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NC_Education

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  1. Data Processing Code.ipynb +1 -1
  2. NC_Education_Nested.csv +0 -304
  3. NC_Education_Nested.json +0 -0
Data Processing Code.ipynb CHANGED
@@ -1 +1 @@
1
- {"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"mount_file_id":"116rnwsnHWut8LLR4zNihd2p3Md5350xj","authorship_tag":"ABX9TyOiFQ6Z3eotXsIapnc4dBu7"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["import json\n","import csv\n","\n","# Load JSON objects as dictionary\n","df = json.load(open('drive/MyDrive/Colab_Notebooks/123/education.json'))\n","df_black = json.load(open('drive/MyDrive/Colab_Notebooks/123/education_black.json'))\n","\n","# Order the datasets by area_name and year collected\n","df = sorted(df, key=lambda x: (x['area_name'], x['year'], x['variable']))\n","df_black = sorted(df_black, key=lambda x: (x['area_name'], x['year']))\n","\n","# Clean the education dataset\n","df = [entry for entry in df if \"25\" in entry['variable'] and\n"," \"Native\" not in entry['variable'] and\n"," \"Black\" not in entry['variable'] and\n"," \"White\" not in entry['variable']]\n","\n","# Rename the variable in both datasets for matching convenience\n","for entry in df:\n"," variable = entry['variable']\n"," if 'College Graduates' in variable:\n"," entry['variable'] = 'College Graduates'\n"," elif 'High School Graduates' in variable:\n"," entry['variable'] = 'High School Graduates'\n"," elif 'Elementary School Education or Less' in variable:\n"," entry['variable'] = 'Elementary School Education'\n"," elif 'Less Than 5 Years of Elementary School' in variable:\n"," entry['variable'] = 'Less Than 5 Years of Elementary School'\n","\n","for entry in df_black:\n"," variable = entry['variable']\n"," if 'College' in variable:\n"," entry['variable'] = 'College Graduates'\n"," elif 'High School Graduate' in variable:\n"," entry['variable'] = 'High School Graduates'\n"," elif 'Less than High School' in variable:\n"," entry['variable'] = 'Elementary School Education'\n","\n","# Re-structure the datasets\n","transformed_df = {}\n","for entry in df:\n"," area_name = entry['area_name']\n"," area_type = entry['area_type']\n"," year = entry['year']\n"," variable = entry['variable']\n"," value = entry['value']\n","\n"," if area_name not in transformed_df:\n"," transformed_df[area_name] = {\n"," \"area_type\": area_type,\n"," \"years\": {}\n"," }\n","\n"," if year not in transformed_df[area_name][\"years\"]:\n"," transformed_df[area_name][\"years\"][year] = []\n","\n"," transformed_df[area_name][\"years\"][year].append({\n"," \"variable\": variable,\n"," \"value\": value\n"," })\n","\n","transformed_df_black = {}\n","for entry in df_black:\n"," area_name = entry['area_name']\n"," area_type = entry['area_type']\n"," year = entry['year']\n"," variable = entry['variable']\n"," value = entry['value']\n","\n"," if area_name not in transformed_df_black:\n"," transformed_df_black[area_name] = {\n"," \"area_type\": area_type,\n"," \"years\": {}\n"," }\n","\n"," if year not in transformed_df_black[area_name][\"years\"]:\n"," transformed_df_black[area_name][\"years\"][year] = []\n","\n"," transformed_df_black[area_name][\"years\"][year].append({\n"," \"variable\": variable,\n"," \"value_black\": value\n"," })\n","\n","# Combine the datasets\n","result = {}\n","for area_name, area_data in transformed_df.items():\n"," if area_name in transformed_df_black:\n"," result[area_name] = {'area_type': area_data['area_type'], 'years': {}}\n"," for year, year_data in area_data['years'].items():\n"," if year in transformed_df_black[area_name]['years']:\n"," result[area_name]['years'][year] = year_data\n","\n","for area_name, area_data in result.items():\n"," for year, year_data in area_data['years'].items():\n"," for entry in year_data:\n"," variable = entry['variable']\n"," black_year_data = transformed_df_black.get(area_name, {}).get('years', {}).get(year, [])\n"," black_entry = next((e for e in black_year_data if e['variable'] == variable), None)\n"," if black_entry:\n"," entry['value_black'] = black_entry['value_black']\n"," else:\n"," entry['value_black'] = None\n","\n","# Flatten the data and write to CSV\n","csv_data = []\n","for area_name, area_data in result.items():\n"," area_type = area_data['area_type']\n"," for year, year_data in area_data['years'].items():\n"," for entry in year_data:\n"," csv_data.append({\n"," 'area_name': area_name,\n"," 'area_type': area_type,\n"," 'year': year,\n"," 'variable': entry['variable'],\n"," 'value': entry['value'],\n"," 'value_black': entry['value_black']\n"," })\n","\n","file_path = '/content/drive/MyDrive/Colab_Notebooks/Previous/NC_Education_Final.csv'\n","with open(file_path, 'w', newline='') as csv_file:\n"," fieldnames = ['area_name', 'area_type', 'year', 'variable', 'value', 'value_black']\n"," writer = csv.DictWriter(csv_file, fieldnames=fieldnames)\n","\n"," writer.writeheader()\n"," writer.writerows(csv_data)"],"metadata":{"id":"77MbG27tJ1-r","executionInfo":{"status":"ok","timestamp":1710779019982,"user_tz":240,"elapsed":6003,"user":{"displayName":"Yangxuan Xu","userId":"16693520489565507742"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["# Save the nested structure data to CSV\n","file_path = '/content/drive/MyDrive/Colab_Notebooks/Previous/NC_Education_Nested.csv'\n","with open(file_path, 'w', newline='') as csv_file:\n"," fieldnames = ['area_name', 'area_type', 'year', 'variables']\n"," writer = csv.DictWriter(csv_file, fieldnames=fieldnames, delimiter='|')\n","\n"," writer.writeheader()\n","\n"," for area_name, area_data in result.items():\n"," area_type = area_data['area_type']\n"," for year, year_data in area_data['years'].items():\n"," variables = []\n"," for entry in year_data:\n"," variable = entry['variable']\n"," value = entry['value']\n"," value_black = entry['value_black']\n"," variables.append(f\"{variable};{value};{value_black}\")\n","\n"," writer.writerow({\n"," 'area_name': area_name,\n"," 'area_type': area_type,\n"," 'year': year,\n"," 'variables': '|'.join(variables)\n"," })"],"metadata":{"id":"P7SLWXLhX6Zo","executionInfo":{"status":"ok","timestamp":1710779030311,"user_tz":240,"elapsed":135,"user":{"displayName":"Yangxuan Xu","userId":"16693520489565507742"}}},"execution_count":2,"outputs":[]}]}
 
1
+ {"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"mount_file_id":"116rnwsnHWut8LLR4zNihd2p3Md5350xj","authorship_tag":"ABX9TyPM9Fy0sBvZR+786XJHY4L6"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["import json\n","import csv\n","\n","# Load JSON objects as dictionary\n","df = json.load(open('drive/MyDrive/Colab_Notebooks/123/education.json'))\n","df_black = json.load(open('drive/MyDrive/Colab_Notebooks/123/education_black.json'))\n","\n","# Order the datasets by area_name and year collected\n","df = sorted(df, key=lambda x: (x['area_name'], x['year'], x['variable']))\n","df_black = sorted(df_black, key=lambda x: (x['area_name'], x['year']))\n","\n","# Clean the education dataset\n","df = [entry for entry in df if \"25\" in entry['variable'] and\n"," \"Native\" not in entry['variable'] and\n"," \"Black\" not in entry['variable'] and\n"," \"White\" not in entry['variable']]\n","\n","# Rename the variable in both datasets for matching convenience\n","for entry in df:\n"," variable = entry['variable']\n"," if 'College Graduates' in variable:\n"," entry['variable'] = 'College Graduates'\n"," elif 'High School Graduates' in variable:\n"," entry['variable'] = 'High School Graduates'\n"," elif 'Elementary School Education or Less' in variable:\n"," entry['variable'] = 'Elementary School Education'\n"," elif 'Less Than 5 Years of Elementary School' in variable:\n"," entry['variable'] = 'Less Than 5 Years of Elementary School'\n","\n","for entry in df_black:\n"," variable = entry['variable']\n"," if 'College' in variable:\n"," entry['variable'] = 'College Graduates'\n"," elif 'High School Graduate' in variable:\n"," entry['variable'] = 'High School Graduates'\n"," elif 'Less than High School' in variable:\n"," entry['variable'] = 'Elementary School Education'\n","\n","# Re-structure the datasets\n","transformed_df = {}\n","for entry in df:\n"," area_name = entry['area_name']\n"," area_type = entry['area_type']\n"," year = entry['year']\n"," variable = entry['variable']\n"," value = entry['value']\n","\n"," if area_name not in transformed_df:\n"," transformed_df[area_name] = {\n"," \"area_type\": area_type,\n"," \"years\": {}\n"," }\n","\n"," if year not in transformed_df[area_name][\"years\"]:\n"," transformed_df[area_name][\"years\"][year] = []\n","\n"," transformed_df[area_name][\"years\"][year].append({\n"," \"variable\": variable,\n"," \"value\": value\n"," })\n","\n","transformed_df_black = {}\n","for entry in df_black:\n"," area_name = entry['area_name']\n"," area_type = entry['area_type']\n"," year = entry['year']\n"," variable = entry['variable']\n"," value = entry['value']\n","\n"," if area_name not in transformed_df_black:\n"," transformed_df_black[area_name] = {\n"," \"area_type\": area_type,\n"," \"years\": {}\n"," }\n","\n"," if year not in transformed_df_black[area_name][\"years\"]:\n"," transformed_df_black[area_name][\"years\"][year] = []\n","\n"," transformed_df_black[area_name][\"years\"][year].append({\n"," \"variable\": variable,\n"," \"value_black\": value\n"," })\n","\n","# Combine the datasets\n","result = {}\n","for area_name, area_data in transformed_df.items():\n"," if area_name in transformed_df_black:\n"," result[area_name] = {'area_type': area_data['area_type'], 'years': {}}\n"," for year, year_data in area_data['years'].items():\n"," if year in transformed_df_black[area_name]['years']:\n"," result[area_name]['years'][year] = year_data\n","\n","for area_name, area_data in result.items():\n"," for year, year_data in area_data['years'].items():\n"," for entry in year_data:\n"," variable = entry['variable']\n"," black_year_data = transformed_df_black.get(area_name, {}).get('years', {}).get(year, [])\n"," black_entry = next((e for e in black_year_data if e['variable'] == variable), None)\n"," if black_entry:\n"," entry['value_black'] = black_entry['value_black']\n"," else:\n"," entry['value_black'] = None\n","\n","# Save the nested structure data to JSON\n","file_path = '/content/drive/MyDrive/Colab_Notebooks/NC_Education/NC_Education_Nested.json'\n","with open(file_path, 'w') as json_file:\n"," json.dump(result, json_file)"],"metadata":{"id":"77MbG27tJ1-r","executionInfo":{"status":"ok","timestamp":1710779019982,"user_tz":240,"elapsed":6003,"user":{"displayName":"Yangxuan Xu","userId":"16693520489565507742"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["# Flatten the data and write to CSV\n","csv_data = []\n","for area_name, area_data in result.items():\n"," area_type = area_data['area_type']\n"," for year, year_data in area_data['years'].items():\n"," for entry in year_data:\n"," csv_data.append({\n"," 'area_name': area_name,\n"," 'area_type': area_type,\n"," 'year': year,\n"," 'variable': entry['variable'],\n"," 'value': entry['value'],\n"," 'value_black': entry['value_black']\n"," })\n","\n","file_path = '/content/drive/MyDrive/Colab_Notebooks/Previous/NC_Education_Final.csv'\n","with open(file_path, 'w', newline='') as csv_file:\n"," fieldnames = ['area_name', 'area_type', 'year', 'variable', 'value', 'value_black']\n"," writer = csv.DictWriter(csv_file, fieldnames=fieldnames)\n","\n"," writer.writeheader()\n"," writer.writerows(csv_data)"],"metadata":{"id":"-Uge7AIgZsZb"},"execution_count":null,"outputs":[]}]}
NC_Education_Nested.csv DELETED
@@ -1,304 +0,0 @@
1
- area_name|area_type|year|variables
2
- Alamance County|County|2010|"College Graduates;20844;5242|Elementary School Education;7305;3744|High School Graduates;79149;6443|Less Than 5 Years of Elementary School;2040;None"
3
- Alamance County|County|2015|"College Graduates;22391;6606|Elementary School Education;6601;3628|High School Graduates;29555;5985|Less Than 5 Years of Elementary School;2166;None"
4
- Alamance County|County|2020|"College Graduates;28301;8046|Elementary School Education;5410;2586|High School Graduates;31196;8203|Less Than 5 Years of Elementary School;2405;None"
5
- Alexander County|County|2010|"College Graduates;3003;353|Elementary School Education;2325;170|High School Graduates;19332;785|Less Than 5 Years of Elementary School;534;None"
6
- Alexander County|County|2015|"College Graduates;3444;275|Elementary School Education;2061;434|High School Graduates;10309;768|Less Than 5 Years of Elementary School;616;None"
7
- Alexander County|County|2020|"College Graduates;3826;419|Elementary School Education;1295;300|High School Graduates;10740;652|Less Than 5 Years of Elementary School;336;None"
8
- Alleghany County|County|2010|"College Graduates;1301;6|Elementary School Education;961;43|High School Graduates;5755;16|Less Than 5 Years of Elementary School;215;None"
9
- Alleghany County|County|2015|"College Graduates;1393;110|Elementary School Education;501;9|High School Graduates;2702;13|Less Than 5 Years of Elementary School;120;None"
10
- Alleghany County|County|2020|"College Graduates;1768;9|Elementary School Education;523;23|High School Graduates;2367;60|Less Than 5 Years of Elementary School;155;None"
11
- Anson County|County|2010|"College Graduates;1550;1914|Elementary School Education;860;2562|High School Graduates;14291;3725|Less Than 5 Years of Elementary School;332;None"
12
- Anson County|County|2015|"College Graduates;1784;2256|Elementary School Education;1032;2185|High School Graduates;7556;3563|Less Than 5 Years of Elementary School;271;None"
13
- Anson County|County|2020|"College Graduates;1952;2169|Elementary School Education;895;1444|High School Graduates;6979;3438|Less Than 5 Years of Elementary School;151;None"
14
- Ashe County|County|2010|"College Graduates;3392;7|Elementary School Education;1876;0|High School Graduates;15167;0|Less Than 5 Years of Elementary School;380;None"
15
- Ashe County|County|2015|"College Graduates;3796;25|Elementary School Education;1423;50|High School Graduates;6371;13|Less Than 5 Years of Elementary School;396;None"
16
- Ashe County|County|2020|"College Graduates;4124;141|Elementary School Education;801;9|High School Graduates;6424;60|Less Than 5 Years of Elementary School;284;None"
17
- Avery County|County|2010|"College Graduates;2653;156|Elementary School Education;1007;135|High School Graduates;10610;150|Less Than 5 Years of Elementary School;168;None"
18
- Avery County|County|2015|"College Graduates;2470;202|Elementary School Education;971;117|High School Graduates;3978;232|Less Than 5 Years of Elementary School;308;None"
19
- Avery County|County|2020|"College Graduates;3171;123|Elementary School Education;677;183|High School Graduates;4157;281|Less Than 5 Years of Elementary School;234;None"
20
- Beaufort County|County|2010|"College Graduates;6295;1745|Elementary School Education;2042;2298|High School Graduates;27059;3403|Less Than 5 Years of Elementary School;604;None"
21
- Beaufort County|County|2015|"College Graduates;5833;2088|Elementary School Education;2040;1873|High School Graduates;11186;3524|Less Than 5 Years of Elementary School;544;None"
22
- Beaufort County|County|2020|"College Graduates;7113;2838|Elementary School Education;1677;1195|High School Graduates;10989;3168|Less Than 5 Years of Elementary School;790;None"
23
- Bertie County|County|2010|"College Graduates;1474;1999|Elementary School Education;1415;2801|High School Graduates;10525;3189|Less Than 5 Years of Elementary School;575;None"
24
- Bertie County|County|2015|"College Graduates;1477;1787|Elementary School Education;1442;2555|High School Graduates;5939;3673|Less Than 5 Years of Elementary School;383;None"
25
- Bertie County|County|2020|"College Graduates;2074;2182|Elementary School Education;885;1871|High School Graduates;5243;2910|Less Than 5 Years of Elementary School;328;None"
26
- Bladen County|County|2010|"College Graduates;2284;2450|Elementary School Education;2434;2085|High School Graduates;17300;2863|Less Than 5 Years of Elementary School;587;None"
27
- Bladen County|County|2015|"College Graduates;3301;2355|Elementary School Education;1897;2086|High School Graduates;7963;2781|Less Than 5 Years of Elementary School;694;None"
28
- Bladen County|County|2020|"College Graduates;4344;2581|Elementary School Education;1150;1447|High School Graduates;7386;2214|Less Than 5 Years of Elementary School;458;None"
29
- Brunswick County|County|2010|"College Graduates;17808;2267|Elementary School Education;3441;1752|High School Graduates;64436;3004|Less Than 5 Years of Elementary School;1089;None"
30
- Brunswick County|County|2015|"College Graduates;23163;2866|Elementary School Education;3691;1269|High School Graduates;24226;3640|Less Than 5 Years of Elementary School;1258;None"
31
- Brunswick County|County|2020|"College Graduates;32133;3178|Elementary School Education;2377;1027|High School Graduates;31683;2944|Less Than 5 Years of Elementary School;635;None"
32
- Buncombe County|County|2010|"College Graduates;51466;3336|Elementary School Education;7562;1938|High School Graduates;143606;3334|Less Than 5 Years of Elementary School;2510;None"
33
- Buncombe County|County|2015|"College Graduates;63747;3305|Elementary School Education;6167;1858|High School Graduates;43927;3628|Less Than 5 Years of Elementary School;2648;None"
34
- Buncombe County|County|2020|"College Graduates;79322;3696|Elementary School Education;5753;1287|High School Graduates;44368;3741|Less Than 5 Years of Elementary School;2832;None"
35
- Burke County|County|2010|"College Graduates;9326;1302|Elementary School Education;5988;706|High School Graduates;46364;1048|Less Than 5 Years of Elementary School;1795;None"
36
- Burke County|County|2015|"College Graduates;10794;1361|Elementary School Education;5376;585|High School Graduates;18704;1093|Less Than 5 Years of Elementary School;2302;None"
37
- Burke County|County|2020|"College Graduates;11037;1461|Elementary School Education;4582;568|High School Graduates;20944;1441|Less Than 5 Years of Elementary School;2018;None"
38
- Cabarrus County|County|2010|"College Graduates;25974;5077|Elementary School Education;5946;2331|High School Graduates;94045;4426|Less Than 5 Years of Elementary School;1483;None"
39
- Cabarrus County|County|2015|"College Graduates;33517;6529|Elementary School Education;4574;2007|High School Graduates;34456;5092|Less Than 5 Years of Elementary School;1735;None"
40
- Cabarrus County|County|2020|"College Graduates;47123;8379|Elementary School Education;4836;2367|High School Graduates;35721;8355|Less Than 5 Years of Elementary School;2387;None"
41
- Caldwell County|County|2010|"College Graduates;7021;544|Elementary School Education;4797;796|High School Graduates;42507;1216|Less Than 5 Years of Elementary School;1340;None"
42
- Caldwell County|County|2015|"College Graduates;7881;677|Elementary School Education;4465;569|High School Graduates;18228;1039|Less Than 5 Years of Elementary School;1113;None"
43
- Caldwell County|County|2020|"College Graduates;9369;777|Elementary School Education;3791;370|High School Graduates;19653;754|Less Than 5 Years of Elementary School;1251;None"
44
- Camden County|County|2010|"College Graduates;1186;176|Elementary School Education;281;284|High School Graduates;5524;325|Less Than 5 Years of Elementary School;77;None"
45
- Camden County|County|2015|"College Graduates;1531;359|Elementary School Education;174;209|High School Graduates;1588;202|Less Than 5 Years of Elementary School;39;None"
46
- Camden County|County|2020|"College Graduates;1524;89|Elementary School Education;596;102|High School Graduates;2467;316|Less Than 5 Years of Elementary School;255;None"
47
- Carteret County|County|2010|"College Graduates;11399;951|Elementary School Education;2035;398|High School Graduates;41940;1115|Less Than 5 Years of Elementary School;354;None"
48
- Carteret County|County|2015|"College Graduates;12858;906|Elementary School Education;1539;562|High School Graduates;14072;1084|Less Than 5 Years of Elementary School;464;None"
49
- Carteret County|County|2020|"College Graduates;15036;858|Elementary School Education;1141;448|High School Graduates;13361;762|Less Than 5 Years of Elementary School;447;None"
50
- Caswell County|County|2010|"College Graduates;1892;1424|Elementary School Education;1226;1638|High School Graduates;12818;2342|Less Than 5 Years of Elementary School;347;None"
51
- Caswell County|County|2015|"College Graduates;1964;1508|Elementary School Education;1404;1645|High School Graduates;5968;2034|Less Than 5 Years of Elementary School;396;None"
52
- Caswell County|County|2020|"College Graduates;2609;1588|Elementary School Education;1024;1022|High School Graduates;5569;2162|Less Than 5 Years of Elementary School;381;None"
53
- Catawba County|County|2010|"College Graduates;20079;2284|Elementary School Education;6612;2112|High School Graduates;84300;2912|Less Than 5 Years of Elementary School;1552;None"
54
- Catawba County|County|2015|"College Graduates;22976;2646|Elementary School Education;6353;1962|High School Graduates;32029;3316|Less Than 5 Years of Elementary School;2377;None"
55
- Catawba County|County|2020|"College Graduates;25387;2552|Elementary School Education;5075;1643|High School Graduates;33264;3683|Less Than 5 Years of Elementary School;2105;None"
56
- Chatham County|County|2010|"College Graduates;15460;1481|Elementary School Education;2830;1457|High School Graduates;36951;2304|Less Than 5 Years of Elementary School;810;None"
57
- Chatham County|County|2015|"College Graduates;18155;1806|Elementary School Education;2685;1366|High School Graduates;11509;1982|Less Than 5 Years of Elementary School;839;None"
58
- Chatham County|County|2020|"College Graduates;23516;1898|Elementary School Education;2522;1560|High School Graduates;10623;1757|Less Than 5 Years of Elementary School;975;None"
59
- Cherokee County|County|2010|"College Graduates;3220;0|Elementary School Education;1620;23|High School Graduates;16560;104|Less Than 5 Years of Elementary School;264;None"
60
- Cherokee County|County|2015|"College Graduates;3802;102|Elementary School Education;1389;142|High School Graduates;6790;48|Less Than 5 Years of Elementary School;348;None"
61
- Cherokee County|County|2020|"College Graduates;4805;96|Elementary School Education;766;74|High School Graduates;7347;44|Less Than 5 Years of Elementary School;271;None"
62
- Chowan County|County|2010|"College Graduates;1575;811|Elementary School Education;907;918|High School Graduates;7764;1027|Less Than 5 Years of Elementary School;249;None"
63
- Chowan County|County|2015|"College Graduates;2112;774|Elementary School Education;604;807|High School Graduates;3541;1280|Less Than 5 Years of Elementary School;187;None"
64
- Chowan County|County|2020|"College Graduates;2307;1149|Elementary School Education;657;737|High School Graduates;3467;1443|Less Than 5 Years of Elementary School;98;None"
65
- Clay County|County|2010|"College Graduates;1462;0|Elementary School Education;612;14|High School Graduates;6513;71|Less Than 5 Years of Elementary School;90;None"
66
- Clay County|County|2015|"College Graduates;1680;1|Elementary School Education;342;26|High School Graduates;2327;6|Less Than 5 Years of Elementary School;148;None"
67
- Clay County|County|2020|"College Graduates;2347;32|Elementary School Education;285;25|High School Graduates;2410;52|Less Than 5 Years of Elementary School;58;None"
68
- Cleveland County|County|2010|"College Graduates;10300;3602|Elementary School Education;4733;3044|High School Graduates;52218;4616|Less Than 5 Years of Elementary School;1212;None"
69
- Cleveland County|County|2015|"College Graduates;10563;3722|Elementary School Education;4117;2400|High School Graduates;22835;5511|Less Than 5 Years of Elementary School;1409;None"
70
- Cleveland County|County|2020|"College Graduates;13135;3976|Elementary School Education;2869;2278|High School Graduates;23078;5348|Less Than 5 Years of Elementary School;1256;None"
71
- Columbus County|County|2010|"College Graduates;4599;3174|Elementary School Education;2725;3299|High School Graduates;29711;3756|Less Than 5 Years of Elementary School;751;None"
72
- Columbus County|County|2015|"College Graduates;4748;3884|Elementary School Education;2713;2700|High School Graduates;12486;4015|Less Than 5 Years of Elementary School;921;None"
73
- Columbus County|County|2020|"College Graduates;5068;3436|Elementary School Education;2151;1925|High School Graduates;14794;4290|Less Than 5 Years of Elementary School;918;None"
74
- Craven County|County|2010|"College Graduates;13680;4484|Elementary School Education;2754;3080|High School Graduates;56262;4928|Less Than 5 Years of Elementary School;758;None"
75
- Craven County|County|2015|"College Graduates;14965;4663|Elementary School Education;2880;3298|High School Graduates;18763;4490|Less Than 5 Years of Elementary School;991;None"
76
- Craven County|County|2020|"College Graduates;16899;5496|Elementary School Education;2770;1987|High School Graduates;17478;4703|Less Than 5 Years of Elementary School;1307;None"
77
- Cumberland County|County|2010|"College Graduates;40909;26176|Elementary School Education;7204;7795|High School Graduates;165345;18853|Less Than 5 Years of Elementary School;2182;None"
78
- Cumberland County|County|2015|"College Graduates;46486;30684|Elementary School Education;6410;7652|High School Graduates;51865;18832|Less Than 5 Years of Elementary School;2906;None"
79
- Cumberland County|County|2020|"College Graduates;53183;31674|Elementary School Education;4983;6241|High School Graduates;54809;22121|Less Than 5 Years of Elementary School;2135;None"
80
- Currituck County|County|2010|"College Graduates;2751;223|Elementary School Education;568;182|High School Graduates;13501;441|Less Than 5 Years of Elementary School;180;None"
81
- Currituck County|County|2015|"College Graduates;3542;407|Elementary School Education;401;194|High School Graduates;5049;209|Less Than 5 Years of Elementary School;46;None"
82
- Currituck County|County|2020|"College Graduates;4913;456|Elementary School Education;495;94|High School Graduates;6095;233|Less Than 5 Years of Elementary School;144;None"
83
- Dare County|County|2010|"College Graduates;7918;168|Elementary School Education;729;164|High School Graduates;22632;286|Less Than 5 Years of Elementary School;35;None"
84
- Dare County|County|2015|"College Graduates;7563;151|Elementary School Education;771;111|High School Graduates;6292;245|Less Than 5 Years of Elementary School;221;None"
85
- Dare County|County|2020|"College Graduates;10558;395|Elementary School Education;525;139|High School Graduates;6035;131|Less Than 5 Years of Elementary School;101;None"
86
- Davidson County|County|2010|"College Graduates;17882;2602|Elementary School Education;7476;2307|High School Graduates;86805;3151|Less Than 5 Years of Elementary School;2156;None"
87
- Davidson County|County|2015|"College Graduates;21196;2939|Elementary School Education;6980;1834|High School Graduates;37698;3470|Less Than 5 Years of Elementary School;2258;None"
88
- Davidson County|County|2020|"College Graduates;22226;4339|Elementary School Education;5451;1765|High School Graduates;37647;3413|Less Than 5 Years of Elementary School;1755;None"
89
- Davie County|County|2010|"College Graduates;6650;442|Elementary School Education;1530;195|High School Graduates;23777;657|Less Than 5 Years of Elementary School;335;None"
90
- Davie County|County|2015|"College Graduates;7134;439|Elementary School Education;1226;387|High School Graduates;9262;833|Less Than 5 Years of Elementary School;422;None"
91
- Davie County|County|2020|"College Graduates;7397;460|Elementary School Education;1050;306|High School Graduates;9805;700|Less Than 5 Years of Elementary School;439;None"
92
- Duplin County|County|2010|"College Graduates;3763;2611|Elementary School Education;5114;3264|High School Graduates;25967;3340|Less Than 5 Years of Elementary School;1795;None"
93
- Duplin County|County|2015|"College Graduates;4223;3571|Elementary School Education;5527;2671|High School Graduates;11886;3345|Less Than 5 Years of Elementary School;2230;None"
94
- Duplin County|County|2020|"College Graduates;5838;3037|Elementary School Education;3674;1528|High School Graduates;12628;2763|Less Than 5 Years of Elementary School;1591;None"
95
- Durham County|County|2010|"College Graduates;74609;18075|Elementary School Education;9119;9267|High School Graduates;146000;14020|Less Than 5 Years of Elementary School;3125;None"
96
- Durham County|County|2015|"College Graduates;88719;22735|Elementary School Education;11653;8985|High School Graduates;33735;15441|Less Than 5 Years of Elementary School;4508;None"
97
- Durham County|County|2020|"College Graduates;108453;22244|Elementary School Education;11409;7935|High School Graduates;38845;18947|Less Than 5 Years of Elementary School;5132;None"
98
- Edgecombe County|County|2010|"College Graduates;3747;5291|Elementary School Education;3205;5289|High School Graduates;28372;8058|Less Than 5 Years of Elementary School;914;None"
99
- Edgecombe County|County|2015|"College Graduates;3957;6124|Elementary School Education;3148;5181|High School Graduates;13312;7282|Less Than 5 Years of Elementary School;1119;None"
100
- Edgecombe County|County|2020|"College Graduates;5879;5502|Elementary School Education;2257;2977|High School Graduates;13748;8203|Less Than 5 Years of Elementary School;660;None"
101
- Forsyth County|County|2010|"College Graduates;70383;15804|Elementary School Education;10986;7404|High School Graduates;195815;18122|Less Than 5 Years of Elementary School;3479;None"
102
- Forsyth County|County|2015|"College Graduates;78674;20321|Elementary School Education;12164;7569|High School Graduates;61311;16965|Less Than 5 Years of Elementary School;4350;None"
103
- Forsyth County|County|2020|"College Graduates;86341;21735|Elementary School Education;10795;7176|High School Graduates;63898;20235|Less Than 5 Years of Elementary School;4870;None"
104
- Franklin County|County|2010|"College Graduates;5957;3048|Elementary School Education;2678;2490|High School Graduates;31431;3726|Less Than 5 Years of Elementary School;710;None"
105
- Franklin County|County|2015|"College Graduates;8205;2956|Elementary School Education;2458;2689|High School Graduates;13259;3376|Less Than 5 Years of Elementary School;547;None"
106
- Franklin County|County|2020|"College Graduates;10046;3667|Elementary School Education;2637;2262|High School Graduates;14137;3651|Less Than 5 Years of Elementary School;872;None"
107
- Gaston County|County|2010|"College Graduates;24690;5811|Elementary School Education;11136;3615|High School Graduates;107877;6193|Less Than 5 Years of Elementary School;2738;None"
108
- Gaston County|County|2015|"College Graduates;27142;7309|Elementary School Education;8604;3207|High School Graduates;42990;6554|Less Than 5 Years of Elementary School;2717;None"
109
- Gaston County|County|2020|"College Graduates;33981;8682|Elementary School Education;6696;3363|High School Graduates;46846;8373|Less Than 5 Years of Elementary School;2336;None"
110
- Gates County|County|2010|"College Graduates;859;707|Elementary School Education;526;577|High School Graduates;6757;1239|Less Than 5 Years of Elementary School;87;None"
111
- Gates County|County|2015|"College Graduates;1084;933|Elementary School Education;378;598|High School Graduates;3069;992|Less Than 5 Years of Elementary School;106;None"
112
- Gates County|County|2020|"College Graduates;1045;842|Elementary School Education;332;341|High School Graduates;3287;1082|Less Than 5 Years of Elementary School;170;None"
113
- Graham County|County|2010|"College Graduates;787;0|Elementary School Education;501;0|High School Graduates;4786;0|Less Than 5 Years of Elementary School;147;None"
114
- Graham County|County|2015|"College Graduates;863;36|Elementary School Education;572;2|High School Graduates;2100;1|Less Than 5 Years of Elementary School;164;None"
115
- Graham County|County|2020|"College Graduates;819;0|Elementary School Education;358;10|High School Graduates;2114;3|Less Than 5 Years of Elementary School;30;None"
116
- Granville County|County|2010|"College Graduates;5467;3433|Elementary School Education;3129;3457|High School Graduates;31691;5084|Less Than 5 Years of Elementary School;1171;None"
117
- Granville County|County|2015|"College Graduates;7055;3750|Elementary School Education;3131;3171|High School Graduates;12436;4172|Less Than 5 Years of Elementary School;1386;None"
118
- Granville County|County|2020|"College Graduates;10103;4194|Elementary School Education;2478;1954|High School Graduates;13086;4582|Less Than 5 Years of Elementary School;1125;None"
119
- Greene County|County|2010|"College Graduates;1331;1677|Elementary School Education;1654;1621|High School Graduates;10670;1739|Less Than 5 Years of Elementary School;611;None"
120
- Greene County|County|2015|"College Graduates;1483;1514|Elementary School Education;1536;1573|High School Graduates;4638;2037|Less Than 5 Years of Elementary School;663;None"
121
- Greene County|County|2020|"College Graduates;1561;1634|Elementary School Education;1419;1256|High School Graduates;4797;1818|Less Than 5 Years of Elementary School;504;None"
122
- Guilford County|County|2010|"College Graduates;100150;27818|Elementary School Education;14644;13270|High School Graduates;268540;27852|Less Than 5 Years of Elementary School;4353;None"
123
- Guilford County|County|2015|"College Graduates;114006;35957|Elementary School Education;14237;13728|High School Graduates;82049;28682|Less Than 5 Years of Elementary School;6353;None"
124
- Guilford County|County|2020|"College Graduates;130366;40747|Elementary School Education;13806;12737|High School Graduates;83781;32371|Less Than 5 Years of Elementary School;6366;None"
125
- Halifax County|County|2010|"College Graduates;4254;4224|Elementary School Education;3646;6068|High School Graduates;27456;6517|Less Than 5 Years of Elementary School;990;None"
126
- Halifax County|County|2015|"College Graduates;4679;4674|Elementary School Education;2907;5508|High School Graduates;13221;7087|Less Than 5 Years of Elementary School;1256;None"
127
- Halifax County|County|2020|"College Graduates;5291;4466|Elementary School Education;2229;4465|High School Graduates;13484;7133|Less Than 5 Years of Elementary School;1005;None"
128
- Harnett County|County|2010|"College Graduates;10891;4236|Elementary School Education;5455;3217|High School Graduates;55083;4627|Less Than 5 Years of Elementary School;1674;None"
129
- Harnett County|County|2015|"College Graduates;15279;5408|Elementary School Education;3881;2959|High School Graduates;24066;5223|Less Than 5 Years of Elementary School;1565;None"
130
- Harnett County|County|2020|"College Graduates;19342;6738|Elementary School Education;3661;2297|High School Graduates;25305;5642|Less Than 5 Years of Elementary School;1351;None"
131
- Haywood County|County|2010|"College Graduates;8838;163|Elementary School Education;2098;96|High School Graduates;36038;182|Less Than 5 Years of Elementary School;462;None"
132
- Haywood County|County|2015|"College Graduates;10513;204|Elementary School Education;1781;51|High School Graduates;12561;124|Less Than 5 Years of Elementary School;602;None"
133
- Haywood County|County|2020|"College Graduates;12970;121|Elementary School Education;1487;48|High School Graduates;12253;123|Less Than 5 Years of Elementary School;495;None"
134
- Henderson County|County|2010|"College Graduates;20656;785|Elementary School Education;3924;504|High School Graduates;66103;444|Less Than 5 Years of Elementary School;1237;None"
135
- Henderson County|County|2015|"College Graduates;23038;620|Elementary School Education;3109;480|High School Graduates;21268;849|Less Than 5 Years of Elementary School;1171;None"
136
- Henderson County|County|2020|"College Graduates;27352;980|Elementary School Education;2829;384|High School Graduates;22361;805|Less Than 5 Years of Elementary School;1181;None"
137
- Hertford County|County|2010|"College Graduates;2601;2279|Elementary School Education;1591;2839|High School Graduates;12142;3021|Less Than 5 Years of Elementary School;384;None"
138
- Hertford County|County|2015|"College Graduates;2354;2893|Elementary School Education;1025;2169|High School Graduates;5546;3555|Less Than 5 Years of Elementary School;393;None"
139
- Hertford County|County|2020|"College Graduates;2654;2756|Elementary School Education;890;1623|High School Graduates;5706;3330|Less Than 5 Years of Elementary School;323;None"
140
- Hoke County|County|2010|"College Graduates;4028;3165|Elementary School Education;2289;1838|High School Graduates;21350;2617|Less Than 5 Years of Elementary School;657;None"
141
- Hoke County|County|2015|"College Graduates;6108;4118|Elementary School Education;1786;1693|High School Graduates;8716;3194|Less Than 5 Years of Elementary School;799;None"
142
- Hoke County|County|2020|"College Graduates;6472;4960|Elementary School Education;1623;1279|High School Graduates;10394;3839|Less Than 5 Years of Elementary School;678;None"
143
- Hyde County|County|2010|"College Graduates;490;316|Elementary School Education;307;496|High School Graduates;3218;751|Less Than 5 Years of Elementary School;68;None"
144
- Hyde County|County|2015|"College Graduates;427;231|Elementary School Education;332;451|High School Graduates;1460;578|Less Than 5 Years of Elementary School;105;None"
145
- Hyde County|County|2020|"College Graduates;402;152|Elementary School Education;36;399|High School Graduates;1421;547|Less Than 5 Years of Elementary School;16;None"
146
- Iredell County|County|2010|"College Graduates;22239;3289|Elementary School Education;4982;2683|High School Graduates;87072;4469|Less Than 5 Years of Elementary School;1379;None"
147
- Iredell County|County|2015|"College Graduates;28781;4034|Elementary School Education;4791;2734|High School Graduates;31252;4275|Less Than 5 Years of Elementary School;1422;None"
148
- Iredell County|County|2020|"College Graduates;36698;5104|Elementary School Education;3995;1742|High School Graduates;34043;4691|Less Than 5 Years of Elementary School;1496;None"
149
- Jackson County|County|2010|"College Graduates;6663;84|Elementary School Education;1617;87|High School Graduates;20071;183|Less Than 5 Years of Elementary School;447;None"
150
- Jackson County|County|2015|"College Graduates;7685;52|Elementary School Education;1161;115|High School Graduates;7182;142|Less Than 5 Years of Elementary School;339;None"
151
- Jackson County|County|2020|"College Graduates;7968;26|Elementary School Education;1257;2|High School Graduates;7874;109|Less Than 5 Years of Elementary School;501;None"
152
- Johnston County|County|2010|"College Graduates;20125;5376|Elementary School Education;8832;3504|High School Graduates;84725;4237|Less Than 5 Years of Elementary School;2611;None"
153
- Johnston County|County|2015|"College Graduates;23608;5672|Elementary School Education;7958;3759|High School Graduates;35314;4778|Less Than 5 Years of Elementary School;2594;None"
154
- Johnston County|County|2020|"College Graduates;32484;8040|Elementary School Education;6163;2547|High School Graduates;37622;7465|Less Than 5 Years of Elementary School;2878;None"
155
- Jones County|County|2010|"College Graduates;758;659|Elementary School Education;598;555|High School Graduates;5523;1017|Less Than 5 Years of Elementary School;174;None"
156
- Jones County|County|2015|"College Graduates;980;944|Elementary School Education;432;464|High School Graduates;2326;752|Less Than 5 Years of Elementary School;85;None"
157
- Jones County|County|2020|"College Graduates;1017;767|Elementary School Education;375;324|High School Graduates;2557;777|Less Than 5 Years of Elementary School;139;None"
158
- Lee County|County|2010|"College Graduates;6575;2102|Elementary School Education;3297;1540|High School Graduates;29494;2562|Less Than 5 Years of Elementary School;902;None"
159
- Lee County|County|2015|"College Graduates;7999;2327|Elementary School Education;3364;1651|High School Graduates;10332;2370|Less Than 5 Years of Elementary School;1360;None"
160
- Lee County|County|2020|"College Graduates;8483;3278|Elementary School Education;2443;980|High School Graduates;11437;2450|Less Than 5 Years of Elementary School;852;None"
161
- Lenoir County|County|2010|"College Graduates;5834;4549|Elementary School Education;3865;4279|High School Graduates;30707;5294|Less Than 5 Years of Elementary School;1812;None"
162
- Lenoir County|County|2015|"College Graduates;5117;4863|Elementary School Education;3551;3740|High School Graduates;12820;5555|Less Than 5 Years of Elementary School;1700;None"
163
- Lenoir County|County|2020|"College Graduates;6097;4443|Elementary School Education;2460;3071|High School Graduates;12581;6367|Less Than 5 Years of Elementary School;1050;None"
164
- Lincoln County|County|2010|"College Graduates;9278;864|Elementary School Education;3448;821|High School Graduates;41528;1015|Less Than 5 Years of Elementary School;884;None"
165
- Lincoln County|County|2015|"College Graduates;11198;1011|Elementary School Education;3292;608|High School Graduates;16856;1044|Less Than 5 Years of Elementary School;913;None"
166
- Lincoln County|County|2020|"College Graduates;14036;1453|Elementary School Education;1735;540|High School Graduates;18709;1042|Less Than 5 Years of Elementary School;668;None"
167
- Macon County|County|2010|"College Graduates;4777;38|Elementary School Education;1615;45|High School Graduates;20366;21|Less Than 5 Years of Elementary School;424;None"
168
- Macon County|County|2015|"College Graduates;5704;131|Elementary School Education;1198;60|High School Graduates;7543;12|Less Than 5 Years of Elementary School;295;None"
169
- Macon County|County|2020|"College Graduates;6349;54|Elementary School Education;1470;43|High School Graduates;8619;195|Less Than 5 Years of Elementary School;353;None"
170
- Madison County|County|2010|"College Graduates;2766;25|Elementary School Education;1528;58|High School Graduates;11112;0|Less Than 5 Years of Elementary School;603;None"
171
- Madison County|County|2015|"College Graduates;3227;54|Elementary School Education;1291;83|High School Graduates;4609;14|Less Than 5 Years of Elementary School;375;None"
172
- Madison County|County|2020|"College Graduates;4694;36|Elementary School Education;1026;17|High School Graduates;5012;33|Less Than 5 Years of Elementary School;196;None"
173
- Martin County|County|2010|"College Graduates;2077;1782|Elementary School Education;1463;2082|High School Graduates;13336;2462|Less Than 5 Years of Elementary School;415;None"
174
- Martin County|County|2015|"College Graduates;2304;2016|Elementary School Education;1254;1616|High School Graduates;6337;2776|Less Than 5 Years of Elementary School;469;None"
175
- Martin County|County|2020|"College Graduates;2482;1733|Elementary School Education;602;1461|High School Graduates;5726;2794|Less Than 5 Years of Elementary School;389;None"
176
- McDowell County|County|2010|"College Graduates;4394;372|Elementary School Education;2561;303|High School Graduates;24780;493|Less Than 5 Years of Elementary School;531;None"
177
- McDowell County|County|2015|"College Graduates;4301;321|Elementary School Education;2327;318|High School Graduates;11775;455|Less Than 5 Years of Elementary School;648;None"
178
- McDowell County|County|2020|"College Graduates;6109;410|Elementary School Education;1035;289|High School Graduates;10580;398|Less Than 5 Years of Elementary School;389;None"
179
- Mecklenburg County|County|2010|"College Graduates;229146;54688|Elementary School Education;25317;23646|High School Graduates;506067;43300|Less Than 5 Years of Elementary School;8997;None"
180
- Mecklenburg County|County|2015|"College Graduates;275628;67334|Elementary School Education;30755;21439|High School Graduates;124536;50261|Less Than 5 Years of Elementary School;12402;None"
181
- Mecklenburg County|County|2020|"College Graduates;338590;82988|Elementary School Education;34256;18854|High School Graduates;122643;51219|Less Than 5 Years of Elementary School;15211;None"
182
- Mitchell County|County|2010|"College Graduates;1664;0|Elementary School Education;1047;0|High School Graduates;8816;0|Less Than 5 Years of Elementary School;154;None"
183
- Mitchell County|County|2015|"College Graduates;1888;4|Elementary School Education;898;4|High School Graduates;3751;8|Less Than 5 Years of Elementary School;191;None"
184
- Mitchell County|County|2020|"College Graduates;2464;0|Elementary School Education;657;8|High School Graduates;3381;2|Less Than 5 Years of Elementary School;203;None"
185
- Montgomery County|County|2010|"College Graduates;2756;633|Elementary School Education;2246;1128|High School Graduates;13422;1252|Less Than 5 Years of Elementary School;585;None"
186
- Montgomery County|County|2015|"College Graduates;2736;985|Elementary School Education;1776;907|High School Graduates;5678;1375|Less Than 5 Years of Elementary School;804;None"
187
- Montgomery County|County|2020|"College Graduates;3108;966|Elementary School Education;1149;739|High School Graduates;6626;1079|Less Than 5 Years of Elementary School;247;None"
188
- Moore County|County|2010|"College Graduates;18327;2054|Elementary School Education;2525;1461|High School Graduates;54407;3221|Less Than 5 Years of Elementary School;679;None"
189
- Moore County|County|2015|"College Graduates;21519;2479|Elementary School Education;2581;1376|High School Graduates;17056;2757|Less Than 5 Years of Elementary School;763;None"
190
- Moore County|County|2020|"College Graduates;27871;2128|Elementary School Education;2185;1340|High School Graduates;15630;2446|Less Than 5 Years of Elementary School;877;None"
191
- Nash County|County|2010|"College Graduates;12131;5847|Elementary School Education;4336;5414|High School Graduates;51954;8201|Less Than 5 Years of Elementary School;1123;None"
192
- Nash County|County|2015|"College Graduates;12389;6665|Elementary School Education;3576;5049|High School Graduates;21856;9015|Less Than 5 Years of Elementary School;1230;None"
193
- Nash County|County|2020|"College Graduates;13842;8056|Elementary School Education;3158;3937|High School Graduates;22188;10285|Less Than 5 Years of Elementary School;1290;None"
194
- New Hanover County|County|2010|"College Graduates;47673;5649|Elementary School Education;4168;4458|High School Graduates;118120;6023|Less Than 5 Years of Elementary School;1080;None"
195
- New Hanover County|County|2015|"College Graduates;53029;6474|Elementary School Education;3911;3186|High School Graduates;31718;6360|Less Than 5 Years of Elementary School;1271;None"
196
- New Hanover County|County|2020|"College Graduates;67230;5770|Elementary School Education;3292;1983|High School Graduates;31683;6524|Less Than 5 Years of Elementary School;1151;None"
197
- North Carolina|State of NC|2010|"College Graduates;1597840;370251|Elementary School Education;374993;246470|High School Graduates;5115556;394019|Less Than 5 Years of Elementary School;108077;None"
198
- North Carolina|State of NC|2015|"College Graduates;1866765;444945|Elementary School Education;355435;224816|High School Graduates;1755995;412480|Less Than 5 Years of Elementary School;126098;None"
199
- North Carolina|State of NC|2020|"College Graduates;2273890;491093|Elementary School Education;301823;182090|High School Graduates;1806403;445049|Less Than 5 Years of Elementary School;120724;None"
200
- Northampton County|County|2010|"College Graduates;1860;1636|Elementary School Education;1891;3244|High School Graduates;10750;2923|Less Than 5 Years of Elementary School;529;None"
201
- Northampton County|County|2015|"College Graduates;1712;2101|Elementary School Education;1175;2485|High School Graduates;5450;3073|Less Than 5 Years of Elementary School;287;None"
202
- Northampton County|County|2020|"College Graduates;2263;2051|Elementary School Education;1092;1562|High School Graduates;5787;2834|Less Than 5 Years of Elementary School;226;None"
203
- Onslow County|County|2010|"College Graduates;15345;5418|Elementary School Education;3414;2247|High School Graduates;76394;4890|Less Than 5 Years of Elementary School;1078;None"
204
- Onslow County|County|2015|"College Graduates;18884;6675|Elementary School Education;2789;1994|High School Graduates;28240;4931|Less Than 5 Years of Elementary School;1129;None"
205
- Onslow County|County|2020|"College Graduates;25116;5613|Elementary School Education;2281;2156|High School Graduates;31216;4935|Less Than 5 Years of Elementary School;913;None"
206
- Orange County|County|2010|"College Graduates;42556;2496|Elementary School Education;3390;1737|High School Graduates;70368;2836|Less Than 5 Years of Elementary School;1303;None"
207
- Orange County|County|2015|"College Graduates;47769;2960|Elementary School Education;3253;1381|High School Graduates;13159;3130|Less Than 5 Years of Elementary School;1214;None"
208
- Orange County|County|2020|"College Graduates;55545;3502|Elementary School Education;2793;959|High School Graduates;11449;2725|Less Than 5 Years of Elementary School;1521;None"
209
- Pamlico County|County|2010|"College Graduates;1724;588|Elementary School Education;796;426|High School Graduates;8135;744|Less Than 5 Years of Elementary School;172;None"
210
- Pamlico County|County|2015|"College Graduates;1908;574|Elementary School Education;319;480|High School Graduates;3182;733|Less Than 5 Years of Elementary School;92;None"
211
- Pamlico County|County|2020|"College Graduates;2152;680|Elementary School Education;354;354|High School Graduates;2973;624|Less Than 5 Years of Elementary School;111;None"
212
- Pasquotank County|County|2010|"College Graduates;4809;2624|Elementary School Education;1534;2345|High School Graduates;21088;2444|Less Than 5 Years of Elementary School;265;None"
213
- Pasquotank County|County|2015|"College Graduates;5167;2835|Elementary School Education;1595;2175|High School Graduates;7982;2680|Less Than 5 Years of Elementary School;692;None"
214
- Pasquotank County|County|2020|"College Graduates;6342;3021|Elementary School Education;1010;1308|High School Graduates;8528;2729|Less Than 5 Years of Elementary School;378;None"
215
- Pender County|County|2010|"College Graduates;6265;1715|Elementary School Education;1998;1487|High School Graduates;29477;2678|Less Than 5 Years of Elementary School;515;None"
216
- Pender County|County|2015|"College Graduates;8168;2092|Elementary School Education;2091;1373|High School Graduates;12032;2331|Less Than 5 Years of Elementary School;798;None"
217
- Pender County|County|2020|"College Graduates;12616;2074|Elementary School Education;1465;988|High School Graduates;11979;1749|Less Than 5 Years of Elementary School;701;None"
218
- Perquimans County|County|2010|"College Graduates;1697;561|Elementary School Education;409;414|High School Graduates;8011;1056|Less Than 5 Years of Elementary School;73;None"
219
- Perquimans County|County|2015|"College Graduates;1622;709|Elementary School Education;561;391|High School Graduates;3483;832|Less Than 5 Years of Elementary School;130;None"
220
- Perquimans County|County|2020|"College Graduates;1992;630|Elementary School Education;478;623|High School Graduates;3138;603|Less Than 5 Years of Elementary School;225;None"
221
- Person County|County|2010|"College Graduates;3702;1896|Elementary School Education;1647;1518|High School Graduates;21923;2648|Less Than 5 Years of Elementary School;492;None"
222
- Person County|County|2015|"College Graduates;4035;2163|Elementary School Education;1920;1687|High School Graduates;9709;2525|Less Than 5 Years of Elementary School;758;None"
223
- Person County|County|2020|"College Graduates;4444;2547|Elementary School Education;992;1194|High School Graduates;10170;2714|Less Than 5 Years of Elementary School;527;None"
224
- Pitt County|County|2010|"College Graduates;26672;10031|Elementary School Education;5217;6913|High School Graduates;80427;10696|Less Than 5 Years of Elementary School;1822;None"
225
- Pitt County|County|2015|"College Graduates;30393;11987|Elementary School Education;4555;5904|High School Graduates;25853;11690|Less Than 5 Years of Elementary School;1390;None"
226
- Pitt County|County|2020|"College Graduates;35349;12817|Elementary School Education;4002;5800|High School Graduates;26630;11923|Less Than 5 Years of Elementary School;1949;None"
227
- Polk County|County|2010|"College Graduates;4154;83|Elementary School Education;876;289|High School Graduates;13160;273|Less Than 5 Years of Elementary School;207;None"
228
- Polk County|County|2015|"College Graduates;4835;197|Elementary School Education;751;179|High School Graduates;4194;302|Less Than 5 Years of Elementary School;266;None"
229
- Polk County|County|2020|"College Graduates;5265;152|Elementary School Education;518;126|High School Graduates;4176;304|Less Than 5 Years of Elementary School;220;None"
230
- Randolph County|County|2010|"College Graduates;12272;1304|Elementary School Education;8471;1459|High School Graduates;71355;1645|Less Than 5 Years of Elementary School;1876;None"
231
- Randolph County|County|2015|"College Graduates;14070;1838|Elementary School Education;6923;1278|High School Graduates;34029;1805|Less Than 5 Years of Elementary School;2696;None"
232
- Randolph County|County|2020|"College Graduates;16071;1954|Elementary School Education;6045;1206|High School Graduates;34295;1926|Less Than 5 Years of Elementary School;1778;None"
233
- Richmond County|County|2010|"College Graduates;3083;1986|Elementary School Education;2965;2416|High School Graduates;22995;3553|Less Than 5 Years of Elementary School;1063;None"
234
- Richmond County|County|2015|"College Graduates;3940;3089|Elementary School Education;2259;1777|High School Graduates;11194;3274|Less Than 5 Years of Elementary School;882;None"
235
- Richmond County|County|2020|"College Graduates;5443;2817|Elementary School Education;2069;1738|High School Graduates;9300;3195|Less Than 5 Years of Elementary School;845;None"
236
- Robeson County|County|2010|"College Graduates;9906;5106|Elementary School Education;9933;5420|High School Graduates;56135;6871|Less Than 5 Years of Elementary School;2866;None"
237
- Robeson County|County|2015|"College Graduates;10862;6335|Elementary School Education;8315;4070|High School Graduates;28406;7697|Less Than 5 Years of Elementary School;2802;None"
238
- Robeson County|County|2020|"College Graduates;11970;5620|Elementary School Education;6126;3276|High School Graduates;28299;6499|Less Than 5 Years of Elementary School;2055;None"
239
- Rockingham County|County|2010|"College Graduates;8185;3019|Elementary School Education;6124;3325|High School Graduates;49989;4661|Less Than 5 Years of Elementary School;1368;None"
240
- Rockingham County|County|2015|"College Graduates;8997;3117|Elementary School Education;4379;2547|High School Graduates;23845;4857|Less Than 5 Years of Elementary School;1471;None"
241
- Rockingham County|County|2020|"College Graduates;10019;3734|Elementary School Education;3381;2363|High School Graduates;22281;4628|Less Than 5 Years of Elementary School;1205;None"
242
- Rowan County|County|2010|"College Graduates;15545;3656|Elementary School Education;6113;2824|High School Graduates;73207;4747|Less Than 5 Years of Elementary School;1510;None"
243
- Rowan County|County|2015|"College Graduates;16533;4251|Elementary School Education;5713;2867|High School Graduates;30819;4344|Less Than 5 Years of Elementary School;2082;None"
244
- Rowan County|County|2020|"College Graduates;19334;5239|Elementary School Education;4301;1752|High School Graduates;31767;5756|Less Than 5 Years of Elementary School;1382;None"
245
- Rutherford County|County|2010|"College Graduates;6855;1538|Elementary School Education;3140;1176|High School Graduates;37259;1518|Less Than 5 Years of Elementary School;718;None"
246
- Rutherford County|County|2015|"College Graduates;7649;1561|Elementary School Education;2874;980|High School Graduates;15045;1790|Less Than 5 Years of Elementary School;928;None"
247
- Rutherford County|County|2020|"College Graduates;9247;1631|Elementary School Education;2056;483|High School Graduates;15380;1804|Less Than 5 Years of Elementary School;955;None"
248
- Sampson County|County|2010|"College Graduates;5148;3161|Elementary School Education;4303;3029|High School Graduates;31287;4459|Less Than 5 Years of Elementary School;1501;None"
249
- Sampson County|County|2015|"College Graduates;5257;3950|Elementary School Education;4939;2148|High School Graduates;14147;4268|Less Than 5 Years of Elementary School;1354;None"
250
- Sampson County|County|2020|"College Graduates;6132;3241|Elementary School Education;3232;1652|High School Graduates;14874;4396|Less Than 5 Years of Elementary School;1196;None"
251
- Scotland County|County|2010|"College Graduates;3278;2165|Elementary School Education;2115;2378|High School Graduates;17674;3392|Less Than 5 Years of Elementary School;637;None"
252
- Scotland County|County|2015|"College Graduates;3758;2423|Elementary School Education;1517;2135|High School Graduates;8077;3447|Less Than 5 Years of Elementary School;514;None"
253
- Scotland County|County|2020|"College Graduates;3665;2568|Elementary School Education;1117;1788|High School Graduates;7943;3457|Less Than 5 Years of Elementary School;341;None"
254
- Stanly County|County|2010|"College Graduates;6201;944|Elementary School Education;2472;1201|High School Graduates;32653;1430|Less Than 5 Years of Elementary School;794;None"
255
- Stanly County|County|2015|"College Graduates;6759;1175|Elementary School Education;2000;1015|High School Graduates;14296;1679|Less Than 5 Years of Elementary School;822;None"
256
- Stanly County|County|2020|"College Graduates;7679;1386|Elementary School Education;1871;831|High School Graduates;13944;2164|Less Than 5 Years of Elementary School;602;None"
257
- Stokes County|County|2010|"College Graduates;3609;270|Elementary School Education;2580;402|High School Graduates;26197;560|Less Than 5 Years of Elementary School;703;None"
258
- Stokes County|County|2015|"College Graduates;4550;539|Elementary School Education;2122;383|High School Graduates;12787;552|Less Than 5 Years of Elementary School;406;None"
259
- Stokes County|County|2020|"College Graduates;4503;349|Elementary School Education;1636;252|High School Graduates;13685;426|Less Than 5 Years of Elementary School;489;None"
260
- Surry County|County|2010|"College Graduates;7582;617|Elementary School Education;5361;674|High School Graduates;37868;557|Less Than 5 Years of Elementary School;1403;None"
261
- Surry County|County|2015|"College Graduates;7575;541|Elementary School Education;4874;616|High School Graduates;15842;413|Less Than 5 Years of Elementary School;1194;None"
262
- Surry County|County|2020|"College Graduates;9103;612|Elementary School Education;4404;373|High School Graduates;14843;642|Less Than 5 Years of Elementary School;1355;None"
263
- Swain County|County|2010|"College Graduates;1770;0|Elementary School Education;679;0|High School Graduates;7567;95|Less Than 5 Years of Elementary School;82;None"
264
- Swain County|County|2015|"College Graduates;1563;12|Elementary School Education;594;2|High School Graduates;3073;21|Less Than 5 Years of Elementary School;160;None"
265
- Swain County|County|2020|"College Graduates;2018;18|Elementary School Education;571;6|High School Graduates;2927;47|Less Than 5 Years of Elementary School;183;None"
266
- Transylvania County|County|2010|"College Graduates;6522;246|Elementary School Education;1470;187|High School Graduates;20810;254|Less Than 5 Years of Elementary School;243;None"
267
- Transylvania County|County|2015|"College Graduates;7287;131|Elementary School Education;917;93|High School Graduates;6978;161|Less Than 5 Years of Elementary School;179;None"
268
- Transylvania County|County|2020|"College Graduates;8811;199|Elementary School Education;754;75|High School Graduates;6417;291|Less Than 5 Years of Elementary School;180;None"
269
- Tyrrell County|County|2010|"College Graduates;286;196|Elementary School Education;229;424|High School Graduates;2529;587|Less Than 5 Years of Elementary School;28;None"
270
- Tyrrell County|County|2015|"College Graduates;250;185|Elementary School Education;330;415|High School Graduates;1159;391|Less Than 5 Years of Elementary School;86;None"
271
- Tyrrell County|County|2020|"College Graduates;322;173|Elementary School Education;146;354|High School Graduates;1141;471|Less Than 5 Years of Elementary School;29;None"
272
- Union County|County|2010|"College Graduates;34574;3629|Elementary School Education;5348;2871|High School Graduates;102758;3802|Less Than 5 Years of Elementary School;1230;None"
273
- Union County|County|2015|"College Graduates;44628;4767|Elementary School Education;6065;2200|High School Graduates;33743;4258|Less Than 5 Years of Elementary School;2026;None"
274
- Union County|County|2020|"College Graduates;54397;5340|Elementary School Education;5891;2051|High School Graduates;35678;4607|Less Than 5 Years of Elementary School;2707;None"
275
- Vance County|County|2010|"College Graduates;3134;3617|Elementary School Education;2773;4312|High School Graduates;21169;4900|Less Than 5 Years of Elementary School;510;None"
276
- Vance County|County|2015|"College Graduates;3384;3777|Elementary School Education;2559;3846|High School Graduates;11142;4974|Less Than 5 Years of Elementary School;912;None"
277
- Vance County|County|2020|"College Graduates;5288;3700|Elementary School Education;1566;2372|High School Graduates;10511;5355|Less Than 5 Years of Elementary School;590;None"
278
- Wake County|County|2010|"College Graduates;259371;33365|Elementary School Education;19954;13069|High School Graduates;500610;27424|Less Than 5 Years of Elementary School;6302;None"
279
- Wake County|County|2015|"College Graduates;312039;42349|Elementary School Education;23735;13122|High School Graduates;106801;30895|Less Than 5 Years of Elementary School;8338;None"
280
- Wake County|County|2020|"College Graduates;395000;47489|Elementary School Education;21691;11069|High School Graduates;107876;35250|Less Than 5 Years of Elementary School;8610;None"
281
- Warren County|County|2010|"College Graduates;2034;1671|Elementary School Education;1541;2571|High School Graduates;10696;2611|Less Than 5 Years of Elementary School;607;None"
282
- Warren County|County|2015|"College Graduates;2274;1863|Elementary School Education;885;1840|High School Graduates;5130;2676|Less Than 5 Years of Elementary School;293;None"
283
- Warren County|County|2020|"College Graduates;2224;1950|Elementary School Education;758;1152|High School Graduates;5559;3057|Less Than 5 Years of Elementary School;257;None"
284
- Washington County|County|2010|"College Graduates;1072;887|Elementary School Education;986;1499|High School Graduates;6907;1526|Less Than 5 Years of Elementary School;408;None"
285
- Washington County|County|2015|"College Graduates;906;957|Elementary School Education;610;961|High School Graduates;3307;1702|Less Than 5 Years of Elementary School;199;None"
286
- Washington County|County|2020|"College Graduates;1058;1243|Elementary School Education;807;834|High School Graduates;2945;1303|Less Than 5 Years of Elementary School;175;None"
287
- Watauga County|County|2010|"College Graduates;9952;31|Elementary School Education;1459;40|High School Graduates;23304;16|Less Than 5 Years of Elementary School;223;None"
288
- Watauga County|County|2015|"College Graduates;11057;47|Elementary School Education;1181;70|High School Graduates;5889;88|Less Than 5 Years of Elementary School;387;None"
289
- Watauga County|County|2020|"College Graduates;13965;52|Elementary School Education;1193;114|High School Graduates;6857;155|Less Than 5 Years of Elementary School;424;None"
290
- Wayne County|County|2010|"College Graduates;12595;8183|Elementary School Education;5779;4476|High School Graduates;63280;8436|Less Than 5 Years of Elementary School;1775;None"
291
- Wayne County|County|2015|"College Graduates;14959;8608|Elementary School Education;6571;4348|High School Graduates;24122;8562|Less Than 5 Years of Elementary School;2611;None"
292
- Wayne County|County|2020|"College Graduates;16330;8595|Elementary School Education;5039;3243|High School Graduates;24991;9146|Less Than 5 Years of Elementary School;1961;None"
293
- Wilkes County|County|2010|"College Graduates;5922;567|Elementary School Education;4799;464|High School Graduates;35074;918|Less Than 5 Years of Elementary School;990;None"
294
- Wilkes County|County|2015|"College Graduates;6255;637|Elementary School Education;4777;564|High School Graduates;15694;555|Less Than 5 Years of Elementary School;1299;None"
295
- Wilkes County|County|2020|"College Graduates;7888;618|Elementary School Education;3204;380|High School Graduates;15554;835|Less Than 5 Years of Elementary School;1054;None"
296
- Wilson County|County|2010|"College Graduates;9230;4996|Elementary School Education;4549;5687|High School Graduates;40706;6737|Less Than 5 Years of Elementary School;1281;None"
297
- Wilson County|County|2015|"College Graduates;9887;6001|Elementary School Education;4436;4934|High School Graduates;18062;7472|Less Than 5 Years of Elementary School;1401;None"
298
- Wilson County|County|2020|"College Graduates;11154;7019|Elementary School Education;3989;4576|High School Graduates;18080;7239|Less Than 5 Years of Elementary School;1456;None"
299
- Yadkin County|County|2010|"College Graduates;2924;191|Elementary School Education;2190;278|High School Graduates;20114;328|Less Than 5 Years of Elementary School;620;None"
300
- Yadkin County|County|2015|"College Graduates;3165;302|Elementary School Education;2433;235|High School Graduates;9075;287|Less Than 5 Years of Elementary School;605;None"
301
- Yadkin County|County|2020|"College Graduates;3475;257|Elementary School Education;1472;135|High School Graduates;9441;489|Less Than 5 Years of Elementary School;350;None"
302
- Yancey County|County|2010|"College Graduates;1969;8|Elementary School Education;1240;21|High School Graduates;10117;32|Less Than 5 Years of Elementary School;477;None"
303
- Yancey County|County|2015|"College Graduates;2500;44|Elementary School Education;844;7|High School Graduates;4311;78|Less Than 5 Years of Elementary School;274;None"
304
- Yancey County|County|2020|"College Graduates;2706;0|Elementary School Education;633;11|High School Graduates;4668;69|Less Than 5 Years of Elementary School;270;None"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
NC_Education_Nested.json ADDED
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