import pymongo


# establish a connection with the mongoDB
conn='mongodb://localhost:27017'
client=pymongo.MongoClient(conn)

# hard code a dictionary of dictionaries (copied and pasted from jupyter notebook)
country_dict={'Burundi': {'cord': {'latitude': -3.3730559999999996,
   'longitude': 29.918885999999997},
  'abv': 'BI',
  'inbound': {'in14/15': '165',
   'in15/16': '148',
   'in16/17': '180',
   'in17/18': '134',
   'in18/19': '141',
   'in19/20': 164.0},
  'outbound': {'out14/15': '2',
   'out15/16': '0',
   'out16/17': '11',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Djibouti': {'cord': {'latitude': 11.825138, 'longitude': 42.590275},
  'abv': 'DJ',
  'inbound': {'in14/15': '7',
   'in15/16': '9',
   'in16/17': '10',
   'in17/18': '9',
   'in18/19': '9',
   'in19/20': 6.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Eritrea': {'cord': {'latitude': 15.179383999999999,
   'longitude': 39.782334000000006},
  'abv': 'ER',
  'inbound': {'in14/15': '108',
   'in15/16': '109',
   'in16/17': '138',
   'in17/18': '151',
   'in18/19': '117',
   'in19/20': 81.0},
  'outbound': {'out14/15': '0',
   'out15/16': '1',
   'out16/17': '1',
   'out17/18': '0',
   'out18/19': '5'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Ethiopia': {'cord': {'latitude': 9.145, 'longitude': 40.489672999999996},
  'abv': 'ET',
  'inbound': {'in14/15': '1472',
   'in15/16': '1517',
   'in16/17': '1847',
   'in17/18': '2118',
   'in18/19': '2061',
   'in19/20': 2356.0},
  'outbound': {'out14/15': '261',
   'out15/16': '302',
   'out16/17': '73',
   'out17/18': '207',
   'out18/19': '249'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Kenya': {'cord': {'latitude': -0.023559, 'longitude': 37.906193},
  'abv': 'KE',
  'inbound': {'in14/15': '3072',
   'in15/16': '3019',
   'in16/17': '3189',
   'in17/18': '3322',
   'in18/19': '3451',
   'in19/20': 3710.0},
  'outbound': {'out14/15': '634',
   'out15/16': '681',
   'out16/17': '778',
   'out17/18': '927',
   'out18/19': '926'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Rwanda': {'cord': {'latitude': -1.940278, 'longitude': 29.873888},
  'abv': 'RW',
  'inbound': {'in14/15': '800',
   'in15/16': '928',
   'in16/17': '1088',
   'in17/18': '1232',
   'in18/19': '1292',
   'in19/20': 1444.0},
  'outbound': {'out14/15': '275',
   'out15/16': '411',
   'out16/17': '380',
   'out17/18': '377',
   'out18/19': '460'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Seychelles': {'cord': {'latitude': -4.679574, 'longitude': 55.491977},
  'abv': 'SC',
  'inbound': {'in14/15': '14',
   'in15/16': '20',
   'in16/17': '16',
   'in17/18': '11',
   'in18/19': '16',
   'in19/20': 11.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '3'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Somalia': {'cord': {'latitude': 5.152149, 'longitude': 46.199616},
  'abv': 'SO',
  'inbound': {'in14/15': '32',
   'in15/16': '35',
   'in16/17': '50',
   'in17/18': '67',
   'in18/19': '76',
   'in19/20': 68.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '10',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Sudan': {'cord': {'latitude': 12.862807, 'longitude': 30.217636},
  'abv': 'SD',
  'inbound': {'in14/15': '233',
   'in15/16': '253',
   'in16/17': '324',
   'in17/18': '331',
   'in18/19': '319',
   'in19/20': 318.0},
  'outbound': {'out14/15': '1',
   'out15/16': '1',
   'out16/17': '0',
   'out17/18': '16',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Tanzania': {'cord': {'latitude': -6.369028, 'longitude': 34.888822},
  'abv': 'TZ',
  'inbound': {'in14/15': '867',
   'in15/16': '840',
   'in16/17': '811',
   'in17/18': '824',
   'in18/19': '834',
   'in19/20': 859.0},
  'outbound': {'out14/15': '1216',
   'out15/16': '1254',
   'out16/17': '1364',
   'out17/18': '1556',
   'out18/19': '1334'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Uganda': {'cord': {'latitude': 1.373333, 'longitude': 32.290275},
  'abv': 'UG',
  'inbound': {'in14/15': '762',
   'in15/16': '776',
   'in16/17': '779',
   'in17/18': '818',
   'in18/19': '848',
   'in19/20': 870.0},
  'outbound': {'out14/15': '527',
   'out15/16': '722',
   'out16/17': '845',
   'out17/18': '837',
   'out18/19': '797'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Cameroon': {'cord': {'latitude': 7.369722, 'longitude': 12.354722},
  'abv': 'CM',
  'inbound': {'in14/15': '1212',
   'in15/16': '1210',
   'in16/17': '1334',
   'in17/18': '1382',
   'in18/19': '1188',
   'in19/20': 1027.0},
  'outbound': {'out14/15': '92',
   'out15/16': '53',
   'out16/17': '99',
   'out17/18': '57',
   'out18/19': '34'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Central African Republic': {'cord': {'latitude': 6.611111,
   'longitude': 20.939444},
  'abv': 'CF',
  'inbound': {'in14/15': '13',
   'in15/16': '13',
   'in16/17': '15',
   'in17/18': '14',
   'in18/19': '17',
   'in19/20': 12.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Chad': {'cord': {'latitude': 15.454166, 'longitude': 18.732207},
  'abv': 'TD',
  'inbound': {'in14/15': '61',
   'in15/16': '52',
   'in16/17': '66',
   'in17/18': '75',
   'in18/19': '65',
   'in19/20': 51.0},
  'outbound': {'out14/15': '0',
   'out15/16': '1',
   'out16/17': '0',
   'out17/18': '2',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Equatorial Guinea': {'cord': {'latitude': 1.6508009999999997,
   'longitude': 10.267895},
  'abv': 'GQ',
  'inbound': {'in14/15': '314',
   'in15/16': '339',
   'in16/17': '360',
   'in17/18': '335',
   'in18/19': '280',
   'in19/20': 247.0},
  'outbound': {'out14/15': '17',
   'out15/16': '22',
   'out16/17': '7',
   'out17/18': '7',
   'out18/19': '11'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Gabon': {'cord': {'latitude': -0.803689, 'longitude': 11.609444},
  'abv': 'GA',
  'inbound': {'in14/15': '388',
   'in15/16': '410',
   'in16/17': '363',
   'in17/18': '332',
   'in18/19': '327',
   'in19/20': 280.0},
  'outbound': {'out14/15': '20',
   'out15/16': '14',
   'out16/17': '5',
   'out17/18': '4',
   'out18/19': '2'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Angola': {'cord': {'latitude': -11.202691999999999, 'longitude': 17.873887},
  'abv': 'AO',
  'inbound': {'in14/15': '1184',
   'in15/16': '1296',
   'in16/17': '1257',
   'in17/18': '1183',
   'in18/19': '1014',
   'in19/20': 814.0},
  'outbound': {'out14/15': '1',
   'out15/16': '0',
   'out16/17': '2',
   'out17/18': '0',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Botswana': {'cord': {'latitude': -22.328474, 'longitude': 24.684866},
  'abv': 'BW',
  'inbound': {'in14/15': '257',
   'in15/16': '246',
   'in16/17': '296',
   'in17/18': '233',
   'in18/19': '214',
   'in19/20': 246.0},
  'outbound': {'out14/15': '279',
   'out15/16': '266',
   'out16/17': '275',
   'out17/18': '252',
   'out18/19': '300'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Comoros': {'cord': {'latitude': -11.875001, 'longitude': 43.872219},
  'abv': 'KM',
  'inbound': {'in14/15': '32',
   'in15/16': '32',
   'in16/17': '10',
   'in17/18': '12',
   'in18/19': '18',
   'in19/20': 40.0},
  'outbound': {'out14/15': '1',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Lesotho': {'cord': {'latitude': -29.609988, 'longitude': 28.233608},
  'abv': 'LS',
  'inbound': {'in14/15': '56',
   'in15/16': '61',
   'in16/17': '59',
   'in17/18': '55',
   'in18/19': '58',
   'in19/20': 69.0},
  'outbound': {'out14/15': '14',
   'out15/16': '6',
   'out16/17': '23',
   'out17/18': '1',
   'out18/19': '4'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Madagascar': {'cord': {'latitude': -18.766947000000002,
   'longitude': 46.869107},
  'abv': 'MG',
  'inbound': {'in14/15': '122',
   'in15/16': '126',
   'in16/17': '143',
   'in17/18': '132',
   'in18/19': '159',
   'in19/20': 181.0},
  'outbound': {'out14/15': '114',
   'out15/16': '175',
   'out16/17': '145',
   'out17/18': '159',
   'out18/19': '168'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Malawi': {'cord': {'latitude': -13.254307999999998, 'longitude': 34.301525},
  'abv': 'MW',
  'inbound': {'in14/15': '272',
   'in15/16': '289',
   'in16/17': '317',
   'in17/18': '306',
   'in18/19': '311',
   'in19/20': 315.0},
  'outbound': {'out14/15': '195',
   'out15/16': '217',
   'out16/17': '215',
   'out17/18': '263',
   'out18/19': '268'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Mauritius': {'cord': {'latitude': -20.348404000000002,
   'longitude': 57.552152},
  'abv': 'MU',
  'inbound': {'in14/15': '231',
   'in15/16': '250',
   'in16/17': '283',
   'in17/18': '288',
   'in18/19': '311',
   'in19/20': 332.0},
  'outbound': {'out14/15': '4',
   'out15/16': '4',
   'out16/17': '3',
   'out17/18': '22',
   'out18/19': '54'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Mozambique': {'cord': {'latitude': -18.665695, 'longitude': 35.529562},
  'abv': 'MZ',
  'inbound': {'in14/15': '108',
   'in15/16': '109',
   'in16/17': '120',
   'in17/18': '111',
   'in18/19': '113',
   'in19/20': 127.0},
  'outbound': {'out14/15': '32',
   'out15/16': '45',
   'out16/17': '30',
   'out17/18': '48',
   'out18/19': '30'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Namibia': {'cord': {'latitude': -22.957639999999998, 'longitude': 18.49041},
  'abv': 'NM',
  'inbound': {'in14/15': '67',
   'in15/16': '76',
   'in16/17': '93',
   'in17/18': '101',
   'in18/19': '105',
   'in19/20': 121.0},
  'outbound': {'out14/15': '227',
   'out15/16': '245',
   'out16/17': '207',
   'out17/18': '237',
   'out18/19': '270'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'South Africa': {'cord': {'latitude': -30.559482, 'longitude': 22.937506},
  'abv': 'ZA',
  'inbound': {'in14/15': '1838',
   'in15/16': '1813',
   'in16/17': '1911',
   'in17/18': '2040',
   'in18/19': '2042',
   'in19/20': 2224.0},
  'outbound': {'out14/15': '5249',
   'out15/16': '5782',
   'out16/17': '6042',
   'out17/18': '6001',
   'out18/19': '5278'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Zambia': {'cord': {'latitude': -13.133897, 'longitude': 27.849332},
  'abv': 'ZM',
  'inbound': {'in14/15': '465',
   'in15/16': '473',
   'in16/17': '469',
   'in17/18': '450',
   'in18/19': '445',
   'in19/20': 464.0},
  'outbound': {'out14/15': '299',
   'out15/16': '262',
   'out16/17': '306',
   'out17/18': '372',
   'out18/19': '326'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Zimbabwe': {'cord': {'latitude': -19.015438, 'longitude': 29.154857},
  'abv': 'ZW',
  'inbound': {'in14/15': '1245',
   'in15/16': '1295',
   'in16/17': '1330',
   'in17/18': '1324',
   'in18/19': '1343',
   'in19/20': 1377.0},
  'outbound': {'out14/15': '38',
   'out15/16': '58',
   'out16/17': '37',
   'out17/18': '35',
   'out18/19': '25'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Benin': {'cord': {'latitude': 9.30769, 'longitude': 2.315834},
  'abv': 'BJ',
  'inbound': {'in14/15': '287',
   'in15/16': '259',
   'in16/17': '248',
   'in17/18': '234',
   'in18/19': '246',
   'in19/20': 234.0},
  'outbound': {'out14/15': '15',
   'out15/16': '42',
   'out16/17': '22',
   'out17/18': '64',
   'out18/19': '55'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Burkina Faso': {'cord': {'latitude': 12.238333, 'longitude': -1.561593},
  'abv': 'BF',
  'inbound': {'in14/15': '567',
   'in15/16': '540',
   'in16/17': '533',
   'in17/18': '567',
   'in18/19': '514',
   'in19/20': 483.0},
  'outbound': {'out14/15': '8',
   'out15/16': '5',
   'out16/17': '7',
   'out17/18': '6',
   'out18/19': '5'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Gambia': {'cord': {'latitude': 13.443182, 'longitude': -15.310139000000001},
  'abv': 'GM',
  'inbound': {'in14/15': '275',
   'in15/16': '274',
   'in16/17': '299',
   'in17/18': '261',
   'in18/19': '243',
   'in19/20': 239.0},
  'outbound': {'out14/15': '25',
   'out15/16': '73',
   'out16/17': '39',
   'out17/18': '62',
   'out18/19': '61'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Ghana': {'cord': {'latitude': 7.946527000000001,
   'longitude': -1.0231940000000002},
  'abv': 'GH',
  'inbound': {'in14/15': '3099',
   'in15/16': '3049',
   'in16/17': '3111',
   'in17/18': '3213',
   'in18/19': '3661',
   'in19/20': 4221.0},
  'outbound': {'out14/15': '737',
   'out15/16': '1564',
   'out16/17': '1865',
   'out17/18': '2210',
   'out18/19': '2147'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Guinea': {'cord': {'latitude': 9.945587, 'longitude': -9.696645},
  'abv': 'GN',
  'inbound': {'in14/15': '109',
   'in15/16': '94',
   'in16/17': '94',
   'in17/18': '98',
   'in18/19': '107',
   'in19/20': 92.0},
  'outbound': {'out14/15': '0',
   'out15/16': '7',
   'out16/17': '2',
   'out17/18': '14',
   'out18/19': '8'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Guinea-Bissau': {'cord': {'latitude': 11.803749, 'longitude': -15.180413},
  'abv': 'GW',
  'inbound': {'in14/15': '9',
   'in15/16': '18',
   'in16/17': '9',
   'in17/18': '10',
   'in18/19': '16',
   'in19/20': 13.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '1',
   'out17/18': '6',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Liberia': {'cord': {'latitude': 6.4280550000000005, 'longitude': -9.429499},
  'abv': 'LR',
  'inbound': {'in14/15': '168',
   'in15/16': '205',
   'in16/17': '221',
   'in17/18': '262',
   'in18/19': '255',
   'in19/20': 260.0},
  'outbound': {'out14/15': '3',
   'out15/16': '15',
   'out16/17': '30',
   'out17/18': '37',
   'out18/19': '40'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Mali': {'cord': {'latitude': 17.570692, 'longitude': -3.9961660000000006},
  'abv': 'ML',
  'inbound': {'in14/15': '356',
   'in15/16': '331',
   'in16/17': '310',
   'in17/18': '302',
   'in18/19': '291',
   'in19/20': 285.0},
  'outbound': {'out14/15': '3',
   'out15/16': '3',
   'out16/17': '2',
   'out17/18': '3',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Mauritania': {'cord': {'latitude': 21.00789, 'longitude': -10.940835},
  'abv': 'MR',
  'inbound': {'in14/15': '81',
   'in15/16': '97',
   'in16/17': '103',
   'in17/18': '106',
   'in18/19': '84',
   'in19/20': 67.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '2',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Niger': {'cord': {'latitude': 17.607789, 'longitude': 8.081666},
  'abv': 'NE',
  'inbound': {'in14/15': '199',
   'in15/16': '246',
   'in16/17': '177',
   'in17/18': '288',
   'in18/19': '257',
   'in19/20': 277.0},
  'outbound': {'out14/15': '3',
   'out15/16': '5',
   'out16/17': '6',
   'out17/18': '0',
   'out18/19': '6'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Nigeria': {'cord': {'latitude': 9.081999, 'longitude': 8.675277000000001},
  'abv': 'NG',
  'inbound': {'in14/15': '9494',
   'in15/16': '10674',
   'in16/17': '11710',
   'in17/18': '12693',
   'in18/19': '13423',
   'in19/20': 13762.0},
  'outbound': {'out14/15': '11',
   'out15/16': '11',
   'out16/17': '42',
   'out17/18': '34',
   'out18/19': '38'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Saint Helena': {'cord': {'latitude': -24.143473999999998,
   'longitude': -10.030696},
  'abv': 'SH',
  'inbound': {'in14/15': '0',
   'in15/16': '3',
   'in16/17': '1',
   'in17/18': '1',
   'in18/19': '8',
   'in19/20': 2.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Senegal': {'cord': {'latitude': 14.497401000000002,
   'longitude': -14.452361999999999},
  'abv': 'SN',
  'inbound': {'in14/15': '633',
   'in15/16': '603',
   'in16/17': '569',
   'in17/18': '544',
   'in18/19': '504',
   'in19/20': 485.0},
  'outbound': {'out14/15': '199',
   'out15/16': '281',
   'out16/17': '344',
   'out17/18': '337',
   'out18/19': '376'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Sierra Leone': {'cord': {'latitude': 8.460555000000001,
   'longitude': -11.779889},
  'abv': 'SL',
  'inbound': {'in14/15': '152',
   'in15/16': '167',
   'in16/17': '209',
   'in17/18': '200',
   'in18/19': '181',
   'in19/20': 199.0},
  'outbound': {'out14/15': '3',
   'out15/16': '29',
   'out16/17': '56',
   'out17/18': '79',
   'out18/19': '57'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Togo': {'cord': {'latitude': 8.619543, 'longitude': 0.824782},
  'abv': 'TG',
  'inbound': {'in14/15': '238',
   'in15/16': '209',
   'in16/17': '210',
   'in17/18': '199',
   'in18/19': '189',
   'in19/20': 214.0},
  'outbound': {'out14/15': '5',
   'out15/16': '22',
   'out16/17': '28',
   'out17/18': '28',
   'out18/19': '4'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'China': {'cord': {'latitude': 35.86166, 'longitude': 104.195397},
  'abv': 'CN',
  'inbound': {'in14/15': '304040',
   'in15/16': '328547',
   'in16/17': '350755',
   'in17/18': '363341',
   'in18/19': '369548',
   'in19/20': 372532.0},
  'outbound': {'out14/15': '12790',
   'out15/16': '11688',
   'out16/17': '11910',
   'out17/18': '11613',
   'out18/19': '11639'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Hong Kong': {'cord': {'latitude': 22.396428,
   'longitude': 114.10949699999999},
  'abv': 'HK',
  'inbound': {'in14/15': '8012',
   'in15/16': '7923',
   'in16/17': '7547',
   'in17/18': '7162',
   'in18/19': '6917',
   'in19/20': 6778.0},
  'outbound': {'out14/15': '1508',
   'out15/16': '1612',
   'out16/17': '1641',
   'out17/18': '1859',
   'out18/19': '2314'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Japan': {'cord': {'latitude': 36.204824, 'longitude': 138.252924},
  'abv': 'JP',
  'inbound': {'in14/15': '19064',
   'in15/16': '19060',
   'in16/17': '18780',
   'in17/18': '18753',
   'in18/19': '18105',
   'in19/20': 17554.0},
  'outbound': {'out14/15': '6053',
   'out15/16': '7145',
   'out16/17': '7531',
   'out17/18': '8467',
   'out18/19': '8928'},
  'public_avg_tuit': {'pub_bachelor': 5234.479205,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': 8783.934665,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '41,712'},
 'Macau': {'cord': {'latitude': 22.198745000000002, 'longitude': 113.543873},
  'abv': 'MO',
  'inbound': {'in14/15': '573',
   'in15/16': '586',
   'in16/17': '605',
   'in17/18': '555',
   'in18/19': '558',
   'in19/20': 503.0},
  'outbound': {'out14/15': '3',
   'out15/16': '4',
   'out16/17': '33',
   'out17/18': '4',
   'out18/19': '23'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Mongolia': {'cord': {'latitude': 46.862496, 'longitude': 103.84665600000001},
  'abv': 'MN',
  'inbound': {'in14/15': '1481',
   'in15/16': '1434',
   'in16/17': '1410',
   'in17/18': '1481',
   'in18/19': '1336',
   'in19/20': 1438.0},
  'outbound': {'out14/15': '71',
   'out15/16': '71',
   'out16/17': '90',
   'out17/18': '85',
   'out18/19': '132'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'North Korea': {'cord': {'latitude': 40.339852, 'longitude': 127.510093},
  'abv': 'KP',
  'inbound': {'in14/15': '8',
   'in15/16': '18',
   'in16/17': '8',
   'in17/18': '3',
   'in18/19': '2',
   'in19/20': 1.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'South Korea': {'cord': {'latitude': 35.907757000000004,
   'longitude': 127.766922},
  'abv': 'KR',
  'inbound': {'in14/15': '63710',
   'in15/16': '61007',
   'in16/17': '58663',
   'in17/18': '54555',
   'in18/19': '52250',
   'in19/20': 49809.0},
  'outbound': {'out14/15': '3520',
   'out15/16': '3622',
   'out16/17': '3770',
   'out17/18': '3929',
   'out18/19': '4558'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Taiwan': {'cord': {'latitude': 23.69781, 'longitude': 120.96051499999999},
  'abv': 'TW',
  'inbound': {'in14/15': '20993',
   'in15/16': '21127',
   'in16/17': '21516',
   'in17/18': '22454',
   'in18/19': '23369',
   'in19/20': 23724.0},
  'outbound': {'out14/15': '880',
   'out15/16': '980',
   'out16/17': '1002',
   'out17/18': '857',
   'out18/19': '1270'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Afghanistan': {'cord': {'latitude': 33.93911, 'longitude': 67.709953},
  'abv': 'AF',
  'inbound': {'in14/15': '471',
   'in15/16': '498',
   'in16/17': '506',
   'in17/18': '476',
   'in18/19': '418',
   'in19/20': 422.0},
  'outbound': {'out14/15': '0',
   'out15/16': '2',
   'out16/17': '3',
   'out17/18': '1',
   'out18/19': '2'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bangladesh': {'cord': {'latitude': 23.684994,
   'longitude': 90.35633100000001},
  'abv': 'BD',
  'inbound': {'in14/15': '5455',
   'in15/16': '6513',
   'in16/17': '7143',
   'in17/18': '7496',
   'in18/19': '8249',
   'in19/20': 8838.0},
  'outbound': {'out14/15': '81',
   'out15/16': '27',
   'out16/17': '25',
   'out17/18': '43',
   'out18/19': '45'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bhutan': {'cord': {'latitude': 27.514162, 'longitude': 90.433601},
  'abv': 'BT',
  'inbound': {'in14/15': '128',
   'in15/16': '143',
   'in16/17': '148',
   'in17/18': '152',
   'in18/19': '146',
   'in19/20': 154.0},
  'outbound': {'out14/15': '41',
   'out15/16': '114',
   'out16/17': '74',
   'out17/18': '104',
   'out18/19': '122'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'India': {'cord': {'latitude': 20.593684, 'longitude': 78.96288},
  'abv': 'IN',
  'inbound': {'in14/15': '132888',
   'in15/16': '165918',
   'in16/17': '186267',
   'in17/18': '196271',
   'in18/19': '202014',
   'in19/20': 193124.0},
  'outbound': {'out14/15': '4438',
   'out15/16': '4181',
   'out16/17': '4704',
   'out17/18': '3986',
   'out18/19': '3366'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Kazakhstan': {'cord': {'latitude': 48.019573, 'longitude': 66.923684},
  'abv': 'KZ',
  'inbound': {'in14/15': '2017',
   'in15/16': '1935',
   'in16/17': '1792',
   'in17/18': '1865',
   'in18/19': '1879',
   'in19/20': 2091.0},
  'outbound': {'out14/15': '55',
   'out15/16': '56',
   'out16/17': '76',
   'out17/18': '50',
   'out18/19': '49'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Kyrgyzstan': {'cord': {'latitude': 41.20438, 'longitude': 74.766098},
  'abv': 'KG',
  'inbound': {'in14/15': '227',
   'in15/16': '227',
   'in16/17': '216',
   'in17/18': '227',
   'in18/19': '290',
   'in19/20': 357.0},
  'outbound': {'out14/15': '30',
   'out15/16': '59',
   'out16/17': '29',
   'out17/18': '63',
   'out18/19': '71'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Maldives': {'cord': {'latitude': 3.202778, 'longitude': 73.22068},
  'abv': 'MV',
  'inbound': {'in14/15': '34',
   'in15/16': '37',
   'in16/17': '40',
   'in17/18': '32',
   'in18/19': '25',
   'in19/20': 29.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '2'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Nepal': {'cord': {'latitude': 28.394857000000002,
   'longitude': 84.12400799999999},
  'abv': 'NP',
  'inbound': {'in14/15': '8158',
   'in15/16': '9662',
   'in16/17': '11607',
   'in17/18': '13270',
   'in18/19': '13229',
   'in19/20': 12730.0},
  'outbound': {'out14/15': '368',
   'out15/16': '370',
   'out16/17': '581',
   'out17/18': '566',
   'out18/19': '647'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Pakistan': {'cord': {'latitude': 30.375321000000003, 'longitude': 69.345116},
  'abv': 'PK',
  'inbound': {'in14/15': '5354',
   'in15/16': '6141',
   'in16/17': '7015',
   'in17/18': '7537',
   'in18/19': '7957',
   'in19/20': 7939.0},
  'outbound': {'out14/15': '10',
   'out15/16': '6',
   'out16/17': '6',
   'out17/18': '5',
   'out18/19': '7'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Sri Lanka': {'cord': {'latitude': 7.873054, 'longitude': 80.77179699999999},
  'abv': 'LK',
  'inbound': {'in14/15': '2882',
   'in15/16': '3080',
   'in16/17': '3263',
   'in17/18': '3309',
   'in18/19': '3334',
   'in19/20': 3206.0},
  'outbound': {'out14/15': '121',
   'out15/16': '145',
   'out16/17': '157',
   'out17/18': '85',
   'out18/19': '67'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Tajikistan': {'cord': {'latitude': 38.861034000000004,
   'longitude': 71.276093},
  'abv': 'TJ',
  'inbound': {'in14/15': '254',
   'in15/16': '235',
   'in16/17': '204',
   'in17/18': '222',
   'in18/19': '229',
   'in19/20': 242.0},
  'outbound': {'out14/15': '18',
   'out15/16': '17',
   'out16/17': '16',
   'out17/18': '15',
   'out18/19': '7'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Turkmenistan': {'cord': {'latitude': 38.969719,
   'longitude': 59.556278000000006},
  'abv': 'TM',
  'inbound': {'in14/15': '201',
   'in15/16': '216',
   'in16/17': '231',
   'in17/18': '234',
   'in18/19': '280',
   'in19/20': 272.0},
  'outbound': {'out14/15': '0',
   'out15/16': '1',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Uzbekistan': {'cord': {'latitude': 41.377491, 'longitude': 64.585262},
  'abv': 'UZ',
  'inbound': {'in14/15': '491',
   'in15/16': '530',
   'in16/17': '505',
   'in17/18': '570',
   'in18/19': '571',
   'in19/20': 546.0},
  'outbound': {'out14/15': '0',
   'out15/16': '2',
   'out16/17': '7',
   'out17/18': '1',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Brunei': {'cord': {'latitude': 4.535277, 'longitude': 114.72766899999999},
  'abv': 'BN',
  'inbound': {'in14/15': '73',
   'in15/16': '59',
   'in16/17': '53',
   'in17/18': '53',
   'in18/19': '50',
   'in19/20': 54.0},
  'outbound': {'out14/15': '25',
   'out15/16': '11',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Cambodia': {'cord': {'latitude': 12.565679, 'longitude': 104.990963},
  'abv': 'KH',
  'inbound': {'in14/15': '492',
   'in15/16': '499',
   'in16/17': '512',
   'in17/18': '659',
   'in18/19': '685',
   'in19/20': 742.0},
  'outbound': {'out14/15': '482',
   'out15/16': '594',
   'out16/17': '466',
   'out17/18': '415',
   'out18/19': '411'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Indonesia': {'cord': {'latitude': -0.789275, 'longitude': 113.921327},
  'abv': 'ID',
  'inbound': {'in14/15': '8188',
   'in15/16': '8727',
   'in16/17': '8776',
   'in17/18': '8650',
   'in18/19': '8356',
   'in19/20': 8300.0},
  'outbound': {'out14/15': '534',
   'out15/16': '597',
   'out16/17': '555',
   'out17/18': '825',
   'out18/19': '677'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Laos': {'cord': {'latitude': 19.856270000000002, 'longitude': 102.495496},
  'abv': 'LA',
  'inbound': {'in14/15': '63',
   'in15/16': '63',
   'in16/17': '91',
   'in17/18': '104',
   'in18/19': '96',
   'in19/20': 131.0},
  'outbound': {'out14/15': '15',
   'out15/16': '12',
   'out16/17': '23',
   'out17/18': '10',
   'out18/19': '14'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Malaysia': {'cord': {'latitude': 4.210483999999999,
   'longitude': 101.97576600000001},
  'abv': 'MY',
  'inbound': {'in14/15': '7231',
   'in15/16': '7834',
   'in16/17': '8247',
   'in17/18': '8271',
   'in18/19': '7709',
   'in19/20': 6910.0},
  'outbound': {'out14/15': '152',
   'out15/16': '279',
   'out16/17': '310',
   'out17/18': '153',
   'out18/19': '241'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Philippines': {'cord': {'latitude': 12.879721,
   'longitude': 121.77401699999999},
  'abv': 'PH',
  'inbound': {'in14/15': '3026',
   'in15/16': '2886',
   'in16/17': '3006',
   'in17/18': '3225',
   'in18/19': '3320',
   'in19/20': 3295.0},
  'outbound': {'out14/15': '353',
   'out15/16': '460',
   'out16/17': '464',
   'out17/18': '409',
   'out18/19': '381'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Singapore': {'cord': {'latitude': 1.352083, 'longitude': 103.819836},
  'abv': 'SG',
  'inbound': {'in14/15': '4727',
   'in15/16': '4865',
   'in16/17': '4677',
   'in17/18': '4575',
   'in18/19': '4632',
   'in19/20': 4504.0},
  'outbound': {'out14/15': '1080',
   'out15/16': '969',
   'out16/17': '1165',
   'out17/18': '1121',
   'out18/19': '1434'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Thailand': {'cord': {'latitude': 15.870032, 'longitude': 100.992541},
  'abv': 'TH',
  'inbound': {'in14/15': '7217',
   'in15/16': '7113',
   'in16/17': '6893',
   'in17/18': '6636',
   'in18/19': '6503',
   'in19/20': 6154.0},
  'outbound': {'out14/15': '2096',
   'out15/16': '2093',
   'out16/17': '2763',
   'out17/18': '2482',
   'out18/19': '2859'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Vietnam': {'cord': {'latitude': 14.058323999999999, 'longitude': 108.277199},
  'abv': 'VN',
  'inbound': {'in14/15': '18722',
   'in15/16': '21403',
   'in16/17': '22438',
   'in17/18': '24325',
   'in18/19': '24392',
   'in19/20': 23777.0},
  'outbound': {'out14/15': '922',
   'out15/16': '1012',
   'out16/17': '1147',
   'out17/18': '1228',
   'out18/19': '1235'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Albania': {'cord': {'latitude': 41.153332, 'longitude': 20.168331},
  'abv': 'AL',
  'inbound': {'in14/15': '670',
   'in15/16': '705',
   'in16/17': '781',
   'in17/18': '884',
   'in18/19': '993',
   'in19/20': 1095.0},
  'outbound': {'out14/15': '22',
   'out15/16': '29',
   'out16/17': '34',
   'out17/18': '28',
   'out18/19': '25'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Andorra': {'cord': {'latitude': 42.546245, 'longitude': 1.6015540000000001},
  'abv': 'AD',
  'inbound': {'in14/15': '9',
   'in15/16': '11',
   'in16/17': '16',
   'in17/18': '14',
   'in18/19': '17',
   'in19/20': 11.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Armenia': {'cord': {'latitude': 40.069099, 'longitude': 45.038189},
  'abv': 'AM',
  'inbound': {'in14/15': '304',
   'in15/16': '270',
   'in16/17': '280',
   'in17/18': '313',
   'in18/19': '328',
   'in19/20': 339.0},
  'outbound': {'out14/15': '42',
   'out15/16': '43',
   'out16/17': '40',
   'out17/18': '24',
   'out18/19': '51'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Austria': {'cord': {'latitude': 47.516231, 'longitude': 14.550072},
  'abv': 'AT',
  'inbound': {'in14/15': '1114',
   'in15/16': '1141',
   'in16/17': '1111',
   'in17/18': '1148',
   'in18/19': '1098',
   'in19/20': 1105.0},
  'outbound': {'out14/15': '3211',
   'out15/16': '3216',
   'out16/17': '3308',
   'out17/18': '3161',
   'out18/19': '3039'},
  'public_avg_tuit': {'pub_bachelor': 1840.7224039999999,
   'pub_masters': 1840.7224039999999,
   'pub_phd': 1840.7224039999999},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '51,456'},
 'Azerbaijan': {'cord': {'latitude': 40.143105,
   'longitude': 47.576927000000005},
  'abv': 'AZ',
  'inbound': {'in14/15': '408',
   'in15/16': '391',
   'in16/17': '386',
   'in17/18': '426',
   'in18/19': '489',
   'in19/20': 571.0},
  'outbound': {'out14/15': '22',
   'out15/16': '23',
   'out16/17': '24',
   'out17/18': '16',
   'out18/19': '21'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Belarus': {'cord': {'latitude': 53.709807, 'longitude': 27.953389},
  'abv': 'BY',
  'inbound': {'in14/15': '330',
   'in15/16': '323',
   'in16/17': '319',
   'in17/18': '351',
   'in18/19': '378',
   'in19/20': 388.0},
  'outbound': {'out14/15': '0',
   'out15/16': '7',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '11'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Belgium': {'cord': {'latitude': 50.503887, 'longitude': 4.469936},
  'abv': 'BE',
  'inbound': {'in14/15': '1001',
   'in15/16': '1094',
   'in16/17': '1087',
   'in17/18': '1080',
   'in18/19': '1073',
   'in19/20': 1055.0},
  'outbound': {'out14/15': '1477',
   'out15/16': '1285',
   'out16/17': '1158',
   'out17/18': '1256',
   'out18/19': '1210'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bosnia and Herzegovina': {'cord': {'latitude': 43.915886,
   'longitude': 17.679076000000002},
  'abv': 'BA',
  'inbound': {'in14/15': '296',
   'in15/16': '309',
   'in16/17': '303',
   'in17/18': '290',
   'in18/19': '300',
   'in19/20': 287.0},
  'outbound': {'out14/15': '58',
   'out15/16': '72',
   'out16/17': '49',
   'out17/18': '130',
   'out18/19': '58'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bulgaria': {'cord': {'latitude': 42.733883, 'longitude': 25.48583},
  'abv': 'BG',
  'inbound': {'in14/15': '1171',
   'in15/16': '1016',
   'in16/17': '929',
   'in17/18': '826',
   'in18/19': '757',
   'in19/20': 690.0},
  'outbound': {'out14/15': '42',
   'out15/16': '85',
   'out16/17': '66',
   'out17/18': '119',
   'out18/19': '155'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Croatia': {'cord': {'latitude': 45.1, 'longitude': 15.2},
  'abv': 'HR',
  'inbound': {'in14/15': '523',
   'in15/16': '527',
   'in16/17': '537',
   'in17/18': '528',
   'in18/19': '516',
   'in19/20': 472.0},
  'outbound': {'out14/15': '350',
   'out15/16': '406',
   'out16/17': '505',
   'out17/18': '733',
   'out18/19': '727'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Cyprus': {'cord': {'latitude': 35.126413, 'longitude': 33.429859},
  'abv': 'CY',
  'inbound': {'in14/15': '417',
   'in15/16': '401',
   'in16/17': '388',
   'in17/18': '410',
   'in18/19': '431',
   'in19/20': 432.0},
  'outbound': {'out14/15': '278',
   'out15/16': '125',
   'out16/17': '208',
   'out17/18': '319',
   'out18/19': '339'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Denmark': {'cord': {'latitude': 56.26392, 'longitude': 9.501785},
  'abv': 'DK',
  'inbound': {'in14/15': '1602',
   'in15/16': '1486',
   'in16/17': '1490',
   'in17/18': '1423',
   'in18/19': '1423',
   'in19/20': 1264.0},
  'outbound': {'out14/15': '4034',
   'out15/16': '4632',
   'out16/17': '4457',
   'out17/18': '4637',
   'out18/19': '4846'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '63,948'},
 'Estonia': {'cord': {'latitude': 58.595271999999994, 'longitude': 25.013607},
  'abv': 'EE',
  'inbound': {'in14/15': '288',
   'in15/16': '191',
   'in16/17': '179',
   'in17/18': '186',
   'in18/19': '184',
   'in19/20': 177.0},
  'outbound': {'out14/15': '92',
   'out15/16': '151',
   'out16/17': '170',
   'out17/18': '110',
   'out18/19': '159'},
  'public_avg_tuit': {'pub_bachelor': 6763.917809999999,
   'pub_masters': 7536.403872,
   'pub_phd': 0.0},
  'private_avg_tuit': {'pvt_bachelor': 8564.519379000001,
   'pvt_masters': 8747.378399,
   'pvt_phd': 0.0},
  'yearly_c_o_l': '23,256'},
 'Finland': {'cord': {'latitude': 61.92411, 'longitude': 25.748151},
  'abv': 'FI',
  'inbound': {'in14/15': '669',
   'in15/16': '714',
   'in16/17': '737',
   'in17/18': '768',
   'in18/19': '716',
   'in19/20': 690.0},
  'outbound': {'out14/15': '330',
   'out15/16': '396',
   'out16/17': '458',
   'out17/18': '509',
   'out18/19': '490'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'France': {'cord': {'latitude': 46.227638, 'longitude': 2.213749},
  'abv': 'FR',
  'inbound': {'in14/15': '8743',
   'in15/16': '8764',
   'in16/17': '8814',
   'in17/18': '8802',
   'in18/19': '8716',
   'in19/20': 8471.0},
  'outbound': {'out14/15': '18198',
   'out15/16': '17214',
   'out16/17': '16462',
   'out17/18': '17185',
   'out18/19': '18465'},
  'public_avg_tuit': {'pub_bachelor': 237.2436415,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '42,456'},
 'Georgia': {'cord': {'latitude': 42.315407, 'longitude': 43.356891999999995},
  'abv': 'GE',
  'inbound': {'in14/15': '541',
   'in15/16': '543',
   'in16/17': '558',
   'in17/18': '597',
   'in18/19': '574',
   'in19/20': 640.0},
  'outbound': {'out14/15': '94',
   'out15/16': '58',
   'out16/17': '56',
   'out17/18': '90',
   'out18/19': '85'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Germany': {'cord': {'latitude': 51.165690999999995, 'longitude': 10.451526},
  'abv': 'DE',
  'inbound': {'in14/15': '10193',
   'in15/16': '10145',
   'in16/17': '10169',
   'in17/18': '10042',
   'in18/19': '9191',
   'in19/20': 9242.0},
  'outbound': {'out14/15': '11010',
   'out15/16': '11900',
   'out16/17': '12585',
   'out17/18': '12250',
   'out18/19': '12029'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '48,576'},
 'Gibraltar': {'cord': {'latitude': 36.137741, 'longitude': -5.345374},
  'abv': 'GI',
  'inbound': {'in14/15': '6',
   'in15/16': '4',
   'in16/17': '15',
   'in17/18': '6',
   'in18/19': '16',
   'in19/20': 2.0},
  'outbound': {'out14/15': '0',
   'out15/16': '1',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Greece': {'cord': {'latitude': 39.074208, 'longitude': 21.824312},
  'abv': 'GR',
  'inbound': {'in14/15': '2147',
   'in15/16': '2199',
   'in16/17': '2318',
   'in17/18': '2395',
   'in18/19': '2523',
   'in19/20': 2489.0},
  'outbound': {'out14/15': '3628',
   'out15/16': '3592',
   'out16/17': '4351',
   'out17/18': '5223',
   'out18/19': '5834'},
  'public_avg_tuit': {'pub_bachelor': 0.0,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '19,752'},
 'Hungary': {'cord': {'latitude': 47.162494, 'longitude': 19.503304},
  'abv': 'HU',
  'inbound': {'in14/15': '720',
   'in15/16': '773',
   'in16/17': '730',
   'in17/18': '716',
   'in18/19': '793',
   'in19/20': 724.0},
  'outbound': {'out14/15': '899',
   'out15/16': '1086',
   'out16/17': '1291',
   'out17/18': '1161',
   'out18/19': '1231'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Iceland': {'cord': {'latitude': 64.96305100000001, 'longitude': -19.020835},
  'abv': 'IS',
  'inbound': {'in14/15': '396',
   'in15/16': '382',
   'in16/17': '402',
   'in17/18': '412',
   'in18/19': '407',
   'in19/20': 411.0},
  'outbound': {'out14/15': '513',
   'out15/16': '688',
   'out16/17': '1052',
   'out17/18': '1129',
   'out18/19': '1286'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Ireland': {'cord': {'latitude': 53.41291, 'longitude': -8.243889999999999},
  'abv': 'IE',
  'inbound': {'in14/15': '1192',
   'in15/16': '1183',
   'in16/17': '1217',
   'in17/18': '1141',
   'in18/19': '1180',
   'in19/20': 1228.0},
  'outbound': {'out14/15': '10230',
   'out15/16': '11070',
   'out16/17': '11492',
   'out17/18': '11965',
   'out18/19': '11777'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Italy': {'cord': {'latitude': 41.87194, 'longitude': 12.56738},
  'abv': 'IT',
  'inbound': {'in14/15': '4863',
   'in15/16': '5155',
   'in16/17': '5593',
   'in17/18': '5789',
   'in18/19': '6114',
   'in19/20': 6063.0},
  'outbound': {'out14/15': '33768',
   'out15/16': '34894',
   'out16/17': '35366',
   'out17/18': '36945',
   'out18/19': '39043'},
  'public_avg_tuit': {'pub_bachelor': 1925.9493309999998,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': 6707.071868,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '34,536'},
 'Kosovo': {'cord': {'latitude': 42.602636, 'longitude': 20.902977},
  'abv': 'XK',
  'inbound': {'in14/15': '170',
   'in15/16': '268',
   'in16/17': '244',
   'in17/18': '229',
   'in18/19': '159',
   'in19/20': 173.0},
  'outbound': {'out14/15': '18',
   'out15/16': '29',
   'out16/17': '28',
   'out17/18': '43',
   'out18/19': '87'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Latvia': {'cord': {'latitude': 56.879635, 'longitude': 24.603189},
  'abv': 'LV',
  'inbound': {'in14/15': '276',
   'in15/16': '281',
   'in16/17': '244',
   'in17/18': '236',
   'in18/19': '244',
   'in19/20': 274.0},
  'outbound': {'out14/15': '75',
   'out15/16': '77',
   'out16/17': '53',
   'out17/18': '75',
   'out18/19': '62'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Liechtenstein': {'cord': {'latitude': 47.166000000000004,
   'longitude': 9.555373},
  'abv': 'LI',
  'inbound': {'in14/15': '8',
   'in15/16': '8',
   'in16/17': '8',
   'in17/18': '9',
   'in18/19': '8',
   'in19/20': 9.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '8',
   'out17/18': '1',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Lithuania': {'cord': {'latitude': 55.169438, 'longitude': 23.881275},
  'abv': 'LT',
  'inbound': {'in14/15': '293',
   'in15/16': '315',
   'in16/17': '333',
   'in17/18': '327',
   'in18/19': '318',
   'in19/20': 320.0},
  'outbound': {'out14/15': '110',
   'out15/16': '154',
   'out16/17': '103',
   'out17/18': '182',
   'out18/19': '122'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Luxembourg': {'cord': {'latitude': 49.815273, 'longitude': 6.129583},
  'abv': 'LU',
  'inbound': {'in14/15': '97',
   'in15/16': '86',
   'in16/17': '118',
   'in17/18': '102',
   'in18/19': '101',
   'in19/20': 88.0},
  'outbound': {'out14/15': '372',
   'out15/16': '334',
   'out16/17': '256',
   'out17/18': '284',
   'out18/19': '308'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Malta': {'cord': {'latitude': 35.937496, 'longitude': 14.375416},
  'abv': 'MT',
  'inbound': {'in14/15': '29',
   'in15/16': '23',
   'in16/17': '25',
   'in17/18': '34',
   'in18/19': '38',
   'in19/20': 52.0},
  'outbound': {'out14/15': '65',
   'out15/16': '144',
   'out16/17': '190',
   'out17/18': '198',
   'out18/19': '94'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Moldova': {'cord': {'latitude': 47.411631, 'longitude': 28.369884999999996},
  'abv': 'MD',
  'inbound': {'in14/15': '322',
   'in15/16': '281',
   'in16/17': '252',
   'in17/18': '237',
   'in18/19': '205',
   'in19/20': 214.0},
  'outbound': {'out14/15': '10',
   'out15/16': '1',
   'out16/17': '7',
   'out17/18': '6',
   'out18/19': '9'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Monaco': {'cord': {'latitude': 43.750298, 'longitude': 7.412841},
  'abv': 'MC',
  'inbound': {'in14/15': '18',
   'in15/16': '23',
   'in16/17': '22',
   'in17/18': '17',
   'in18/19': '17',
   'in19/20': 20.0},
  'outbound': {'out14/15': '1',
   'out15/16': '3',
   'out16/17': '13',
   'out17/18': '0',
   'out18/19': '5'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Montenegro': {'cord': {'latitude': 42.708678000000006,
   'longitude': 19.37439},
  'abv': 'ME',
  'inbound': {'in14/15': '121',
   'in15/16': '126',
   'in16/17': '101',
   'in17/18': '115',
   'in18/19': '112',
   'in19/20': 122.0},
  'outbound': {'out14/15': '5',
   'out15/16': '32',
   'out16/17': '13',
   'out17/18': '21',
   'out18/19': '34'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Netherlands': {'cord': {'latitude': 52.132633, 'longitude': 5.291266},
  'abv': 'NL',
  'inbound': {'in14/15': '2257',
   'in15/16': '2445',
   'in16/17': '2551',
   'in17/18': '2701',
   'in18/19': '2681',
   'in19/20': 2727.0},
  'outbound': {'out14/15': '2929',
   'out15/16': '3433',
   'out16/17': '3437',
   'out17/18': '3966',
   'out18/19': '4182'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '53,100'},
 'Norway': {'cord': {'latitude': 60.472024, 'longitude': 8.468946},
  'abv': 'NO',
  'inbound': {'in14/15': '2498',
   'in15/16': '2391',
   'in16/17': '2293',
   'in17/18': '2105',
   'in18/19': '1988',
   'in19/20': 1886.0},
  'outbound': {'out14/15': '631',
   'out15/16': '583',
   'out16/17': '670',
   'out17/18': '764',
   'out18/19': '811'},
  'public_avg_tuit': {'pub_bachelor': 0.0,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': 5680.065165999999,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '82,500'},
 'Poland': {'cord': {'latitude': 51.919438, 'longitude': 19.145135999999997},
  'abv': 'PL',
  'inbound': {'in14/15': '1493',
   'in15/16': '1460',
   'in16/17': '1489',
   'in17/18': '1477',
   'in18/19': '1526',
   'in19/20': 1513.0},
  'outbound': {'out14/15': '730',
   'out15/16': '789',
   'out16/17': '834',
   'out17/18': '976',
   'out18/19': '899'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Portugal': {'cord': {'latitude': 39.399871999999995, 'longitude': -8.224454},
  'abv': 'PT',
  'inbound': {'in14/15': '915',
   'in15/16': '919',
   'in16/17': '929',
   'in17/18': '937',
   'in18/19': '973',
   'in19/20': 934.0},
  'outbound': {'out14/15': '423',
   'out15/16': '523',
   'out16/17': '693',
   'out17/18': '857',
   'out18/19': '1096'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Romania': {'cord': {'latitude': 45.943160999999996, 'longitude': 24.96676},
  'abv': 'RO',
  'inbound': {'in14/15': '1220',
   'in15/16': '1105',
   'in16/17': '1173',
   'in17/18': '1071',
   'in18/19': '1016',
   'in19/20': 1000.0},
  'outbound': {'out14/15': '181',
   'out15/16': '275',
   'out16/17': '297',
   'out17/18': '358',
   'out18/19': '288'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Russia': {'cord': {'latitude': 61.52401, 'longitude': 105.31875600000001},
  'abv': 'RU',
  'inbound': {'in14/15': '5562',
   'in15/16': '5444',
   'in16/17': '5412',
   'in17/18': '5518',
   'in18/19': '5292',
   'in19/20': 5293.0},
  'outbound': {'out14/15': '1187',
   'out15/16': '1319',
   'out16/17': '1499',
   'out17/18': '1321',
   'out18/19': '1305'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'San Marino': {'cord': {'latitude': 43.94236, 'longitude': 12.457777},
  'abv': 'SM',
  'inbound': {'in14/15': '1',
   'in15/16': '3',
   'in16/17': '2',
   'in17/18': '4',
   'in18/19': '3',
   'in19/20': 4.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Serbia': {'cord': {'latitude': 44.016521000000004, 'longitude': 21.005859},
  'abv': 'RS',
  'inbound': {'in14/15': '970',
   'in15/16': '1023',
   'in16/17': '1055',
   'in17/18': '1079',
   'in18/19': '1098',
   'in19/20': 1044.0},
  'outbound': {'out14/15': '76',
   'out15/16': '179',
   'out16/17': '116',
   'out17/18': '150',
   'out18/19': '90'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Slovakia': {'cord': {'latitude': 48.669026, 'longitude': 19.699023999999998},
  'abv': 'SK',
  'inbound': {'in14/15': '359',
   'in15/16': '343',
   'in16/17': '348',
   'in17/18': '347',
   'in18/19': '349',
   'in19/20': 331.0},
  'outbound': {'out14/15': '70',
   'out15/16': '41',
   'out16/17': '36',
   'out17/18': '47',
   'out18/19': '80'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Slovenia': {'cord': {'latitude': 46.151241, 'longitude': 14.995463},
  'abv': 'SI',
  'inbound': {'in14/15': '245',
   'in15/16': '256',
   'in16/17': '245',
   'in17/18': '250',
   'in18/19': '256',
   'in19/20': 260.0},
  'outbound': {'out14/15': '47',
   'out15/16': '49',
   'out16/17': '103',
   'out17/18': '105',
   'out18/19': '118'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Spain': {'cord': {'latitude': 40.463667, 'longitude': -3.7492199999999998},
  'abv': 'ES',
  'inbound': {'in14/15': '6143',
   'in15/16': '6640',
   'in16/17': '7164',
   'in17/18': '7489',
   'in18/19': '7262',
   'in19/20': 7954.0},
  'outbound': {'out14/15': '28325',
   'out15/16': '29975',
   'out16/17': '31230',
   'out17/18': '32411',
   'out18/19': '33849'},
  'public_avg_tuit': {'pub_bachelor': 1746.739547,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': 7771.084062000001,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '30,396'},
 'Sweden': {'cord': {'latitude': 60.128161, 'longitude': 18.643501},
  'abv': 'SE',
  'inbound': {'in14/15': '4507',
   'in15/16': '4297',
   'in16/17': '4053',
   'in17/18': '3543',
   'in18/19': '3460',
   'in19/20': 3213.0},
  'outbound': {'out14/15': '1404',
   'out15/16': '1441',
   'out16/17': '1661',
   'out17/18': '1830',
   'out18/19': '1896'},
  'public_avg_tuit': {'pub_bachelor': 14678.80461,
   'pub_masters': 14678.80461,
   'pub_phd': 0.0},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '55,776'},
 'Switzerland': {'cord': {'latitude': 46.818188,
   'longitude': 8.227511999999999},
  'abv': 'CH',
  'inbound': {'in14/15': '1461',
   'in15/16': '1480',
   'in16/17': '1487',
   'in17/18': '1382',
   'in18/19': '1367',
   'in19/20': 1340.0},
  'outbound': {'out14/15': '1738',
   'out15/16': '2032',
   'out16/17': '2046',
   'out17/18': '2125',
   'out18/19': '2121'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '85,500'},
 'Turkey': {'cord': {'latitude': 38.963745, 'longitude': 35.243322},
  'abv': 'TR',
  'inbound': {'in14/15': '10724',
   'in15/16': '10691',
   'in16/17': '10586',
   'in17/18': '10520',
   'in18/19': '10159',
   'in19/20': 9481.0},
  'outbound': {'out14/15': '1889',
   'out15/16': '705',
   'out16/17': '46',
   'out17/18': '78',
   'out18/19': '143'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Ukraine': {'cord': {'latitude': 48.379433, 'longitude': 31.16558},
  'abv': 'UA',
  'inbound': {'in14/15': '1551',
   'in15/16': '1680',
   'in16/17': '1817',
   'in17/18': '1928',
   'in18/19': '1953',
   'in19/20': 1899.0},
  'outbound': {'out14/15': '7',
   'out15/16': '34',
   'out16/17': '14',
   'out17/18': '83',
   'out18/19': '100'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'United Kingdom': {'cord': {'latitude': 55.378051, 'longitude': -3.435973},
  'abv': 'GB',
  'inbound': {'in14/15': '10743',
   'in15/16': '11599',
   'in16/17': '11489',
   'in17/18': '11460',
   'in18/19': '11146',
   'in19/20': 10756.0},
  'outbound': {'out14/15': '38189',
   'out15/16': '39140',
   'out16/17': '39851',
   'out17/18': '39403',
   'out18/19': '39358'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Anguilla': {'cord': {'latitude': 18.220554, 'longitude': -63.068615},
  'abv': 'AI',
  'inbound': {'in14/15': '15',
   'in15/16': '18',
   'in16/17': '14',
   'in17/18': '15',
   'in18/19': '19',
   'in19/20': 19.0},
  'outbound': {'out14/15': '0',
   'out15/16': '1',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Antigua and Barbuda': {'cord': {'latitude': 17.060816,
   'longitude': -61.796428000000006},
  'abv': 'AG',
  'inbound': {'in14/15': '120',
   'in15/16': '228',
   'in16/17': '225',
   'in17/18': '200',
   'in18/19': '164',
   'in19/20': 193.0},
  'outbound': {'out14/15': '22',
   'out15/16': '18',
   'out16/17': '23',
   'out17/18': '2',
   'out18/19': '10'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Aruba': {'cord': {'latitude': 12.52111, 'longitude': -69.968338},
  'abv': 'AW',
  'inbound': {'in14/15': '68',
   'in15/16': '89',
   'in16/17': '73',
   'in17/18': '90',
   'in18/19': '71',
   'in19/20': 73.0},
  'outbound': {'out14/15': '14',
   'out15/16': '3',
   'out16/17': '6',
   'out17/18': '3',
   'out18/19': '21'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bahamas': {'cord': {'latitude': 25.03428, 'longitude': -77.39628},
  'abv': 'BS',
  'inbound': {'in14/15': '1835',
   'in15/16': '2027',
   'in16/17': '2252',
   'in17/18': '2176',
   'in18/19': '2148',
   'in19/20': 2500.0},
  'outbound': {'out14/15': '900',
   'out15/16': '1137',
   'out16/17': '955',
   'out17/18': '746',
   'out18/19': '965'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Barbados': {'cord': {'latitude': 13.193887, 'longitude': -59.543198},
  'abv': 'BB',
  'inbound': {'in14/15': '278',
   'in15/16': '319',
   'in16/17': '319',
   'in17/18': '322',
   'in18/19': '333',
   'in19/20': 298.0},
  'outbound': {'out14/15': '169',
   'out15/16': '177',
   'out16/17': '157',
   'out17/18': '258',
   'out18/19': '227'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bermuda': {'cord': {'latitude': 32.321384, 'longitude': -64.75737},
  'abv': 'BM',
  'inbound': {'in14/15': '387',
   'in15/16': '319',
   'in16/17': '315',
   'in17/18': '296',
   'in18/19': '280',
   'in19/20': 251.0},
  'outbound': {'out14/15': '119',
   'out15/16': '131',
   'out16/17': '125',
   'out17/18': '138',
   'out18/19': '190'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'British Virgin Islands': {'cord': {'latitude': 18.420695000000002,
   'longitude': -64.63996800000001},
  'abv': 'VG',
  'inbound': {'in14/15': '99',
   'in15/16': '95',
   'in16/17': '76',
   'in17/18': '70',
   'in18/19': '81',
   'in19/20': 81.0},
  'outbound': {'out14/15': '140',
   'out15/16': '159',
   'out16/17': '141',
   'out17/18': '37',
   'out18/19': '46'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Cayman Islands': {'cord': {'latitude': 19.513469, 'longitude': -80.566956},
  'abv': 'KY',
  'inbound': {'in14/15': '174',
   'in15/16': '165',
   'in16/17': '165',
   'in17/18': '169',
   'in18/19': '159',
   'in19/20': 136.0},
  'outbound': {'out14/15': '90',
   'out15/16': '91',
   'out16/17': '55',
   'out17/18': '148',
   'out18/19': '144'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Cuba': {'cord': {'latitude': 21.521757, 'longitude': -77.78116700000001},
  'abv': 'CU',
  'inbound': {'in14/15': '94',
   'in15/16': '153',
   'in16/17': '119',
   'in17/18': '152',
   'in18/19': '163',
   'in19/20': 130.0},
  'outbound': {'out14/15': '2384',
   'out15/16': '3781',
   'out16/17': '4607',
   'out17/18': '2464',
   'out18/19': '2414'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Dominica': {'cord': {'latitude': 15.414999, 'longitude': -61.370976},
  'abv': 'DM',
  'inbound': {'in14/15': '166',
   'in15/16': '238',
   'in16/17': '271',
   'in17/18': '371',
   'in18/19': '227',
   'in19/20': 576.0},
  'outbound': {'out14/15': '147',
   'out15/16': '139',
   'out16/17': '102',
   'out17/18': '68',
   'out18/19': '102'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Dominican Republic': {'cord': {'latitude': 18.735692999999998,
   'longitude': -70.162651},
  'abv': 'DO',
  'inbound': {'in14/15': '1535',
   'in15/16': '1513',
   'in16/17': '1428',
   'in17/18': '1467',
   'in18/19': '1559',
   'in19/20': 1379.0},
  'outbound': {'out14/15': '2146',
   'out15/16': '2001',
   'out16/17': '2197',
   'out17/18': '1992',
   'out18/19': '1889'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Grenada': {'cord': {'latitude': 12.262775999999999,
   'longitude': -61.604170999999994},
  'abv': 'GD',
  'inbound': {'in14/15': '145',
   'in15/16': '186',
   'in16/17': '194',
   'in17/18': '170',
   'in18/19': '133',
   'in19/20': 161.0},
  'outbound': {'out14/15': '32',
   'out15/16': '37',
   'out16/17': '128',
   'out17/18': '88',
   'out18/19': '66'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Guadeloupe': {'cord': {'latitude': 16.995971, 'longitude': -62.067641},
  'abv': 'GP',
  'inbound': {'in14/15': '11',
   'in15/16': '11',
   'in16/17': '9',
   'in17/18': '10',
   'in18/19': '8',
   'in19/20': 14.0},
  'outbound': {'out14/15': '3',
   'out15/16': '7',
   'out16/17': '39',
   'out17/18': '28',
   'out18/19': '9'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Haiti': {'cord': {'latitude': 18.971187, 'longitude': -72.28521500000001},
  'abv': 'HT',
  'inbound': {'in14/15': '934',
   'in15/16': '946',
   'in16/17': '958',
   'in17/18': '948',
   'in18/19': '967',
   'in19/20': 1016.0},
  'outbound': {'out14/15': '532',
   'out15/16': '689',
   'out16/17': '754',
   'out17/18': '611',
   'out18/19': '254'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Jamaica': {'cord': {'latitude': 18.109581, 'longitude': -77.297508},
  'abv': 'JM',
  'inbound': {'in14/15': '2440',
   'in15/16': '2510',
   'in16/17': '2797',
   'in17/18': '2785',
   'in18/19': '2820',
   'in19/20': 2884.0},
  'outbound': {'out14/15': '1047',
   'out15/16': '1153',
   'out16/17': '1171',
   'out17/18': '1140',
   'out18/19': '1040'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Martinique': {'cord': {'latitude': 14.641528, 'longitude': -61.024174},
  'abv': 'MQ',
  'inbound': {'in14/15': '3',
   'in15/16': '9',
   'in16/17': '9',
   'in17/18': '12',
   'in18/19': '11',
   'in19/20': 8.0},
  'outbound': {'out14/15': '43',
   'out15/16': '85',
   'out16/17': '72',
   'out17/18': '121',
   'out18/19': '83'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Montserrat': {'cord': {'latitude': 16.742498,
   'longitude': -62.187366000000004},
  'abv': 'MS',
  'inbound': {'in14/15': '1',
   'in15/16': '4',
   'in16/17': '3',
   'in17/18': '3',
   'in18/19': '7',
   'in19/20': 4.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Netherlands Antilles': {'cord': {'latitude': 12.226078999999999,
   'longitude': -69.060087},
  'abv': 'AN',
  'inbound': {'in14/15': '-',
   'in15/16': '-',
   'in16/17': '-',
   'in17/18': '-',
   'in18/19': '-',
   'in19/20': 216.0},
  'outbound': {'out14/15': '-',
   'out15/16': '-',
   'out16/17': '-',
   'out17/18': '-',
   'out18/19': '-'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Trinidad and Tobago': {'cord': {'latitude': 10.691803,
   'longitude': -61.222503},
  'abv': 'TT',
  'inbound': {'in14/15': '1464',
   'in15/16': '1381',
   'in16/17': '1304',
   'in17/18': '1257',
   'in18/19': '1202',
   'in19/20': 37.0},
  'outbound': {'out14/15': '282',
   'out15/16': '356',
   'out16/17': '295',
   'out17/18': '277',
   'out18/19': '275'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Belize': {'cord': {'latitude': 17.189877, 'longitude': -88.49765},
  'abv': 'BZ',
  'inbound': {'in14/15': '312',
   'in15/16': '308',
   'in16/17': '356',
   'in17/18': '366',
   'in18/19': '375',
   'in19/20': 388.0},
  'outbound': {'out14/15': '2590',
   'out15/16': '2703',
   'out16/17': '2715',
   'out17/18': '2584',
   'out18/19': '2589'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Costa Rica': {'cord': {'latitude': 9.748917, 'longitude': -83.753428},
  'abv': 'CR',
  'inbound': {'in14/15': '1118',
   'in15/16': '1148',
   'in16/17': '1148',
   'in17/18': '1146',
   'in18/19': '1157',
   'in19/20': 1240.0},
  'outbound': {'out14/15': '9305',
   'out15/16': '9233',
   'out16/17': '8322',
   'out17/18': '8681',
   'out18/19': '8333'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'El Salvador': {'cord': {'latitude': 13.794185, 'longitude': -88.89653},
  'abv': 'SV',
  'inbound': {'in14/15': '1460',
   'in15/16': '1632',
   'in16/17': '1570',
   'in17/18': '1554',
   'in18/19': '1566',
   'in19/20': 1581.0},
  'outbound': {'out14/15': '298',
   'out15/16': '120',
   'out16/17': '94',
   'out17/18': '62',
   'out18/19': '112'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Guatemala': {'cord': {'latitude': 15.783470999999999,
   'longitude': -90.23075899999999},
  'abv': 'GT',
  'inbound': {'in14/15': '1205',
   'in15/16': '1245',
   'in16/17': '1217',
   'in17/18': '1206',
   'in18/19': '1192',
   'in19/20': 1195.0},
  'outbound': {'out14/15': '2195',
   'out15/16': '2292',
   'out16/17': '2018',
   'out17/18': '2314',
   'out18/19': '1976'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Honduras': {'cord': {'latitude': 15.199998999999998,
   'longitude': -86.241905},
  'abv': 'HN',
  'inbound': {'in14/15': '1760',
   'in15/16': '1985',
   'in16/17': '2046',
   'in17/18': '2104',
   'in18/19': '2191',
   'in19/20': 2161.0},
  'outbound': {'out14/15': '693',
   'out15/16': '859',
   'out16/17': '703',
   'out17/18': '731',
   'out18/19': '726'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Mexico': {'cord': {'latitude': 23.634501, 'longitude': -102.552784},
  'abv': 'MX',
  'inbound': {'in14/15': '17052',
   'in15/16': '16733',
   'in16/17': '16835',
   'in17/18': '15468',
   'in18/19': '15229',
   'in19/20': 14348.0},
  'outbound': {'out14/15': '4712',
   'out15/16': '5178',
   'out16/17': '5736',
   'out17/18': '5963',
   'out18/19': '6340'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Nicaragua': {'cord': {'latitude': 12.865416, 'longitude': -85.207229},
  'abv': 'NI',
  'inbound': {'in14/15': '418',
   'in15/16': '395',
   'in16/17': '398',
   'in17/18': '409',
   'in18/19': '443',
   'in19/20': 489.0},
  'outbound': {'out14/15': '1930',
   'out15/16': '2320',
   'out16/17': '1922',
   'out17/18': '1641',
   'out18/19': '202'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Panama': {'cord': {'latitude': 8.537981, 'longitude': -80.782127},
  'abv': 'PA',
  'inbound': {'in14/15': '1384',
   'in15/16': '1537',
   'in16/17': '1588',
   'in17/18': '1749',
   'in18/19': '1845',
   'in19/20': 1708.0},
  'outbound': {'out14/15': '1065',
   'out15/16': '1256',
   'out16/17': '1108',
   'out17/18': '1339',
   'out18/19': '1323'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Argentina': {'cord': {'latitude': -38.416097,
   'longitude': -63.616671999999994},
  'abv': 'AR',
  'inbound': {'in14/15': '2053',
   'in15/16': '2201',
   'in16/17': '2219',
   'in17/18': '2283',
   'in18/19': '2407',
   'in19/20': 2428.0},
  'outbound': {'out14/15': '3708',
   'out15/16': '3846',
   'out16/17': '3422',
   'out17/18': '3805',
   'out18/19': '3317'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bolivia': {'cord': {'latitude': -16.290154, 'longitude': -63.588653},
  'abv': 'BO',
  'inbound': {'in14/15': '1116',
   'in15/16': '1142',
   'in16/17': '1207',
   'in17/18': '1153',
   'in18/19': '1195',
   'in19/20': 1199.0},
  'outbound': {'out14/15': '320',
   'out15/16': '286',
   'out16/17': '362',
   'out17/18': '293',
   'out18/19': '371'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Brazil': {'cord': {'latitude': -14.235004, 'longitude': -51.92528},
  'abv': 'BR',
  'inbound': {'in14/15': '23675',
   'in15/16': '19370',
   'in16/17': '13089',
   'in17/18': '14620',
   'in18/19': '16059',
   'in19/20': 16671.0},
  'outbound': {'out14/15': '3836',
   'out15/16': '3400',
   'out16/17': '2078',
   'out17/18': '2699',
   'out18/19': '2269'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Chile': {'cord': {'latitude': -35.675146999999996, 'longitude': -71.542969},
  'abv': 'CL',
  'inbound': {'in14/15': '2513',
   'in15/16': '2630',
   'in16/17': '2523',
   'in17/18': '2528',
   'in18/19': '2699',
   'in19/20': 2483.0},
  'outbound': {'out14/15': '3136',
   'out15/16': '2942',
   'out16/17': '3073',
   'out17/18': '3020',
   'out18/19': '3190'},
  'public_avg_tuit': {'pub_bachelor': 7524.001131999999,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': 6722.825043000001,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '15,012'},
 'Colombia': {'cord': {'latitude': 4.570868, 'longitude': -74.297333},
  'abv': 'CO',
  'inbound': {'in14/15': '7169',
   'in15/16': '7815',
   'in16/17': '7982',
   'in17/18': '7976',
   'in18/19': '8060',
   'in19/20': 7787.0},
  'outbound': {'out14/15': '664',
   'out15/16': '828',
   'out16/17': '911',
   'out17/18': '905',
   'out18/19': '1030'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Ecuador': {'cord': {'latitude': -1.8312389999999998,
   'longitude': -78.183406},
  'abv': 'EC',
  'inbound': {'in14/15': '2797',
   'in15/16': '2889',
   'in16/17': '3032',
   'in17/18': '3050',
   'in18/19': '2892',
   'in19/20': 2852.0},
  'outbound': {'out14/15': '3746',
   'out15/16': '3751',
   'out16/17': '4021',
   'out17/18': '4055',
   'out18/19': '3675'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'French Guiana': {'cord': {'latitude': 3.9338889999999997,
   'longitude': -53.125781999999994},
  'abv': 'GF',
  'inbound': {'in14/15': '11',
   'in15/16': '7',
   'in16/17': '1',
   'in17/18': '3',
   'in18/19': '7',
   'in19/20': 7.0},
  'outbound': {'out14/15': '0',
   'out15/16': '4',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '37'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Guyana': {'cord': {'latitude': 4.860416000000001,
   'longitude': -58.93018000000001},
  'abv': 'GY',
  'inbound': {'in14/15': '230',
   'in15/16': '246',
   'in16/17': '250',
   'in17/18': '296',
   'in18/19': '311',
   'in19/20': 301.0},
  'outbound': {'out14/15': '72',
   'out15/16': '37',
   'out16/17': '49',
   'out17/18': '97',
   'out18/19': '94'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Paraguay': {'cord': {'latitude': -23.442503,
   'longitude': -58.44383199999999},
  'abv': 'PY',
  'inbound': {'in14/15': '505',
   'in15/16': '564',
   'in16/17': '587',
   'in17/18': '590',
   'in18/19': '619',
   'in19/20': 609.0},
  'outbound': {'out14/15': '48',
   'out15/16': '87',
   'out16/17': '102',
   'out17/18': '82',
   'out18/19': '57'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Peru': {'cord': {'latitude': -9.189967, 'longitude': -75.015152},
  'abv': 'PE',
  'inbound': {'in14/15': '2763',
   'in15/16': '3256',
   'in16/17': '3200',
   'in17/18': '3235',
   'in18/19': '3409',
   'in19/20': 3547.0},
  'outbound': {'out14/15': '3481',
   'out15/16': '3513',
   'out16/17': '3695',
   'out17/18': '3939',
   'out18/19': '4041'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Suriname': {'cord': {'latitude': 3.9193050000000005,
   'longitude': -56.02778299999999},
  'abv': 'SR',
  'inbound': {'in14/15': '82',
   'in15/16': '84',
   'in16/17': '83',
   'in17/18': '80',
   'in18/19': '74',
   'in19/20': 57.0},
  'outbound': {'out14/15': '13',
   'out15/16': '28',
   'out16/17': '6',
   'out17/18': '2',
   'out18/19': '6'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Uruguay': {'cord': {'latitude': -32.522779,
   'longitude': -55.765834999999996},
  'abv': 'UY',
  'inbound': {'in14/15': '384',
   'in15/16': '410',
   'in16/17': '433',
   'in17/18': '444',
   'in18/19': '407',
   'in19/20': 453.0},
  'outbound': {'out14/15': '116',
   'out15/16': '142',
   'out16/17': '107',
   'out17/18': '169',
   'out18/19': '212'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Venezuela': {'cord': {'latitude': 6.42375, 'longitude': -66.58973},
  'abv': 'VE',
  'inbound': {'in14/15': '7890',
   'in15/16': '8267',
   'in16/17': '8540',
   'in17/18': '8371',
   'in18/19': '7760',
   'in19/20': 6855.0},
  'outbound': {'out14/15': '26',
   'out15/16': '23',
   'out16/17': '1',
   'out17/18': '10',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Bahrain': {'cord': {'latitude': 25.930414000000003, 'longitude': 50.637772},
  'abv': 'BH',
  'inbound': {'in14/15': '474',
   'in15/16': '469',
   'in16/17': '475',
   'in17/18': '451',
   'in18/19': '422',
   'in19/20': 406.0},
  'outbound': {'out14/15': '16',
   'out15/16': '23',
   'out16/17': '27',
   'out17/18': '50',
   'out18/19': '26'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Iran': {'cord': {'latitude': 32.427908, 'longitude': 53.68804599999999},
  'abv': 'IR',
  'inbound': {'in14/15': '11338',
   'in15/16': '12269',
   'in16/17': '12643',
   'in17/18': '12783',
   'in18/19': '12142',
   'in19/20': 11451.0},
  'outbound': {'out14/15': '2',
   'out15/16': '3',
   'out16/17': '1',
   'out17/18': '2',
   'out18/19': '28'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Iraq': {'cord': {'latitude': 33.223191, 'longitude': 43.679291},
  'abv': 'IQ',
  'inbound': {'in14/15': '1727',
   'in15/16': '1901',
   'in16/17': '1698',
   'in17/18': '1438',
   'in18/19': '1237',
   'in19/20': 965.0},
  'outbound': {'out14/15': '0',
   'out15/16': '1',
   'out16/17': '2',
   'out17/18': '3',
   'out18/19': '4'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Israel': {'cord': {'latitude': 31.046051000000002, 'longitude': 34.851612},
  'abv': 'IL',
  'inbound': {'in14/15': '2370',
   'in15/16': '2343',
   'in16/17': '2393',
   'in17/18': '2327',
   'in18/19': '2392',
   'in19/20': 2226.0},
  'outbound': {'out14/15': '3317',
   'out15/16': '2435',
   'out16/17': '2999',
   'out17/18': '3355',
   'out18/19': '3532'},
  'public_avg_tuit': {'pub_bachelor': 3130.2743140000002,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': 6872.056065000001,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '43,116'},
 'Jordan': {'cord': {'latitude': 30.585164000000002, 'longitude': 36.238414},
  'abv': 'JO',
  'inbound': {'in14/15': '2215',
   'in15/16': '2330',
   'in16/17': '2312',
   'in17/18': '2420',
   'in18/19': '2435',
   'in19/20': 2441.0},
  'outbound': {'out14/15': '985',
   'out15/16': '969',
   'out16/17': '735',
   'out17/18': '1017',
   'out18/19': '1064'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Kuwait': {'cord': {'latitude': 29.311659999999996, 'longitude': 47.481766},
  'abv': 'KW',
  'inbound': {'in14/15': '9034',
   'in15/16': '9772',
   'in16/17': '9825',
   'in17/18': '10190',
   'in18/19': '9195',
   'in19/20': 8375.0},
  'outbound': {'out14/15': '28',
   'out15/16': '23',
   'out16/17': '13',
   'out17/18': '0',
   'out18/19': '5'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Lebanon': {'cord': {'latitude': 33.854721000000005, 'longitude': 35.862285},
  'abv': 'LB',
  'inbound': {'in14/15': '1416',
   'in15/16': '1486',
   'in16/17': '1556',
   'in17/18': '1633',
   'in18/19': '1672',
   'in19/20': 1709.0},
  'outbound': {'out14/15': '37',
   'out15/16': '29',
   'out16/17': '56',
   'out17/18': '64',
   'out18/19': '82'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Oman': {'cord': {'latitude': 21.512583, 'longitude': 55.923255000000005},
  'abv': 'OM',
  'inbound': {'in14/15': '2200',
   'in15/16': '2856',
   'in16/17': '2876',
   'in17/18': '3097',
   'in18/19': '2963',
   'in19/20': 2808.0},
  'outbound': {'out14/15': '92',
   'out15/16': '143',
   'out16/17': '102',
   'out17/18': '96',
   'out18/19': '149'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Palestinian Territories': {'cord': {'latitude': 31.952162,
   'longitude': 35.233154},
  'abv': 'PS',
  'inbound': {'in14/15': '458',
   'in15/16': '468',
   'in16/17': '423',
   'in17/18': '480',
   'in18/19': '468',
   'in19/20': 478.0},
  'outbound': {'out14/15': '30',
   'out15/16': '15',
   'out16/17': '17',
   'out17/18': '27',
   'out18/19': '14'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Qatar': {'cord': {'latitude': 25.354826, 'longitude': 51.183884},
  'abv': 'QA',
  'inbound': {'in14/15': '1252',
   'in15/16': '1443',
   'in16/17': '1420',
   'in17/18': '1127',
   'in18/19': '834',
   'in19/20': 670.0},
  'outbound': {'out14/15': '138',
   'out15/16': '122',
   'out16/17': '108',
   'out17/18': '96',
   'out18/19': '62'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Saudi Arabia': {'cord': {'latitude': 23.885942, 'longitude': 45.079162},
  'abv': 'SA',
  'inbound': {'in14/15': '59945',
   'in15/16': '61287',
   'in16/17': '52611',
   'in17/18': '44432',
   'in18/19': '37080',
   'in19/20': 30957.0},
  'outbound': {'out14/15': '11',
   'out15/16': '16',
   'out16/17': '20',
   'out17/18': '8',
   'out18/19': '4'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Syria': {'cord': {'latitude': 34.802075, 'longitude': 38.996815000000005},
  'abv': 'SY',
  'inbound': {'in14/15': '792',
   'in15/16': '783',
   'in16/17': '827',
   'in17/18': '726',
   'in18/19': '566',
   'in19/20': 463.0},
  'outbound': {'out14/15': '1',
   'out15/16': '1',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'United Arab Emirates': {'cord': {'latitude': 23.424076,
   'longitude': 53.847818000000004},
  'abv': 'AE',
  'inbound': {'in14/15': '2878',
   'in15/16': '2920',
   'in16/17': '2753',
   'in17/18': '2486',
   'in18/19': '2361',
   'in19/20': 2074.0},
  'outbound': {'out14/15': '619',
   'out15/16': '718',
   'out16/17': '865',
   'out17/18': '939',
   'out18/19': '955'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Yemen': {'cord': {'latitude': 15.552726999999999, 'longitude': 48.516388},
  'abv': 'YE',
  'inbound': {'in14/15': '516',
   'in15/16': '599',
   'in16/17': '658',
   'in17/18': '517',
   'in18/19': '398',
   'in19/20': 320.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Algeria': {'cord': {'latitude': 28.033886, 'longitude': 1.6596259999999998},
  'abv': 'DZ',
  'inbound': {'in14/15': '175',
   'in15/16': '158',
   'in16/17': '192',
   'in17/18': '212',
   'in18/19': '238',
   'in19/20': 239.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '1',
   'out17/18': '1',
   'out18/19': '5'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Egypt': {'cord': {'latitude': 26.820553000000004,
   'longitude': 30.802497999999996},
  'abv': 'EG',
  'inbound': {'in14/15': '2974',
   'in15/16': '3442',
   'in16/17': '3715',
   'in17/18': '3701',
   'in18/19': '3675',
   'in19/20': 3859.0},
  'outbound': {'out14/15': '109',
   'out15/16': '124',
   'out16/17': '174',
   'out17/18': '123',
   'out18/19': '248'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Libya': {'cord': {'latitude': 26.3351, 'longitude': 17.228331},
  'abv': 'LY',
  'inbound': {'in14/15': '1578',
   'in15/16': '1514',
   'in16/17': '1311',
   'in17/18': '1064',
   'in18/19': '884',
   'in19/20': 720.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Morocco': {'cord': {'latitude': 31.791702, 'longitude': -7.09262},
  'abv': 'MA',
  'inbound': {'in14/15': '1373',
   'in15/16': '1495',
   'in16/17': '1634',
   'in17/18': '1563',
   'in18/19': '1461',
   'in19/20': 1499.0},
  'outbound': {'out14/15': '1413',
   'out15/16': '1403',
   'out16/17': '1770',
   'out17/18': '1411',
   'out18/19': '1749'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Tunisia': {'cord': {'latitude': 33.886917, 'longitude': 9.537499},
  'abv': 'TN',
  'inbound': {'in14/15': '592',
   'in15/16': '692',
   'in16/17': '692',
   'in17/18': '728',
   'in18/19': '703',
   'in19/20': 665.0},
  'outbound': {'out14/15': '46',
   'out15/16': '19',
   'out16/17': '11',
   'out17/18': '15',
   'out18/19': '38'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Canada': {'cord': {'latitude': 56.130366, 'longitude': -106.34677099999999},
  'abv': 'CA',
  'inbound': {'in14/15': '27240',
   'in15/16': '26973',
   'in16/17': '27065',
   'in17/18': '25909',
   'in18/19': '26122',
   'in19/20': 25992.0},
  'outbound': {'out14/15': '1569',
   'out15/16': '1716',
   'out16/17': '1639',
   'out17/18': '1786',
   'out18/19': '2107'},
  'public_avg_tuit': {'pub_bachelor': 20406.45173,
   'pub_masters': 13039.873609999999,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '46,368'},
 'Australia': {'cord': {'latitude': -25.274398, 'longitude': 133.775136},
  'abv': 'AU',
  'inbound': {'in14/15': '4511',
   'in15/16': '4752',
   'in16/17': '4933',
   'in17/18': '4908',
   'in18/19': '4930',
   'in19/20': 4982.0},
  'outbound': {'out14/15': '8810',
   'out15/16': '9536',
   'out16/17': '10400',
   'out17/18': '10332',
   'out18/19': '10665'},
  'public_avg_tuit': {'pub_bachelor': 19028.59065,
   'pub_masters': 18317.59733,
   'pub_phd': 16186.69425},
  'private_avg_tuit': {'pvt_bachelor': 10809.59086,
   'pvt_masters': 11449.277170000001,
   'pvt_phd': 20092.65759},
  'yearly_c_o_l': '55,104'},
 'Cook Islands': {'cord': {'latitude': -21.236735999999997,
   'longitude': -159.777671},
  'abv': 'CK',
  'inbound': {'in14/15': '2',
   'in15/16': '5',
   'in16/17': '0',
   'in17/18': '5',
   'in18/19': '17',
   'in19/20': 0.0},
  'outbound': {'out14/15': '1',
   'out15/16': '5',
   'out16/17': '1',
   'out17/18': '1',
   'out18/19': '2'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Fiji': {'cord': {'latitude': -16.578193, 'longitude': 179.414413},
  'abv': 'FJ',
  'inbound': {'in14/15': '89',
   'in15/16': '111',
   'in16/17': '100',
   'in17/18': '109',
   'in18/19': '98',
   'in19/20': 90.0},
  'outbound': {'out14/15': '249',
   'out15/16': '266',
   'out16/17': '218',
   'out17/18': '216',
   'out18/19': '245'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'French Polynesia': {'cord': {'latitude': -17.679742,
   'longitude': -149.40684299999998},
  'abv': 'PF',
  'inbound': {'in14/15': '23',
   'in15/16': '31',
   'in16/17': '30',
   'in17/18': '30',
   'in18/19': '60',
   'in19/20': 49.0},
  'outbound': {'out14/15': '64',
   'out15/16': '107',
   'out16/17': '81',
   'out17/18': '95',
   'out18/19': '73'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Kiribati': {'cord': {'latitude': -3.3704169999999998,
   'longitude': -168.734039},
  'abv': 'KI',
  'inbound': {'in14/15': '41',
   'in15/16': '53',
   'in16/17': '64',
   'in17/18': '58',
   'in18/19': '91',
   'in19/20': 67.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '2',
   'out17/18': '3',
   'out18/19': '4'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Marshall Islands': {'cord': {'latitude': 7.131474000000001,
   'longitude': 171.184478},
  'abv': 'MH',
  'inbound': {'in14/15': '17',
   'in15/16': '18',
   'in16/17': '10',
   'in17/18': '22',
   'in18/19': '16',
   'in19/20': 8.0},
  'outbound': {'out14/15': '3',
   'out15/16': '5',
   'out16/17': '4',
   'out17/18': '8',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Micronesia': {'cord': {'latitude': 7.425553999999999,
   'longitude': 150.550812},
  'abv': 'FM',
  'inbound': {'in14/15': '39',
   'in15/16': '22',
   'in16/17': '28',
   'in17/18': '38',
   'in18/19': '44',
   'in19/20': 17.0},
  'outbound': {'out14/15': '18',
   'out15/16': '0',
   'out16/17': '33',
   'out17/18': '0',
   'out18/19': '20'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Nauru': {'cord': {'latitude': -0.522778, 'longitude': 166.931503},
  'abv': 'NR',
  'inbound': {'in14/15': '9',
   'in15/16': '0',
   'in16/17': '1',
   'in17/18': '1',
   'in18/19': '1',
   'in19/20': 2.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'New Caledonia': {'cord': {'latitude': -20.904304999999997,
   'longitude': 165.618042},
  'abv': 'NC',
  'inbound': {'in14/15': '7',
   'in15/16': '2',
   'in16/17': '5',
   'in17/18': '6',
   'in18/19': '4',
   'in19/20': 6.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '2',
   'out17/18': '0',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'New Zealand': {'cord': {'latitude': -40.900557,
   'longitude': 174.88597099999998},
  'abv': 'NZ',
  'inbound': {'in14/15': '1472',
   'in15/16': '1608',
   'in16/17': '1741',
   'in17/18': '1785',
   'in18/19': '1841',
   'in19/20': 1856.0},
  'outbound': {'out14/15': '3325',
   'out15/16': '3806',
   'out16/17': '3777',
   'out17/18': '3885',
   'out18/19': '4233'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': 4738.901486},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '42,756'},
 'Niue': {'cord': {'latitude': -19.054445, 'longitude': -169.867233},
  'abv': 'NU',
  'inbound': {'in14/15': '8',
   'in15/16': '2',
   'in16/17': '4',
   'in17/18': '4',
   'in18/19': '2',
   'in19/20': 1.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '3'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Norfolk Island': {'cord': {'latitude': -29.040834999999998,
   'longitude': 167.954712},
  'abv': 'NF',
  'inbound': {'in14/15': '0',
   'in15/16': '2',
   'in16/17': '1',
   'in17/18': '3',
   'in18/19': '1',
   'in19/20': 2.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '1'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Palau': {'cord': {'latitude': 7.51498, 'longitude': 134.58252},
  'abv': 'PW',
  'inbound': {'in14/15': '10',
   'in15/16': '12',
   'in16/17': '15',
   'in17/18': '31',
   'in18/19': '26',
   'in19/20': 34.0},
  'outbound': {'out14/15': '65',
   'out15/16': '34',
   'out16/17': '20',
   'out17/18': '34',
   'out18/19': '48'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Papua New Guinea': {'cord': {'latitude': -6.314993, 'longitude': 143.95555},
  'abv': 'PG',
  'inbound': {'in14/15': '87',
   'in15/16': '87',
   'in16/17': '77',
   'in17/18': '83',
   'in18/19': '86',
   'in19/20': 88.0},
  'outbound': {'out14/15': '6',
   'out15/16': '3',
   'out16/17': '4',
   'out17/18': '1',
   'out18/19': '15'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Samoa': {'cord': {'latitude': -13.759029, 'longitude': -172.10462900000002},
  'abv': 'WS',
  'inbound': {'in14/15': '21',
   'in15/16': '60',
   'in16/17': '56',
   'in17/18': '93',
   'in18/19': '103',
   'in19/20': 76.0},
  'outbound': {'out14/15': '55',
   'out15/16': '37',
   'out16/17': '66',
   'out17/18': '79',
   'out18/19': '88'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Solomon Islands': {'cord': {'latitude': -9.645710000000001,
   'longitude': 160.156194},
  'abv': 'SB',
  'inbound': {'in14/15': '7',
   'in15/16': '5',
   'in16/17': '8',
   'in17/18': '9',
   'in18/19': '15',
   'in19/20': 17.0},
  'outbound': {'out14/15': '3',
   'out15/16': '3',
   'out16/17': '10',
   'out17/18': '3',
   'out18/19': '15'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Tonga': {'cord': {'latitude': -21.178986, 'longitude': -175.198242},
  'abv': 'TO',
  'inbound': {'in14/15': '95',
   'in15/16': '130',
   'in16/17': '133',
   'in17/18': '169',
   'in18/19': '186',
   'in19/20': 161.0},
  'outbound': {'out14/15': '15',
   'out15/16': '11',
   'out16/17': '21',
   'out17/18': '21',
   'out18/19': '18'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Tuvalu': {'cord': {'latitude': -7.109535, 'longitude': 177.64933},
  'abv': 'TV',
  'inbound': {'in14/15': '7',
   'in15/16': '4',
   'in16/17': '3',
   'in17/18': '4',
   'in18/19': '4',
   'in19/20': 4.0},
  'outbound': {'out14/15': '0',
   'out15/16': '0',
   'out16/17': '0',
   'out17/18': '0',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Vanuatu': {'cord': {'latitude': -15.376706, 'longitude': 166.959158},
  'abv': 'VU',
  'inbound': {'in14/15': '8',
   'in15/16': '9',
   'in16/17': '11',
   'in17/18': '14',
   'in18/19': '15',
   'in19/20': 13.0},
  'outbound': {'out14/15': '0',
   'out15/16': '2',
   'out16/17': '0',
   'out17/18': '14',
   'out18/19': '3'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'Wallis and Futuna': {'cord': {'latitude': -13.768752,
   'longitude': -177.156097},
  'abv': 'WF',
  'inbound': {'in14/15': '18',
   'in15/16': '4',
   'in16/17': '2',
   'in17/18': '0',
   'in18/19': '2',
   'in19/20': 0.0},
  'outbound': {'out14/15': '-',
   'out15/16': '-',
   'out16/17': '-',
   'out17/18': '-',
   'out18/19': '0'},
  'public_avg_tuit': {'pub_bachelor': None,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': None,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': None},
 'United States': {'cord': {'latitude': 37.09024, 'longitude': -95.712891},
  'abv': 'US',
  'inbound': {'in14/15':'969514',
   'in15/16': '1037905',
   'in16/17': '1072511',
   'in17/18': '1088295',
   'in18/19': '1088589',
   'in19/20': '1067681'},
  'outbound': {'out14/15': '283987',
   'out15/16': '295361',
   'out16/17': '302627',
   'out17/18': '309119',
   'out18/19': '314927'},
  'public_avg_tuit': {'pub_bachelor': 24854.39,
   'pub_masters': None,
   'pub_phd': None},
  'private_avg_tuit': {'pvt_bachelor': 29478.041339999996,
   'pvt_masters': None,
   'pvt_phd': None},
  'yearly_c_o_l': '65,856'}}

country_names={'country_names':['Burundi',
 'Djibouti',
 'Eritrea',
 'Ethiopia',
 'Kenya',
 'Rwanda',
 'Seychelles',
 'Somalia',
 'Sudan',
 'Tanzania',
 'Uganda',
 'Cameroon',
 'Central African Republic',
 'Chad',
 'Equatorial Guinea',
 'Gabon',
 'Angola',
 'Botswana',
 'Comoros',
 'Lesotho',
 'Madagascar',
 'Malawi',
 'Mauritius',
 'Mozambique',
 'Namibia',
 'South Africa',
 'Zambia',
 'Zimbabwe',
 'Benin',
 'Burkina Faso',
 'Gambia',
 'Ghana',
 'Guinea',
 'Guinea-Bissau',
 'Liberia',
 'Mali',
 'Mauritania',
 'Niger',
 'Nigeria',
 'Saint Helena',
 'Senegal',
 'Sierra Leone',
 'Togo',
 'China',
 'Hong Kong',
 'Japan',
 'Macau',
 'Mongolia',
 'North Korea',
 'South Korea',
 'Taiwan',
 'Afghanistan',
 'Bangladesh',
 'Bhutan',
 'India',
 'Kazakhstan',
 'Kyrgyzstan',
 'Maldives',
 'Nepal',
 'Pakistan',
 'Sri Lanka',
 'Tajikistan',
 'Turkmenistan',
 'Uzbekistan',
 'Brunei',
 'Cambodia',
 'Indonesia',
 'Laos',
 'Malaysia',
 'Philippines',
 'Singapore',
 'Thailand',
 'Vietnam',
 'Albania',
 'Andorra',
 'Armenia',
 'Austria',
 'Azerbaijan',
 'Belarus',
 'Belgium',
 'Bosnia and Herzegovina',
 'Bulgaria',
 'Croatia',
 'Cyprus',
 'Denmark',
 'Estonia',
 'Finland',
 'France',
 'Georgia',
 'Germany',
 'Gibraltar',
 'Greece',
 'Hungary',
 'Iceland',
 'Ireland',
 'Italy',
 'Kosovo',
 'Latvia',
 'Liechtenstein',
 'Lithuania',
 'Luxembourg',
 'Malta',
 'Moldova',
 'Monaco',
 'Montenegro',
 'Netherlands',
 'Norway',
 'Poland',
 'Portugal',
 'Romania',
 'Russia',
 'San Marino',
 'Serbia',
 'Slovakia',
 'Slovenia',
 'Spain',
 'Sweden',
 'Switzerland',
 'Turkey',
 'Ukraine',
 'United Kingdom',
 'Anguilla',
 'Antigua and Barbuda',
 'Aruba',
 'Bahamas',
 'Barbados',
 'Bermuda',
 'British Virgin Islands',
 'Cayman Islands',
 'Cuba',
 'Dominica',
 'Dominican Republic',
 'Grenada',
 'Guadeloupe',
 'Haiti',
 'Jamaica',
 'Martinique',
 'Montserrat',
 'Netherlands Antilles',
 'Trinidad and Tobago',
 'Belize',
 'Costa Rica',
 'El Salvador',
 'Guatemala',
 'Honduras',
 'Mexico',
 'Nicaragua',
 'Panama',
 'Argentina',
 'Bolivia',
 'Brazil',
 'Chile',
 'Colombia',
 'Ecuador',
 'French Guiana',
 'Guyana',
 'Paraguay',
 'Peru',
 'Suriname',
 'Uruguay',
 'Venezuela',
 'Bahrain',
 'Iran',
 'Iraq',
 'Israel',
 'Jordan',
 'Kuwait',
 'Lebanon',
 'Oman',
 'Palestinian Territories',
 'Qatar',
 'Saudi Arabia',
 'Syria',
 'United Arab Emirates',
 'Yemen',
 'Algeria',
 'Egypt',
 'Libya',
 'Morocco',
 'Tunisia',
 'Canada',
 'Australia',
 'Cook Islands',
 'Fiji',
 'French Polynesia',
 'Kiribati',
 'Marshall Islands',
 'Micronesia',
 'Nauru',
 'New Caledonia',
 'New Zealand',
 'Niue',
 'Norfolk Island',
 'Palau',
 'Papua New Guinea',
 'Samoa',
 'Solomon Islands',
 'Tonga',
 'Tuvalu',
 'Vanuatu',
 'Wallis and Futuna',
 'United States']}

# connect to overseas db, collection named "country test" and insert one document, with the data in country_dict
# will create a collection if it does not exist
client.overseas_db.country_test.insert_one(country_dict)

# connect to overseas db, collection named "country test" and insert one document, with the data in country_names
# will create a collection if it does not exist
client.overseas_db.country_names.insert_one(country_names)
