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progs/population.csv
author Christian Urban <christian.urban@kcl.ac.uk>
Thu, 10 Nov 2022 19:41:04 +0000
changeset 439 e27ff222fef3
parent 128 fd03a2f06286
permissions -rw-r--r--
updated
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
127
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     1
 
country,population_size
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     2
 
Afghanistan,32758020
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     3
 
Albania,2889104
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     4
 
Algeria,39113313
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     5
 
American Samoa,55437
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     6
 
Andorra,79223
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     7
 
Angola,26920466
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     8
 
Antigua and Barbuda,98875
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
     9
 
Argentina,42981515
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    10
 
Armenia,2906220
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    11
 
Aruba,103795
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    12
 
Australia,23460694
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    13
 
Austria,8541575
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    14
 
Azerbaijan,9535079
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    15
 
Bahamas,382169
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    16
 
Bahrain,1336397
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    17
 
Bangladesh,159405279
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    18
 
Barbados,283385
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    19
 
Belarus,9474511
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    20
 
Belgium,11209057
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    21
 
Belize,351694
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    22
 
Benin,10286712
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    23
 
Bermuda,65139
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    24
 
Bhutan,776448
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    25
 
Bolivia,10562159
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    26
 
Bosnia and Herzegovina,3566002
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    27
 
Botswana,2168573
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    28
 
Brazil,204213133
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    29
 
British Virgin Islands,29588
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    30
 
Brunei Darussalam,411704
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    31
 
Bulgaria,7223938
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    32
 
Burkina Faso,17585977
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    33
 
Burundi,9891790
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    34
 
Cabo Verde,526437
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    35
 
Cambodia,15270790
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    36
 
Cameroon,22239904
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    37
 
Canada,35544564
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    38
 
Cayman Islands,59172
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    39
 
Central African Republic,4515392
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    40
 
Chad,13569438
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    41
 
Channel Islands,162969
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    42
 
Chile,17613798
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    43
 
China,1364270000
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    44
 
Colombia,47791911
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    45
 
Comoros,759385
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    46
 
Congo,73722860
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Christian Urban <urbanc@in.tum.de>
parents:
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    47
 
Costa Rica,4757575
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    48
 
Cote d'Ivoire,22531350
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Christian Urban <urbanc@in.tum.de>
parents:
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    49
 
Croatia,4238389
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    50
 
Cuba,11439767
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    51
 
Curacao,155909
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    52
 
Cyprus,1152309
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    53
 
Czech Republic,10525347
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    54
 
Denmark,5643475
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    55
 
Djibouti,912164
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    56
 
Dominica,72778
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    57
 
Dominican Republic,10405844
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Christian Urban <urbanc@in.tum.de>
parents:
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    58
 
Ecuador,15903112
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    59
 
Egypt,91812566
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Christian Urban <urbanc@in.tum.de>
parents:
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    60
 
El Salvador,6281189
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Christian Urban <urbanc@in.tum.de>
parents:
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    61
 
Equatorial Guinea,1129424
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Christian Urban <urbanc@in.tum.de>
parents:
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    62
 
Estonia,1314545
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Christian Urban <urbanc@in.tum.de>
parents:
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    63
 
Ethiopia,97366774
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Christian Urban <urbanc@in.tum.de>
parents:
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    64
 
Faroe Islands,48842
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Christian Urban <urbanc@in.tum.de>
parents:
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    65
 
Fiji,885806
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Christian Urban <urbanc@in.tum.de>
parents:
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    66
 
Finland,5461512
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Christian Urban <urbanc@in.tum.de>
parents:
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    67
 
France,66331957
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Christian Urban <urbanc@in.tum.de>
parents:
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    68
 
French Polynesia,275484
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    69
 
Gabon,1875713
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    70
 
Gambia,1917852
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Christian Urban <urbanc@in.tum.de>
parents:
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    71
 
Georgia,3727000
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    72
 
Germany,80982500
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    73
 
Ghana,26962563
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    74
 
Gibraltar,34038
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    75
 
Greece,10892413
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    76
 
Greenland,56295
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    77
 
Grenada,106360
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    78
 
Guam,160967
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    79
 
Guatemala,15923559
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    80
 
Guinea,11805509
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    81
 
Guinea-Bissau,1725744
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    82
 
Guyana,763393
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    83
 
Haiti,10572466
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    84
 
Honduras,8809216
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    85
 
Hong Kong SAR,7241700
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    86
 
Hungary,9866468
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    87
 
Iceland,327386
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    88
 
India,1293859294
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    89
 
Indonesia,255131116
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    90
 
Iran,78411092
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    91
 
Iraq,35006080
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    92
 
Ireland,4617225
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    93
 
Isle of Man,82590
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    94
 
Israel,8215700
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    95
 
Italy,60789140
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Christian Urban <urbanc@in.tum.de>
parents:
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    96
 
Jamaica,2862087
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    97
 
Japan,127276000
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    98
 
Jordan,8809306
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
    99
 
Kazakhstan,17289224
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   100
 
Kenya,46024250
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Christian Urban <urbanc@in.tum.de>
parents:
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   101
 
Kiribati,110458
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Christian Urban <urbanc@in.tum.de>
parents:
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   102
 
North Korea,25116363
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Christian Urban <urbanc@in.tum.de>
parents:
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   103
 
South Korea,50746659
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Christian Urban <urbanc@in.tum.de>
parents:
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   104
 
Kosovo,1821800
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   105
 
Kuwait,3782450
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Christian Urban <urbanc@in.tum.de>
parents:
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   106
 
Kyrgyz Republic,5835500
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Christian Urban <urbanc@in.tum.de>
parents:
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   107
 
Lao PDR,6576397
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   108
 
Latvia,1993782
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Christian Urban <urbanc@in.tum.de>
parents:
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   109
 
Lebanon,5603279
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Christian Urban <urbanc@in.tum.de>
parents:
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   110
 
Lesotho,2145785
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Christian Urban <urbanc@in.tum.de>
parents:
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   111
 
Liberia,4390737
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Christian Urban <urbanc@in.tum.de>
parents:
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   112
 
Libya,6204108
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Christian Urban <urbanc@in.tum.de>
parents:
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   113
 
Liechtenstein,37127
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Christian Urban <urbanc@in.tum.de>
parents:
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   114
 
Lithuania,2932367
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Christian Urban <urbanc@in.tum.de>
parents:
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   115
 
Luxembourg,556319
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Christian Urban <urbanc@in.tum.de>
parents:
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   116
 
Macao SAR,588781
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Christian Urban <urbanc@in.tum.de>
parents:
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   117
 
Macedonia,2077495
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Christian Urban <urbanc@in.tum.de>
parents:
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   118
 
Madagascar,23589801
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Christian Urban <urbanc@in.tum.de>
parents:
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   119
 
Malawi,17068838
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Christian Urban <urbanc@in.tum.de>
parents:
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   120
 
Malaysia,30228017
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Christian Urban <urbanc@in.tum.de>
parents:
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   121
 
Maldives,401000
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Christian Urban <urbanc@in.tum.de>
parents:
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   122
 
Mali,16962846
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Christian Urban <urbanc@in.tum.de>
parents:
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   123
 
Malta,427364
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   124
 
Marshall Islands,52898
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Christian Urban <urbanc@in.tum.de>
parents:
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   125
 
Mauritania,4063920
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Christian Urban <urbanc@in.tum.de>
parents:
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   126
 
Mauritius,1260934
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   127
 
Mexico,124221600
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Christian Urban <urbanc@in.tum.de>
parents:
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   128
 
Micronesia,104015
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   129
 
Moldova,3556397
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Christian Urban <urbanc@in.tum.de>
parents:
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   130
 
Monaco,38132
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   131
 
Mongolia,2923896
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Christian Urban <urbanc@in.tum.de>
parents:
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   132
 
Montenegro,621810
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Christian Urban <urbanc@in.tum.de>
parents:
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   133
 
Morocco,34318082
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   134
 
Mozambique,27212382
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   135
 
Myanmar,51924182
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Christian Urban <urbanc@in.tum.de>
parents:
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   136
 
Namibia,2370992
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   137
 
Nauru,11853
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   138
 
Nepal,28323241
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   139
 
Netherlands,16865008
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Christian Urban <urbanc@in.tum.de>
parents:
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   140
 
New Caledonia,268000
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   141
 
New Zealand,4509700
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   142
 
Nicaragua,6013997
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   143
 
Niger,19148219
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   144
 
Nigeria,176460502
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   145
 
Northern Mariana Islands,54468
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   146
 
Norway,5137232
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   147
 
Oman,3960925
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   148
 
Pakistan,185546257
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   149
 
Palau,21094
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   150
 
Panama,3903986
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   151
 
Papua New Guinea,7755785
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   152
 
Paraguay,6552584
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   153
 
Peru,30973354
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   154
 
Philippines,100102249
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Christian Urban <urbanc@in.tum.de>
parents:
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   155
 
Poland,38011735
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Christian Urban <urbanc@in.tum.de>
parents:
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   156
 
Portugal,10401062
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Christian Urban <urbanc@in.tum.de>
parents:
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   157
 
Puerto Rico,3534874
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   158
 
Qatar,2374419
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   159
 
Romania,19908979
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   160
 
Russian Federation,143819666
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   161
 
Rwanda,11345357
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   162
 
Samoa,192290
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   163
 
San Marino,32657
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   164
 
Sao Tome and Principe,191266
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   165
 
Saudi Arabia,30776722
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   166
 
Senegal,14546111
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   167
 
Serbia,7130576
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   168
 
Seychelles,91359
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   169
 
Sierra Leone,7079162
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   170
 
Singapore,5469724
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   171
 
Sint Maarten (Dutch part),37685
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   172
 
Slovak Republic,5418649
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   173
 
Slovenia,2061980
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   174
 
Solomon Islands,575504
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Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   175
 
Somalia,13513125
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   176
 
South Africa,54146734
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   177
 
South Sudan,11530971
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   178
 
Spain,46480882
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   179
 
Sri Lanka,20771000
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   180
 
St. Kitts and Nevis,53739
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   181
 
St. Lucia,176421
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   182
 
St. Martin (French part),31530
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   183
 
St. Vincent and the Grenadines,109357
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   184
 
Sudan,37737913
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   185
 
Suriname,547928
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   186
 
Swaziland,1295097
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   187
 
Sweden,9696110
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   188
 
Switzerland,8188649
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   189
 
Syrian Arab Republic,19203090
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   190
 
Tajikistan,8362745
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   191
 
Tanzania,52234869
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   192
 
Thailand,68416772
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   193
 
Timor-Leste,1212814
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   194
 
Togo,7228915
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   195
 
Tonga,105782
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   196
 
Trinidad and Tobago,1354493
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   197
 
Tunisia,11143908
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   198
 
Turkey,77030628
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   199
 
Turkmenistan,5466241
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   200
 
Turks and Caicos Islands,33739
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   201
 
Tuvalu,10908
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   202
 
Uganda,38833338
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   203
 
Ukraine,45271947
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   204
 
United Arab Emirates,9070867
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   205
 
United Kingdom,64613160
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   206
 
United States,318563456
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   207
 
Uruguay,3419546
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   208
 
Uzbekistan,30757700
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   209
 
Vanuatu,258850
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   210
 
Venezuela,30738378
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   211
 
Vietnam,90728900
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   212
 
Virgin Islands (U.S.),104170
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   213
 
West Bank and Gaza,4294682
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   214
 
Yemen,26246327
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   215
 
Zambia,15620974
01d522ba48d4 updated
Christian Urban <urbanc@in.tum.de>
parents:
diff changeset 
   216
 
Zimbabwe,15411675
pep-material