Kuis Mandarel Sesi UAS
Adinda Shabrina Putri Salsabila
2023-12-01
Membuat Data Frame
Memanggil data yang ada dalam format .csv kemudian membuat data frame dengan semua peubah yang ada ke dalam tabel
data.utama <- read.csv("C:/Users/hp/Downloads/DataKaggle.csv", sep = ",")
print(data.utama)## Rank Country Average.IQ Continent
## 1 1 Japan 106.48 Asia
## 2 2 Taiwan 106.47 Asia
## 3 3 Singapore 105.89 Asia
## 4 4 Hong Kong 105.37 Asia
## 5 5 China 104.10 Asia
## 6 6 South Korea 102.35 Asia
## 7 7 Belarus 101.60 Europe
## 8 8 Finland 101.20 Europe
## 9 9 Liechtenstein 101.07 Europe
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 12 12 Estonia 100.72 Europe
## 13 13 Luxembourg 99.87 Europe
## 14 14 Macao 99.82 Asia
## 15 15 Cambodia 99.75 Asia
## 16 16 Canada 99.52 North America
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 20 20 United Kingdom 99.12 Europe
## 21 21 North Korea 98.82 Asia
## 22 22 Slovenia 98.60 Europe
## 23 23 New Zealand 98.57 Oceania
## 24 24 Austria 98.38 Europe
## 25 25 Iceland 98.26 Europe
## 26 26 Denmark 97.83 Europe
## 27 27 Belgium 97.49 Europe
## 28 28 United States 97.43 North America
## 29 29 Norway 97.13 Europe
## 30 30 Sweden 97.00 Europe
## 31 31 France 96.69 Europe
## 32 32 Poland 96.35 Europe
## 33 33 Slovakia 96.32 Europe
## 34 34 Russia 96.29 Europe/Asia
## 35 35 Lithuania 95.89 Europe
## 36 36 Croatia 95.75 Europe
## 37 37 Andorra 95.20 Europe
## 38 38 Ireland 95.13 Europe
## 39 39 Czech republic 94.92 Europe
## 40 40 Latvia 94.79 Europe
## 41 41 Italy 94.23 Europe
## 42 42 New Caledonia 93.92 Oceania
## 43 43 Vanuatu 93.92 Oceania
## 44 44 Spain 93.90 Europe
## 45 45 Bermuda 93.48 North America
## 46 46 Cyprus 93.39 Europe
## 47 47 Portugal 92.77 Europe
## 48 48 Israel 92.43 Asia
## 49 49 Barbados 91.60 Central America
## 50 50 Malta 91.27 Europe
## 51 51 Myanmar 91.18 Asia
## 52 52 Mongolia 91.03 Asia
## 53 53 Bulgaria 90.99 Europe
## 54 54 Greece 90.77 Europe
## 55 55 Suriname 90.29 South America
## 56 56 Ukraine 90.07 Europe
## 57 57 Moldavia 89.98 Europe
## 58 58 Serbia 89.60 Europe
## 59 59 Vietnam 89.53 Asia
## 60 60 Iraq 89.28 Asia
## 61 61 Uzbekistan 89.01 Asia
## 62 62 Kazakhstan 88.89 Asia
## 63 63 Thailand 88.87 Asia
## 64 64 Armenia 88.82 Asia
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 66 66 Costa Rica 88.34 Central America
## 67 67 Bhutan 87.94 Asia
## 68 68 Chile 87.89 South America
## 69 69 Mexico 87.73 North America
## 70 70 Tajikistan 87.71 Asia
## 71 71 Uruguay 87.59 South America
## 72 72 Brunei 87.58 Asia
## 73 73 Malaysia 87.58 Asia
## 74 74 Bahamas 86.99 Central America
## 75 75 Romania 86.88 Europe
## 76 76 Türkiye 86.80 Europe/Asia
## 77 77 Argentina 86.63 South America
## 78 78 Sri Lanka 86.62 Asia
## 79 79 Mauritius 86.56 Africa
## 80 80 Turkmenistan 85.86 Asia
## 81 81 Montenegro 85.78 Europe
## 82 82 Trinidad and Tobago 85.63 Central America
## 83 83 Azerbaijan 84.81 Asia
## 84 84 Georgia 84.50 Europe/Asia
## 85 85 Turks and Caicos Islands 84.29 Central America
## 86 86 Paraguay 84.04 South America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 88 88 Fiji 83.96 Oceania
## 89 89 Marshall Islands 83.96 Oceania
## 90 90 Solomon Islands 83.96 Oceania
## 91 91 Cuba 83.90 Central America
## 92 92 Bahrain 83.60 Asia
## 93 93 Brazil 83.38 South America
## 94 94 Guyana 83.23 South America
## 95 95 Colombia 83.13 South America
## 96 96 Venezuela 82.99 South America
## 97 97 Cayman Islands 82.24 Central America
## 98 98 Afghanistan 82.12 Asia
## 99 99 Haiti 82.10 Central America
## 100 100 Dominican Republic 82.05 Central America
## 101 101 United Arab Emirates 82.05 Asia
## 102 102 Puerto Rico 81.99 Central America
## 103 103 North Macedonia 81.91 Europe
## 104 104 Albania 81.75 Europe
## 105 105 Lebanon 81.70 Asia
## 106 106 Philippines 81.64 Asia
## 107 107 Peru 81.44 South America
## 108 108 Northern Mariana Islands 81.36 Oceania
## 109 109 Laos 80.99 Asia
## 110 110 Libya 80.92 Africa
## 111 111 Qatar 80.78 Asia
## 112 112 Jordan 80.70 Asia
## 113 113 Maldives 80.54 Asia
## 114 114 Iran 80.01 Asia
## 115 115 Pakistan 80.00 Asia
## 116 116 Grenade 79.34 Central America
## 117 117 Tunisia 79.22 Africa
## 118 118 Kyrgyzstan 79.09 Asia
## 119 119 Panama 79.00 Central America
## 120 120 Chad 78.87 Africa
## 121 121 Sudan 78.87 Africa
## 122 122 Seychelles 78.76 Africa
## 123 123 Oman 78.70 Asia
## 124 124 Kuwait 78.64 Asia
## 125 125 East Timor 78.49 Asia
## 126 126 Indonesia 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 128 128 Ecuador 78.26 South America
## 129 129 Palestine 77.69 Asia
## 130 130 Senegal 77.37 Africa
## 131 131 Comoros 77.07 Africa
## 132 132 Madagascar 76.79 Africa
## 133 133 British Virgin Islands 76.69 Central America
## 134 134 Bolivia 76.53 South America
## 135 135 Uganda 76.42 Africa
## 136 136 Saudi Arabia 76.36 Asia
## 137 137 Egypt 76.32 Africa
## 138 138 India 76.24 Asia
## 139 139 Algeria 76.00 Africa
## 140 140 Kenya 75.20 Africa
## 141 141 Angola 75.10 Africa
## 142 142 Jamaica 75.08 Central America
## 143 143 Tanzania 74.95 Africa
## 144 144 Syria 74.41 Asia
## 145 145 Bangladesh 74.33 Asia
## 146 146 Zimbabwe 74.01 Africa
## 147 147 Burkina Faso 73.80 Africa
## 148 148 Saint Lucia 73.68 Central America
## 149 149 Mozambique 72.50 Africa
## 150 150 Burundi 72.09 Africa
## 151 151 Niger 70.82 Africa
## 152 152 Antigua and Barbuda 70.48 Central America
## 153 153 Rwanda 69.95 Africa
## 154 154 Benin 69.71 Africa
## 155 155 Malawi 69.70 Africa
## 156 156 El Salvador 69.63 Central America
## 157 157 Botswana 69.45 Africa
## 158 158 Lesotho 68.87 Africa
## 159 159 South Africa 68.87 Africa
## 160 160 Eswatini 68.87 Africa
## 161 161 Eritrea 68.77 Africa
## 162 162 Saint Helena 68.74 Africa
## 163 163 Zambia 68.43 Africa
## 164 164 Ethiopia 68.42 Africa
## 165 165 Djibouti 68.41 Africa
## 166 166 Cameroon 67.76 Africa
## 167 167 Nigeria 67.76 Africa
## 168 168 Somalia 67.67 Africa
## 169 169 Morocco 67.03 Africa
## 170 170 Namibia 66.19 Africa
## 171 171 Dominica 66.03 Central America
## 172 172 Sao Tome and Principe 65.22 Africa
## 173 173 Congo 64.92 Africa
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 175 175 Gabon 62.97 Africa
## 176 176 Congo Republic 62.97 Africa
## 177 177 Yemen 62.86 Asia
## 178 178 Belize 62.55 Central America
## 179 179 Central African Republic 62.55 Africa
## 180 180 Honduras 62.16 Central America
## 181 181 Togo 59.83 Africa
## 182 182 Mali 59.76 Africa
## 183 183 Mauritania 59.76 Africa
## 184 184 South Sudan 58.61 Africa
## 185 185 Ghana 58.16 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 187 187 Guinea 53.48 Africa
## 188 188 Nicaragua 52.69 Central America
## 189 189 Gambia 52.68 Africa
## 190 190 Guatemala 47.72 Central America
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 193 193 Nepal 42.99 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 0.99 29 0.925 13.4
## 2 0.96 4 NA NA
## 3 0.97 0 0.939 11.9
## 4 0.94 1 0.952 12.2
## 5 0.96 8 0.768 7.6
## 6 0.98 0 0.925 12.5
## 7 1.00 2 0.808 12.1
## 8 1.00 5 0.940 12.9
## 9 1.00 0 0.935 12.5
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 12 1.00 0 0.890 13.5
## 13 1.00 2 0.930 13.0
## 14 0.97 0 NA NA
## 15 0.78 0 0.593 5.1
## 16 0.99 28 0.936 13.8
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 20 0.99 137 0.929 13.4
## 21 1.00 0 NA NA
## 22 1.00 1 0.918 12.8
## 23 0.99 3 0.937 12.9
## 24 0.98 22 0.916 12.3
## 25 0.99 1 0.959 13.8
## 26 0.99 13 0.948 13.0
## 27 0.99 11 0.937 12.4
## 28 0.99 400 0.921 13.7
## 29 1.00 13 0.961 13.0
## 30 0.99 32 0.947 12.6
## 31 0.99 71 0.903 11.6
## 32 1.00 19 0.876 13.2
## 33 1.00 0 0.848 12.9
## 34 1.00 0 0.822 12.8
## 35 1.00 3 0.875 13.5
## 36 0.99 2 0.858 12.2
## 37 1.00 0 0.858 10.6
## 38 0.99 11 0.945 11.6
## 39 0.99 6 0.889 12.9
## 40 1.00 1 0.863 13.3
## 41 0.99 21 0.895 10.7
## 42 0.97 0 NA NA
## 43 0.85 0 0.607 7.1
## 44 0.98 8 0.905 10.6
## 45 0.98 0 NA NA
## 46 0.99 1 0.896 12.4
## 47 0.95 2 0.866 9.6
## 48 0.97 13 0.919 13.3
## 49 1.00 0 0.790 9.9
## 50 0.94 0 0.918 12.2
## 51 0.93 1 0.585 6.4
## 52 0.98 0 0.739 9.4
## 53 0.98 1 0.795 11.4
## 54 0.95 2 0.887 11.4
## 55 0.96 0 0.730 9.8
## 56 1.00 6 0.773 11.1
## 57 0.99 0 0.767 11.8
## 58 0.98 0 0.802 11.4
## 59 0.95 1 0.703 8.4
## 60 0.80 1 0.686 7.9
## 61 1.00 0 0.727 11.9
## 62 1.00 0 0.811 12.3
## 63 0.94 0 0.800 8.7
## 64 1.00 0 0.759 11.3
## 65 0.98 2 0.780 10.5
## 66 0.98 1 0.809 8.8
## 67 0.64 0 0.666 5.2
## 68 0.97 2 0.855 10.9
## 69 0.95 3 0.758 9.2
## 70 1.00 0 0.685 11.3
## 71 0.98 0 0.809 9.0
## 72 0.97 0 0.829 9.2
## 73 0.95 0 0.803 10.6
## 74 0.96 0 0.812 12.6
## 75 0.99 5 0.821 11.3
## 76 0.96 2 0.838 8.6
## 77 0.98 5 0.842 11.1
## 78 0.93 0 0.782 10.8
## 79 0.91 0 0.802 10.4
## 80 1.00 0 0.745 11.3
## 81 0.99 0 0.832 12.2
## 82 0.99 1 0.810 11.6
## 83 1.00 1 0.745 10.5
## 84 1.00 0 0.802 12.8
## 85 0.98 0 NA NA
## 86 0.96 0 0.717 8.9
## 87 0.89 0 0.628 7.8
## 88 0.94 0 0.730 10.9
## 89 0.98 0 0.639 10.9
## 90 0.84 0 0.564 5.7
## 91 1.00 0 0.764 12.5
## 92 0.96 0 0.875 11.0
## 93 0.93 0 0.754 8.1
## 94 0.88 0 0.714 8.6
## 95 0.95 2 0.752 8.9
## 96 0.95 1 0.691 11.1
## 97 0.99 0 NA NA
## 98 0.38 0 0.478 3.0
## 99 0.61 0 0.535 5.6
## 100 0.92 0 0.767 9.3
## 101 0.93 0 0.911 12.7
## 102 0.93 0 NA NA
## 103 0.98 0 0.770 10.2
## 104 0.98 0 0.796 11.3
## 105 0.94 0 0.706 8.7
## 106 0.97 1 0.699 9.0
## 107 0.94 1 0.762 9.9
## 108 0.97 0 NA NA
## 109 0.80 0 0.607 5.4
## 110 0.91 0 0.718 7.6
## 111 0.98 0 0.855 10.0
## 112 0.98 0 0.720 10.4
## 113 0.99 0 0.747 7.3
## 114 0.87 1 0.774 10.6
## 115 0.56 2 0.544 4.5
## 116 0.96 0 0.795 9.0
## 117 0.81 1 0.731 7.4
## 118 0.99 0 0.692 11.4
## 119 0.95 0 0.805 10.5
## 120 0.40 0 0.394 2.6
## 121 0.59 0 0.508 3.8
## 122 0.95 0 0.785 10.3
## 123 0.94 0 0.816 11.7
## 124 0.96 0 0.831 7.3
## 125 0.64 0 NA NA
## 126 0.95 0 0.705 8.6
## 127 0.63 0 0.558 4.7
## 128 0.95 0 0.740 8.8
## 129 0.97 1 0.715 9.9
## 130 0.56 0 0.511 2.9
## 131 0.78 0 0.558 5.1
## 132 0.65 0 0.501 5.1
## 133 0.98 0 NA NA
## 134 0.95 0 0.692 9.8
## 135 0.74 0 0.525 5.7
## 136 0.95 0 0.875 11.3
## 137 0.76 4 0.731 9.6
## 138 0.72 12 0.633 6.7
## 139 0.80 2 0.745 8.1
## 140 0.78 1 0.575 6.7
## 141 0.71 0 0.586 5.4
## 142 0.89 0 0.709 9.2
## 143 0.80 1 0.549 6.4
## 144 0.86 0 0.577 5.1
## 145 0.61 2 0.661 7.4
## 146 0.87 0 0.593 8.7
## 147 0.38 0 0.449 2.1
## 148 0.90 2 0.715 8.5
## 149 0.59 0 0.446 3.2
## 150 0.85 0 0.426 3.1
## 151 0.19 0 0.400 2.1
## 152 0.99 0 0.788 9.3
## 153 0.71 0 0.534 4.4
## 154 0.38 0 0.525 4.3
## 155 0.66 0 0.512 4.5
## 156 0.88 0 0.675 7.2
## 157 0.88 0 0.693 10.3
## 158 0.79 0 0.514 6.0
## 159 0.95 11 0.713 11.4
## 160 0.87 0 0.597 5.6
## 161 0.74 0 0.492 4.9
## 162 0.97 0 NA NA
## 163 0.85 0 0.565 7.2
## 164 0.49 1 0.498 3.2
## 165 0.68 0 0.509 4.1
## 166 0.75 0 0.576 6.2
## 167 0.60 1 0.535 7.2
## 168 0.38 0 NA NA
## 169 0.72 1 0.683 5.9
## 170 0.91 0 0.615 7.2
## 171 0.94 0 0.720 8.1
## 172 0.92 0 0.618 6.2
## 173 0.77 0 0.571 6.2
## 174 0.96 0 0.751 10.8
## 175 0.83 0 0.706 9.4
## 176 0.79 0 0.479 7.0
## 177 0.70 1 0.455 3.2
## 178 0.83 0 0.683 8.8
## 179 0.37 0 0.404 4.3
## 180 0.88 0 0.621 7.1
## 181 0.67 0 0.539 5.0
## 182 0.33 0 0.428 2.3
## 183 0.52 0 0.556 4.9
## 184 0.32 0 0.385 5.7
## 185 0.77 1 0.632 8.3
## 186 0.43 0 NA NA
## 187 0.30 0 0.465 2.2
## 188 0.82 0 0.667 7.1
## 189 0.58 0 0.500 4.6
## 190 0.79 2 0.627 5.7
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 193 0.65 0 0.602 5.1
## GNI...2021 Population...2023
## 1 42274 123294513
## 2 NA 10143543
## 3 90919 6014723
## 4 62607 7491609
## 5 17504 1425671352
## 6 44501 51784059
## 7 18849 9498238
## 8 49452 5545475
## 9 146830 \t39315
## 10 54534 83294633
## 11 55979 17618299
## 12 38048 1322766
## 13 84649 654.768
## 14 NA 704.15
## 15 4079 16944826
## 16 46808 38781292
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 20 45225 67736802
## 21 NA 26160822
## 22 39746 2119675
## 23 44057 5228100
## 24 53619 8958961
## 25 55782 375.319
## 26 60365 5910913
## 27 52293 11686140
## 28 64765 339996564
## 29 64660 5474360
## 30 54489 10612086
## 31 45937 64756584
## 32 33034 41026068
## 33 30690 5795199
## 34 27166 144444359
## 35 37931 2718352
## 36 30132 4008617
## 37 51167 76.965
## 38 76169 5056935
## 39 38745 10495295
## 40 32803 1830212
## 41 42840 58870763
## 42 NA 292.991
## 43 3085 334.506
## 44 38354 47519628
## 45 NA 63.837
## 46 38188 1260138
## 47 33155 10247605
## 48 41524 9174520
## 49 12306 281.996
## 50 38884 535.065
## 51 3851 54577997
## 52 10588 3447157
## 53 23079 6687717
## 54 29002 10341277
## 55 12672 623.237
## 56 13256 36744634
## 57 14875 3435931
## 58 19123 7149077
## 59 7867 98858950
## 60 9977 45504560
## 61 7917 35163944
## 62 23943 19606634
## 63 17030 71801279
## 64 13158 2777971
## 65 15242 3210848
## 66 19974 5212173
## 67 9438 787.425
## 68 24563 19629590
## 69 17896 128455567
## 70 4548 10143543
## 71 21269 3423109
## 72 64490 452.524
## 73 26658 34308525
## 74 30486 412.624
## 75 30027 19892812
## 76 31033 85816199
## 77 20925 45773884
## 78 12578 21893579
## 79 22025 1300557
## 80 13021 6516100
## 81 20839 626.485
## 82 23392 1534937
## 83 14257 10412652
## 84 14664 3728282
## 85 NA 44.104
## 86 12349 6861524
## 87 3696 115.224
## 88 9980 936.375
## 89 4620 41.996
## 90 2482 740.425
## 91 7879 11194449
## 92 39497 1485510
## 93 14370 216422446
## 94 22465 813.834
## 95 14384 52085168
## 96 4811 28838499
## 97 NA 69310
## 98 1824 42239854
## 99 2848 11724764
## 100 17990 11332973
## 101 62574 9516871
## 102 NA 3260314
## 103 15918 2085679
## 104 14131 2832439
## 105 9526 5353930
## 106 8920 117337368
## 107 12246 34352719
## 108 NA 49.796
## 109 7700 7633779
## 110 15336 6888388
## 111 87134 2716391
## 112 9924 11337053
## 113 15448 521.022
## 114 13001 89172767
## 115 4624 240485658
## 116 13484 126.184
## 117 10258 12458223
## 118 4566 6735348
## 119 26957 4468087
## 120 1364 18278568
## 121 3575 48109006
## 122 25831 107.66
## 123 27054 4644384
## 124 52920 4310108
## 125 NA 1360596
## 126 11466 277534123
## 127 4009 10329931
## 128 10312 18190484
## 129 6583 5040000
## 130 3344 17763163
## 131 3142 852.075
## 132 1484 30325732
## 133 NA 32291
## 134 8111 12388571
## 135 2181 48582334
## 136 46112 36947025
## 137 11732 112716599
## 138 6590 1428627663
## 139 10800 45606481
## 140 4474 55100587
## 141 5466 36684203
## 142 8834 2825544
## 143 2664 67438106
## 144 4192 23227014
## 145 5472 172954319
## 146 3810 16665409
## 147 2118 23251485
## 148 12048 180.251
## 149 1198 33897354
## 150 732 13238559
## 151 1240 27202843
## 152 16792 94.298
## 153 2210 14094683
## 154 3409 13712828
## 155 1466 20931751
## 156 8296 6364943
## 157 16198 2675353
## 158 2700 2330318
## 159 12948 60414495
## 160 7679 1210822
## 161 1729 3748902
## 162 NA 6.115
## 163 3218 20569738
## 164 2361 126527060
## 165 5025 1136455
## 166 3621 28647293
## 167 4790 223804632
## 168 NA 18143379
## 169 7303 37840044
## 170 8634 2604172
## 171 11488 73.161
## 172 4021 231.856
## 173 2889 6106869
## 174 11961 103.699
## 175 13367 2436567
## 176 1076 102262809
## 177 1314 34449825
## 178 6309 410.825
## 179 966 5742316
## 180 5298 10593798
## 181 2167 9053799
## 182 2133 23293699
## 183 5075 4862989
## 184 768 11088796
## 185 5745 34121985
## 186 NA 28873034
## 187 2481 14190612
## 188 5625 7046311
## 189 2172 2773168
## 190 8723 18092026
## 191 1289 5418377
## 192 1622 8791092
## 193 3877 30896590Inpeksi Data Frame
Dapat digunakan untuk mengetahui informasi-informasi umum tentang data, seperti jumlah baris, kolom, dimesnsi, summary, dan struktur data
nrow(data.utama) #jumlah baris data## [1] 193ncol(data.utama) #jumlah kolom atau variabel data## [1] 10summary(data.utama)## Rank Country Average.IQ Continent
## Min. : 1 Length:193 Min. : 42.99 Length:193
## 1st Qu.: 49 Class :character 1st Qu.: 74.33 Class :character
## Median : 97 Mode :character Median : 82.24 Mode :character
## Mean : 97 Mean : 82.05
## 3rd Qu.:145 3rd Qu.: 91.60
## Max. :193 Max. :106.48
##
## Literacy.Rate Nobel.Prices HDI..2021.
## Min. :0.1900 Min. : 0.000 Min. :0.3850
## 1st Qu.:0.8000 1st Qu.: 0.000 1st Qu.:0.5995
## Median :0.9500 Median : 0.000 Median :0.7450
## Mean :0.8642 Mean : 5.922 Mean :0.7241
## 3rd Qu.:0.9900 3rd Qu.: 1.000 3rd Qu.:0.8440
## Max. :1.0000 Max. :400.000 Max. :0.9620
## NA's :14
## Mean.years.of.schooling...2021 GNI...2021 Population...2023
## Min. : 2.100 Min. : 732 Length:193
## 1st Qu.: 6.400 1st Qu.: 4593 Class :character
## Median : 9.400 Median : 12672 Mode :character
## Mean : 9.028 Mean : 20812
## 3rd Qu.:11.600 3rd Qu.: 30588
## Max. :14.100 Max. :146830
## NA's :14 NA's :14str(data.utama)## 'data.frame': 193 obs. of 10 variables:
## $ Rank : int 1 2 3 4 5 6 7 8 9 10 ...
## $ Country : chr "Japan" "Taiwan" "Singapore" "Hong Kong" ...
## $ Average.IQ : num 106 106 106 105 104 ...
## $ Continent : chr "Asia" "Asia" "Asia" "Asia" ...
## $ Literacy.Rate : num 0.99 0.96 0.97 0.94 0.96 0.98 1 1 1 0.99 ...
## $ Nobel.Prices : int 29 4 0 1 8 0 2 5 0 111 ...
## $ HDI..2021. : num 0.925 NA 0.939 0.952 0.768 0.925 0.808 0.94 0.935 0.942 ...
## $ Mean.years.of.schooling...2021: num 13.4 NA 11.9 12.2 7.6 12.5 12.1 12.9 12.5 14.1 ...
## $ GNI...2021 : num 42274 NA 90919 62607 17504 ...
## $ Population...2023 : chr "123294513" "10143543" "6014723" "7491609" ...Mengakses Elemen
Mengambil variabel data tertentu dari data utama
data.utama[,c("Continent", "Average.IQ")]## Continent Average.IQ
## 1 Asia 106.48
## 2 Asia 106.47
## 3 Asia 105.89
## 4 Asia 105.37
## 5 Asia 104.10
## 6 Asia 102.35
## 7 Europe 101.60
## 8 Europe 101.20
## 9 Europe 101.07
## 10 Europe 100.74
## 11 Europe 100.74
## 12 Europe 100.72
## 13 Europe 99.87
## 14 Asia 99.82
## 15 Asia 99.75
## 16 North America 99.52
## 17 Oceania 99.24
## 18 Europe 99.24
## 19 Europe 99.24
## 20 Europe 99.12
## 21 Asia 98.82
## 22 Europe 98.60
## 23 Oceania 98.57
## 24 Europe 98.38
## 25 Europe 98.26
## 26 Europe 97.83
## 27 Europe 97.49
## 28 North America 97.43
## 29 Europe 97.13
## 30 Europe 97.00
## 31 Europe 96.69
## 32 Europe 96.35
## 33 Europe 96.32
## 34 Europe/Asia 96.29
## 35 Europe 95.89
## 36 Europe 95.75
## 37 Europe 95.20
## 38 Europe 95.13
## 39 Europe 94.92
## 40 Europe 94.79
## 41 Europe 94.23
## 42 Oceania 93.92
## 43 Oceania 93.92
## 44 Europe 93.90
## 45 North America 93.48
## 46 Europe 93.39
## 47 Europe 92.77
## 48 Asia 92.43
## 49 Central America 91.60
## 50 Europe 91.27
## 51 Asia 91.18
## 52 Asia 91.03
## 53 Europe 90.99
## 54 Europe 90.77
## 55 South America 90.29
## 56 Europe 90.07
## 57 Europe 89.98
## 58 Europe 89.60
## 59 Asia 89.53
## 60 Asia 89.28
## 61 Asia 89.01
## 62 Asia 88.89
## 63 Asia 88.87
## 64 Asia 88.82
## 65 Europe 88.54
## 66 Central America 88.34
## 67 Asia 87.94
## 68 South America 87.89
## 69 North America 87.73
## 70 Asia 87.71
## 71 South America 87.59
## 72 Asia 87.58
## 73 Asia 87.58
## 74 Central America 86.99
## 75 Europe 86.88
## 76 Europe/Asia 86.80
## 77 South America 86.63
## 78 Asia 86.62
## 79 Africa 86.56
## 80 Asia 85.86
## 81 Europe 85.78
## 82 Central America 85.63
## 83 Asia 84.81
## 84 Europe/Asia 84.50
## 85 Central America 84.29
## 86 South America 84.04
## 87 Oceania 83.96
## 88 Oceania 83.96
## 89 Oceania 83.96
## 90 Oceania 83.96
## 91 Central America 83.90
## 92 Asia 83.60
## 93 South America 83.38
## 94 South America 83.23
## 95 South America 83.13
## 96 South America 82.99
## 97 Central America 82.24
## 98 Asia 82.12
## 99 Central America 82.10
## 100 Central America 82.05
## 101 Asia 82.05
## 102 Central America 81.99
## 103 Europe 81.91
## 104 Europe 81.75
## 105 Asia 81.70
## 106 Asia 81.64
## 107 South America 81.44
## 108 Oceania 81.36
## 109 Asia 80.99
## 110 Africa 80.92
## 111 Asia 80.78
## 112 Asia 80.70
## 113 Asia 80.54
## 114 Asia 80.01
## 115 Asia 80.00
## 116 Central America 79.34
## 117 Africa 79.22
## 118 Asia 79.09
## 119 Central America 79.00
## 120 Africa 78.87
## 121 Africa 78.87
## 122 Africa 78.76
## 123 Asia 78.70
## 124 Asia 78.64
## 125 Asia 78.49
## 126 Asia 78.49
## 127 Oceania 78.49
## 128 South America 78.26
## 129 Asia 77.69
## 130 Africa 77.37
## 131 Africa 77.07
## 132 Africa 76.79
## 133 Central America 76.69
## 134 South America 76.53
## 135 Africa 76.42
## 136 Asia 76.36
## 137 Africa 76.32
## 138 Asia 76.24
## 139 Africa 76.00
## 140 Africa 75.20
## 141 Africa 75.10
## 142 Central America 75.08
## 143 Africa 74.95
## 144 Asia 74.41
## 145 Asia 74.33
## 146 Africa 74.01
## 147 Africa 73.80
## 148 Central America 73.68
## 149 Africa 72.50
## 150 Africa 72.09
## 151 Africa 70.82
## 152 Central America 70.48
## 153 Africa 69.95
## 154 Africa 69.71
## 155 Africa 69.70
## 156 Central America 69.63
## 157 Africa 69.45
## 158 Africa 68.87
## 159 Africa 68.87
## 160 Africa 68.87
## 161 Africa 68.77
## 162 Africa 68.74
## 163 Africa 68.43
## 164 Africa 68.42
## 165 Africa 68.41
## 166 Africa 67.76
## 167 Africa 67.76
## 168 Africa 67.67
## 169 Africa 67.03
## 170 Africa 66.19
## 171 Central America 66.03
## 172 Africa 65.22
## 173 Africa 64.92
## 174 Central America 63.42
## 175 Africa 62.97
## 176 Africa 62.97
## 177 Asia 62.86
## 178 Central America 62.55
## 179 Africa 62.55
## 180 Central America 62.16
## 181 Africa 59.83
## 182 Africa 59.76
## 183 Africa 59.76
## 184 Africa 58.61
## 185 Africa 58.16
## 186 Africa 58.16
## 187 Africa 53.48
## 188 Central America 52.69
## 189 Africa 52.68
## 190 Central America 47.72
## 191 Africa 45.07
## 192 Africa 45.07
## 193 Asia 42.99Melakukan filtering terhadap data utama dengan hanya mengambil data yang nilai Average.IQ > 100
data.utama[data.utama$Average.IQ > 100, ]## Rank Country Average.IQ Continent Literacy.Rate Nobel.Prices
## 1 1 Japan 106.48 Asia 0.99 29
## 2 2 Taiwan 106.47 Asia 0.96 4
## 3 3 Singapore 105.89 Asia 0.97 0
## 4 4 Hong Kong 105.37 Asia 0.94 1
## 5 5 China 104.10 Asia 0.96 8
## 6 6 South Korea 102.35 Asia 0.98 0
## 7 7 Belarus 101.60 Europe 1.00 2
## 8 8 Finland 101.20 Europe 1.00 5
## 9 9 Liechtenstein 101.07 Europe 1.00 0
## 10 10 Germany 100.74 Europe 0.99 111
## 11 11 Netherlands 100.74 Europe 0.99 22
## 12 12 Estonia 100.72 Europe 1.00 0
## HDI..2021. Mean.years.of.schooling...2021 GNI...2021 Population...2023
## 1 0.925 13.4 42274 123294513
## 2 NA NA NA 10143543
## 3 0.939 11.9 90919 6014723
## 4 0.952 12.2 62607 7491609
## 5 0.768 7.6 17504 1425671352
## 6 0.925 12.5 44501 51784059
## 7 0.808 12.1 18849 9498238
## 8 0.940 12.9 49452 5545475
## 9 0.935 12.5 146830 \t39315
## 10 0.942 14.1 54534 83294633
## 11 0.941 12.6 55979 17618299
## 12 0.890 13.5 38048 1322766Agregasi Data
Menghitung rata-rata IQ dari rataan IQ di tiap negara
mean(data.utama$Average.IQ)## [1] 82.04793Menghitung dalam tiap benua ada berapa banyak negara yang termasuk di dalamnya
aggregate(data.utama$Continent, list(City=data.utama$Continent), FUN=length)## City x
## 1 Africa 52
## 2 Asia 48
## 3 Central America 23
## 4 Europe 41
## 5 Europe/Asia 3
## 6 North America 4
## 7 Oceania 10
## 8 South America 12Mengurutkan Data
Mengurutkan semua data yang ada pada data utama berdasarkan rataan IQ dari terendah ke tertinggi
data.utama[order(data.utama$Average.IQ),]## Rank Country Average.IQ Continent
## 193 193 Nepal 42.99 Asia
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 190 190 Guatemala 47.72 Central America
## 189 189 Gambia 52.68 Africa
## 188 188 Nicaragua 52.69 Central America
## 187 187 Guinea 53.48 Africa
## 185 185 Ghana 58.16 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 184 184 South Sudan 58.61 Africa
## 182 182 Mali 59.76 Africa
## 183 183 Mauritania 59.76 Africa
## 181 181 Togo 59.83 Africa
## 180 180 Honduras 62.16 Central America
## 178 178 Belize 62.55 Central America
## 179 179 Central African Republic 62.55 Africa
## 177 177 Yemen 62.86 Asia
## 175 175 Gabon 62.97 Africa
## 176 176 Congo Republic 62.97 Africa
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 173 173 Congo 64.92 Africa
## 172 172 Sao Tome and Principe 65.22 Africa
## 171 171 Dominica 66.03 Central America
## 170 170 Namibia 66.19 Africa
## 169 169 Morocco 67.03 Africa
## 168 168 Somalia 67.67 Africa
## 166 166 Cameroon 67.76 Africa
## 167 167 Nigeria 67.76 Africa
## 165 165 Djibouti 68.41 Africa
## 164 164 Ethiopia 68.42 Africa
## 163 163 Zambia 68.43 Africa
## 162 162 Saint Helena 68.74 Africa
## 161 161 Eritrea 68.77 Africa
## 158 158 Lesotho 68.87 Africa
## 159 159 South Africa 68.87 Africa
## 160 160 Eswatini 68.87 Africa
## 157 157 Botswana 69.45 Africa
## 156 156 El Salvador 69.63 Central America
## 155 155 Malawi 69.70 Africa
## 154 154 Benin 69.71 Africa
## 153 153 Rwanda 69.95 Africa
## 152 152 Antigua and Barbuda 70.48 Central America
## 151 151 Niger 70.82 Africa
## 150 150 Burundi 72.09 Africa
## 149 149 Mozambique 72.50 Africa
## 148 148 Saint Lucia 73.68 Central America
## 147 147 Burkina Faso 73.80 Africa
## 146 146 Zimbabwe 74.01 Africa
## 145 145 Bangladesh 74.33 Asia
## 144 144 Syria 74.41 Asia
## 143 143 Tanzania 74.95 Africa
## 142 142 Jamaica 75.08 Central America
## 141 141 Angola 75.10 Africa
## 140 140 Kenya 75.20 Africa
## 139 139 Algeria 76.00 Africa
## 138 138 India 76.24 Asia
## 137 137 Egypt 76.32 Africa
## 136 136 Saudi Arabia 76.36 Asia
## 135 135 Uganda 76.42 Africa
## 134 134 Bolivia 76.53 South America
## 133 133 British Virgin Islands 76.69 Central America
## 132 132 Madagascar 76.79 Africa
## 131 131 Comoros 77.07 Africa
## 130 130 Senegal 77.37 Africa
## 129 129 Palestine 77.69 Asia
## 128 128 Ecuador 78.26 South America
## 125 125 East Timor 78.49 Asia
## 126 126 Indonesia 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 124 124 Kuwait 78.64 Asia
## 123 123 Oman 78.70 Asia
## 122 122 Seychelles 78.76 Africa
## 120 120 Chad 78.87 Africa
## 121 121 Sudan 78.87 Africa
## 119 119 Panama 79.00 Central America
## 118 118 Kyrgyzstan 79.09 Asia
## 117 117 Tunisia 79.22 Africa
## 116 116 Grenade 79.34 Central America
## 115 115 Pakistan 80.00 Asia
## 114 114 Iran 80.01 Asia
## 113 113 Maldives 80.54 Asia
## 112 112 Jordan 80.70 Asia
## 111 111 Qatar 80.78 Asia
## 110 110 Libya 80.92 Africa
## 109 109 Laos 80.99 Asia
## 108 108 Northern Mariana Islands 81.36 Oceania
## 107 107 Peru 81.44 South America
## 106 106 Philippines 81.64 Asia
## 105 105 Lebanon 81.70 Asia
## 104 104 Albania 81.75 Europe
## 103 103 North Macedonia 81.91 Europe
## 102 102 Puerto Rico 81.99 Central America
## 100 100 Dominican Republic 82.05 Central America
## 101 101 United Arab Emirates 82.05 Asia
## 99 99 Haiti 82.10 Central America
## 98 98 Afghanistan 82.12 Asia
## 97 97 Cayman Islands 82.24 Central America
## 96 96 Venezuela 82.99 South America
## 95 95 Colombia 83.13 South America
## 94 94 Guyana 83.23 South America
## 93 93 Brazil 83.38 South America
## 92 92 Bahrain 83.60 Asia
## 91 91 Cuba 83.90 Central America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 88 88 Fiji 83.96 Oceania
## 89 89 Marshall Islands 83.96 Oceania
## 90 90 Solomon Islands 83.96 Oceania
## 86 86 Paraguay 84.04 South America
## 85 85 Turks and Caicos Islands 84.29 Central America
## 84 84 Georgia 84.50 Europe/Asia
## 83 83 Azerbaijan 84.81 Asia
## 82 82 Trinidad and Tobago 85.63 Central America
## 81 81 Montenegro 85.78 Europe
## 80 80 Turkmenistan 85.86 Asia
## 79 79 Mauritius 86.56 Africa
## 78 78 Sri Lanka 86.62 Asia
## 77 77 Argentina 86.63 South America
## 76 76 Türkiye 86.80 Europe/Asia
## 75 75 Romania 86.88 Europe
## 74 74 Bahamas 86.99 Central America
## 72 72 Brunei 87.58 Asia
## 73 73 Malaysia 87.58 Asia
## 71 71 Uruguay 87.59 South America
## 70 70 Tajikistan 87.71 Asia
## 69 69 Mexico 87.73 North America
## 68 68 Chile 87.89 South America
## 67 67 Bhutan 87.94 Asia
## 66 66 Costa Rica 88.34 Central America
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 64 64 Armenia 88.82 Asia
## 63 63 Thailand 88.87 Asia
## 62 62 Kazakhstan 88.89 Asia
## 61 61 Uzbekistan 89.01 Asia
## 60 60 Iraq 89.28 Asia
## 59 59 Vietnam 89.53 Asia
## 58 58 Serbia 89.60 Europe
## 57 57 Moldavia 89.98 Europe
## 56 56 Ukraine 90.07 Europe
## 55 55 Suriname 90.29 South America
## 54 54 Greece 90.77 Europe
## 53 53 Bulgaria 90.99 Europe
## 52 52 Mongolia 91.03 Asia
## 51 51 Myanmar 91.18 Asia
## 50 50 Malta 91.27 Europe
## 49 49 Barbados 91.60 Central America
## 48 48 Israel 92.43 Asia
## 47 47 Portugal 92.77 Europe
## 46 46 Cyprus 93.39 Europe
## 45 45 Bermuda 93.48 North America
## 44 44 Spain 93.90 Europe
## 42 42 New Caledonia 93.92 Oceania
## 43 43 Vanuatu 93.92 Oceania
## 41 41 Italy 94.23 Europe
## 40 40 Latvia 94.79 Europe
## 39 39 Czech republic 94.92 Europe
## 38 38 Ireland 95.13 Europe
## 37 37 Andorra 95.20 Europe
## 36 36 Croatia 95.75 Europe
## 35 35 Lithuania 95.89 Europe
## 34 34 Russia 96.29 Europe/Asia
## 33 33 Slovakia 96.32 Europe
## 32 32 Poland 96.35 Europe
## 31 31 France 96.69 Europe
## 30 30 Sweden 97.00 Europe
## 29 29 Norway 97.13 Europe
## 28 28 United States 97.43 North America
## 27 27 Belgium 97.49 Europe
## 26 26 Denmark 97.83 Europe
## 25 25 Iceland 98.26 Europe
## 24 24 Austria 98.38 Europe
## 23 23 New Zealand 98.57 Oceania
## 22 22 Slovenia 98.60 Europe
## 21 21 North Korea 98.82 Asia
## 20 20 United Kingdom 99.12 Europe
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 16 16 Canada 99.52 North America
## 15 15 Cambodia 99.75 Asia
## 14 14 Macao 99.82 Asia
## 13 13 Luxembourg 99.87 Europe
## 12 12 Estonia 100.72 Europe
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 9 9 Liechtenstein 101.07 Europe
## 8 8 Finland 101.20 Europe
## 7 7 Belarus 101.60 Europe
## 6 6 South Korea 102.35 Asia
## 5 5 China 104.10 Asia
## 4 4 Hong Kong 105.37 Asia
## 3 3 Singapore 105.89 Asia
## 2 2 Taiwan 106.47 Asia
## 1 1 Japan 106.48 Asia
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 193 0.65 0 0.602 5.1
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 190 0.79 2 0.627 5.7
## 189 0.58 0 0.500 4.6
## 188 0.82 0 0.667 7.1
## 187 0.30 0 0.465 2.2
## 185 0.77 1 0.632 8.3
## 186 0.43 0 NA NA
## 184 0.32 0 0.385 5.7
## 182 0.33 0 0.428 2.3
## 183 0.52 0 0.556 4.9
## 181 0.67 0 0.539 5.0
## 180 0.88 0 0.621 7.1
## 178 0.83 0 0.683 8.8
## 179 0.37 0 0.404 4.3
## 177 0.70 1 0.455 3.2
## 175 0.83 0 0.706 9.4
## 176 0.79 0 0.479 7.0
## 174 0.96 0 0.751 10.8
## 173 0.77 0 0.571 6.2
## 172 0.92 0 0.618 6.2
## 171 0.94 0 0.720 8.1
## 170 0.91 0 0.615 7.2
## 169 0.72 1 0.683 5.9
## 168 0.38 0 NA NA
## 166 0.75 0 0.576 6.2
## 167 0.60 1 0.535 7.2
## 165 0.68 0 0.509 4.1
## 164 0.49 1 0.498 3.2
## 163 0.85 0 0.565 7.2
## 162 0.97 0 NA NA
## 161 0.74 0 0.492 4.9
## 158 0.79 0 0.514 6.0
## 159 0.95 11 0.713 11.4
## 160 0.87 0 0.597 5.6
## 157 0.88 0 0.693 10.3
## 156 0.88 0 0.675 7.2
## 155 0.66 0 0.512 4.5
## 154 0.38 0 0.525 4.3
## 153 0.71 0 0.534 4.4
## 152 0.99 0 0.788 9.3
## 151 0.19 0 0.400 2.1
## 150 0.85 0 0.426 3.1
## 149 0.59 0 0.446 3.2
## 148 0.90 2 0.715 8.5
## 147 0.38 0 0.449 2.1
## 146 0.87 0 0.593 8.7
## 145 0.61 2 0.661 7.4
## 144 0.86 0 0.577 5.1
## 143 0.80 1 0.549 6.4
## 142 0.89 0 0.709 9.2
## 141 0.71 0 0.586 5.4
## 140 0.78 1 0.575 6.7
## 139 0.80 2 0.745 8.1
## 138 0.72 12 0.633 6.7
## 137 0.76 4 0.731 9.6
## 136 0.95 0 0.875 11.3
## 135 0.74 0 0.525 5.7
## 134 0.95 0 0.692 9.8
## 133 0.98 0 NA NA
## 132 0.65 0 0.501 5.1
## 131 0.78 0 0.558 5.1
## 130 0.56 0 0.511 2.9
## 129 0.97 1 0.715 9.9
## 128 0.95 0 0.740 8.8
## 125 0.64 0 NA NA
## 126 0.95 0 0.705 8.6
## 127 0.63 0 0.558 4.7
## 124 0.96 0 0.831 7.3
## 123 0.94 0 0.816 11.7
## 122 0.95 0 0.785 10.3
## 120 0.40 0 0.394 2.6
## 121 0.59 0 0.508 3.8
## 119 0.95 0 0.805 10.5
## 118 0.99 0 0.692 11.4
## 117 0.81 1 0.731 7.4
## 116 0.96 0 0.795 9.0
## 115 0.56 2 0.544 4.5
## 114 0.87 1 0.774 10.6
## 113 0.99 0 0.747 7.3
## 112 0.98 0 0.720 10.4
## 111 0.98 0 0.855 10.0
## 110 0.91 0 0.718 7.6
## 109 0.80 0 0.607 5.4
## 108 0.97 0 NA NA
## 107 0.94 1 0.762 9.9
## 106 0.97 1 0.699 9.0
## 105 0.94 0 0.706 8.7
## 104 0.98 0 0.796 11.3
## 103 0.98 0 0.770 10.2
## 102 0.93 0 NA NA
## 100 0.92 0 0.767 9.3
## 101 0.93 0 0.911 12.7
## 99 0.61 0 0.535 5.6
## 98 0.38 0 0.478 3.0
## 97 0.99 0 NA NA
## 96 0.95 1 0.691 11.1
## 95 0.95 2 0.752 8.9
## 94 0.88 0 0.714 8.6
## 93 0.93 0 0.754 8.1
## 92 0.96 0 0.875 11.0
## 91 1.00 0 0.764 12.5
## 87 0.89 0 0.628 7.8
## 88 0.94 0 0.730 10.9
## 89 0.98 0 0.639 10.9
## 90 0.84 0 0.564 5.7
## 86 0.96 0 0.717 8.9
## 85 0.98 0 NA NA
## 84 1.00 0 0.802 12.8
## 83 1.00 1 0.745 10.5
## 82 0.99 1 0.810 11.6
## 81 0.99 0 0.832 12.2
## 80 1.00 0 0.745 11.3
## 79 0.91 0 0.802 10.4
## 78 0.93 0 0.782 10.8
## 77 0.98 5 0.842 11.1
## 76 0.96 2 0.838 8.6
## 75 0.99 5 0.821 11.3
## 74 0.96 0 0.812 12.6
## 72 0.97 0 0.829 9.2
## 73 0.95 0 0.803 10.6
## 71 0.98 0 0.809 9.0
## 70 1.00 0 0.685 11.3
## 69 0.95 3 0.758 9.2
## 68 0.97 2 0.855 10.9
## 67 0.64 0 0.666 5.2
## 66 0.98 1 0.809 8.8
## 65 0.98 2 0.780 10.5
## 64 1.00 0 0.759 11.3
## 63 0.94 0 0.800 8.7
## 62 1.00 0 0.811 12.3
## 61 1.00 0 0.727 11.9
## 60 0.80 1 0.686 7.9
## 59 0.95 1 0.703 8.4
## 58 0.98 0 0.802 11.4
## 57 0.99 0 0.767 11.8
## 56 1.00 6 0.773 11.1
## 55 0.96 0 0.730 9.8
## 54 0.95 2 0.887 11.4
## 53 0.98 1 0.795 11.4
## 52 0.98 0 0.739 9.4
## 51 0.93 1 0.585 6.4
## 50 0.94 0 0.918 12.2
## 49 1.00 0 0.790 9.9
## 48 0.97 13 0.919 13.3
## 47 0.95 2 0.866 9.6
## 46 0.99 1 0.896 12.4
## 45 0.98 0 NA NA
## 44 0.98 8 0.905 10.6
## 42 0.97 0 NA NA
## 43 0.85 0 0.607 7.1
## 41 0.99 21 0.895 10.7
## 40 1.00 1 0.863 13.3
## 39 0.99 6 0.889 12.9
## 38 0.99 11 0.945 11.6
## 37 1.00 0 0.858 10.6
## 36 0.99 2 0.858 12.2
## 35 1.00 3 0.875 13.5
## 34 1.00 0 0.822 12.8
## 33 1.00 0 0.848 12.9
## 32 1.00 19 0.876 13.2
## 31 0.99 71 0.903 11.6
## 30 0.99 32 0.947 12.6
## 29 1.00 13 0.961 13.0
## 28 0.99 400 0.921 13.7
## 27 0.99 11 0.937 12.4
## 26 0.99 13 0.948 13.0
## 25 0.99 1 0.959 13.8
## 24 0.98 22 0.916 12.3
## 23 0.99 3 0.937 12.9
## 22 1.00 1 0.918 12.8
## 21 1.00 0 NA NA
## 20 0.99 137 0.929 13.4
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 16 0.99 28 0.936 13.8
## 15 0.78 0 0.593 5.1
## 14 0.97 0 NA NA
## 13 1.00 2 0.930 13.0
## 12 1.00 0 0.890 13.5
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 9 1.00 0 0.935 12.5
## 8 1.00 5 0.940 12.9
## 7 1.00 2 0.808 12.1
## 6 0.98 0 0.925 12.5
## 5 0.96 8 0.768 7.6
## 4 0.94 1 0.952 12.2
## 3 0.97 0 0.939 11.9
## 2 0.96 4 NA NA
## 1 0.99 29 0.925 13.4
## GNI...2021 Population...2023
## 193 3877 30896590
## 191 1289 5418377
## 192 1622 8791092
## 190 8723 18092026
## 189 2172 2773168
## 188 5625 7046311
## 187 2481 14190612
## 185 5745 34121985
## 186 NA 28873034
## 184 768 11088796
## 182 2133 23293699
## 183 5075 4862989
## 181 2167 9053799
## 180 5298 10593798
## 178 6309 410.825
## 179 966 5742316
## 177 1314 34449825
## 175 13367 2436567
## 176 1076 102262809
## 174 11961 103.699
## 173 2889 6106869
## 172 4021 231.856
## 171 11488 73.161
## 170 8634 2604172
## 169 7303 37840044
## 168 NA 18143379
## 166 3621 28647293
## 167 4790 223804632
## 165 5025 1136455
## 164 2361 126527060
## 163 3218 20569738
## 162 NA 6.115
## 161 1729 3748902
## 158 2700 2330318
## 159 12948 60414495
## 160 7679 1210822
## 157 16198 2675353
## 156 8296 6364943
## 155 1466 20931751
## 154 3409 13712828
## 153 2210 14094683
## 152 16792 94.298
## 151 1240 27202843
## 150 732 13238559
## 149 1198 33897354
## 148 12048 180.251
## 147 2118 23251485
## 146 3810 16665409
## 145 5472 172954319
## 144 4192 23227014
## 143 2664 67438106
## 142 8834 2825544
## 141 5466 36684203
## 140 4474 55100587
## 139 10800 45606481
## 138 6590 1428627663
## 137 11732 112716599
## 136 46112 36947025
## 135 2181 48582334
## 134 8111 12388571
## 133 NA 32291
## 132 1484 30325732
## 131 3142 852.075
## 130 3344 17763163
## 129 6583 5040000
## 128 10312 18190484
## 125 NA 1360596
## 126 11466 277534123
## 127 4009 10329931
## 124 52920 4310108
## 123 27054 4644384
## 122 25831 107.66
## 120 1364 18278568
## 121 3575 48109006
## 119 26957 4468087
## 118 4566 6735348
## 117 10258 12458223
## 116 13484 126.184
## 115 4624 240485658
## 114 13001 89172767
## 113 15448 521.022
## 112 9924 11337053
## 111 87134 2716391
## 110 15336 6888388
## 109 7700 7633779
## 108 NA 49.796
## 107 12246 34352719
## 106 8920 117337368
## 105 9526 5353930
## 104 14131 2832439
## 103 15918 2085679
## 102 NA 3260314
## 100 17990 11332973
## 101 62574 9516871
## 99 2848 11724764
## 98 1824 42239854
## 97 NA 69310
## 96 4811 28838499
## 95 14384 52085168
## 94 22465 813.834
## 93 14370 216422446
## 92 39497 1485510
## 91 7879 11194449
## 87 3696 115.224
## 88 9980 936.375
## 89 4620 41.996
## 90 2482 740.425
## 86 12349 6861524
## 85 NA 44.104
## 84 14664 3728282
## 83 14257 10412652
## 82 23392 1534937
## 81 20839 626.485
## 80 13021 6516100
## 79 22025 1300557
## 78 12578 21893579
## 77 20925 45773884
## 76 31033 85816199
## 75 30027 19892812
## 74 30486 412.624
## 72 64490 452.524
## 73 26658 34308525
## 71 21269 3423109
## 70 4548 10143543
## 69 17896 128455567
## 68 24563 19629590
## 67 9438 787.425
## 66 19974 5212173
## 65 15242 3210848
## 64 13158 2777971
## 63 17030 71801279
## 62 23943 19606634
## 61 7917 35163944
## 60 9977 45504560
## 59 7867 98858950
## 58 19123 7149077
## 57 14875 3435931
## 56 13256 36744634
## 55 12672 623.237
## 54 29002 10341277
## 53 23079 6687717
## 52 10588 3447157
## 51 3851 54577997
## 50 38884 535.065
## 49 12306 281.996
## 48 41524 9174520
## 47 33155 10247605
## 46 38188 1260138
## 45 NA 63.837
## 44 38354 47519628
## 42 NA 292.991
## 43 3085 334.506
## 41 42840 58870763
## 40 32803 1830212
## 39 38745 10495295
## 38 76169 5056935
## 37 51167 76.965
## 36 30132 4008617
## 35 37931 2718352
## 34 27166 144444359
## 33 30690 5795199
## 32 33034 41026068
## 31 45937 64756584
## 30 54489 10612086
## 29 64660 5474360
## 28 64765 339996564
## 27 52293 11686140
## 26 60365 5910913
## 25 55782 375.319
## 24 53619 8958961
## 23 44057 5228100
## 22 39746 2119675
## 21 NA 26160822
## 20 45225 67736802
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 16 46808 38781292
## 15 4079 16944826
## 14 NA 704.15
## 13 84649 654.768
## 12 38048 1322766
## 10 54534 83294633
## 11 55979 17618299
## 9 146830 \t39315
## 8 49452 5545475
## 7 18849 9498238
## 6 44501 51784059
## 5 17504 1425671352
## 4 62607 7491609
## 3 90919 6014723
## 2 NA 10143543
## 1 42274 123294513Mengurutkan semua data yang ada pada data utama berdasarkan literacy rate dari tertinggi ke terendah
data.utama[order(data.utama$Literacy.Rate, decreasing=T),]## Rank Country Average.IQ Continent
## 7 7 Belarus 101.60 Europe
## 8 8 Finland 101.20 Europe
## 9 9 Liechtenstein 101.07 Europe
## 12 12 Estonia 100.72 Europe
## 13 13 Luxembourg 99.87 Europe
## 21 21 North Korea 98.82 Asia
## 22 22 Slovenia 98.60 Europe
## 29 29 Norway 97.13 Europe
## 32 32 Poland 96.35 Europe
## 33 33 Slovakia 96.32 Europe
## 34 34 Russia 96.29 Europe/Asia
## 35 35 Lithuania 95.89 Europe
## 37 37 Andorra 95.20 Europe
## 40 40 Latvia 94.79 Europe
## 49 49 Barbados 91.60 Central America
## 56 56 Ukraine 90.07 Europe
## 61 61 Uzbekistan 89.01 Asia
## 62 62 Kazakhstan 88.89 Asia
## 64 64 Armenia 88.82 Asia
## 70 70 Tajikistan 87.71 Asia
## 80 80 Turkmenistan 85.86 Asia
## 83 83 Azerbaijan 84.81 Asia
## 84 84 Georgia 84.50 Europe/Asia
## 91 91 Cuba 83.90 Central America
## 1 1 Japan 106.48 Asia
## 10 10 Germany 100.74 Europe
## 11 11 Netherlands 100.74 Europe
## 16 16 Canada 99.52 North America
## 17 17 Australia 99.24 Oceania
## 18 18 Hungary 99.24 Europe
## 19 19 Switzerland 99.24 Europe
## 20 20 United Kingdom 99.12 Europe
## 23 23 New Zealand 98.57 Oceania
## 25 25 Iceland 98.26 Europe
## 26 26 Denmark 97.83 Europe
## 27 27 Belgium 97.49 Europe
## 28 28 United States 97.43 North America
## 30 30 Sweden 97.00 Europe
## 31 31 France 96.69 Europe
## 36 36 Croatia 95.75 Europe
## 38 38 Ireland 95.13 Europe
## 39 39 Czech republic 94.92 Europe
## 41 41 Italy 94.23 Europe
## 46 46 Cyprus 93.39 Europe
## 57 57 Moldavia 89.98 Europe
## 75 75 Romania 86.88 Europe
## 81 81 Montenegro 85.78 Europe
## 82 82 Trinidad and Tobago 85.63 Central America
## 97 97 Cayman Islands 82.24 Central America
## 113 113 Maldives 80.54 Asia
## 118 118 Kyrgyzstan 79.09 Asia
## 152 152 Antigua and Barbuda 70.48 Central America
## 6 6 South Korea 102.35 Asia
## 24 24 Austria 98.38 Europe
## 44 44 Spain 93.90 Europe
## 45 45 Bermuda 93.48 North America
## 52 52 Mongolia 91.03 Asia
## 53 53 Bulgaria 90.99 Europe
## 58 58 Serbia 89.60 Europe
## 65 65 Bosnia and Herzegovina 88.54 Europe
## 66 66 Costa Rica 88.34 Central America
## 71 71 Uruguay 87.59 South America
## 77 77 Argentina 86.63 South America
## 85 85 Turks and Caicos Islands 84.29 Central America
## 89 89 Marshall Islands 83.96 Oceania
## 103 103 North Macedonia 81.91 Europe
## 104 104 Albania 81.75 Europe
## 111 111 Qatar 80.78 Asia
## 112 112 Jordan 80.70 Asia
## 133 133 British Virgin Islands 76.69 Central America
## 3 3 Singapore 105.89 Asia
## 14 14 Macao 99.82 Asia
## 42 42 New Caledonia 93.92 Oceania
## 48 48 Israel 92.43 Asia
## 68 68 Chile 87.89 South America
## 72 72 Brunei 87.58 Asia
## 106 106 Philippines 81.64 Asia
## 108 108 Northern Mariana Islands 81.36 Oceania
## 129 129 Palestine 77.69 Asia
## 162 162 Saint Helena 68.74 Africa
## 2 2 Taiwan 106.47 Asia
## 5 5 China 104.10 Asia
## 55 55 Suriname 90.29 South America
## 74 74 Bahamas 86.99 Central America
## 76 76 Türkiye 86.80 Europe/Asia
## 86 86 Paraguay 84.04 South America
## 92 92 Bahrain 83.60 Asia
## 116 116 Grenade 79.34 Central America
## 124 124 Kuwait 78.64 Asia
## 174 174 Saint Vincent and the Grenadines 63.42 Central America
## 47 47 Portugal 92.77 Europe
## 54 54 Greece 90.77 Europe
## 59 59 Vietnam 89.53 Asia
## 69 69 Mexico 87.73 North America
## 73 73 Malaysia 87.58 Asia
## 95 95 Colombia 83.13 South America
## 96 96 Venezuela 82.99 South America
## 119 119 Panama 79.00 Central America
## 122 122 Seychelles 78.76 Africa
## 126 126 Indonesia 78.49 Asia
## 128 128 Ecuador 78.26 South America
## 134 134 Bolivia 76.53 South America
## 136 136 Saudi Arabia 76.36 Asia
## 159 159 South Africa 68.87 Africa
## 4 4 Hong Kong 105.37 Asia
## 50 50 Malta 91.27 Europe
## 63 63 Thailand 88.87 Asia
## 88 88 Fiji 83.96 Oceania
## 105 105 Lebanon 81.70 Asia
## 107 107 Peru 81.44 South America
## 123 123 Oman 78.70 Asia
## 171 171 Dominica 66.03 Central America
## 51 51 Myanmar 91.18 Asia
## 78 78 Sri Lanka 86.62 Asia
## 93 93 Brazil 83.38 South America
## 101 101 United Arab Emirates 82.05 Asia
## 102 102 Puerto Rico 81.99 Central America
## 100 100 Dominican Republic 82.05 Central America
## 172 172 Sao Tome and Principe 65.22 Africa
## 79 79 Mauritius 86.56 Africa
## 110 110 Libya 80.92 Africa
## 170 170 Namibia 66.19 Africa
## 148 148 Saint Lucia 73.68 Central America
## 87 87 Federated States of Micronesia 83.96 Oceania
## 142 142 Jamaica 75.08 Central America
## 94 94 Guyana 83.23 South America
## 156 156 El Salvador 69.63 Central America
## 157 157 Botswana 69.45 Africa
## 180 180 Honduras 62.16 Central America
## 114 114 Iran 80.01 Asia
## 146 146 Zimbabwe 74.01 Africa
## 160 160 Eswatini 68.87 Africa
## 144 144 Syria 74.41 Asia
## 43 43 Vanuatu 93.92 Oceania
## 150 150 Burundi 72.09 Africa
## 163 163 Zambia 68.43 Africa
## 90 90 Solomon Islands 83.96 Oceania
## 175 175 Gabon 62.97 Africa
## 178 178 Belize 62.55 Central America
## 188 188 Nicaragua 52.69 Central America
## 117 117 Tunisia 79.22 Africa
## 60 60 Iraq 89.28 Asia
## 109 109 Laos 80.99 Asia
## 139 139 Algeria 76.00 Africa
## 143 143 Tanzania 74.95 Africa
## 158 158 Lesotho 68.87 Africa
## 176 176 Congo Republic 62.97 Africa
## 190 190 Guatemala 47.72 Central America
## 15 15 Cambodia 99.75 Asia
## 131 131 Comoros 77.07 Africa
## 140 140 Kenya 75.20 Africa
## 173 173 Congo 64.92 Africa
## 185 185 Ghana 58.16 Africa
## 137 137 Egypt 76.32 Africa
## 166 166 Cameroon 67.76 Africa
## 135 135 Uganda 76.42 Africa
## 161 161 Eritrea 68.77 Africa
## 138 138 India 76.24 Asia
## 169 169 Morocco 67.03 Africa
## 141 141 Angola 75.10 Africa
## 153 153 Rwanda 69.95 Africa
## 177 177 Yemen 62.86 Asia
## 165 165 Djibouti 68.41 Africa
## 181 181 Togo 59.83 Africa
## 155 155 Malawi 69.70 Africa
## 132 132 Madagascar 76.79 Africa
## 193 193 Nepal 42.99 Asia
## 67 67 Bhutan 87.94 Asia
## 125 125 East Timor 78.49 Asia
## 127 127 Papua New Guinea 78.49 Oceania
## 99 99 Haiti 82.10 Central America
## 145 145 Bangladesh 74.33 Asia
## 167 167 Nigeria 67.76 Africa
## 121 121 Sudan 78.87 Africa
## 149 149 Mozambique 72.50 Africa
## 189 189 Gambia 52.68 Africa
## 115 115 Pakistan 80.00 Asia
## 130 130 Senegal 77.37 Africa
## 183 183 Mauritania 59.76 Africa
## 164 164 Ethiopia 68.42 Africa
## 191 191 Liberia 45.07 Africa
## 192 192 Sierra Leone 45.07 Africa
## 186 186 Costa do Marfim 58.16 Africa
## 120 120 Chad 78.87 Africa
## 98 98 Afghanistan 82.12 Asia
## 147 147 Burkina Faso 73.80 Africa
## 154 154 Benin 69.71 Africa
## 168 168 Somalia 67.67 Africa
## 179 179 Central African Republic 62.55 Africa
## 182 182 Mali 59.76 Africa
## 184 184 South Sudan 58.61 Africa
## 187 187 Guinea 53.48 Africa
## 151 151 Niger 70.82 Africa
## Literacy.Rate Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 7 1.00 2 0.808 12.1
## 8 1.00 5 0.940 12.9
## 9 1.00 0 0.935 12.5
## 12 1.00 0 0.890 13.5
## 13 1.00 2 0.930 13.0
## 21 1.00 0 NA NA
## 22 1.00 1 0.918 12.8
## 29 1.00 13 0.961 13.0
## 32 1.00 19 0.876 13.2
## 33 1.00 0 0.848 12.9
## 34 1.00 0 0.822 12.8
## 35 1.00 3 0.875 13.5
## 37 1.00 0 0.858 10.6
## 40 1.00 1 0.863 13.3
## 49 1.00 0 0.790 9.9
## 56 1.00 6 0.773 11.1
## 61 1.00 0 0.727 11.9
## 62 1.00 0 0.811 12.3
## 64 1.00 0 0.759 11.3
## 70 1.00 0 0.685 11.3
## 80 1.00 0 0.745 11.3
## 83 1.00 1 0.745 10.5
## 84 1.00 0 0.802 12.8
## 91 1.00 0 0.764 12.5
## 1 0.99 29 0.925 13.4
## 10 0.99 111 0.942 14.1
## 11 0.99 22 0.941 12.6
## 16 0.99 28 0.936 13.8
## 17 0.99 12 0.951 12.7
## 18 0.99 13 0.846 12.2
## 19 0.99 27 0.962 13.9
## 20 0.99 137 0.929 13.4
## 23 0.99 3 0.937 12.9
## 25 0.99 1 0.959 13.8
## 26 0.99 13 0.948 13.0
## 27 0.99 11 0.937 12.4
## 28 0.99 400 0.921 13.7
## 30 0.99 32 0.947 12.6
## 31 0.99 71 0.903 11.6
## 36 0.99 2 0.858 12.2
## 38 0.99 11 0.945 11.6
## 39 0.99 6 0.889 12.9
## 41 0.99 21 0.895 10.7
## 46 0.99 1 0.896 12.4
## 57 0.99 0 0.767 11.8
## 75 0.99 5 0.821 11.3
## 81 0.99 0 0.832 12.2
## 82 0.99 1 0.810 11.6
## 97 0.99 0 NA NA
## 113 0.99 0 0.747 7.3
## 118 0.99 0 0.692 11.4
## 152 0.99 0 0.788 9.3
## 6 0.98 0 0.925 12.5
## 24 0.98 22 0.916 12.3
## 44 0.98 8 0.905 10.6
## 45 0.98 0 NA NA
## 52 0.98 0 0.739 9.4
## 53 0.98 1 0.795 11.4
## 58 0.98 0 0.802 11.4
## 65 0.98 2 0.780 10.5
## 66 0.98 1 0.809 8.8
## 71 0.98 0 0.809 9.0
## 77 0.98 5 0.842 11.1
## 85 0.98 0 NA NA
## 89 0.98 0 0.639 10.9
## 103 0.98 0 0.770 10.2
## 104 0.98 0 0.796 11.3
## 111 0.98 0 0.855 10.0
## 112 0.98 0 0.720 10.4
## 133 0.98 0 NA NA
## 3 0.97 0 0.939 11.9
## 14 0.97 0 NA NA
## 42 0.97 0 NA NA
## 48 0.97 13 0.919 13.3
## 68 0.97 2 0.855 10.9
## 72 0.97 0 0.829 9.2
## 106 0.97 1 0.699 9.0
## 108 0.97 0 NA NA
## 129 0.97 1 0.715 9.9
## 162 0.97 0 NA NA
## 2 0.96 4 NA NA
## 5 0.96 8 0.768 7.6
## 55 0.96 0 0.730 9.8
## 74 0.96 0 0.812 12.6
## 76 0.96 2 0.838 8.6
## 86 0.96 0 0.717 8.9
## 92 0.96 0 0.875 11.0
## 116 0.96 0 0.795 9.0
## 124 0.96 0 0.831 7.3
## 174 0.96 0 0.751 10.8
## 47 0.95 2 0.866 9.6
## 54 0.95 2 0.887 11.4
## 59 0.95 1 0.703 8.4
## 69 0.95 3 0.758 9.2
## 73 0.95 0 0.803 10.6
## 95 0.95 2 0.752 8.9
## 96 0.95 1 0.691 11.1
## 119 0.95 0 0.805 10.5
## 122 0.95 0 0.785 10.3
## 126 0.95 0 0.705 8.6
## 128 0.95 0 0.740 8.8
## 134 0.95 0 0.692 9.8
## 136 0.95 0 0.875 11.3
## 159 0.95 11 0.713 11.4
## 4 0.94 1 0.952 12.2
## 50 0.94 0 0.918 12.2
## 63 0.94 0 0.800 8.7
## 88 0.94 0 0.730 10.9
## 105 0.94 0 0.706 8.7
## 107 0.94 1 0.762 9.9
## 123 0.94 0 0.816 11.7
## 171 0.94 0 0.720 8.1
## 51 0.93 1 0.585 6.4
## 78 0.93 0 0.782 10.8
## 93 0.93 0 0.754 8.1
## 101 0.93 0 0.911 12.7
## 102 0.93 0 NA NA
## 100 0.92 0 0.767 9.3
## 172 0.92 0 0.618 6.2
## 79 0.91 0 0.802 10.4
## 110 0.91 0 0.718 7.6
## 170 0.91 0 0.615 7.2
## 148 0.90 2 0.715 8.5
## 87 0.89 0 0.628 7.8
## 142 0.89 0 0.709 9.2
## 94 0.88 0 0.714 8.6
## 156 0.88 0 0.675 7.2
## 157 0.88 0 0.693 10.3
## 180 0.88 0 0.621 7.1
## 114 0.87 1 0.774 10.6
## 146 0.87 0 0.593 8.7
## 160 0.87 0 0.597 5.6
## 144 0.86 0 0.577 5.1
## 43 0.85 0 0.607 7.1
## 150 0.85 0 0.426 3.1
## 163 0.85 0 0.565 7.2
## 90 0.84 0 0.564 5.7
## 175 0.83 0 0.706 9.4
## 178 0.83 0 0.683 8.8
## 188 0.82 0 0.667 7.1
## 117 0.81 1 0.731 7.4
## 60 0.80 1 0.686 7.9
## 109 0.80 0 0.607 5.4
## 139 0.80 2 0.745 8.1
## 143 0.80 1 0.549 6.4
## 158 0.79 0 0.514 6.0
## 176 0.79 0 0.479 7.0
## 190 0.79 2 0.627 5.7
## 15 0.78 0 0.593 5.1
## 131 0.78 0 0.558 5.1
## 140 0.78 1 0.575 6.7
## 173 0.77 0 0.571 6.2
## 185 0.77 1 0.632 8.3
## 137 0.76 4 0.731 9.6
## 166 0.75 0 0.576 6.2
## 135 0.74 0 0.525 5.7
## 161 0.74 0 0.492 4.9
## 138 0.72 12 0.633 6.7
## 169 0.72 1 0.683 5.9
## 141 0.71 0 0.586 5.4
## 153 0.71 0 0.534 4.4
## 177 0.70 1 0.455 3.2
## 165 0.68 0 0.509 4.1
## 181 0.67 0 0.539 5.0
## 155 0.66 0 0.512 4.5
## 132 0.65 0 0.501 5.1
## 193 0.65 0 0.602 5.1
## 67 0.64 0 0.666 5.2
## 125 0.64 0 NA NA
## 127 0.63 0 0.558 4.7
## 99 0.61 0 0.535 5.6
## 145 0.61 2 0.661 7.4
## 167 0.60 1 0.535 7.2
## 121 0.59 0 0.508 3.8
## 149 0.59 0 0.446 3.2
## 189 0.58 0 0.500 4.6
## 115 0.56 2 0.544 4.5
## 130 0.56 0 0.511 2.9
## 183 0.52 0 0.556 4.9
## 164 0.49 1 0.498 3.2
## 191 0.48 2 0.481 5.1
## 192 0.48 0 0.477 4.6
## 186 0.43 0 NA NA
## 120 0.40 0 0.394 2.6
## 98 0.38 0 0.478 3.0
## 147 0.38 0 0.449 2.1
## 154 0.38 0 0.525 4.3
## 168 0.38 0 NA NA
## 179 0.37 0 0.404 4.3
## 182 0.33 0 0.428 2.3
## 184 0.32 0 0.385 5.7
## 187 0.30 0 0.465 2.2
## 151 0.19 0 0.400 2.1
## GNI...2021 Population...2023
## 7 18849 9498238
## 8 49452 5545475
## 9 146830 \t39315
## 12 38048 1322766
## 13 84649 654.768
## 21 NA 26160822
## 22 39746 2119675
## 29 64660 5474360
## 32 33034 41026068
## 33 30690 5795199
## 34 27166 144444359
## 35 37931 2718352
## 37 51167 76.965
## 40 32803 1830212
## 49 12306 281.996
## 56 13256 36744634
## 61 7917 35163944
## 62 23943 19606634
## 64 13158 2777971
## 70 4548 10143543
## 80 13021 6516100
## 83 14257 10412652
## 84 14664 3728282
## 91 7879 11194449
## 1 42274 123294513
## 10 54534 83294633
## 11 55979 17618299
## 16 46808 38781292
## 17 49238 26439112
## 18 32789 10156239
## 19 66933 8796669
## 20 45225 67736802
## 23 44057 5228100
## 25 55782 375.319
## 26 60365 5910913
## 27 52293 11686140
## 28 64765 339996564
## 30 54489 10612086
## 31 45937 64756584
## 36 30132 4008617
## 38 76169 5056935
## 39 38745 10495295
## 41 42840 58870763
## 46 38188 1260138
## 57 14875 3435931
## 75 30027 19892812
## 81 20839 626.485
## 82 23392 1534937
## 97 NA 69310
## 113 15448 521.022
## 118 4566 6735348
## 152 16792 94.298
## 6 44501 51784059
## 24 53619 8958961
## 44 38354 47519628
## 45 NA 63.837
## 52 10588 3447157
## 53 23079 6687717
## 58 19123 7149077
## 65 15242 3210848
## 66 19974 5212173
## 71 21269 3423109
## 77 20925 45773884
## 85 NA 44.104
## 89 4620 41.996
## 103 15918 2085679
## 104 14131 2832439
## 111 87134 2716391
## 112 9924 11337053
## 133 NA 32291
## 3 90919 6014723
## 14 NA 704.15
## 42 NA 292.991
## 48 41524 9174520
## 68 24563 19629590
## 72 64490 452.524
## 106 8920 117337368
## 108 NA 49.796
## 129 6583 5040000
## 162 NA 6.115
## 2 NA 10143543
## 5 17504 1425671352
## 55 12672 623.237
## 74 30486 412.624
## 76 31033 85816199
## 86 12349 6861524
## 92 39497 1485510
## 116 13484 126.184
## 124 52920 4310108
## 174 11961 103.699
## 47 33155 10247605
## 54 29002 10341277
## 59 7867 98858950
## 69 17896 128455567
## 73 26658 34308525
## 95 14384 52085168
## 96 4811 28838499
## 119 26957 4468087
## 122 25831 107.66
## 126 11466 277534123
## 128 10312 18190484
## 134 8111 12388571
## 136 46112 36947025
## 159 12948 60414495
## 4 62607 7491609
## 50 38884 535.065
## 63 17030 71801279
## 88 9980 936.375
## 105 9526 5353930
## 107 12246 34352719
## 123 27054 4644384
## 171 11488 73.161
## 51 3851 54577997
## 78 12578 21893579
## 93 14370 216422446
## 101 62574 9516871
## 102 NA 3260314
## 100 17990 11332973
## 172 4021 231.856
## 79 22025 1300557
## 110 15336 6888388
## 170 8634 2604172
## 148 12048 180.251
## 87 3696 115.224
## 142 8834 2825544
## 94 22465 813.834
## 156 8296 6364943
## 157 16198 2675353
## 180 5298 10593798
## 114 13001 89172767
## 146 3810 16665409
## 160 7679 1210822
## 144 4192 23227014
## 43 3085 334.506
## 150 732 13238559
## 163 3218 20569738
## 90 2482 740.425
## 175 13367 2436567
## 178 6309 410.825
## 188 5625 7046311
## 117 10258 12458223
## 60 9977 45504560
## 109 7700 7633779
## 139 10800 45606481
## 143 2664 67438106
## 158 2700 2330318
## 176 1076 102262809
## 190 8723 18092026
## 15 4079 16944826
## 131 3142 852.075
## 140 4474 55100587
## 173 2889 6106869
## 185 5745 34121985
## 137 11732 112716599
## 166 3621 28647293
## 135 2181 48582334
## 161 1729 3748902
## 138 6590 1428627663
## 169 7303 37840044
## 141 5466 36684203
## 153 2210 14094683
## 177 1314 34449825
## 165 5025 1136455
## 181 2167 9053799
## 155 1466 20931751
## 132 1484 30325732
## 193 3877 30896590
## 67 9438 787.425
## 125 NA 1360596
## 127 4009 10329931
## 99 2848 11724764
## 145 5472 172954319
## 167 4790 223804632
## 121 3575 48109006
## 149 1198 33897354
## 189 2172 2773168
## 115 4624 240485658
## 130 3344 17763163
## 183 5075 4862989
## 164 2361 126527060
## 191 1289 5418377
## 192 1622 8791092
## 186 NA 28873034
## 120 1364 18278568
## 98 1824 42239854
## 147 2118 23251485
## 154 3409 13712828
## 168 NA 18143379
## 179 966 5742316
## 182 2133 23293699
## 184 768 11088796
## 187 2481 14190612
## 151 1240 27202843Membuat Boxplot
library(viridisLite)## Warning: package 'viridisLite' was built under R version 4.2.3Membuat grafik boxplot rata-rata IQ di semua negara yang ada dalam data utama
boxplot(data.utama$Average.IQ
,
main = "Boxplot Rata-Rata IQ",
xlab = "Negara",
ylab = "Rataan IQ",
col = "purple",
border = "Black",
horizontal = FALSE,
notch = FALSE
)
Membuat boxplot dengan beberapa variabel untuk melihat perbandingannya,
misalnya akan dibuat perbandingan boxplot antara 3 peubah numerik yaitu
Average IQ, Literacy Rate, dan HDI 2021
Average.IQ <- data.utama$Average.IQ
Literacy.Rate <- data.utama$Literacy.Rate
HDI..2021 <- data.utama$HDI..2021.boxplot(Average.IQ, Literacy.Rate, HDI..2021,
main = "Boxplot Perbandingan",
loc = c(1,2,4),
names = c("rataan IQ", "literacy rate", "HDI"),
las = 2,
col = c("orange","pink","gray"),
border = "black",
horizontal = TRUE,
notch = FALSE
)
Membuat boxplot untuk mengetahui dan membandingkan literacy rate dari
tiap benua
Literacy.Rate <- data.utama$Literacy.Rate
Continent <- data.utama$Continentboxplot(Literacy.Rate~Continent,
data = airquality,
main = "Literacy Rate for each Continent",
xlab = "Continent",
ylab = "Literacy Rate",
col = "yellow",
border = "black"
)
## Membuat Bar Chart
hist(data.utama$Average.IQ, main="Rata-Rata IQ Semua Negara", col = "purple")
hist(data.utama$Literacy.Rate, main="Rata-Rata Literacy Rate", col = "pink")
Membuat Scatter Plot
Membuat scater plot antara rataan IQ dengan literacy rate
x <- data.utama$Average.IQ
y <- data.utama$Literacy.Rate
plot(x, y, main = "Scatter Plot 1",
xlab = "Rata-Rata IQ", ylab = "Literacy Rate",
pch = 19, frame = FALSE)
Membuat scater plot antara rataan IQ dengan literacy rate dengan menambahkan garis regresi untuk melihat hubungan linear antara kedua peubah tersebut
plot(x, y, main = "Scatter Plot 2",
xlab = "Rata-Rata IQ", ylab = "Literacy Rate",
pch = 19, frame = FALSE)
abline(lm(y ~ x, data = data.utama), col = "blue")
Menghitung korelasi
Menghitung nilai korelasi antara average IQ dengan Literacy Rate dari scatter plot sebelumnya
cor(x,y)## [1] 0.6347257Nilai korelasi antara average IQ dengan Literacy rate rate sebesar 0.6 yang berarti hubungan keduanya cukup kuat
Reshaping Data Frame
Mengubah format dataframe dari “long” ke “wide”. Format Wide berarti data akan berbentuk secara melebar sedangkan Long membuat struktur data yang memanjang
df.wide <- reshape(data.utama, idvar="Continent", timevar="Country",
v.names=c("Literacy.Rate", "Average.IQ"), direction="wide")## Warning in reshapeWide(data, idvar = idvar, timevar = timevar, varying =
## varying, : some constant variables
## (Rank,Nobel.Prices,HDI..2021.,Mean.years.of.schooling...2021,GNI...2021,Population...2023)
## are really varyingdf.wide## Rank Continent Nobel.Prices HDI..2021. Mean.years.of.schooling...2021
## 1 1 Asia 29 0.925 13.4
## 7 7 Europe 2 0.808 12.1
## 16 16 North America 28 0.936 13.8
## 17 17 Oceania 12 0.951 12.7
## 34 34 Europe/Asia 0 0.822 12.8
## 49 49 Central America 0 0.790 9.9
## 55 55 South America 0 0.730 9.8
## 79 79 Africa 0 0.802 10.4
## GNI...2021 Population...2023 Literacy.Rate.Japan Average.IQ.Japan
## 1 42274 123294513 0.99 106.48
## 7 18849 9498238 NA NA
## 16 46808 38781292 NA NA
## 17 49238 26439112 NA NA
## 34 27166 144444359 NA NA
## 49 12306 281.996 NA NA
## 55 12672 623.237 NA NA
## 79 22025 1300557 NA NA
## Literacy.Rate.Taiwan Average.IQ.Taiwan Literacy.Rate.Singapore
## 1 0.96 106.47 0.97
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Singapore Literacy.Rate.Hong Kong Average.IQ.Hong Kong
## 1 105.89 0.94 105.37
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.China Average.IQ.China Literacy.Rate.South Korea
## 1 0.96 104.1 0.98
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.South Korea Literacy.Rate.Belarus Average.IQ.Belarus
## 1 102.35 NA NA
## 7 NA 1 101.6
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Finland Average.IQ.Finland Literacy.Rate.Liechtenstein
## 1 NA NA NA
## 7 1 101.2 1
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Liechtenstein Literacy.Rate.Germany Average.IQ.Germany
## 1 NA NA NA
## 7 101.07 0.99 100.74
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Netherlands Average.IQ.Netherlands Literacy.Rate.Estonia
## 1 NA NA NA
## 7 0.99 100.74 1
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Estonia Literacy.Rate.Luxembourg Average.IQ.Luxembourg
## 1 NA NA NA
## 7 100.72 1 99.87
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Macao Average.IQ.Macao Literacy.Rate.Cambodia
## 1 0.97 99.82 0.78
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Cambodia Literacy.Rate.Canada Average.IQ.Canada
## 1 99.75 NA NA
## 7 NA NA NA
## 16 NA 0.99 99.52
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Australia Average.IQ.Australia Literacy.Rate.Hungary
## 1 NA NA NA
## 7 NA NA 0.99
## 16 NA NA NA
## 17 0.99 99.24 NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Hungary Literacy.Rate.Switzerland Average.IQ.Switzerland
## 1 NA NA NA
## 7 99.24 0.99 99.24
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.United Kingdom Average.IQ.United Kingdom
## 1 NA NA
## 7 0.99 99.12
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 NA NA
## 55 NA NA
## 79 NA NA
## Literacy.Rate.North Korea Average.IQ.North Korea Literacy.Rate.Slovenia
## 1 1 98.82 NA
## 7 NA NA 1
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Slovenia Literacy.Rate.New Zealand Average.IQ.New Zealand
## 1 NA NA NA
## 7 98.6 NA NA
## 16 NA NA NA
## 17 NA 0.99 98.57
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Austria Average.IQ.Austria Literacy.Rate.Iceland
## 1 NA NA NA
## 7 0.98 98.38 0.99
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Iceland Literacy.Rate.Denmark Average.IQ.Denmark
## 1 NA NA NA
## 7 98.26 0.99 97.83
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Belgium Average.IQ.Belgium Literacy.Rate.United States
## 1 NA NA NA
## 7 0.99 97.49 NA
## 16 NA NA 0.99
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.United States Literacy.Rate.Norway Average.IQ.Norway
## 1 NA NA NA
## 7 NA 1 97.13
## 16 97.43 NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Sweden Average.IQ.Sweden Literacy.Rate.France
## 1 NA NA NA
## 7 0.99 97 0.99
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.France Literacy.Rate.Poland Average.IQ.Poland
## 1 NA NA NA
## 7 96.69 1 96.35
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Slovakia Average.IQ.Slovakia Literacy.Rate.Russia
## 1 NA NA NA
## 7 1 96.32 NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA 1
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Russia Literacy.Rate.Lithuania Average.IQ.Lithuania
## 1 NA NA NA
## 7 NA 1 95.89
## 16 NA NA NA
## 17 NA NA NA
## 34 96.29 NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Croatia Average.IQ.Croatia Literacy.Rate.Andorra
## 1 NA NA NA
## 7 0.99 95.75 1
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Andorra Literacy.Rate.Ireland Average.IQ.Ireland
## 1 NA NA NA
## 7 95.2 0.99 95.13
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Czech republic Average.IQ.Czech republic Literacy.Rate.Latvia
## 1 NA NA NA
## 7 0.99 94.92 1
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Latvia Literacy.Rate.Italy Average.IQ.Italy
## 1 NA NA NA
## 7 94.79 0.99 94.23
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.New Caledonia Average.IQ.New Caledonia Literacy.Rate.Vanuatu
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 0.97 93.92 0.85
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Vanuatu Literacy.Rate.Spain Average.IQ.Spain
## 1 NA NA NA
## 7 NA 0.98 93.9
## 16 NA NA NA
## 17 93.92 NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Bermuda Average.IQ.Bermuda Literacy.Rate.Cyprus
## 1 NA NA NA
## 7 NA NA 0.99
## 16 0.98 93.48 NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Cyprus Literacy.Rate.Portugal Average.IQ.Portugal
## 1 NA NA NA
## 7 93.39 0.95 92.77
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Israel Average.IQ.Israel Literacy.Rate.Barbados
## 1 0.97 92.43 NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA 1
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Barbados Literacy.Rate.Malta Average.IQ.Malta
## 1 NA NA NA
## 7 NA 0.94 91.27
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 91.6 NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Myanmar Average.IQ.Myanmar Literacy.Rate.Mongolia
## 1 0.93 91.18 0.98
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Mongolia Literacy.Rate.Bulgaria Average.IQ.Bulgaria
## 1 91.03 NA NA
## 7 NA 0.98 90.99
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Greece Average.IQ.Greece Literacy.Rate.Suriname
## 1 NA NA NA
## 7 0.95 90.77 NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA 0.96
## 79 NA NA NA
## Average.IQ.Suriname Literacy.Rate.Ukraine Average.IQ.Ukraine
## 1 NA NA NA
## 7 NA 1 90.07
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 90.29 NA NA
## 79 NA NA NA
## Literacy.Rate.Moldavia Average.IQ.Moldavia Literacy.Rate.Serbia
## 1 NA NA NA
## 7 0.99 89.98 0.98
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Serbia Literacy.Rate.Vietnam Average.IQ.Vietnam
## 1 NA 0.95 89.53
## 7 89.6 NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Iraq Average.IQ.Iraq Literacy.Rate.Uzbekistan
## 1 0.8 89.28 1
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Uzbekistan Literacy.Rate.Kazakhstan Average.IQ.Kazakhstan
## 1 89.01 1 88.89
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Thailand Average.IQ.Thailand Literacy.Rate.Armenia
## 1 0.94 88.87 1
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Armenia Literacy.Rate.Bosnia and Herzegovina
## 1 88.82 NA
## 7 NA 0.98
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 NA NA
## 55 NA NA
## 79 NA NA
## Average.IQ.Bosnia and Herzegovina Literacy.Rate.Costa Rica
## 1 NA NA
## 7 88.54 NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 NA 0.98
## 55 NA NA
## 79 NA NA
## Average.IQ.Costa Rica Literacy.Rate.Bhutan Average.IQ.Bhutan
## 1 NA 0.64 87.94
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 88.34 NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Chile Average.IQ.Chile Literacy.Rate.Mexico Average.IQ.Mexico
## 1 NA NA NA NA
## 7 NA NA NA NA
## 16 NA NA 0.95 87.73
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 NA NA NA NA
## 55 0.97 87.89 NA NA
## 79 NA NA NA NA
## Literacy.Rate.Tajikistan Average.IQ.Tajikistan Literacy.Rate.Uruguay
## 1 1 87.71 NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA 0.98
## 79 NA NA NA
## Average.IQ.Uruguay Literacy.Rate.Brunei Average.IQ.Brunei
## 1 NA 0.97 87.58
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 87.59 NA NA
## 79 NA NA NA
## Literacy.Rate.Malaysia Average.IQ.Malaysia Literacy.Rate.Bahamas
## 1 0.95 87.58 NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA 0.96
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Bahamas Literacy.Rate.Romania Average.IQ.Romania
## 1 NA NA NA
## 7 NA 0.99 86.88
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 86.99 NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Türkiye Average.IQ.Türkiye Literacy.Rate.Argentina
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 0.96 86.8 NA
## 49 NA NA NA
## 55 NA NA 0.98
## 79 NA NA NA
## Average.IQ.Argentina Literacy.Rate.Sri Lanka Average.IQ.Sri Lanka
## 1 NA 0.93 86.62
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 86.63 NA NA
## 79 NA NA NA
## Literacy.Rate.Mauritius Average.IQ.Mauritius Literacy.Rate.Turkmenistan
## 1 NA NA 1
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.91 86.56 NA
## Average.IQ.Turkmenistan Literacy.Rate.Montenegro Average.IQ.Montenegro
## 1 85.86 NA NA
## 7 NA 0.99 85.78
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Trinidad and Tobago Average.IQ.Trinidad and Tobago
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 0.99 85.63
## 55 NA NA
## 79 NA NA
## Literacy.Rate.Azerbaijan Average.IQ.Azerbaijan Literacy.Rate.Georgia
## 1 1 84.81 NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA 1
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Georgia Literacy.Rate.Turks and Caicos Islands
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 84.5 NA
## 49 NA 0.98
## 55 NA NA
## 79 NA NA
## Average.IQ.Turks and Caicos Islands Literacy.Rate.Paraguay
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 84.29 NA
## 55 NA 0.96
## 79 NA NA
## Average.IQ.Paraguay Literacy.Rate.Federated States of Micronesia
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA 0.89
## 34 NA NA
## 49 NA NA
## 55 84.04 NA
## 79 NA NA
## Average.IQ.Federated States of Micronesia Literacy.Rate.Fiji Average.IQ.Fiji
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 83.96 0.94 83.96
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Marshall Islands Average.IQ.Marshall Islands
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 0.98 83.96
## 34 NA NA
## 49 NA NA
## 55 NA NA
## 79 NA NA
## Literacy.Rate.Solomon Islands Average.IQ.Solomon Islands Literacy.Rate.Cuba
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 0.84 83.96 NA
## 34 NA NA NA
## 49 NA NA 1
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Cuba Literacy.Rate.Bahrain Average.IQ.Bahrain
## 1 NA 0.96 83.6
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 83.9 NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Brazil Average.IQ.Brazil Literacy.Rate.Guyana
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 0.93 83.38 0.88
## 79 NA NA NA
## Average.IQ.Guyana Literacy.Rate.Colombia Average.IQ.Colombia
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 83.23 0.95 83.13
## 79 NA NA NA
## Literacy.Rate.Venezuela Average.IQ.Venezuela Literacy.Rate.Cayman Islands
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA 0.99
## 55 0.95 82.99 NA
## 79 NA NA NA
## Average.IQ.Cayman Islands Literacy.Rate.Afghanistan Average.IQ.Afghanistan
## 1 NA 0.38 82.12
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 82.24 NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Haiti Average.IQ.Haiti Literacy.Rate.Dominican Republic
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 0.61 82.1 0.92
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Dominican Republic Literacy.Rate.United Arab Emirates
## 1 NA 0.93
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 82.05 NA
## 55 NA NA
## 79 NA NA
## Average.IQ.United Arab Emirates Literacy.Rate.Puerto Rico
## 1 82.05 NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 NA 0.93
## 55 NA NA
## 79 NA NA
## Average.IQ.Puerto Rico Literacy.Rate.North Macedonia
## 1 NA NA
## 7 NA 0.98
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 81.99 NA
## 55 NA NA
## 79 NA NA
## Average.IQ.North Macedonia Literacy.Rate.Albania Average.IQ.Albania
## 1 NA NA NA
## 7 81.91 0.98 81.75
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Lebanon Average.IQ.Lebanon Literacy.Rate.Philippines
## 1 0.94 81.7 0.97
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Philippines Literacy.Rate.Peru Average.IQ.Peru
## 1 81.64 NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA 0.94 81.44
## 79 NA NA NA
## Literacy.Rate.Northern Mariana Islands Average.IQ.Northern Mariana Islands
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 0.97 81.36
## 34 NA NA
## 49 NA NA
## 55 NA NA
## 79 NA NA
## Literacy.Rate.Laos Average.IQ.Laos Literacy.Rate.Libya Average.IQ.Libya
## 1 0.8 80.99 NA NA
## 7 NA NA NA NA
## 16 NA NA NA NA
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 NA NA NA NA
## 55 NA NA NA NA
## 79 NA NA 0.91 80.92
## Literacy.Rate.Qatar Average.IQ.Qatar Literacy.Rate.Jordan Average.IQ.Jordan
## 1 0.98 80.78 0.98 80.7
## 7 NA NA NA NA
## 16 NA NA NA NA
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 NA NA NA NA
## 55 NA NA NA NA
## 79 NA NA NA NA
## Literacy.Rate.Maldives Average.IQ.Maldives Literacy.Rate.Iran
## 1 0.99 80.54 0.87
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.Iran Literacy.Rate.Pakistan Average.IQ.Pakistan
## 1 80.01 0.56 80
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Grenade Average.IQ.Grenade Literacy.Rate.Tunisia
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 0.96 79.34 NA
## 55 NA NA NA
## 79 NA NA 0.81
## Average.IQ.Tunisia Literacy.Rate.Kyrgyzstan Average.IQ.Kyrgyzstan
## 1 NA 0.99 79.09
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 79.22 NA NA
## Literacy.Rate.Panama Average.IQ.Panama Literacy.Rate.Chad Average.IQ.Chad
## 1 NA NA NA NA
## 7 NA NA NA NA
## 16 NA NA NA NA
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 0.95 79 NA NA
## 55 NA NA NA NA
## 79 NA NA 0.4 78.87
## Literacy.Rate.Sudan Average.IQ.Sudan Literacy.Rate.Seychelles
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.59 78.87 0.95
## Average.IQ.Seychelles Literacy.Rate.Oman Average.IQ.Oman
## 1 NA 0.94 78.7
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 78.76 NA NA
## Literacy.Rate.Kuwait Average.IQ.Kuwait Literacy.Rate.East Timor
## 1 0.96 78.64 0.64
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Average.IQ.East Timor Literacy.Rate.Indonesia Average.IQ.Indonesia
## 1 78.49 0.95 78.49
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Papua New Guinea Average.IQ.Papua New Guinea
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 0.63 78.49
## 34 NA NA
## 49 NA NA
## 55 NA NA
## 79 NA NA
## Literacy.Rate.Ecuador Average.IQ.Ecuador Literacy.Rate.Palestine
## 1 NA NA 0.97
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 0.95 78.26 NA
## 79 NA NA NA
## Average.IQ.Palestine Literacy.Rate.Senegal Average.IQ.Senegal
## 1 77.69 NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA 0.56 77.37
## Literacy.Rate.Comoros Average.IQ.Comoros Literacy.Rate.Madagascar
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.78 77.07 0.65
## Average.IQ.Madagascar Literacy.Rate.British Virgin Islands
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 NA 0.98
## 55 NA NA
## 79 76.79 NA
## Average.IQ.British Virgin Islands Literacy.Rate.Bolivia Average.IQ.Bolivia
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 76.69 NA NA
## 55 NA 0.95 76.53
## 79 NA NA NA
## Literacy.Rate.Uganda Average.IQ.Uganda Literacy.Rate.Saudi Arabia
## 1 NA NA 0.95
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.74 76.42 NA
## Average.IQ.Saudi Arabia Literacy.Rate.Egypt Average.IQ.Egypt
## 1 76.36 NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA 0.76 76.32
## Literacy.Rate.India Average.IQ.India Literacy.Rate.Algeria
## 1 0.72 76.24 NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA 0.8
## Average.IQ.Algeria Literacy.Rate.Kenya Average.IQ.Kenya Literacy.Rate.Angola
## 1 NA NA NA NA
## 7 NA NA NA NA
## 16 NA NA NA NA
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 NA NA NA NA
## 55 NA NA NA NA
## 79 76 0.78 75.2 0.71
## Average.IQ.Angola Literacy.Rate.Jamaica Average.IQ.Jamaica
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA 0.89 75.08
## 55 NA NA NA
## 79 75.1 NA NA
## Literacy.Rate.Tanzania Average.IQ.Tanzania Literacy.Rate.Syria
## 1 NA NA 0.86
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.8 74.95 NA
## Average.IQ.Syria Literacy.Rate.Bangladesh Average.IQ.Bangladesh
## 1 74.41 0.61 74.33
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 NA NA NA
## Literacy.Rate.Zimbabwe Average.IQ.Zimbabwe Literacy.Rate.Burkina Faso
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.87 74.01 0.38
## Average.IQ.Burkina Faso Literacy.Rate.Saint Lucia Average.IQ.Saint Lucia
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA 0.9 73.68
## 55 NA NA NA
## 79 73.8 NA NA
## Literacy.Rate.Mozambique Average.IQ.Mozambique Literacy.Rate.Burundi
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.59 72.5 0.85
## Average.IQ.Burundi Literacy.Rate.Niger Average.IQ.Niger
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 72.09 0.19 70.82
## Literacy.Rate.Antigua and Barbuda Average.IQ.Antigua and Barbuda
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 0.99 70.48
## 55 NA NA
## 79 NA NA
## Literacy.Rate.Rwanda Average.IQ.Rwanda Literacy.Rate.Benin Average.IQ.Benin
## 1 NA NA NA NA
## 7 NA NA NA NA
## 16 NA NA NA NA
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 NA NA NA NA
## 55 NA NA NA NA
## 79 0.71 69.95 0.38 69.71
## Literacy.Rate.Malawi Average.IQ.Malawi Literacy.Rate.El Salvador
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA 0.88
## 55 NA NA NA
## 79 0.66 69.7 NA
## Average.IQ.El Salvador Literacy.Rate.Botswana Average.IQ.Botswana
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 69.63 NA NA
## 55 NA NA NA
## 79 NA 0.88 69.45
## Literacy.Rate.Lesotho Average.IQ.Lesotho Literacy.Rate.South Africa
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.79 68.87 0.95
## Average.IQ.South Africa Literacy.Rate.Eswatini Average.IQ.Eswatini
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 68.87 0.87 68.87
## Literacy.Rate.Eritrea Average.IQ.Eritrea Literacy.Rate.Saint Helena
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.74 68.77 0.97
## Average.IQ.Saint Helena Literacy.Rate.Zambia Average.IQ.Zambia
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 68.74 0.85 68.43
## Literacy.Rate.Ethiopia Average.IQ.Ethiopia Literacy.Rate.Djibouti
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.49 68.42 0.68
## Average.IQ.Djibouti Literacy.Rate.Cameroon Average.IQ.Cameroon
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 68.41 0.75 67.76
## Literacy.Rate.Nigeria Average.IQ.Nigeria Literacy.Rate.Somalia
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.6 67.76 0.38
## Average.IQ.Somalia Literacy.Rate.Morocco Average.IQ.Morocco
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 67.67 0.72 67.03
## Literacy.Rate.Namibia Average.IQ.Namibia Literacy.Rate.Dominica
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA 0.94
## 55 NA NA NA
## 79 0.91 66.19 NA
## Average.IQ.Dominica Literacy.Rate.Sao Tome and Principe
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 66.03 NA
## 55 NA NA
## 79 NA 0.92
## Average.IQ.Sao Tome and Principe Literacy.Rate.Congo Average.IQ.Congo
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 65.22 0.77 64.92
## Literacy.Rate.Saint Vincent and the Grenadines
## 1 NA
## 7 NA
## 16 NA
## 17 NA
## 34 NA
## 49 0.96
## 55 NA
## 79 NA
## Average.IQ.Saint Vincent and the Grenadines Literacy.Rate.Gabon
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 63.42 NA
## 55 NA NA
## 79 NA 0.83
## Average.IQ.Gabon Literacy.Rate.Congo Republic Average.IQ.Congo Republic
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 62.97 0.79 62.97
## Literacy.Rate.Yemen Average.IQ.Yemen Literacy.Rate.Belize Average.IQ.Belize
## 1 0.7 62.86 NA NA
## 7 NA NA NA NA
## 16 NA NA NA NA
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 NA NA 0.83 62.55
## 55 NA NA NA NA
## 79 NA NA NA NA
## Literacy.Rate.Central African Republic Average.IQ.Central African Republic
## 1 NA NA
## 7 NA NA
## 16 NA NA
## 17 NA NA
## 34 NA NA
## 49 NA NA
## 55 NA NA
## 79 0.37 62.55
## Literacy.Rate.Honduras Average.IQ.Honduras Literacy.Rate.Togo
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 0.88 62.16 NA
## 55 NA NA NA
## 79 NA NA 0.67
## Average.IQ.Togo Literacy.Rate.Mali Average.IQ.Mali Literacy.Rate.Mauritania
## 1 NA NA NA NA
## 7 NA NA NA NA
## 16 NA NA NA NA
## 17 NA NA NA NA
## 34 NA NA NA NA
## 49 NA NA NA NA
## 55 NA NA NA NA
## 79 59.83 0.33 59.76 0.52
## Average.IQ.Mauritania Literacy.Rate.South Sudan Average.IQ.South Sudan
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 59.76 0.32 58.61
## Literacy.Rate.Ghana Average.IQ.Ghana Literacy.Rate.Costa do Marfim
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.77 58.16 0.43
## Average.IQ.Costa do Marfim Literacy.Rate.Guinea Average.IQ.Guinea
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 58.16 0.3 53.48
## Literacy.Rate.Nicaragua Average.IQ.Nicaragua Literacy.Rate.Gambia
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 0.82 52.69 NA
## 55 NA NA NA
## 79 NA NA 0.58
## Average.IQ.Gambia Literacy.Rate.Guatemala Average.IQ.Guatemala
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA 0.79 47.72
## 55 NA NA NA
## 79 52.68 NA NA
## Literacy.Rate.Liberia Average.IQ.Liberia Literacy.Rate.Sierra Leone
## 1 NA NA NA
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 0.48 45.07 0.48
## Average.IQ.Sierra Leone Literacy.Rate.Nepal Average.IQ.Nepal
## 1 NA 0.65 42.99
## 7 NA NA NA
## 16 NA NA NA
## 17 NA NA NA
## 34 NA NA NA
## 49 NA NA NA
## 55 NA NA NA
## 79 45.07 NA NA