_white': {'source': 'C150_4_WHITE',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for white students'},\n", - " 'completion.completion_rate_4yr_150_black': {'source': 'C150_4_BLACK',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for black students'},\n", - " 'completion.completion_rate_4yr_150_hispanic': {'source': 'C150_4_HISP',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for Hispanic students'},\n", - " 'completion.completion_rate_4yr_150_asian': {'source': 'C150_4_ASIAN',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for Asian students'},\n", - " 'completion.completion_rate_4yr_150_aian': {'source': 'C150_4_AIAN',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for American Indian/Alaska Native students'},\n", - " 'completion.completion_rate_4yr_150_nhpi': {'source': 'C150_4_NHPI',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for Native Hawaiian/Pacific Islander students'},\n", - " 'completion.completion_rate_4yr_150_2ormore': {'source': 'C150_4_2MOR',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for students of two-or-more-races'},\n", - " 'completion.completion_rate_4yr_150_nonresident.alien': {'source': 'C150_4_NRA',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for non-resident alien students'},\n", - " 'completion.completion_rate_4yr_150_race.unknown': {'source': 'C150_4_UNKN',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for students whose race is unknown'},\n", - " 'completion.completion_rate_4yr_150_white_pre2010': {'source': 'C150_4_WHITENH',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for white students'},\n", - " 'completion.completion_rate_4yr_150_black_pre2010': {'source': 'C150_4_BLACKNH',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for black students'},\n", - " 'completion.completion_rate_4yr_150_api_pre2010': {'source': 'C150_4_API',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for Asian/Pacific Islander students'},\n", - " 'completion.completion_rate_4yr_150_aian_pre2010': {'source': 'C150_4_AIANOLD',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for American Indian/Alaska Native students'},\n", - " 'completion.completion_rate_4yr_150_hispanic_pre2010': {'source': 'C150_4_HISPOLD',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at four-year institutions (150% of expected time to completion) for Hispanic students'},\n", - " 'completion.completion_rate_l4yr_150_white': {'source': 'C150_L4_WHITE',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for white students'},\n", - " 'completion.completion_rate_l4yr_150_black': {'source': 'C150_L4_BLACK',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for black students'},\n", - " 'completion.completion_rate_l4yr_150_hispanic': {'source': 'C150_L4_HISP',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for Hispanic students'},\n", - " 'completion.completion_rate_l4yr_150_asian': {'source': 'C150_L4_ASIAN',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for Asian students'},\n", - " 'completion.completion_rate_l4yr_150_aian': {'source': 'C150_L4_AIAN',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for American Indian/Alaska Native students'},\n", - " 'completion.completion_rate_l4yr_150_nhpi': {'source': 'C150_L4_NHPI',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for Native Hawaiian/Pacific Islander students'},\n", - " 'completion.completion_rate_l4yr_150_2ormore': {'source': 'C150_L4_2MOR',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for students of two-or-more-races'},\n", - " 'completion.completion_rate_l4yr_150_nonresident.alien': {'source': 'C150_L4_NRA',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for non-resident alien students'},\n", - " 'completion.completion_rate_l4yr_150_race.unknown': {'source': 'C150_L4_UNKN',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for students whose race is unknown'},\n", - " 'completion.completion_rate_l4yr_150_white_pre2010': {'source': 'C150_L4_WHITENH',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for white non-Hispanic students'},\n", - " 'completion.completion_rate_l4yr_150_black_pre2010': {'source': 'C150_L4_BLACKNH',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for black non-Hispanic students'},\n", - " 'completion.completion_rate_l4yr_150_api_pre2010': {'source': 'C150_L4_API',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for Asian/Pacific Islander students'},\n", - " 'completion.completion_rate_l4yr_150_aian_pre2010': {'source': 'C150_L4_AIANOLD',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for American Indian/Alaska Native students'},\n", - " 'completion.completion_rate_l4yr_150_hispanic_pre2010': {'source': 'C150_L4_HISPOLD',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (150% of expected time to completion) for Hispanic students'},\n", - " 'completion.completion_rate_4yr_200nt': {'source': 'C200_4',\n", - " 'type': 'float',\n", - " 'description': \"Completion rate for first-time, full-time bachelor's-degree-seeking students at four-year institutions (200% of expected time to completion)\"},\n", - " 'completion.completion_rate_less_than_4yr_200nt': {'source': 'C200_L4',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (200% of expected time to completion)'},\n", - " 'completion.completion_cohort_4yr_200nt': {'source': 'D200_4',\n", - " 'type': 'float',\n", - " 'description': 'Adjusted cohort count for completion rate at four-year institutions (denominator of 200% completion rate)'},\n", - " 'completion.completion_cohort_less_than_4yr_200nt': {'source': 'D200_L4',\n", - " 'type': 'float',\n", - " 'description': 'Adjusted cohort count for completion rate at less-than-four-year institutions (denominator of 200% completion rate)'},\n", - " 'student.retention_rate.four_year.full_time': {'source': 'RET_FT4',\n", - " 'type': 'float',\n", - " 'description': 'First-time, full-time student retention rate at four-year institutions'},\n", - " 'student.retention_rate.lt_four_year.full_time': {'source': 'RET_FTL4',\n", - " 'type': 'float',\n", - " 'description': 'First-time, full-time student retention rate at less-than-four-year institutions'},\n", - " 'student.retention_rate.four_year.part_time': {'source': 'RET_PT4',\n", - " 'type': 'float',\n", - " 'description': 'First-time, part-time student retention rate at four-year institutions'},\n", - " 'student.retention_rate.lt_four_year.part_time': {'source': 'RET_PTL4',\n", - " 'type': 'float',\n", - " 'description': 'First-time, part-time student retention rate at less-than-four-year institutions'},\n", - " 'completion.completion_rate_4yr_200nt_pooled': {'source': 'C200_4_POOLED',\n", - " 'type': 'float',\n", - " 'description': \"Completion rate for first-time, full-time bachelor's-degree-seeking students at four-year institutions (200% of expected time to completion), pooled for two year rolling averages\"},\n", - " 'completion.completion_rate_less_than_4yr_200nt_pooled': {'source': 'C200_L4_POOLED',\n", - " 'type': 'float',\n", - " 'description': 'Completion rate for first-time, full-time students at less-than-four-year institutions (200% of expected time to completion), pooled for two year rolling averages'},\n", - " 'completion.pooled_yrs_used_200': {'source': 'POOLYRS200',\n", - " 'type': 'integer',\n", - " 'description': 'Years used for rolling averages of completion rate C200_[4/L4]_POOLED'},\n", - " 'completion.completion_cohort_4yr_200nt_pooled': {'source': 'D200_4_POOLED',\n", - " 'type': 'float',\n", - " 'description': 'Adjusted cohort count for completion rate at four-year institutions (denominator of 200% completion rate), pooled for two-year rolling averages'},\n", - " 'completion.completion_cohort_less_than_4yr_200nt_pooled': {'source': 'D200_L4_POOLED',\n", - " 'type': 'float',\n", - " 'description': 'Adjusted cohort count for completion rate at less-than-four-year institutions (denominator of 200% completion rate), pooled for two-year rolling averages'},\n", - " 'aid.federal_loan_rate': {'source': 'PCTFLOAN',\n", - " 'type': 'float',\n", - " 'description': 'Percent of all undergraduate students receiving a federal student loan'},\n", - " 'student.share_25_older': {'source': 'UG25ABV',\n", - " 'type': 'float',\n", - " 'description': 'Percentage of undergraduates aged 25 and above'},\n", - " 'repayment.2_yr_default_rate': {'source': 'CDR2',\n", - " 'type': 'float',\n", - " 'description': 'Two-year cohort default rate'},\n", - " 'repayment.3_yr_default_rate': {'source': 'CDR3',\n", - " 'type': 'float',\n", - " 'description': 'Three-year cohort default rate'},\n", - " 'completion.title_iv.died_by.2yrs': {'source': 'DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent died within 2 years at original institution'},\n", - " 'completion.title_iv.completed_by.2yrs': {'source': 'COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent completed within 2 years at original institution'},\n", - " 'completion.title_iv.transf_completed_4yr_by.2yrs': {'source': 'COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.transf_completed_2yr_by.2yrs': {'source': 'COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.withdrawn_by.2yrs': {'source': 'WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.transf_withdrawn_4yr_by.2yrs': {'source': 'WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.transf_withdrawn_2yr_by.2yrs': {'source': 'WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.still_enrolled_by.2yrs': {'source': 'ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.transf_still_enrolled_4yr_by.2yrs': {'source': 'ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.transf_still_enrolled_2yr_by.2yrs': {'source': 'ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.unknown_by.2yrs': {'source': 'UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.transf_unknown_4yr_by.2yrs': {'source': 'UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.transf_unknown_2yr_by.2yrs': {'source': 'UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.low_inc.died_by.2yrs': {'source': 'LO_INC_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who died within 2 years at original institution'},\n", - " 'completion.title_iv.low_inc.completed_by.2yrs': {'source': 'LO_INC_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.low_inc.transf_completed_4yr_by.2yrs': {'source': 'LO_INC_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.low_inc.transf_completed_2yr_by.2yrs': {'source': 'LO_INC_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.low_inc.withdrawn_by.2yrs': {'source': 'LO_INC_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.low_inc.transf_withdrawn_4yr_by.2yrs': {'source': 'LO_INC_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.low_inc.transf_withdrawn_2yr_by.2yrs': {'source': 'LO_INC_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.low_inc.still_enrolled_by.2yrs': {'source': 'LO_INC_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.low_inc.transf_still_enrolled_4yr_by.2yrs': {'source': 'LO_INC_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.low_inc.transf_still_enrolled_2yr_by.2yrs': {'source': 'LO_INC_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.low_inc.unknown_by.2yrs': {'source': 'LO_INC_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.low_inc.transf_unknown_4yr_by.2yrs': {'source': 'LO_INC_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.low_inc.transf_unknown_2yr_by.2yrs': {'source': 'LO_INC_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.mid_inc.died_by.2yrs': {'source': 'MD_INC_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who died within 2 years at original institution'},\n", - " 'completion.title_iv.mid_inc.completed_by.2yrs': {'source': 'MD_INC_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.mid_inc.transf_completed_4yr_by.2yrs': {'source': 'MD_INC_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.mid_inc.transf_completed_2yr_by.2yrs': {'source': 'MD_INC_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.mid_inc.withdrawn_by.2yrs': {'source': 'MD_INC_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.mid_inc.transf_withdrawn_4yr_by.2yrs': {'source': 'MD_INC_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.mid_inc.transf_withdrawn_2yr_by.2yrs': {'source': 'MD_INC_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.mid_inc.still_enrolled_by.2yrs': {'source': 'MD_INC_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.mid_inc.transf_still_enrolled_4yr_by.2yrs': {'source': 'MD_INC_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.mid_inc.transf_still_enrolled_2yr_by.2yrs': {'source': 'MD_INC_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.mid_inc.unknown_by.2yrs': {'source': 'MD_INC_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.mid_inc.transf_unknown_4yr_by.2yrs': {'source': 'MD_INC_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.mid_inc.transf_unknown_2yr_by.2yrs': {'source': 'MD_INC_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.high_inc.died_by.2yrs': {'source': 'HI_INC_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who died within 2 years at original institution'},\n", - " 'completion.title_iv.high_inc.completed_by.2yrs': {'source': 'HI_INC_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.high_inc.transf_completed_4yr_by.2yrs': {'source': 'HI_INC_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.high_inc.transf_completed_2yr_by.2yrs': {'source': 'HI_INC_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.high_inc.withdrawn_by.2yrs': {'source': 'HI_INC_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.high_inc.transf_withdrawn_4yr_by.2yrs': {'source': 'HI_INC_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.high_inc.transf_withdrawn_2yr_by.2yrs': {'source': 'HI_INC_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.high_inc.still_enrolled_by.2yrs': {'source': 'HI_INC_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.high_inc.transf_still_enrolled_4yr_by.2yrs': {'source': 'HI_INC_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.high_inc.transf_still_enrolled_2yr_by.2yrs': {'source': 'HI_INC_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.high_inc.unknown_by.2yrs': {'source': 'HI_INC_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.high_inc.transf_unknown_4yr_by.2yrs': {'source': 'HI_INC_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.high_inc.transf_unknown_2yr_by.2yrs': {'source': 'HI_INC_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.depend.died_by.2yrs': {'source': 'DEP_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who died within 2 years at original institution'},\n", - " 'completion.title_iv.depend.completed_by.2yrs': {'source': 'DEP_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.depend.transf_completed_4yr_by.2yrs': {'source': 'DEP_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.depend.transf_completed_2yr_by.2yrs': {'source': 'DEP_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.depend.withdrawn_by.2yrs': {'source': 'DEP_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.depend.transf_withdrawn_4yr_by.2yrs': {'source': 'DEP_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.depend.transf_withdrawn_2yr_by.2yrs': {'source': 'DEP_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.depend.still_enrolled_by.2yrs': {'source': 'DEP_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.depend.transf_still_enrolled_4yr_by.2yrs': {'source': 'DEP_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.depend.transf_still_enrolled_2yr_by.2yrs': {'source': 'DEP_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.depend.unknown_by.2yrs': {'source': 'DEP_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.depend.transf_unknown_4yr_by.2yrs': {'source': 'DEP_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.depend.transf_unknown_2yr_by.2yrs': {'source': 'DEP_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.independ.died_by.2yrs': {'source': 'IND_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who died within 2 years at original institution'},\n", - " 'completion.title_iv.independ.completed_by.2yrs': {'source': 'IND_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.independ.transf_completed_4yr_by.2yrs': {'source': 'IND_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.independ.transf_completed_2yr_by.2yrs': {'source': 'IND_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.independ.withdrawn_by.2yrs': {'source': 'IND_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.independ.transf_withdrawn_4yr_by.2yrs': {'source': 'IND_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.independ.transf_withdrawn_2yr_by.2yrs': {'source': 'IND_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.independ.still_enrolled_by.2yrs': {'source': 'IND_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.independ.transf_still_enrolled_4yr_by.2yrs': {'source': 'IND_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.independ.transf_still_enrolled_2yr_by.2yrs': {'source': 'IND_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.independ.unknown_by.2yrs': {'source': 'IND_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.independ.transf_unknown_4yr_by.2yrs': {'source': 'IND_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.independ.transf_unknown_2yr_by.2yrs': {'source': 'IND_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.female.died_by.2yrs': {'source': 'FEMALE_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who died within 2 years at original institution'},\n", - " 'completion.title_iv.female.completed_by.2yrs': {'source': 'FEMALE_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.female.transf_completed_4yr_by.2yrs': {'source': 'FEMALE_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.female.transf_completed_2yr_by.2yrs': {'source': 'FEMALE_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.female.withdrawn_by.2yrs': {'source': 'FEMALE_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.female.transf_withdrawn_4yr_by.2yrs': {'source': 'FEMALE_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.female.transf_withdrawn_2yr_by.2yrs': {'source': 'FEMALE_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.female.still_enrolled_by.2yrs': {'source': 'FEMALE_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.female.transf_still_enrolled_4yr_by.2yrs': {'source': 'FEMALE_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.female.transf_still_enrolled_2yr_by.2yrs': {'source': 'FEMALE_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.female.unknown_by.2yrs': {'source': 'FEMALE_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.female.transf_unknown_4yr_by.2yrs': {'source': 'FEMALE_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.female.transf_unknown_2yr_by.2yrs': {'source': 'FEMALE_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.male.died_by.2yrs': {'source': 'MALE_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who died within 2 years at original institution'},\n", - " 'completion.title_iv.male.completed_by.2yrs': {'source': 'MALE_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.male.transf_completed_4yr_by.2yrs': {'source': 'MALE_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.male.transf_completed_2yr_by.2yrs': {'source': 'MALE_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.male.withdrawn_by.2yrs': {'source': 'MALE_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.male.transf_withdrawn_4yr_by.2yrs': {'source': 'MALE_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.male.transf_withdrawn_2yr_by.2yrs': {'source': 'MALE_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.male.still_enrolled_by.2yrs': {'source': 'MALE_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.male.transf_still_enrolled_4yr_by.2yrs': {'source': 'MALE_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.male.transf_still_enrolled_2yr_by.2yrs': {'source': 'MALE_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.male.unknown_by.2yrs': {'source': 'MALE_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.male.transf_unknown_4yr_by.2yrs': {'source': 'MALE_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.male.transf_unknown_2yr_by.2yrs': {'source': 'MALE_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.pell_recip.died_by.2yrs': {'source': 'PELL_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who died within 2 years at original institution'},\n", - " 'completion.title_iv.pell_recip.completed_by.2yrs': {'source': 'PELL_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who completed in 2 years at original institution'},\n", - " 'completion.title_iv.pell_recip.transf_completed_4yr_by.2yrs': {'source': 'PELL_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.pell_recip.transf_completed_2yr_by.2yrs': {'source': 'PELL_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.pell_recip.withdrawn_by.2yrs': {'source': 'PELL_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and withdrew from original institution within 2 years'},\n", - " 'completion.title_iv.pell_recip.transf_withdrawn_4yr_by.2yrs': {'source': 'PELL_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.pell_recip.transf_withdrawn_2yr_by.2yrs': {'source': 'PELL_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.pell_recip.still_enrolled_by.2yrs': {'source': 'PELL_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.pell_recip.transf_still_enrolled_4yr_by.2yrs': {'source': 'PELL_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.pell_recip.transf_still_enrolled_2yr_by.2yrs': {'source': 'PELL_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.pell_recip.unknown_by.2yrs': {'source': 'PELL_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.pell_recip.transf_unknown_4yr_by.2yrs': {'source': 'PELL_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.pell_recip.transf_unknown_2yr_by.2yrs': {'source': 'PELL_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.no_pell.died_by.2yrs': {'source': 'NOPELL_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who died within 2 years at original institution'},\n", - " 'completion.title_iv.no_pell.completed_by.2yrs': {'source': 'NOPELL_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who completed in 2 years at original institution'},\n", - " 'completion.title_iv.no_pell.transf_completed_4yr_by.2yrs': {'source': 'NOPELL_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.no_pell.transf_completed_2yr_by.2yrs': {'source': 'NOPELL_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.no_pell.withdrawn_by.2yrs': {'source': 'NOPELL_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and withdrew from original institution within 2 years'},\n", - " 'completion.title_iv.no_pell.transf_withdrawn_4yr_by.2yrs': {'source': 'NOPELL_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.no_pell.transf_withdrawn_2yr_by.2yrs': {'source': 'NOPELL_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.no_pell.still_enrolled_by.2yrs': {'source': 'NOPELL_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.no_pell.transf_still_enrolled_4yr_by.2yrs': {'source': 'NOPELL_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.no_pell.transf_still_enrolled_2yr_by.2yrs': {'source': 'NOPELL_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.no_pell.unknown_by.2yrs': {'source': 'NOPELL_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.no_pell.transf_unknown_4yr_by.2yrs': {'source': 'NOPELL_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.no_pell.transf_unknown_2yr_by.2yrs': {'source': 'NOPELL_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.loan_recip.died_by.2yrs': {'source': 'LOAN_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who died within 2 years at original institution'},\n", - " 'completion.title_iv.loan_recip.completed_by.2yrs': {'source': 'LOAN_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who completed in 2 years at original institution'},\n", - " 'completion.title_iv.loan_recip.transf_completed_4yr_by.2yrs': {'source': 'LOAN_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federel loan at the institution and who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.loan_recip.transf_completed_2yr_by.2yrs': {'source': 'LOAN_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.loan_recip.withdrawn_by.2yrs': {'source': 'LOAN_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and withdrew from original institution within 2 years'},\n", - " 'completion.title_iv.loan_recip.transf_withdrawn_4yr_by.2yrs': {'source': 'LOAN_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.loan_recip.transf_withdrawn_2yr_by.2yrs': {'source': 'LOAN_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.loan_recip.still_enrolled_by.2yrs': {'source': 'LOAN_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.loan_recip.transf_still_enrolled_4yr_by.2yrs': {'source': 'LOAN_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.loan_recip.transf_still_enrolled_2yr_by.2yrs': {'source': 'LOAN_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.loan_recip.unknown_by.2yrs': {'source': 'LOAN_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.loan_recip.transf_unknown_4yr_by.2yrs': {'source': 'LOAN_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.loan_recip.transf_unknown_2yr_by.2yrs': {'source': 'LOAN_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.no_loan.died_by.2yrs': {'source': 'NOLOAN_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who died within 2 years at original institution'},\n", - " 'completion.title_iv.no_loan.completed_by.2yrs': {'source': 'NOLOAN_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who completed in 2 years at original institution'},\n", - " 'completion.title_iv.no_loan.transf_completed_4yr_by.2yrs': {'source': 'NOLOAN_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.no_loan.transf_completed_2yr_by.2yrs': {'source': 'NOLOAN_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.no_loan.withdrawn_by.2yrs': {'source': 'NOLOAN_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and withdrew from original institution within 2 years'},\n", - " 'completion.title_iv.no_loan.transf_withdrawn_4yr_by.2yrs': {'source': 'NOLOAN_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.no_loan.transf_withdrawn_2yr_by.2yrs': {'source': 'NOLOAN_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.no_loan.still_enrolled_by.2yrs': {'source': 'NOLOAN_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.no_loan.transf_still_enrolled_4yr_by.2yrs': {'source': 'NOLOAN_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.no_loan.transf_still_enrolled_2yr_by.2yrs': {'source': 'NOLOAN_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.no_loan.unknown_by.2yrs': {'source': 'NOLOAN_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.no_loan.transf_unknown_4yr_by.2yrs': {'source': 'NOLOAN_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.no_loan.transf_unknown_2yr_by.2yrs': {'source': 'NOLOAN_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.first_gen.died_by.2yrs': {'source': 'FIRSTGEN_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who died within 2 years at original institution'},\n", - " 'completion.title_iv.first_gen.completed_by.2yrs': {'source': 'FIRSTGEN_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.first_gen.transf_completed_4yr_by.2yrs': {'source': 'FIRSTGEN_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.first_gen.transf_completed_2yr_by.2yrs': {'source': 'FIRSTGEN_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.first_gen.withdrawn_by.2yrs': {'source': 'FIRSTGEN_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.first_gen.transf_withdrawn_4yr_by.2yrs': {'source': 'FIRSTGEN_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.first_gen.transf_withdrawn_2yr_by.2yrs': {'source': 'FIRSTGEN_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.first_gen.still_enrolled_by.2yrs': {'source': 'FIRSTGEN_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.first_gen.transf_still_enrolled_4yr_by.2yrs': {'source': 'FIRSTGEN_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.first_gen.transf_still_enrolled_2yr_by.2yrs': {'source': 'FIRSTGEN_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.first_gen.unknown_by.2yrs': {'source': 'FIRSTGEN_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.first_gen.transf_unknown_4yr_by.2yrs': {'source': 'FIRSTGEN_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.first_gen.transf_unknown_2yr_by.2yrs': {'source': 'FIRSTGEN_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.not_first_gen.died_by.2yrs': {'source': 'NOT1STGEN_DEATH_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who died within 2 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.completed_by.2yrs': {'source': 'NOT1STGEN_COMP_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who completed within 2 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.transf_completed_4yr_by.2yrs': {'source': 'NOT1STGEN_COMP_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and completed within 2 years'},\n", - " 'completion.title_iv.not_first_gen.transf_completed_2yr_by.2yrs': {'source': 'NOT1STGEN_COMP_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and completed within 2 years'},\n", - " 'completion.title_iv.not_first_gen.withdrawn_by.2yrs': {'source': 'NOT1STGEN_WDRAW_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students withdrawn from original institution within 2 years'},\n", - " 'completion.title_iv.not_first_gen.transf_withdrawn_4yr_by.2yrs': {'source': 'NOT1STGEN_WDRAW_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.not_first_gen.transf_withdrawn_2yr_by.2yrs': {'source': 'NOT1STGEN_WDRAW_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and withdrew within 2 years'},\n", - " 'completion.title_iv.not_first_gen.still_enrolled_by.2yrs': {'source': 'NOT1STGEN_ENRL_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who were still enrolled at original institution within 2 years'},\n", - " 'completion.title_iv.not_first_gen.transf_still_enrolled_4yr_by.2yrs': {'source': 'NOT1STGEN_ENRL_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.not_first_gen.transf_still_enrolled_2yr_by.2yrs': {'source': 'NOT1STGEN_ENRL_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and were still enrolled within 2 years'},\n", - " 'completion.title_iv.not_first_gen.unknown_by.2yrs': {'source': 'NOT1STGEN_UNKN_ORIG_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students with status unknown within 2 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.transf_unknown_4yr_by.2yrs': {'source': 'NOT1STGEN_UNKN_4YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.not_first_gen.transf_unknown_2yr_by.2yrs': {'source': 'NOT1STGEN_UNKN_2YR_TRANS_YR2_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and whose status is unknown within 2 years'},\n", - " 'completion.title_iv.died_by.3yrs': {'source': 'DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent died within 3 years at original institution'},\n", - " 'completion.title_iv.completed_by.3yrs': {'source': 'COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent completed within 3 years at original institution'},\n", - " 'completion.title_iv.transf_completed_4yr_by.3yrs': {'source': 'COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.transf_completed_2yr_by.3yrs': {'source': 'COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.withdrawn_by.3yrs': {'source': 'WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.transf_withdrawn_4yr_by.3yrs': {'source': 'WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.transf_withdrawn_2yr_by.3yrs': {'source': 'WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.still_enrolled_by.3yrs': {'source': 'ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.transf_still_enrolled_4yr_by.3yrs': {'source': 'ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.transf_still_enrolled_2yr_by.3yrs': {'source': 'ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.unknown_by.3yrs': {'source': 'UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.transf_unknown_4yr_by.3yrs': {'source': 'UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.transf_unknown_2yr_by.3yrs': {'source': 'UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.low_inc.died_by.3yrs': {'source': 'LO_INC_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who died within 3 years at original institution'},\n", - " 'completion.title_iv.low_inc.completed_by.3yrs': {'source': 'LO_INC_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.low_inc.transf_completed_4yr_by.3yrs': {'source': 'LO_INC_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.low_inc.transf_completed_2yr_by.3yrs': {'source': 'LO_INC_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.low_inc.withdrawn_by.3yrs': {'source': 'LO_INC_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.low_inc.transf_withdrawn_4yr_by.3yrs': {'source': 'LO_INC_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.low_inc.transf_withdrawn_2yr_by.3yrs': {'source': 'LO_INC_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.low_inc.still_enrolled_by.3yrs': {'source': 'LO_INC_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.low_inc.transf_still_enrolled_4yr_by.3yrs': {'source': 'LO_INC_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.low_inc.transf_still_enrolled_2yr_by.3yrs': {'source': 'LO_INC_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.low_inc.unknown_by.3yrs': {'source': 'LO_INC_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.low_inc.transf_unknown_4yr_by.3yrs': {'source': 'LO_INC_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.low_inc.transf_unknown_2yr_by.3yrs': {'source': 'LO_INC_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.mid_inc.died_by.3yrs': {'source': 'MD_INC_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who died within 3 years at original institution'},\n", - " 'completion.title_iv.mid_inc.completed_by.3yrs': {'source': 'MD_INC_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.mid_inc.transf_completed_4yr_by.3yrs': {'source': 'MD_INC_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.mid_inc.transf_completed_2yr_by.3yrs': {'source': 'MD_INC_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.mid_inc.withdrawn_by.3yrs': {'source': 'MD_INC_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.mid_inc.transf_withdrawn_4yr_by.3yrs': {'source': 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'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.mid_inc.transf_still_enrolled_2yr_by.3yrs': {'source': 'MD_INC_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.mid_inc.unknown_by.3yrs': {'source': 'MD_INC_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.mid_inc.transf_unknown_4yr_by.3yrs': {'source': 'MD_INC_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.mid_inc.transf_unknown_2yr_by.3yrs': {'source': 'MD_INC_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.high_inc.died_by.3yrs': {'source': 'HI_INC_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who died within 3 years at original institution'},\n", - " 'completion.title_iv.high_inc.completed_by.3yrs': {'source': 'HI_INC_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who completed within 3 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'HI_INC_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.high_inc.transf_withdrawn_2yr_by.3yrs': {'source': 'HI_INC_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.high_inc.still_enrolled_by.3yrs': {'source': 'HI_INC_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.high_inc.transf_still_enrolled_4yr_by.3yrs': {'source': 'HI_INC_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.high_inc.transf_still_enrolled_2yr_by.3yrs': {'source': 'HI_INC_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.high_inc.unknown_by.3yrs': {'source': 'HI_INC_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.high_inc.transf_unknown_4yr_by.3yrs': {'source': 'HI_INC_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.high_inc.transf_unknown_2yr_by.3yrs': {'source': 'HI_INC_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.depend.died_by.3yrs': {'source': 'DEP_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who died within 3 years at original institution'},\n", - " 'completion.title_iv.depend.completed_by.3yrs': {'source': 'DEP_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.depend.transf_completed_4yr_by.3yrs': {'source': 'DEP_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.depend.transf_completed_2yr_by.3yrs': {'source': 'DEP_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.depend.withdrawn_by.3yrs': {'source': 'DEP_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.depend.transf_withdrawn_4yr_by.3yrs': {'source': 'DEP_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.depend.transf_withdrawn_2yr_by.3yrs': {'source': 'DEP_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.depend.still_enrolled_by.3yrs': {'source': 'DEP_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.depend.transf_still_enrolled_4yr_by.3yrs': {'source': 'DEP_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.depend.transf_still_enrolled_2yr_by.3yrs': {'source': 'DEP_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.depend.unknown_by.3yrs': {'source': 'DEP_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.depend.transf_unknown_4yr_by.3yrs': {'source': 'DEP_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.depend.transf_unknown_2yr_by.3yrs': {'source': 'DEP_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.independ.died_by.3yrs': {'source': 'IND_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who died within 3 years at original institution'},\n", - " 'completion.title_iv.independ.completed_by.3yrs': {'source': 'IND_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.independ.transf_completed_4yr_by.3yrs': {'source': 'IND_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.independ.transf_completed_2yr_by.3yrs': {'source': 'IND_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.independ.withdrawn_by.3yrs': {'source': 'IND_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.independ.transf_withdrawn_4yr_by.3yrs': {'source': 'IND_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.independ.transf_withdrawn_2yr_by.3yrs': {'source': 'IND_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.independ.still_enrolled_by.3yrs': {'source': 'IND_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.independ.transf_still_enrolled_4yr_by.3yrs': {'source': 'IND_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.independ.transf_still_enrolled_2yr_by.3yrs': {'source': 'IND_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.independ.unknown_by.3yrs': {'source': 'IND_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.independ.transf_unknown_4yr_by.3yrs': {'source': 'IND_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.independ.transf_unknown_2yr_by.3yrs': {'source': 'IND_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.female.died_by.3yrs': {'source': 'FEMALE_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who died within 3 years at original institution'},\n", - " 'completion.title_iv.female.completed_by.3yrs': {'source': 'FEMALE_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.female.transf_completed_4yr_by.3yrs': {'source': 'FEMALE_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.female.transf_completed_2yr_by.3yrs': {'source': 'FEMALE_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.female.withdrawn_by.3yrs': {'source': 'FEMALE_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.female.transf_withdrawn_4yr_by.3yrs': {'source': 'FEMALE_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.female.transf_withdrawn_2yr_by.3yrs': {'source': 'FEMALE_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.female.still_enrolled_by.3yrs': {'source': 'FEMALE_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.female.transf_still_enrolled_4yr_by.3yrs': {'source': 'FEMALE_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.female.transf_still_enrolled_2yr_by.3yrs': {'source': 'FEMALE_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.female.unknown_by.3yrs': {'source': 'FEMALE_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.female.transf_unknown_4yr_by.3yrs': {'source': 'FEMALE_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.female.transf_unknown_2yr_by.3yrs': {'source': 'FEMALE_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.male.died_by.3yrs': {'source': 'MALE_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who died within 3 years at original institution'},\n", - " 'completion.title_iv.male.completed_by.3yrs': {'source': 'MALE_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.male.transf_completed_4yr_by.3yrs': {'source': 'MALE_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.male.transf_completed_2yr_by.3yrs': {'source': 'MALE_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.male.withdrawn_by.3yrs': {'source': 'MALE_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.male.transf_withdrawn_4yr_by.3yrs': {'source': 'MALE_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.male.transf_withdrawn_2yr_by.3yrs': {'source': 'MALE_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.male.still_enrolled_by.3yrs': {'source': 'MALE_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.male.transf_still_enrolled_4yr_by.3yrs': {'source': 'MALE_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.male.transf_still_enrolled_2yr_by.3yrs': {'source': 'MALE_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.male.unknown_by.3yrs': {'source': 'MALE_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.male.transf_unknown_4yr_by.3yrs': {'source': 'MALE_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.male.transf_unknown_2yr_by.3yrs': {'source': 'MALE_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.pell_recip.died_by.3yrs': {'source': 'PELL_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who died within 3 years at original institution'},\n", - " 'completion.title_iv.pell_recip.completed_by.3yrs': {'source': 'PELL_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who completed in 3 years at original institution'},\n", - " 'completion.title_iv.pell_recip.transf_completed_4yr_by.3yrs': {'source': 'PELL_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.pell_recip.transf_completed_2yr_by.3yrs': {'source': 'PELL_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.pell_recip.withdrawn_by.3yrs': {'source': 'PELL_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and withdrew from original institution within 3 years'},\n", - " 'completion.title_iv.pell_recip.transf_withdrawn_4yr_by.3yrs': {'source': 'PELL_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.pell_recip.transf_withdrawn_2yr_by.3yrs': {'source': 'PELL_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.pell_recip.still_enrolled_by.3yrs': {'source': 'PELL_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.pell_recip.transf_still_enrolled_4yr_by.3yrs': {'source': 'PELL_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.pell_recip.transf_still_enrolled_2yr_by.3yrs': {'source': 'PELL_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.pell_recip.unknown_by.3yrs': {'source': 'PELL_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.pell_recip.transf_unknown_4yr_by.3yrs': {'source': 'PELL_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.pell_recip.transf_unknown_2yr_by.3yrs': {'source': 'PELL_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.no_pell.died_by.3yrs': {'source': 'NOPELL_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who died within 3 years at original institution'},\n", - " 'completion.title_iv.no_pell.completed_by.3yrs': {'source': 'NOPELL_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who completed in 3 years at original institution'},\n", - " 'completion.title_iv.no_pell.transf_completed_4yr_by.3yrs': {'source': 'NOPELL_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.no_pell.transf_completed_2yr_by.3yrs': {'source': 'NOPELL_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.no_pell.withdrawn_by.3yrs': {'source': 'NOPELL_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and withdrew from original institution within 3 years'},\n", - " 'completion.title_iv.no_pell.transf_withdrawn_4yr_by.3yrs': {'source': 'NOPELL_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.no_pell.transf_withdrawn_2yr_by.3yrs': {'source': 'NOPELL_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.no_pell.still_enrolled_by.3yrs': {'source': 'NOPELL_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.no_pell.transf_still_enrolled_4yr_by.3yrs': {'source': 'NOPELL_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.no_pell.transf_still_enrolled_2yr_by.3yrs': {'source': 'NOPELL_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.no_pell.unknown_by.3yrs': {'source': 'NOPELL_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.no_pell.transf_unknown_4yr_by.3yrs': {'source': 'NOPELL_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 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'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.loan_recip.transf_completed_2yr_by.3yrs': {'source': 'LOAN_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.loan_recip.withdrawn_by.3yrs': {'source': 'LOAN_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and withdrew from original institution within 3 years'},\n", - " 'completion.title_iv.loan_recip.transf_withdrawn_4yr_by.3yrs': {'source': 'LOAN_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.loan_recip.transf_withdrawn_2yr_by.3yrs': {'source': 'LOAN_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.loan_recip.still_enrolled_by.3yrs': {'source': 'LOAN_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.loan_recip.transf_still_enrolled_4yr_by.3yrs': {'source': 'LOAN_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.loan_recip.transf_still_enrolled_2yr_by.3yrs': {'source': 'LOAN_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.loan_recip.unknown_by.3yrs': {'source': 'LOAN_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.loan_recip.transf_unknown_4yr_by.3yrs': {'source': 'LOAN_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.loan_recip.transf_unknown_2yr_by.3yrs': {'source': 'LOAN_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.no_loan.died_by.3yrs': {'source': 'NOLOAN_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who died within 3 years at original institution'},\n", - " 'completion.title_iv.no_loan.completed_by.3yrs': {'source': 'NOLOAN_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who completed in 3 years at original institution'},\n", - " 'completion.title_iv.no_loan.transf_completed_4yr_by.3yrs': {'source': 'NOLOAN_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.no_loan.transf_completed_2yr_by.3yrs': {'source': 'NOLOAN_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.no_loan.withdrawn_by.3yrs': {'source': 'NOLOAN_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and withdrew from original institution within 3 years'},\n", - " 'completion.title_iv.no_loan.transf_withdrawn_4yr_by.3yrs': {'source': 'NOLOAN_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.no_loan.transf_withdrawn_2yr_by.3yrs': {'source': 'NOLOAN_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.no_loan.still_enrolled_by.3yrs': {'source': 'NOLOAN_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.no_loan.transf_still_enrolled_4yr_by.3yrs': {'source': 'NOLOAN_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.no_loan.transf_still_enrolled_2yr_by.3yrs': {'source': 'NOLOAN_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.no_loan.unknown_by.3yrs': {'source': 'NOLOAN_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.no_loan.transf_unknown_4yr_by.3yrs': {'source': 'NOLOAN_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.no_loan.transf_unknown_2yr_by.3yrs': {'source': 'NOLOAN_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.first_gen.died_by.3yrs': {'source': 'FIRSTGEN_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who died within 3 years at original institution'},\n", - " 'completion.title_iv.first_gen.completed_by.3yrs': {'source': 'FIRSTGEN_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.first_gen.transf_completed_4yr_by.3yrs': {'source': 'FIRSTGEN_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.first_gen.transf_completed_2yr_by.3yrs': {'source': 'FIRSTGEN_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.first_gen.withdrawn_by.3yrs': {'source': 'FIRSTGEN_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.first_gen.transf_withdrawn_4yr_by.3yrs': {'source': 'FIRSTGEN_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.first_gen.transf_withdrawn_2yr_by.3yrs': {'source': 'FIRSTGEN_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.first_gen.still_enrolled_by.3yrs': {'source': 'FIRSTGEN_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.first_gen.transf_still_enrolled_4yr_by.3yrs': {'source': 'FIRSTGEN_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.first_gen.transf_still_enrolled_2yr_by.3yrs': {'source': 'FIRSTGEN_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.first_gen.unknown_by.3yrs': {'source': 'FIRSTGEN_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.first_gen.transf_unknown_4yr_by.3yrs': {'source': 'FIRSTGEN_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.first_gen.transf_unknown_2yr_by.3yrs': {'source': 'FIRSTGEN_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.not_first_gen.died_by.3yrs': {'source': 'NOT1STGEN_DEATH_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who died within 3 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.completed_by.3yrs': {'source': 'NOT1STGEN_COMP_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who completed within 3 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.transf_completed_4yr_by.3yrs': {'source': 'NOT1STGEN_COMP_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and completed within 3 years'},\n", - " 'completion.title_iv.not_first_gen.transf_completed_2yr_by.3yrs': {'source': 'NOT1STGEN_COMP_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and completed within 3 years'},\n", - " 'completion.title_iv.not_first_gen.withdrawn_by.3yrs': {'source': 'NOT1STGEN_WDRAW_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students withdrawn from original institution within 3 years'},\n", - " 'completion.title_iv.not_first_gen.transf_withdrawn_4yr_by.3yrs': {'source': 'NOT1STGEN_WDRAW_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.not_first_gen.transf_withdrawn_2yr_by.3yrs': {'source': 'NOT1STGEN_WDRAW_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and withdrew within 3 years'},\n", - " 'completion.title_iv.not_first_gen.still_enrolled_by.3yrs': {'source': 'NOT1STGEN_ENRL_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who were still enrolled at original institution within 3 years'},\n", - " 'completion.title_iv.not_first_gen.transf_still_enrolled_4yr_by.3yrs': {'source': 'NOT1STGEN_ENRL_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.not_first_gen.transf_still_enrolled_2yr_by.3yrs': {'source': 'NOT1STGEN_ENRL_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and were still enrolled within 3 years'},\n", - " 'completion.title_iv.not_first_gen.unknown_by.3yrs': {'source': 'NOT1STGEN_UNKN_ORIG_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students with status unknown within 3 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.transf_unknown_4yr_by.3yrs': {'source': 'NOT1STGEN_UNKN_4YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.not_first_gen.transf_unknown_2yr_by.3yrs': {'source': 'NOT1STGEN_UNKN_2YR_TRANS_YR3_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and whose status is unknown within 3 years'},\n", - " 'completion.title_iv.died_by.4yrs': {'source': 'DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent died within 4 years at original institution'},\n", - " 'completion.title_iv.completed_by.4yrs': {'source': 'COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent completed within 4 years at original institution'},\n", - " 'completion.title_iv.transf_completed_4yr_by.4yrs': {'source': 'COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.transf_completed_2yr_by.4yrs': {'source': 'COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.withdrawn_by.4yrs': {'source': 'WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent withdrawn from original institution within 4 years'},\n", - " 'completion.title_iv.transf_withdrawn_4yr_by.4yrs': {'source': 'WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.transf_withdrawn_2yr_by.4yrs': {'source': 'WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.still_enrolled_by.4yrs': {'source': 'ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.transf_still_enrolled_4yr_by.4yrs': {'source': 'ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.transf_still_enrolled_2yr_by.4yrs': {'source': 'ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.unknown_by.4yrs': {'source': 'UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.transf_unknown_4yr_by.4yrs': {'source': 'UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.transf_unknown_2yr_by.4yrs': {'source': 'UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.low_inc.died_by.4yrs': {'source': 'LO_INC_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who died within 4 years at original institution'},\n", - " 'completion.title_iv.low_inc.completed_by.4yrs': {'source': 'LO_INC_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who completed within 4 years at original institution'},\n", - " 'completion.title_iv.low_inc.transf_completed_4yr_by.4yrs': {'source': 'LO_INC_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and completed 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'LO_INC_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.low_inc.still_enrolled_by.4yrs': {'source': 'LO_INC_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.low_inc.transf_still_enrolled_4yr_by.4yrs': {'source': 'LO_INC_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of low-income (less than $30,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.low_inc.transf_still_enrolled_2yr_by.4yrs': {'source': 'LO_INC_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 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'MD_INC_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.mid_inc.still_enrolled_by.4yrs': {'source': 'MD_INC_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.mid_inc.transf_still_enrolled_4yr_by.4yrs': {'source': 'MD_INC_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.mid_inc.transf_still_enrolled_2yr_by.4yrs': {'source': 'MD_INC_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.mid_inc.unknown_by.4yrs': {'source': 'MD_INC_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.mid_inc.transf_unknown_4yr_by.4yrs': {'source': 'MD_INC_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.mid_inc.transf_unknown_2yr_by.4yrs': {'source': 'MD_INC_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of middle-income (between $30,000 and $75,000 in nominal family income) students who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.high_inc.died_by.4yrs': {'source': 'HI_INC_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who died within 4 years at original institution'},\n", - " 'completion.title_iv.high_inc.completed_by.4yrs': {'source': 'HI_INC_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who completed within 4 years at original institution'},\n", - " 'completion.title_iv.high_inc.transf_completed_4yr_by.4yrs': {'source': 'HI_INC_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred 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'HI_INC_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.high_inc.unknown_by.4yrs': {'source': 'HI_INC_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.high_inc.transf_unknown_4yr_by.4yrs': {'source': 'HI_INC_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of high-income (above $75,000 in nominal family income) students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.high_inc.transf_unknown_2yr_by.4yrs': {'source': 'HI_INC_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent 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'description': 'Percent of dependent students who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.depend.withdrawn_by.4yrs': {'source': 'DEP_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students withdrawn from original institution within 4 years'},\n", - " 'completion.title_iv.depend.transf_withdrawn_4yr_by.4yrs': {'source': 'DEP_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.depend.transf_withdrawn_2yr_by.4yrs': {'source': 'DEP_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.depend.still_enrolled_by.4yrs': {'source': 'DEP_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.depend.transf_still_enrolled_4yr_by.4yrs': {'source': 'DEP_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.depend.transf_still_enrolled_2yr_by.4yrs': {'source': 'DEP_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.depend.unknown_by.4yrs': {'source': 'DEP_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.depend.transf_unknown_4yr_by.4yrs': {'source': 'DEP_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.depend.transf_unknown_2yr_by.4yrs': {'source': 'DEP_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of dependent students who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.independ.died_by.4yrs': {'source': 'IND_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who died within 4 years at original institution'},\n", - " 'completion.title_iv.independ.completed_by.4yrs': {'source': 'IND_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who completed within 4 years at original institution'},\n", - " 'completion.title_iv.independ.transf_completed_4yr_by.4yrs': {'source': 'IND_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.independ.transf_completed_2yr_by.4yrs': {'source': 'IND_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.independ.withdrawn_by.4yrs': {'source': 'IND_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students withdrawn from original institution within 4 years'},\n", - " 'completion.title_iv.independ.transf_withdrawn_4yr_by.4yrs': {'source': 'IND_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.independ.transf_withdrawn_2yr_by.4yrs': {'source': 'IND_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.independ.still_enrolled_by.4yrs': {'source': 'IND_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.independ.transf_still_enrolled_4yr_by.4yrs': {'source': 'IND_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.independ.transf_still_enrolled_2yr_by.4yrs': {'source': 'IND_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.independ.unknown_by.4yrs': {'source': 'IND_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.independ.transf_unknown_4yr_by.4yrs': {'source': 'IND_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.independ.transf_unknown_2yr_by.4yrs': {'source': 'IND_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of independent students who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.female.died_by.4yrs': {'source': 'FEMALE_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who died within 4 years at original institution'},\n", - " 'completion.title_iv.female.completed_by.4yrs': {'source': 'FEMALE_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who completed within 4 years at original institution'},\n", - " 'completion.title_iv.female.transf_completed_4yr_by.4yrs': {'source': 'FEMALE_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.female.transf_completed_2yr_by.4yrs': {'source': 'FEMALE_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.female.withdrawn_by.4yrs': {'source': 'FEMALE_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students withdrawn from original institution within 4 years'},\n", - " 'completion.title_iv.female.transf_withdrawn_4yr_by.4yrs': {'source': 'FEMALE_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.female.transf_withdrawn_2yr_by.4yrs': {'source': 'FEMALE_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.female.still_enrolled_by.4yrs': {'source': 'FEMALE_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.female.transf_still_enrolled_4yr_by.4yrs': {'source': 'FEMALE_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.female.transf_still_enrolled_2yr_by.4yrs': {'source': 'FEMALE_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.female.unknown_by.4yrs': {'source': 'FEMALE_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.female.transf_unknown_4yr_by.4yrs': {'source': 'FEMALE_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.female.transf_unknown_2yr_by.4yrs': {'source': 'FEMALE_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of female students who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.male.died_by.4yrs': {'source': 'MALE_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who died within 4 years at original institution'},\n", - " 'completion.title_iv.male.completed_by.4yrs': {'source': 'MALE_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who completed within 4 years at original institution'},\n", - " 'completion.title_iv.male.transf_completed_4yr_by.4yrs': {'source': 'MALE_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.male.transf_completed_2yr_by.4yrs': {'source': 'MALE_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and completed within 4 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'completion.title_iv.male.transf_still_enrolled_4yr_by.4yrs': {'source': 'MALE_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.male.transf_still_enrolled_2yr_by.4yrs': {'source': 'MALE_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.male.unknown_by.4yrs': {'source': 'MALE_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.male.transf_unknown_4yr_by.4yrs': {'source': 'MALE_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.male.transf_unknown_2yr_by.4yrs': {'source': 'MALE_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of male students who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.pell_recip.died_by.4yrs': {'source': 'PELL_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who died within 4 years at original institution'},\n", - " 'completion.title_iv.pell_recip.completed_by.4yrs': {'source': 'PELL_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who completed in 4 years at original institution'},\n", - " 'completion.title_iv.pell_recip.transf_completed_4yr_by.4yrs': {'source': 'PELL_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.pell_recip.transf_completed_2yr_by.4yrs': {'source': 'PELL_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.pell_recip.withdrawn_by.4yrs': {'source': 'PELL_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and withdrew from original institution within 4 years'},\n", - " 'completion.title_iv.pell_recip.transf_withdrawn_4yr_by.4yrs': {'source': 'PELL_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 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'PELL_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.pell_recip.unknown_by.4yrs': {'source': 'PELL_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.pell_recip.transf_unknown_4yr_by.4yrs': {'source': 'PELL_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.pell_recip.transf_unknown_2yr_by.4yrs': {'source': 'PELL_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a Pell Grant at the institution and who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.no_pell.died_by.4yrs': {'source': 'NOPELL_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who died within 4 years at original institution'},\n", - " 'completion.title_iv.no_pell.completed_by.4yrs': {'source': 'NOPELL_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who completed in 4 years at original institution'},\n", - " 'completion.title_iv.no_pell.transf_completed_4yr_by.4yrs': {'source': 'NOPELL_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.no_pell.transf_completed_2yr_by.4yrs': {'source': 'NOPELL_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.no_pell.withdrawn_by.4yrs': {'source': 'NOPELL_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and withdrew from original institution within 4 years'},\n", - " 'completion.title_iv.no_pell.transf_withdrawn_4yr_by.4yrs': {'source': 'NOPELL_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.no_pell.transf_withdrawn_2yr_by.4yrs': {'source': 'NOPELL_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.no_pell.still_enrolled_by.4yrs': {'source': 'NOPELL_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.no_pell.transf_still_enrolled_4yr_by.4yrs': {'source': 'NOPELL_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.no_pell.transf_still_enrolled_2yr_by.4yrs': {'source': 'NOPELL_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.no_pell.unknown_by.4yrs': {'source': 'NOPELL_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.no_pell.transf_unknown_4yr_by.4yrs': {'source': 'NOPELL_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.no_pell.transf_unknown_2yr_by.4yrs': {'source': 'NOPELL_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a Pell Grant at the institution and who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.loan_recip.died_by.4yrs': {'source': 'LOAN_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who died within 4 years at original institution'},\n", - " 'completion.title_iv.loan_recip.completed_by.4yrs': {'source': 'LOAN_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who completed in 4 years at original institution'},\n", - " 'completion.title_iv.loan_recip.transf_completed_4yr_by.4yrs': {'source': 'LOAN_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.loan_recip.transf_completed_2yr_by.4yrs': {'source': 'LOAN_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.loan_recip.withdrawn_by.4yrs': {'source': 'LOAN_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and withdrew from original institution within 4 years'},\n", - " 'completion.title_iv.loan_recip.transf_withdrawn_4yr_by.4yrs': {'source': 'LOAN_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.loan_recip.transf_withdrawn_2yr_by.4yrs': {'source': 'LOAN_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.loan_recip.still_enrolled_by.4yrs': {'source': 'LOAN_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.loan_recip.transf_still_enrolled_4yr_by.4yrs': {'source': 'LOAN_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.loan_recip.transf_still_enrolled_2yr_by.4yrs': {'source': 'LOAN_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.loan_recip.unknown_by.4yrs': {'source': 'LOAN_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.loan_recip.transf_unknown_4yr_by.4yrs': {'source': 'LOAN_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.loan_recip.transf_unknown_2yr_by.4yrs': {'source': 'LOAN_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who received a federal loan at the institution and who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.no_loan.died_by.4yrs': {'source': 'NOLOAN_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who died within 4 years at original institution'},\n", - " 'completion.title_iv.no_loan.completed_by.4yrs': {'source': 'NOLOAN_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who completed in 4 years at original institution'},\n", - " 'completion.title_iv.no_loan.transf_completed_4yr_by.4yrs': {'source': 'NOLOAN_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.no_loan.transf_completed_2yr_by.4yrs': {'source': 'NOLOAN_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.no_loan.withdrawn_by.4yrs': {'source': 'NOLOAN_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and withdrew from original institution within 4 years'},\n", - " 'completion.title_iv.no_loan.transf_withdrawn_4yr_by.4yrs': {'source': 'NOLOAN_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.no_loan.transf_withdrawn_2yr_by.4yrs': {'source': 'NOLOAN_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.no_loan.still_enrolled_by.4yrs': {'source': 'NOLOAN_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.no_loan.transf_still_enrolled_4yr_by.4yrs': {'source': 'NOLOAN_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.no_loan.transf_still_enrolled_2yr_by.4yrs': {'source': 'NOLOAN_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.no_loan.unknown_by.4yrs': {'source': 'NOLOAN_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.no_loan.transf_unknown_4yr_by.4yrs': {'source': 'NOLOAN_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.no_loan.transf_unknown_2yr_by.4yrs': {'source': 'NOLOAN_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of students who never received a federal loan at the institution and who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.first_gen.died_by.4yrs': {'source': 'FIRSTGEN_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who died within 4 years at original institution'},\n", - " 'completion.title_iv.first_gen.completed_by.4yrs': {'source': 'FIRSTGEN_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who completed within 4 years at original institution'},\n", - " 'completion.title_iv.first_gen.transf_completed_4yr_by.4yrs': {'source': 'FIRSTGEN_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.first_gen.transf_completed_2yr_by.4yrs': {'source': 'FIRSTGEN_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.first_gen.withdrawn_by.4yrs': {'source': 'FIRSTGEN_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students withdrawn from original institution within 4 years'},\n", - " 'completion.title_iv.first_gen.transf_withdrawn_4yr_by.4yrs': {'source': 'FIRSTGEN_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.first_gen.transf_withdrawn_2yr_by.4yrs': {'source': 'FIRSTGEN_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.first_gen.still_enrolled_by.4yrs': {'source': 'FIRSTGEN_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.first_gen.transf_still_enrolled_4yr_by.4yrs': {'source': 'FIRSTGEN_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.first_gen.transf_still_enrolled_2yr_by.4yrs': {'source': 'FIRSTGEN_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.first_gen.unknown_by.4yrs': {'source': 'FIRSTGEN_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.first_gen.transf_unknown_4yr_by.4yrs': {'source': 'FIRSTGEN_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.first_gen.transf_unknown_2yr_by.4yrs': {'source': 'FIRSTGEN_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of first-generation students who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.not_first_gen.died_by.4yrs': {'source': 'NOT1STGEN_DEATH_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who died within 4 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.completed_by.4yrs': {'source': 'NOT1STGEN_COMP_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who completed within 4 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.transf_completed_4yr_by.4yrs': {'source': 'NOT1STGEN_COMP_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and completed within 4 years'},\n", - " 'completion.title_iv.not_first_gen.transf_completed_2yr_by.4yrs': {'source': 'NOT1STGEN_COMP_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and completed within 4 years'},\n", - " 'completion.title_iv.not_first_gen.withdrawn_by.4yrs': {'source': 'NOT1STGEN_WDRAW_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students withdrawn from original institution within 4 years'},\n", - " 'completion.title_iv.not_first_gen.transf_withdrawn_4yr_by.4yrs': {'source': 'NOT1STGEN_WDRAW_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.not_first_gen.transf_withdrawn_2yr_by.4yrs': {'source': 'NOT1STGEN_WDRAW_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and withdrew within 4 years'},\n", - " 'completion.title_iv.not_first_gen.still_enrolled_by.4yrs': {'source': 'NOT1STGEN_ENRL_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who were still enrolled at original institution within 4 years'},\n", - " 'completion.title_iv.not_first_gen.transf_still_enrolled_4yr_by.4yrs': {'source': 'NOT1STGEN_ENRL_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.not_first_gen.transf_still_enrolled_2yr_by.4yrs': {'source': 'NOT1STGEN_ENRL_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and were still enrolled within 4 years'},\n", - " 'completion.title_iv.not_first_gen.unknown_by.4yrs': {'source': 'NOT1STGEN_UNKN_ORIG_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students with status unknown within 4 years at original institution'},\n", - " 'completion.title_iv.not_first_gen.transf_unknown_4yr_by.4yrs': {'source': 'NOT1STGEN_UNKN_4YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 4-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.not_first_gen.transf_unknown_2yr_by.4yrs': {'source': 'NOT1STGEN_UNKN_2YR_TRANS_YR4_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent of not-first-generation students who transferred to a 2-year institution and whose status is unknown within 4 years'},\n", - " 'completion.title_iv.died_by.6yrs': {'source': 'DEATH_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent died within 6 years at original institution'},\n", - " 'completion.title_iv.completed_by.6yrs': {'source': 'COMP_ORIG_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent completed within 6 years at original institution'},\n", - " 'completion.title_iv.transf_completed_4yr_by.6yrs': {'source': 'COMP_4YR_TRANS_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and completed within 6 years'},\n", - " 'completion.title_iv.transf_completed_2yr_by.6yrs': {'source': 'COMP_2YR_TRANS_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and completed within 6 years'},\n", - " 'completion.title_iv.withdrawn_by.6yrs': {'source': 'WDRAW_ORIG_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent withdrawn from original institution within 6 years'},\n", - " 'completion.title_iv.transf_withdrawn_4yr_by.6yrs': {'source': 'WDRAW_4YR_TRANS_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and withdrew within 6 years'},\n", - " 'completion.title_iv.transf_withdrawn_2yr_by.6yrs': {'source': 'WDRAW_2YR_TRANS_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and withdrew within 6 years'},\n", - " 'completion.title_iv.still_enrolled_by.6yrs': {'source': 'ENRL_ORIG_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent still enrolled at original institution within 6 years'},\n", - " 'completion.title_iv.transf_still_enrolled_4yr_by.6yrs': {'source': 'ENRL_4YR_TRANS_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and were still enrolled within 6 years'},\n", - " 'completion.title_iv.transf_still_enrolled_2yr_by.6yrs': {'source': 'ENRL_2YR_TRANS_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 2-year institution and were still enrolled within 6 years'},\n", - " 'completion.title_iv.unknown_by.6yrs': {'source': 'UNKN_ORIG_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent with status unknown within 6 years at original institution'},\n", - " 'completion.title_iv.transf_unknown_4yr_by.6yrs': {'source': 'UNKN_4YR_TRANS_YR6_RT',\n", - " 'type': 'float',\n", - " 'description': 'Percent who transferred to a 4-year institution and whose status is unknown within 6 years'},\n", - " ...},\n", - " 'files': [{'name': 'Most-Recent-Cohorts-Institution.csv', 'key': 'latest'},\n", - " {'name': 'Most-Recent-Cohorts-Field-of-Study.csv',\n", - " 'map': 'program_data',\n", - " 'key': 'latest'},\n", - " {'name': 'MERGED2022_23_PP.csv', 'key': 2022},\n", - " {'name': 'MERGED2021_22_PP.csv', 'key': 2021},\n", - " {'name': 'MERGED2020_21_PP.csv', 'key': 2020},\n", - " {'name': 'FieldOfStudyData1920_2021_PP.csv',\n", - " 'map': 'program_data',\n", - " 'key': 2020},\n", - " {'name': 'MERGED2019_20_PP.csv', 'key': 2019},\n", - " {'name': 'FieldOfStudyData1819_1920_PP.csv',\n", - " 'map': 'program_data',\n", - " 'key': 2019},\n", - " {'name': 'MERGED2018_19_PP.csv', 'key': 2018},\n", - " {'name': 'FieldOfStudyData1718_1819_PP.csv',\n", - " 'map': 'program_data',\n", - " 'key': 2018},\n", - " {'name': 'MERGED2017_18_PP.csv', 'key': 2017},\n", - " {'name': 'FieldOfStudyData1617_1718_PP.csv',\n", - " 'map': 'program_data',\n", - " 'key': 2017},\n", - " {'name': 'MERGED2016_17_PP.csv', 'key': 2016},\n", - " {'name': 'FieldOfStudyData1516_1617_PP.csv',\n", - " 'map': 'program_data',\n", - " 'key': 2016},\n", - " {'name': 'MERGED2015_16_PP.csv', 'key': 2015},\n", - " {'name': 'FieldOfStudyData1415_1516_PP.csv',\n", - " 'map': 'program_data',\n", - " 'key': 2015},\n", - " {'name': 'MERGED2014_15_PP.csv', 'key': 2014},\n", - " {'name': 'MERGED2013_14_PP.csv', 'key': 2013},\n", - " {'name': 'MERGED2012_13_PP.csv', 'key': 2012},\n", - " {'name': 'MERGED2011_12_PP.csv', 'key': 2011},\n", - " {'name': 'MERGED2010_11_PP.csv', 'key': 2010},\n", - " {'name': 'MERGED2009_10_PP.csv', 'key': 2009},\n", - " {'name': 'MERGED2008_09_PP.csv', 'key': 2008},\n", - " {'name': 'MERGED2007_08_PP.csv', 'key': 2007},\n", - " {'name': 'MERGED2006_07_PP.csv', 'key': 2006},\n", - " {'name': 'MERGED2005_06_PP.csv', 'key': 2005},\n", - " {'name': 'MERGED2004_05_PP.csv', 'key': 2004},\n", - " {'name': 'MERGED2003_04_PP.csv', 'key': 2003},\n", - " {'name': 'MERGED2002_03_PP.csv', 'key': 2002},\n", - " {'name': 'MERGED2001_02_PP.csv', 'key': 2001},\n", - " {'name': 'MERGED2000_01_PP.csv', 'key': 2000},\n", - " {'name': 'MERGED1999_00_PP.csv', 'key': 1999},\n", - " {'name': 'MERGED1998_99_PP.csv', 'key': 1998},\n", - " {'name': 'MERGED1997_98_PP.csv', 'key': 1997},\n", - " {'name': 'MERGED1996_97_PP.csv', 'key': 1996}]}" + "" ] }, - "execution_count": 14, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data" + "mask_nan = ~ak.any(np.isnan(data.academics.program_percentage.physical_science), axis=1)\n", + "mask_all_zero = ~ak.all(data.academics.program_percentage.physical_science == 0, axis=1)\n", + "mask = mask_nan & mask_all_zero" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "2455fa7a-60cc-44e3-9682-76012682503b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_m = data[mask]\n", + "for key in data_m.academics.program_percentage.fields:\n", + " mean = ak.mean(data_m.academics.program_percentage[key], axis=0)\n", + " if ak.mean(mean) < 0.03:\n", + " continue\n", + " plt.plot(mean * 100, label=key)\n", + "plt.legend()" ] } ], diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..07b3bf8 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,5 @@ +awkward +pandas +numpy + +tqdm