MANDAREL KUIS
2023-12-01
##MENGINPUT DATA input data berbentuk csv dapat dilakukan dengan syntax namadata <-read.csv(“lokasidokumen/namadokumen.csv”, sep = “;”); Pada data csv biasanya terdapat objek pemisah berupa “;” sehingga perlu ditambahkan fungsi sep = “;”.
Data_Mandarel <- read.csv("C:/Users/ria yunita/Downloads/Mandarel.csv", sep = ";");
Data_Mandarel## 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
## 194 NA 0.00
## 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
## 194 NA NA NA NA
## 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 39315
## 10 54534 83294633
## 11 55979 17618299
## 12 38048 1322766
## 13 84649 654.768
## 14 NA 704,5
## 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 30896590
## 194 NAView(Data_Mandarel)##Mengambil sebagian peubah saja Pada kasus ini saya hanya ingin mengambil peubah Rank,Country, AverageIQ, Literacy.Rate, dan HDI(2021) untuk dianalisis.
Data_Analisis <- Data_Mandarel[,c("Rank", "Country", "Average.IQ", "Literacy.Rate", "HDI..2021.")]
Data_Analisis## Rank Country Average.IQ Literacy.Rate HDI..2021.
## 1 1 Japan 106.48 0.99 0.925
## 2 2 Taiwan 106.47 0.96 NA
## 3 3 Singapore 105.89 0.97 0.939
## 4 4 Hong Kong 105.37 0.94 0.952
## 5 5 China 104.10 0.96 0.768
## 6 6 South Korea 102.35 0.98 0.925
## 7 7 Belarus 101.60 1.00 0.808
## 8 8 Finland 101.20 1.00 0.940
## 9 9 Liechtenstein 101.07 1.00 0.935
## 10 10 Germany 100.74 0.99 0.942
## 11 11 Netherlands 100.74 0.99 0.941
## 12 12 Estonia 100.72 1.00 0.890
## 13 13 Luxembourg 99.87 1.00 0.930
## 14 14 Macao 99.82 0.97 NA
## 15 15 Cambodia 99.75 0.78 0.593
## 16 16 Canada 99.52 0.99 0.936
## 17 17 Australia 99.24 0.99 0.951
## 18 18 Hungary 99.24 0.99 0.846
## 19 19 Switzerland 99.24 0.99 0.962
## 20 20 United Kingdom 99.12 0.99 0.929
## 21 21 North Korea 98.82 1.00 NA
## 22 22 Slovenia 98.60 1.00 0.918
## 23 23 New Zealand 98.57 0.99 0.937
## 24 24 Austria 98.38 0.98 0.916
## 25 25 Iceland 98.26 0.99 0.959
## 26 26 Denmark 97.83 0.99 0.948
## 27 27 Belgium 97.49 0.99 0.937
## 28 28 United States 97.43 0.99 0.921
## 29 29 Norway 97.13 1.00 0.961
## 30 30 Sweden 97.00 0.99 0.947
## 31 31 France 96.69 0.99 0.903
## 32 32 Poland 96.35 1.00 0.876
## 33 33 Slovakia 96.32 1.00 0.848
## 34 34 Russia 96.29 1.00 0.822
## 35 35 Lithuania 95.89 1.00 0.875
## 36 36 Croatia 95.75 0.99 0.858
## 37 37 Andorra 95.20 1.00 0.858
## 38 38 Ireland 95.13 0.99 0.945
## 39 39 Czech republic 94.92 0.99 0.889
## 40 40 Latvia 94.79 1.00 0.863
## 41 41 Italy 94.23 0.99 0.895
## 42 42 New Caledonia 93.92 0.97 NA
## 43 43 Vanuatu 93.92 0.85 0.607
## 44 44 Spain 93.90 0.98 0.905
## 45 45 Bermuda 93.48 0.98 NA
## 46 46 Cyprus 93.39 0.99 0.896
## 47 47 Portugal 92.77 0.95 0.866
## 48 48 Israel 92.43 0.97 0.919
## 49 49 Barbados 91.60 1.00 0.790
## 50 50 Malta 91.27 0.94 0.918
## 51 51 Myanmar 91.18 0.93 0.585
## 52 52 Mongolia 91.03 0.98 0.739
## 53 53 Bulgaria 90.99 0.98 0.795
## 54 54 Greece 90.77 0.95 0.887
## 55 55 Suriname 90.29 0.96 0.730
## 56 56 Ukraine 90.07 1.00 0.773
## 57 57 Moldavia 89.98 0.99 0.767
## 58 58 Serbia 89.60 0.98 0.802
## 59 59 Vietnam 89.53 0.95 0.703
## 60 60 Iraq 89.28 0.80 0.686
## 61 61 Uzbekistan 89.01 1.00 0.727
## 62 62 Kazakhstan 88.89 1.00 0.811
## 63 63 Thailand 88.87 0.94 0.800
## 64 64 Armenia 88.82 1.00 0.759
## 65 65 Bosnia and Herzegovina 88.54 0.98 0.780
## 66 66 Costa Rica 88.34 0.98 0.809
## 67 67 Bhutan 87.94 0.64 0.666
## 68 68 Chile 87.89 0.97 0.855
## 69 69 Mexico 87.73 0.95 0.758
## 70 70 Tajikistan 87.71 1.00 0.685
## 71 71 Uruguay 87.59 0.98 0.809
## 72 72 Brunei 87.58 0.97 0.829
## 73 73 Malaysia 87.58 0.95 0.803
## 74 74 Bahamas 86.99 0.96 0.812
## 75 75 Romania 86.88 0.99 0.821
## 76 76 Türkiye 86.80 0.96 0.838
## 77 77 Argentina 86.63 0.98 0.842
## 78 78 Sri Lanka 86.62 0.93 0.782
## 79 79 Mauritius 86.56 0.91 0.802
## 80 80 Turkmenistan 85.86 1.00 0.745
## 81 81 Montenegro 85.78 0.99 0.832
## 82 82 Trinidad and Tobago 85.63 0.99 0.810
## 83 83 Azerbaijan 84.81 1.00 0.745
## 84 84 Georgia 84.50 1.00 0.802
## 85 85 Turks and Caicos Islands 84.29 0.98 NA
## 86 86 Paraguay 84.04 0.96 0.717
## 87 87 Federated States of Micronesia 83.96 0.89 0.628
## 88 88 Fiji 83.96 0.94 0.730
## 89 89 Marshall Islands 83.96 0.98 0.639
## 90 90 Solomon Islands 83.96 0.84 0.564
## 91 91 Cuba 83.90 1.00 0.764
## 92 92 Bahrain 83.60 0.96 0.875
## 93 93 Brazil 83.38 0.93 0.754
## 94 94 Guyana 83.23 0.88 0.714
## 95 95 Colombia 83.13 0.95 0.752
## 96 96 Venezuela 82.99 0.95 0.691
## 97 97 Cayman Islands 82.24 0.99 NA
## 98 98 Afghanistan 82.12 0.38 0.478
## 99 99 Haiti 82.10 0.61 0.535
## 100 100 Dominican Republic 82.05 0.92 0.767
## 101 101 United Arab Emirates 82.05 0.93 0.911
## 102 102 Puerto Rico 81.99 0.93 NA
## 103 103 North Macedonia 81.91 0.98 0.770
## 104 104 Albania 81.75 0.98 0.796
## 105 105 Lebanon 81.70 0.94 0.706
## 106 106 Philippines 81.64 0.97 0.699
## 107 107 Peru 81.44 0.94 0.762
## 108 108 Northern Mariana Islands 81.36 0.97 NA
## 109 109 Laos 80.99 0.80 0.607
## 110 110 Libya 80.92 0.91 0.718
## 111 111 Qatar 80.78 0.98 0.855
## 112 112 Jordan 80.70 0.98 0.720
## 113 113 Maldives 80.54 0.99 0.747
## 114 114 Iran 80.01 0.87 0.774
## 115 115 Pakistan 80.00 0.56 0.544
## 116 116 Grenade 79.34 0.96 0.795
## 117 117 Tunisia 79.22 0.81 0.731
## 118 118 Kyrgyzstan 79.09 0.99 0.692
## 119 119 Panama 79.00 0.95 0.805
## 120 120 Chad 78.87 0.40 0.394
## 121 121 Sudan 78.87 0.59 0.508
## 122 122 Seychelles 78.76 0.95 0.785
## 123 123 Oman 78.70 0.94 0.816
## 124 124 Kuwait 78.64 0.96 0.831
## 125 125 East Timor 78.49 0.64 NA
## 126 126 Indonesia 78.49 0.95 0.705
## 127 127 Papua New Guinea 78.49 0.63 0.558
## 128 128 Ecuador 78.26 0.95 0.740
## 129 129 Palestine 77.69 0.97 0.715
## 130 130 Senegal 77.37 0.56 0.511
## 131 131 Comoros 77.07 0.78 0.558
## 132 132 Madagascar 76.79 0.65 0.501
## 133 133 British Virgin Islands 76.69 0.98 NA
## 134 134 Bolivia 76.53 0.95 0.692
## 135 135 Uganda 76.42 0.74 0.525
## 136 136 Saudi Arabia 76.36 0.95 0.875
## 137 137 Egypt 76.32 0.76 0.731
## 138 138 India 76.24 0.72 0.633
## 139 139 Algeria 76.00 0.80 0.745
## 140 140 Kenya 75.20 0.78 0.575
## 141 141 Angola 75.10 0.71 0.586
## 142 142 Jamaica 75.08 0.89 0.709
## 143 143 Tanzania 74.95 0.80 0.549
## 144 144 Syria 74.41 0.86 0.577
## 145 145 Bangladesh 74.33 0.61 0.661
## 146 146 Zimbabwe 74.01 0.87 0.593
## 147 147 Burkina Faso 73.80 0.38 0.449
## 148 148 Saint Lucia 73.68 0.90 0.715
## 149 149 Mozambique 72.50 0.59 0.446
## 150 150 Burundi 72.09 0.85 0.426
## 151 151 Niger 70.82 0.19 0.400
## 152 152 Antigua and Barbuda 70.48 0.99 0.788
## 153 153 Rwanda 69.95 0.71 0.534
## 154 154 Benin 69.71 0.38 0.525
## 155 155 Malawi 69.70 0.66 0.512
## 156 156 El Salvador 69.63 0.88 0.675
## 157 157 Botswana 69.45 0.88 0.693
## 158 158 Lesotho 68.87 0.79 0.514
## 159 159 South Africa 68.87 0.95 0.713
## 160 160 Eswatini 68.87 0.87 0.597
## 161 161 Eritrea 68.77 0.74 0.492
## 162 162 Saint Helena 68.74 0.97 NA
## 163 163 Zambia 68.43 0.85 0.565
## 164 164 Ethiopia 68.42 0.49 0.498
## 165 165 Djibouti 68.41 0.68 0.509
## 166 166 Cameroon 67.76 0.75 0.576
## 167 167 Nigeria 67.76 0.60 0.535
## 168 168 Somalia 67.67 0.38 NA
## 169 169 Morocco 67.03 0.72 0.683
## 170 170 Namibia 66.19 0.91 0.615
## 171 171 Dominica 66.03 0.94 0.720
## 172 172 Sao Tome and Principe 65.22 0.92 0.618
## 173 173 Congo 64.92 0.77 0.571
## 174 174 Saint Vincent and the Grenadines 63.42 0.96 0.751
## 175 175 Gabon 62.97 0.83 0.706
## 176 176 Congo Republic 62.97 0.79 0.479
## 177 177 Yemen 62.86 0.70 0.455
## 178 178 Belize 62.55 0.83 0.683
## 179 179 Central African Republic 62.55 0.37 0.404
## 180 180 Honduras 62.16 0.88 0.621
## 181 181 Togo 59.83 0.67 0.539
## 182 182 Mali 59.76 0.33 0.428
## 183 183 Mauritania 59.76 0.52 0.556
## 184 184 South Sudan 58.61 0.32 0.385
## 185 185 Ghana 58.16 0.77 0.632
## 186 186 Costa do Marfim 58.16 0.43 NA
## 187 187 Guinea 53.48 0.30 0.465
## 188 188 Nicaragua 52.69 0.82 0.667
## 189 189 Gambia 52.68 0.58 0.500
## 190 190 Guatemala 47.72 0.79 0.627
## 191 191 Liberia 45.07 0.48 0.481
## 192 192 Sierra Leone 45.07 0.48 0.477
## 193 193 Nepal 42.99 0.65 0.602
## 194 NA 0.00 NA NA##Mengetahui Dimensi dari Data_Analisis dan Data_Mandarel Setelah Data cleaning
dim(Data_Mandarel)## [1] 194 10dim(Data_Analisis)## [1] 194 5Jumlah baris dari Data_Analisis dan Data_Mandarel sama-sama berjumlah 194, tetapi jumlah kolomnya berbeda karena di Data_Analisis hanya dipilih beberapa peubah saja sehingga jumlah kolom pada Data_Analisis berjumlah 5 dan Data_Mandarel berjumlah 10
#Membuat Boxplot
library(viridisLite)GambarBoxplot <- Data_Analisis[,c("Average.IQ", "Literacy.Rate", "HDI..2021.")]
boxplot(GambarBoxplot, main="Boxplot Rata Rata IQ", Col= viridis(3))
Dari Hasil Boxplot tersebut dapat terlihat bahwa Boxplot Average.IQ dapat dengan mudah diinterpretasikan, dimana sebaran dari data nya terlihat seperti simetris, tetapi terdapat outlier dibawah boxplot sehingga dapat dikatakan bahwa boxplotnya miring ke kiri. Hal ini berarti lebih banyak negara yang nilai rata-rata IQ nya kecil. Sedangkan Boxplot literacy Rate dan HDI sulit untuk diinterpretasikan karena memiliki rentang yang kecil yang menyebabkan gambar boxplotnya hanya seperti garis.
#Mengurutkan data
##1. Mengurutkan Data berdasarkan nilai terbesar ke terkecil di literacy.Rate.
Data_Analisis[order(Data_Analisis$Literacy.Rate, decreasing= T),]## Rank Country Average.IQ Literacy.Rate HDI..2021.
## 7 7 Belarus 101.60 1.00 0.808
## 8 8 Finland 101.20 1.00 0.940
## 9 9 Liechtenstein 101.07 1.00 0.935
## 12 12 Estonia 100.72 1.00 0.890
## 13 13 Luxembourg 99.87 1.00 0.930
## 21 21 North Korea 98.82 1.00 NA
## 22 22 Slovenia 98.60 1.00 0.918
## 29 29 Norway 97.13 1.00 0.961
## 32 32 Poland 96.35 1.00 0.876
## 33 33 Slovakia 96.32 1.00 0.848
## 34 34 Russia 96.29 1.00 0.822
## 35 35 Lithuania 95.89 1.00 0.875
## 37 37 Andorra 95.20 1.00 0.858
## 40 40 Latvia 94.79 1.00 0.863
## 49 49 Barbados 91.60 1.00 0.790
## 56 56 Ukraine 90.07 1.00 0.773
## 61 61 Uzbekistan 89.01 1.00 0.727
## 62 62 Kazakhstan 88.89 1.00 0.811
## 64 64 Armenia 88.82 1.00 0.759
## 70 70 Tajikistan 87.71 1.00 0.685
## 80 80 Turkmenistan 85.86 1.00 0.745
## 83 83 Azerbaijan 84.81 1.00 0.745
## 84 84 Georgia 84.50 1.00 0.802
## 91 91 Cuba 83.90 1.00 0.764
## 1 1 Japan 106.48 0.99 0.925
## 10 10 Germany 100.74 0.99 0.942
## 11 11 Netherlands 100.74 0.99 0.941
## 16 16 Canada 99.52 0.99 0.936
## 17 17 Australia 99.24 0.99 0.951
## 18 18 Hungary 99.24 0.99 0.846
## 19 19 Switzerland 99.24 0.99 0.962
## 20 20 United Kingdom 99.12 0.99 0.929
## 23 23 New Zealand 98.57 0.99 0.937
## 25 25 Iceland 98.26 0.99 0.959
## 26 26 Denmark 97.83 0.99 0.948
## 27 27 Belgium 97.49 0.99 0.937
## 28 28 United States 97.43 0.99 0.921
## 30 30 Sweden 97.00 0.99 0.947
## 31 31 France 96.69 0.99 0.903
## 36 36 Croatia 95.75 0.99 0.858
## 38 38 Ireland 95.13 0.99 0.945
## 39 39 Czech republic 94.92 0.99 0.889
## 41 41 Italy 94.23 0.99 0.895
## 46 46 Cyprus 93.39 0.99 0.896
## 57 57 Moldavia 89.98 0.99 0.767
## 75 75 Romania 86.88 0.99 0.821
## 81 81 Montenegro 85.78 0.99 0.832
## 82 82 Trinidad and Tobago 85.63 0.99 0.810
## 97 97 Cayman Islands 82.24 0.99 NA
## 113 113 Maldives 80.54 0.99 0.747
## 118 118 Kyrgyzstan 79.09 0.99 0.692
## 152 152 Antigua and Barbuda 70.48 0.99 0.788
## 6 6 South Korea 102.35 0.98 0.925
## 24 24 Austria 98.38 0.98 0.916
## 44 44 Spain 93.90 0.98 0.905
## 45 45 Bermuda 93.48 0.98 NA
## 52 52 Mongolia 91.03 0.98 0.739
## 53 53 Bulgaria 90.99 0.98 0.795
## 58 58 Serbia 89.60 0.98 0.802
## 65 65 Bosnia and Herzegovina 88.54 0.98 0.780
## 66 66 Costa Rica 88.34 0.98 0.809
## 71 71 Uruguay 87.59 0.98 0.809
## 77 77 Argentina 86.63 0.98 0.842
## 85 85 Turks and Caicos Islands 84.29 0.98 NA
## 89 89 Marshall Islands 83.96 0.98 0.639
## 103 103 North Macedonia 81.91 0.98 0.770
## 104 104 Albania 81.75 0.98 0.796
## 111 111 Qatar 80.78 0.98 0.855
## 112 112 Jordan 80.70 0.98 0.720
## 133 133 British Virgin Islands 76.69 0.98 NA
## 3 3 Singapore 105.89 0.97 0.939
## 14 14 Macao 99.82 0.97 NA
## 42 42 New Caledonia 93.92 0.97 NA
## 48 48 Israel 92.43 0.97 0.919
## 68 68 Chile 87.89 0.97 0.855
## 72 72 Brunei 87.58 0.97 0.829
## 106 106 Philippines 81.64 0.97 0.699
## 108 108 Northern Mariana Islands 81.36 0.97 NA
## 129 129 Palestine 77.69 0.97 0.715
## 162 162 Saint Helena 68.74 0.97 NA
## 2 2 Taiwan 106.47 0.96 NA
## 5 5 China 104.10 0.96 0.768
## 55 55 Suriname 90.29 0.96 0.730
## 74 74 Bahamas 86.99 0.96 0.812
## 76 76 Türkiye 86.80 0.96 0.838
## 86 86 Paraguay 84.04 0.96 0.717
## 92 92 Bahrain 83.60 0.96 0.875
## 116 116 Grenade 79.34 0.96 0.795
## 124 124 Kuwait 78.64 0.96 0.831
## 174 174 Saint Vincent and the Grenadines 63.42 0.96 0.751
## 47 47 Portugal 92.77 0.95 0.866
## 54 54 Greece 90.77 0.95 0.887
## 59 59 Vietnam 89.53 0.95 0.703
## 69 69 Mexico 87.73 0.95 0.758
## 73 73 Malaysia 87.58 0.95 0.803
## 95 95 Colombia 83.13 0.95 0.752
## 96 96 Venezuela 82.99 0.95 0.691
## 119 119 Panama 79.00 0.95 0.805
## 122 122 Seychelles 78.76 0.95 0.785
## 126 126 Indonesia 78.49 0.95 0.705
## 128 128 Ecuador 78.26 0.95 0.740
## 134 134 Bolivia 76.53 0.95 0.692
## 136 136 Saudi Arabia 76.36 0.95 0.875
## 159 159 South Africa 68.87 0.95 0.713
## 4 4 Hong Kong 105.37 0.94 0.952
## 50 50 Malta 91.27 0.94 0.918
## 63 63 Thailand 88.87 0.94 0.800
## 88 88 Fiji 83.96 0.94 0.730
## 105 105 Lebanon 81.70 0.94 0.706
## 107 107 Peru 81.44 0.94 0.762
## 123 123 Oman 78.70 0.94 0.816
## 171 171 Dominica 66.03 0.94 0.720
## 51 51 Myanmar 91.18 0.93 0.585
## 78 78 Sri Lanka 86.62 0.93 0.782
## 93 93 Brazil 83.38 0.93 0.754
## 101 101 United Arab Emirates 82.05 0.93 0.911
## 102 102 Puerto Rico 81.99 0.93 NA
## 100 100 Dominican Republic 82.05 0.92 0.767
## 172 172 Sao Tome and Principe 65.22 0.92 0.618
## 79 79 Mauritius 86.56 0.91 0.802
## 110 110 Libya 80.92 0.91 0.718
## 170 170 Namibia 66.19 0.91 0.615
## 148 148 Saint Lucia 73.68 0.90 0.715
## 87 87 Federated States of Micronesia 83.96 0.89 0.628
## 142 142 Jamaica 75.08 0.89 0.709
## 94 94 Guyana 83.23 0.88 0.714
## 156 156 El Salvador 69.63 0.88 0.675
## 157 157 Botswana 69.45 0.88 0.693
## 180 180 Honduras 62.16 0.88 0.621
## 114 114 Iran 80.01 0.87 0.774
## 146 146 Zimbabwe 74.01 0.87 0.593
## 160 160 Eswatini 68.87 0.87 0.597
## 144 144 Syria 74.41 0.86 0.577
## 43 43 Vanuatu 93.92 0.85 0.607
## 150 150 Burundi 72.09 0.85 0.426
## 163 163 Zambia 68.43 0.85 0.565
## 90 90 Solomon Islands 83.96 0.84 0.564
## 175 175 Gabon 62.97 0.83 0.706
## 178 178 Belize 62.55 0.83 0.683
## 188 188 Nicaragua 52.69 0.82 0.667
## 117 117 Tunisia 79.22 0.81 0.731
## 60 60 Iraq 89.28 0.80 0.686
## 109 109 Laos 80.99 0.80 0.607
## 139 139 Algeria 76.00 0.80 0.745
## 143 143 Tanzania 74.95 0.80 0.549
## 158 158 Lesotho 68.87 0.79 0.514
## 176 176 Congo Republic 62.97 0.79 0.479
## 190 190 Guatemala 47.72 0.79 0.627
## 15 15 Cambodia 99.75 0.78 0.593
## 131 131 Comoros 77.07 0.78 0.558
## 140 140 Kenya 75.20 0.78 0.575
## 173 173 Congo 64.92 0.77 0.571
## 185 185 Ghana 58.16 0.77 0.632
## 137 137 Egypt 76.32 0.76 0.731
## 166 166 Cameroon 67.76 0.75 0.576
## 135 135 Uganda 76.42 0.74 0.525
## 161 161 Eritrea 68.77 0.74 0.492
## 138 138 India 76.24 0.72 0.633
## 169 169 Morocco 67.03 0.72 0.683
## 141 141 Angola 75.10 0.71 0.586
## 153 153 Rwanda 69.95 0.71 0.534
## 177 177 Yemen 62.86 0.70 0.455
## 165 165 Djibouti 68.41 0.68 0.509
## 181 181 Togo 59.83 0.67 0.539
## 155 155 Malawi 69.70 0.66 0.512
## 132 132 Madagascar 76.79 0.65 0.501
## 193 193 Nepal 42.99 0.65 0.602
## 67 67 Bhutan 87.94 0.64 0.666
## 125 125 East Timor 78.49 0.64 NA
## 127 127 Papua New Guinea 78.49 0.63 0.558
## 99 99 Haiti 82.10 0.61 0.535
## 145 145 Bangladesh 74.33 0.61 0.661
## 167 167 Nigeria 67.76 0.60 0.535
## 121 121 Sudan 78.87 0.59 0.508
## 149 149 Mozambique 72.50 0.59 0.446
## 189 189 Gambia 52.68 0.58 0.500
## 115 115 Pakistan 80.00 0.56 0.544
## 130 130 Senegal 77.37 0.56 0.511
## 183 183 Mauritania 59.76 0.52 0.556
## 164 164 Ethiopia 68.42 0.49 0.498
## 191 191 Liberia 45.07 0.48 0.481
## 192 192 Sierra Leone 45.07 0.48 0.477
## 186 186 Costa do Marfim 58.16 0.43 NA
## 120 120 Chad 78.87 0.40 0.394
## 98 98 Afghanistan 82.12 0.38 0.478
## 147 147 Burkina Faso 73.80 0.38 0.449
## 154 154 Benin 69.71 0.38 0.525
## 168 168 Somalia 67.67 0.38 NA
## 179 179 Central African Republic 62.55 0.37 0.404
## 182 182 Mali 59.76 0.33 0.428
## 184 184 South Sudan 58.61 0.32 0.385
## 187 187 Guinea 53.48 0.30 0.465
## 151 151 Niger 70.82 0.19 0.400
## 194 NA 0.00 NA NADapat dilihat bahwa negara belarus merupakan negara yang menduduki posisi pertama dengan rata-rata IQ dan Tingkat Relasi tertinggi.
##2. Mengurutkan data berdasarkan Tingkat literasi dan HDI tertinggi.
Data_Analisis[order(Data_Analisis$Literacy, Data_Analisis$HDI..2021., decreasing = c(TRUE, TRUE)),]## Rank Country Average.IQ Literacy.Rate HDI..2021.
## 29 29 Norway 97.13 1.00 0.961
## 8 8 Finland 101.20 1.00 0.940
## 9 9 Liechtenstein 101.07 1.00 0.935
## 13 13 Luxembourg 99.87 1.00 0.930
## 22 22 Slovenia 98.60 1.00 0.918
## 12 12 Estonia 100.72 1.00 0.890
## 32 32 Poland 96.35 1.00 0.876
## 35 35 Lithuania 95.89 1.00 0.875
## 40 40 Latvia 94.79 1.00 0.863
## 37 37 Andorra 95.20 1.00 0.858
## 33 33 Slovakia 96.32 1.00 0.848
## 34 34 Russia 96.29 1.00 0.822
## 62 62 Kazakhstan 88.89 1.00 0.811
## 7 7 Belarus 101.60 1.00 0.808
## 84 84 Georgia 84.50 1.00 0.802
## 49 49 Barbados 91.60 1.00 0.790
## 56 56 Ukraine 90.07 1.00 0.773
## 91 91 Cuba 83.90 1.00 0.764
## 64 64 Armenia 88.82 1.00 0.759
## 80 80 Turkmenistan 85.86 1.00 0.745
## 83 83 Azerbaijan 84.81 1.00 0.745
## 61 61 Uzbekistan 89.01 1.00 0.727
## 70 70 Tajikistan 87.71 1.00 0.685
## 21 21 North Korea 98.82 1.00 NA
## 19 19 Switzerland 99.24 0.99 0.962
## 25 25 Iceland 98.26 0.99 0.959
## 17 17 Australia 99.24 0.99 0.951
## 26 26 Denmark 97.83 0.99 0.948
## 30 30 Sweden 97.00 0.99 0.947
## 38 38 Ireland 95.13 0.99 0.945
## 10 10 Germany 100.74 0.99 0.942
## 11 11 Netherlands 100.74 0.99 0.941
## 23 23 New Zealand 98.57 0.99 0.937
## 27 27 Belgium 97.49 0.99 0.937
## 16 16 Canada 99.52 0.99 0.936
## 20 20 United Kingdom 99.12 0.99 0.929
## 1 1 Japan 106.48 0.99 0.925
## 28 28 United States 97.43 0.99 0.921
## 31 31 France 96.69 0.99 0.903
## 46 46 Cyprus 93.39 0.99 0.896
## 41 41 Italy 94.23 0.99 0.895
## 39 39 Czech republic 94.92 0.99 0.889
## 36 36 Croatia 95.75 0.99 0.858
## 18 18 Hungary 99.24 0.99 0.846
## 81 81 Montenegro 85.78 0.99 0.832
## 75 75 Romania 86.88 0.99 0.821
## 82 82 Trinidad and Tobago 85.63 0.99 0.810
## 152 152 Antigua and Barbuda 70.48 0.99 0.788
## 57 57 Moldavia 89.98 0.99 0.767
## 113 113 Maldives 80.54 0.99 0.747
## 118 118 Kyrgyzstan 79.09 0.99 0.692
## 97 97 Cayman Islands 82.24 0.99 NA
## 6 6 South Korea 102.35 0.98 0.925
## 24 24 Austria 98.38 0.98 0.916
## 44 44 Spain 93.90 0.98 0.905
## 111 111 Qatar 80.78 0.98 0.855
## 77 77 Argentina 86.63 0.98 0.842
## 66 66 Costa Rica 88.34 0.98 0.809
## 71 71 Uruguay 87.59 0.98 0.809
## 58 58 Serbia 89.60 0.98 0.802
## 104 104 Albania 81.75 0.98 0.796
## 53 53 Bulgaria 90.99 0.98 0.795
## 65 65 Bosnia and Herzegovina 88.54 0.98 0.780
## 103 103 North Macedonia 81.91 0.98 0.770
## 52 52 Mongolia 91.03 0.98 0.739
## 112 112 Jordan 80.70 0.98 0.720
## 89 89 Marshall Islands 83.96 0.98 0.639
## 45 45 Bermuda 93.48 0.98 NA
## 85 85 Turks and Caicos Islands 84.29 0.98 NA
## 133 133 British Virgin Islands 76.69 0.98 NA
## 3 3 Singapore 105.89 0.97 0.939
## 48 48 Israel 92.43 0.97 0.919
## 68 68 Chile 87.89 0.97 0.855
## 72 72 Brunei 87.58 0.97 0.829
## 129 129 Palestine 77.69 0.97 0.715
## 106 106 Philippines 81.64 0.97 0.699
## 14 14 Macao 99.82 0.97 NA
## 42 42 New Caledonia 93.92 0.97 NA
## 108 108 Northern Mariana Islands 81.36 0.97 NA
## 162 162 Saint Helena 68.74 0.97 NA
## 92 92 Bahrain 83.60 0.96 0.875
## 76 76 Türkiye 86.80 0.96 0.838
## 124 124 Kuwait 78.64 0.96 0.831
## 74 74 Bahamas 86.99 0.96 0.812
## 116 116 Grenade 79.34 0.96 0.795
## 5 5 China 104.10 0.96 0.768
## 174 174 Saint Vincent and the Grenadines 63.42 0.96 0.751
## 55 55 Suriname 90.29 0.96 0.730
## 86 86 Paraguay 84.04 0.96 0.717
## 2 2 Taiwan 106.47 0.96 NA
## 54 54 Greece 90.77 0.95 0.887
## 136 136 Saudi Arabia 76.36 0.95 0.875
## 47 47 Portugal 92.77 0.95 0.866
## 119 119 Panama 79.00 0.95 0.805
## 73 73 Malaysia 87.58 0.95 0.803
## 122 122 Seychelles 78.76 0.95 0.785
## 69 69 Mexico 87.73 0.95 0.758
## 95 95 Colombia 83.13 0.95 0.752
## 128 128 Ecuador 78.26 0.95 0.740
## 159 159 South Africa 68.87 0.95 0.713
## 126 126 Indonesia 78.49 0.95 0.705
## 59 59 Vietnam 89.53 0.95 0.703
## 134 134 Bolivia 76.53 0.95 0.692
## 96 96 Venezuela 82.99 0.95 0.691
## 4 4 Hong Kong 105.37 0.94 0.952
## 50 50 Malta 91.27 0.94 0.918
## 123 123 Oman 78.70 0.94 0.816
## 63 63 Thailand 88.87 0.94 0.800
## 107 107 Peru 81.44 0.94 0.762
## 88 88 Fiji 83.96 0.94 0.730
## 171 171 Dominica 66.03 0.94 0.720
## 105 105 Lebanon 81.70 0.94 0.706
## 101 101 United Arab Emirates 82.05 0.93 0.911
## 78 78 Sri Lanka 86.62 0.93 0.782
## 93 93 Brazil 83.38 0.93 0.754
## 51 51 Myanmar 91.18 0.93 0.585
## 102 102 Puerto Rico 81.99 0.93 NA
## 100 100 Dominican Republic 82.05 0.92 0.767
## 172 172 Sao Tome and Principe 65.22 0.92 0.618
## 79 79 Mauritius 86.56 0.91 0.802
## 110 110 Libya 80.92 0.91 0.718
## 170 170 Namibia 66.19 0.91 0.615
## 148 148 Saint Lucia 73.68 0.90 0.715
## 142 142 Jamaica 75.08 0.89 0.709
## 87 87 Federated States of Micronesia 83.96 0.89 0.628
## 94 94 Guyana 83.23 0.88 0.714
## 157 157 Botswana 69.45 0.88 0.693
## 156 156 El Salvador 69.63 0.88 0.675
## 180 180 Honduras 62.16 0.88 0.621
## 114 114 Iran 80.01 0.87 0.774
## 160 160 Eswatini 68.87 0.87 0.597
## 146 146 Zimbabwe 74.01 0.87 0.593
## 144 144 Syria 74.41 0.86 0.577
## 43 43 Vanuatu 93.92 0.85 0.607
## 163 163 Zambia 68.43 0.85 0.565
## 150 150 Burundi 72.09 0.85 0.426
## 90 90 Solomon Islands 83.96 0.84 0.564
## 175 175 Gabon 62.97 0.83 0.706
## 178 178 Belize 62.55 0.83 0.683
## 188 188 Nicaragua 52.69 0.82 0.667
## 117 117 Tunisia 79.22 0.81 0.731
## 139 139 Algeria 76.00 0.80 0.745
## 60 60 Iraq 89.28 0.80 0.686
## 109 109 Laos 80.99 0.80 0.607
## 143 143 Tanzania 74.95 0.80 0.549
## 190 190 Guatemala 47.72 0.79 0.627
## 158 158 Lesotho 68.87 0.79 0.514
## 176 176 Congo Republic 62.97 0.79 0.479
## 15 15 Cambodia 99.75 0.78 0.593
## 140 140 Kenya 75.20 0.78 0.575
## 131 131 Comoros 77.07 0.78 0.558
## 185 185 Ghana 58.16 0.77 0.632
## 173 173 Congo 64.92 0.77 0.571
## 137 137 Egypt 76.32 0.76 0.731
## 166 166 Cameroon 67.76 0.75 0.576
## 135 135 Uganda 76.42 0.74 0.525
## 161 161 Eritrea 68.77 0.74 0.492
## 169 169 Morocco 67.03 0.72 0.683
## 138 138 India 76.24 0.72 0.633
## 141 141 Angola 75.10 0.71 0.586
## 153 153 Rwanda 69.95 0.71 0.534
## 177 177 Yemen 62.86 0.70 0.455
## 165 165 Djibouti 68.41 0.68 0.509
## 181 181 Togo 59.83 0.67 0.539
## 155 155 Malawi 69.70 0.66 0.512
## 193 193 Nepal 42.99 0.65 0.602
## 132 132 Madagascar 76.79 0.65 0.501
## 67 67 Bhutan 87.94 0.64 0.666
## 125 125 East Timor 78.49 0.64 NA
## 127 127 Papua New Guinea 78.49 0.63 0.558
## 145 145 Bangladesh 74.33 0.61 0.661
## 99 99 Haiti 82.10 0.61 0.535
## 167 167 Nigeria 67.76 0.60 0.535
## 121 121 Sudan 78.87 0.59 0.508
## 149 149 Mozambique 72.50 0.59 0.446
## 189 189 Gambia 52.68 0.58 0.500
## 115 115 Pakistan 80.00 0.56 0.544
## 130 130 Senegal 77.37 0.56 0.511
## 183 183 Mauritania 59.76 0.52 0.556
## 164 164 Ethiopia 68.42 0.49 0.498
## 191 191 Liberia 45.07 0.48 0.481
## 192 192 Sierra Leone 45.07 0.48 0.477
## 186 186 Costa do Marfim 58.16 0.43 NA
## 120 120 Chad 78.87 0.40 0.394
## 154 154 Benin 69.71 0.38 0.525
## 98 98 Afghanistan 82.12 0.38 0.478
## 147 147 Burkina Faso 73.80 0.38 0.449
## 168 168 Somalia 67.67 0.38 NA
## 179 179 Central African Republic 62.55 0.37 0.404
## 182 182 Mali 59.76 0.33 0.428
## 184 184 South Sudan 58.61 0.32 0.385
## 187 187 Guinea 53.48 0.30 0.465
## 151 151 Niger 70.82 0.19 0.400
## 194 NA 0.00 NA NADapat dilihat bahwa negara Norway merupakan negara yang menduduki posisi pertama dengan Tingkat literasi dan HDI tertinggi.
##3. Mengurutkan data berdasarkan rata2 IQ, Tingkat literasi, dan HDI tertinggi.
Data_Analisis[order(Data_Analisis$Average.IQ, Data_Analisis$Literacy.Rate, Data_Analisis$HDI..2021., decreasing = c(TRUE,TRUE, TRUE)),]## Rank Country Average.IQ Literacy.Rate HDI..2021.
## 1 1 Japan 106.48 0.99 0.925
## 2 2 Taiwan 106.47 0.96 NA
## 3 3 Singapore 105.89 0.97 0.939
## 4 4 Hong Kong 105.37 0.94 0.952
## 5 5 China 104.10 0.96 0.768
## 6 6 South Korea 102.35 0.98 0.925
## 7 7 Belarus 101.60 1.00 0.808
## 8 8 Finland 101.20 1.00 0.940
## 9 9 Liechtenstein 101.07 1.00 0.935
## 10 10 Germany 100.74 0.99 0.942
## 11 11 Netherlands 100.74 0.99 0.941
## 12 12 Estonia 100.72 1.00 0.890
## 13 13 Luxembourg 99.87 1.00 0.930
## 14 14 Macao 99.82 0.97 NA
## 15 15 Cambodia 99.75 0.78 0.593
## 16 16 Canada 99.52 0.99 0.936
## 19 19 Switzerland 99.24 0.99 0.962
## 17 17 Australia 99.24 0.99 0.951
## 18 18 Hungary 99.24 0.99 0.846
## 20 20 United Kingdom 99.12 0.99 0.929
## 21 21 North Korea 98.82 1.00 NA
## 22 22 Slovenia 98.60 1.00 0.918
## 23 23 New Zealand 98.57 0.99 0.937
## 24 24 Austria 98.38 0.98 0.916
## 25 25 Iceland 98.26 0.99 0.959
## 26 26 Denmark 97.83 0.99 0.948
## 27 27 Belgium 97.49 0.99 0.937
## 28 28 United States 97.43 0.99 0.921
## 29 29 Norway 97.13 1.00 0.961
## 30 30 Sweden 97.00 0.99 0.947
## 31 31 France 96.69 0.99 0.903
## 32 32 Poland 96.35 1.00 0.876
## 33 33 Slovakia 96.32 1.00 0.848
## 34 34 Russia 96.29 1.00 0.822
## 35 35 Lithuania 95.89 1.00 0.875
## 36 36 Croatia 95.75 0.99 0.858
## 37 37 Andorra 95.20 1.00 0.858
## 38 38 Ireland 95.13 0.99 0.945
## 39 39 Czech republic 94.92 0.99 0.889
## 40 40 Latvia 94.79 1.00 0.863
## 41 41 Italy 94.23 0.99 0.895
## 42 42 New Caledonia 93.92 0.97 NA
## 43 43 Vanuatu 93.92 0.85 0.607
## 44 44 Spain 93.90 0.98 0.905
## 45 45 Bermuda 93.48 0.98 NA
## 46 46 Cyprus 93.39 0.99 0.896
## 47 47 Portugal 92.77 0.95 0.866
## 48 48 Israel 92.43 0.97 0.919
## 49 49 Barbados 91.60 1.00 0.790
## 50 50 Malta 91.27 0.94 0.918
## 51 51 Myanmar 91.18 0.93 0.585
## 52 52 Mongolia 91.03 0.98 0.739
## 53 53 Bulgaria 90.99 0.98 0.795
## 54 54 Greece 90.77 0.95 0.887
## 55 55 Suriname 90.29 0.96 0.730
## 56 56 Ukraine 90.07 1.00 0.773
## 57 57 Moldavia 89.98 0.99 0.767
## 58 58 Serbia 89.60 0.98 0.802
## 59 59 Vietnam 89.53 0.95 0.703
## 60 60 Iraq 89.28 0.80 0.686
## 61 61 Uzbekistan 89.01 1.00 0.727
## 62 62 Kazakhstan 88.89 1.00 0.811
## 63 63 Thailand 88.87 0.94 0.800
## 64 64 Armenia 88.82 1.00 0.759
## 65 65 Bosnia and Herzegovina 88.54 0.98 0.780
## 66 66 Costa Rica 88.34 0.98 0.809
## 67 67 Bhutan 87.94 0.64 0.666
## 68 68 Chile 87.89 0.97 0.855
## 69 69 Mexico 87.73 0.95 0.758
## 70 70 Tajikistan 87.71 1.00 0.685
## 71 71 Uruguay 87.59 0.98 0.809
## 72 72 Brunei 87.58 0.97 0.829
## 73 73 Malaysia 87.58 0.95 0.803
## 74 74 Bahamas 86.99 0.96 0.812
## 75 75 Romania 86.88 0.99 0.821
## 76 76 Türkiye 86.80 0.96 0.838
## 77 77 Argentina 86.63 0.98 0.842
## 78 78 Sri Lanka 86.62 0.93 0.782
## 79 79 Mauritius 86.56 0.91 0.802
## 80 80 Turkmenistan 85.86 1.00 0.745
## 81 81 Montenegro 85.78 0.99 0.832
## 82 82 Trinidad and Tobago 85.63 0.99 0.810
## 83 83 Azerbaijan 84.81 1.00 0.745
## 84 84 Georgia 84.50 1.00 0.802
## 85 85 Turks and Caicos Islands 84.29 0.98 NA
## 86 86 Paraguay 84.04 0.96 0.717
## 89 89 Marshall Islands 83.96 0.98 0.639
## 88 88 Fiji 83.96 0.94 0.730
## 87 87 Federated States of Micronesia 83.96 0.89 0.628
## 90 90 Solomon Islands 83.96 0.84 0.564
## 91 91 Cuba 83.90 1.00 0.764
## 92 92 Bahrain 83.60 0.96 0.875
## 93 93 Brazil 83.38 0.93 0.754
## 94 94 Guyana 83.23 0.88 0.714
## 95 95 Colombia 83.13 0.95 0.752
## 96 96 Venezuela 82.99 0.95 0.691
## 97 97 Cayman Islands 82.24 0.99 NA
## 98 98 Afghanistan 82.12 0.38 0.478
## 99 99 Haiti 82.10 0.61 0.535
## 101 101 United Arab Emirates 82.05 0.93 0.911
## 100 100 Dominican Republic 82.05 0.92 0.767
## 102 102 Puerto Rico 81.99 0.93 NA
## 103 103 North Macedonia 81.91 0.98 0.770
## 104 104 Albania 81.75 0.98 0.796
## 105 105 Lebanon 81.70 0.94 0.706
## 106 106 Philippines 81.64 0.97 0.699
## 107 107 Peru 81.44 0.94 0.762
## 108 108 Northern Mariana Islands 81.36 0.97 NA
## 109 109 Laos 80.99 0.80 0.607
## 110 110 Libya 80.92 0.91 0.718
## 111 111 Qatar 80.78 0.98 0.855
## 112 112 Jordan 80.70 0.98 0.720
## 113 113 Maldives 80.54 0.99 0.747
## 114 114 Iran 80.01 0.87 0.774
## 115 115 Pakistan 80.00 0.56 0.544
## 116 116 Grenade 79.34 0.96 0.795
## 117 117 Tunisia 79.22 0.81 0.731
## 118 118 Kyrgyzstan 79.09 0.99 0.692
## 119 119 Panama 79.00 0.95 0.805
## 121 121 Sudan 78.87 0.59 0.508
## 120 120 Chad 78.87 0.40 0.394
## 122 122 Seychelles 78.76 0.95 0.785
## 123 123 Oman 78.70 0.94 0.816
## 124 124 Kuwait 78.64 0.96 0.831
## 126 126 Indonesia 78.49 0.95 0.705
## 125 125 East Timor 78.49 0.64 NA
## 127 127 Papua New Guinea 78.49 0.63 0.558
## 128 128 Ecuador 78.26 0.95 0.740
## 129 129 Palestine 77.69 0.97 0.715
## 130 130 Senegal 77.37 0.56 0.511
## 131 131 Comoros 77.07 0.78 0.558
## 132 132 Madagascar 76.79 0.65 0.501
## 133 133 British Virgin Islands 76.69 0.98 NA
## 134 134 Bolivia 76.53 0.95 0.692
## 135 135 Uganda 76.42 0.74 0.525
## 136 136 Saudi Arabia 76.36 0.95 0.875
## 137 137 Egypt 76.32 0.76 0.731
## 138 138 India 76.24 0.72 0.633
## 139 139 Algeria 76.00 0.80 0.745
## 140 140 Kenya 75.20 0.78 0.575
## 141 141 Angola 75.10 0.71 0.586
## 142 142 Jamaica 75.08 0.89 0.709
## 143 143 Tanzania 74.95 0.80 0.549
## 144 144 Syria 74.41 0.86 0.577
## 145 145 Bangladesh 74.33 0.61 0.661
## 146 146 Zimbabwe 74.01 0.87 0.593
## 147 147 Burkina Faso 73.80 0.38 0.449
## 148 148 Saint Lucia 73.68 0.90 0.715
## 149 149 Mozambique 72.50 0.59 0.446
## 150 150 Burundi 72.09 0.85 0.426
## 151 151 Niger 70.82 0.19 0.400
## 152 152 Antigua and Barbuda 70.48 0.99 0.788
## 153 153 Rwanda 69.95 0.71 0.534
## 154 154 Benin 69.71 0.38 0.525
## 155 155 Malawi 69.70 0.66 0.512
## 156 156 El Salvador 69.63 0.88 0.675
## 157 157 Botswana 69.45 0.88 0.693
## 159 159 South Africa 68.87 0.95 0.713
## 160 160 Eswatini 68.87 0.87 0.597
## 158 158 Lesotho 68.87 0.79 0.514
## 161 161 Eritrea 68.77 0.74 0.492
## 162 162 Saint Helena 68.74 0.97 NA
## 163 163 Zambia 68.43 0.85 0.565
## 164 164 Ethiopia 68.42 0.49 0.498
## 165 165 Djibouti 68.41 0.68 0.509
## 166 166 Cameroon 67.76 0.75 0.576
## 167 167 Nigeria 67.76 0.60 0.535
## 168 168 Somalia 67.67 0.38 NA
## 169 169 Morocco 67.03 0.72 0.683
## 170 170 Namibia 66.19 0.91 0.615
## 171 171 Dominica 66.03 0.94 0.720
## 172 172 Sao Tome and Principe 65.22 0.92 0.618
## 173 173 Congo 64.92 0.77 0.571
## 174 174 Saint Vincent and the Grenadines 63.42 0.96 0.751
## 175 175 Gabon 62.97 0.83 0.706
## 176 176 Congo Republic 62.97 0.79 0.479
## 177 177 Yemen 62.86 0.70 0.455
## 178 178 Belize 62.55 0.83 0.683
## 179 179 Central African Republic 62.55 0.37 0.404
## 180 180 Honduras 62.16 0.88 0.621
## 181 181 Togo 59.83 0.67 0.539
## 183 183 Mauritania 59.76 0.52 0.556
## 182 182 Mali 59.76 0.33 0.428
## 184 184 South Sudan 58.61 0.32 0.385
## 185 185 Ghana 58.16 0.77 0.632
## 186 186 Costa do Marfim 58.16 0.43 NA
## 187 187 Guinea 53.48 0.30 0.465
## 188 188 Nicaragua 52.69 0.82 0.667
## 189 189 Gambia 52.68 0.58 0.500
## 190 190 Guatemala 47.72 0.79 0.627
## 191 191 Liberia 45.07 0.48 0.481
## 192 192 Sierra Leone 45.07 0.48 0.477
## 193 193 Nepal 42.99 0.65 0.602
## 194 NA 0.00 NA NADapat dilihat bahwa negara Jepang merupakan negara yang menduduki posisi pertama dengan Rata2 IQ, Tingkat literasi, dan HDI tertinggi.
##Mengganti nilai NA dengan 0 agar dapat dihitung
Data_Analisis[is.na(Data_Analisis)] <- 0
Data_Analisis2 <- Data_Analisis
Data_Analisis2## Rank Country Average.IQ Literacy.Rate HDI..2021.
## 1 1 Japan 106.48 0.99 0.925
## 2 2 Taiwan 106.47 0.96 0.000
## 3 3 Singapore 105.89 0.97 0.939
## 4 4 Hong Kong 105.37 0.94 0.952
## 5 5 China 104.10 0.96 0.768
## 6 6 South Korea 102.35 0.98 0.925
## 7 7 Belarus 101.60 1.00 0.808
## 8 8 Finland 101.20 1.00 0.940
## 9 9 Liechtenstein 101.07 1.00 0.935
## 10 10 Germany 100.74 0.99 0.942
## 11 11 Netherlands 100.74 0.99 0.941
## 12 12 Estonia 100.72 1.00 0.890
## 13 13 Luxembourg 99.87 1.00 0.930
## 14 14 Macao 99.82 0.97 0.000
## 15 15 Cambodia 99.75 0.78 0.593
## 16 16 Canada 99.52 0.99 0.936
## 17 17 Australia 99.24 0.99 0.951
## 18 18 Hungary 99.24 0.99 0.846
## 19 19 Switzerland 99.24 0.99 0.962
## 20 20 United Kingdom 99.12 0.99 0.929
## 21 21 North Korea 98.82 1.00 0.000
## 22 22 Slovenia 98.60 1.00 0.918
## 23 23 New Zealand 98.57 0.99 0.937
## 24 24 Austria 98.38 0.98 0.916
## 25 25 Iceland 98.26 0.99 0.959
## 26 26 Denmark 97.83 0.99 0.948
## 27 27 Belgium 97.49 0.99 0.937
## 28 28 United States 97.43 0.99 0.921
## 29 29 Norway 97.13 1.00 0.961
## 30 30 Sweden 97.00 0.99 0.947
## 31 31 France 96.69 0.99 0.903
## 32 32 Poland 96.35 1.00 0.876
## 33 33 Slovakia 96.32 1.00 0.848
## 34 34 Russia 96.29 1.00 0.822
## 35 35 Lithuania 95.89 1.00 0.875
## 36 36 Croatia 95.75 0.99 0.858
## 37 37 Andorra 95.20 1.00 0.858
## 38 38 Ireland 95.13 0.99 0.945
## 39 39 Czech republic 94.92 0.99 0.889
## 40 40 Latvia 94.79 1.00 0.863
## 41 41 Italy 94.23 0.99 0.895
## 42 42 New Caledonia 93.92 0.97 0.000
## 43 43 Vanuatu 93.92 0.85 0.607
## 44 44 Spain 93.90 0.98 0.905
## 45 45 Bermuda 93.48 0.98 0.000
## 46 46 Cyprus 93.39 0.99 0.896
## 47 47 Portugal 92.77 0.95 0.866
## 48 48 Israel 92.43 0.97 0.919
## 49 49 Barbados 91.60 1.00 0.790
## 50 50 Malta 91.27 0.94 0.918
## 51 51 Myanmar 91.18 0.93 0.585
## 52 52 Mongolia 91.03 0.98 0.739
## 53 53 Bulgaria 90.99 0.98 0.795
## 54 54 Greece 90.77 0.95 0.887
## 55 55 Suriname 90.29 0.96 0.730
## 56 56 Ukraine 90.07 1.00 0.773
## 57 57 Moldavia 89.98 0.99 0.767
## 58 58 Serbia 89.60 0.98 0.802
## 59 59 Vietnam 89.53 0.95 0.703
## 60 60 Iraq 89.28 0.80 0.686
## 61 61 Uzbekistan 89.01 1.00 0.727
## 62 62 Kazakhstan 88.89 1.00 0.811
## 63 63 Thailand 88.87 0.94 0.800
## 64 64 Armenia 88.82 1.00 0.759
## 65 65 Bosnia and Herzegovina 88.54 0.98 0.780
## 66 66 Costa Rica 88.34 0.98 0.809
## 67 67 Bhutan 87.94 0.64 0.666
## 68 68 Chile 87.89 0.97 0.855
## 69 69 Mexico 87.73 0.95 0.758
## 70 70 Tajikistan 87.71 1.00 0.685
## 71 71 Uruguay 87.59 0.98 0.809
## 72 72 Brunei 87.58 0.97 0.829
## 73 73 Malaysia 87.58 0.95 0.803
## 74 74 Bahamas 86.99 0.96 0.812
## 75 75 Romania 86.88 0.99 0.821
## 76 76 Türkiye 86.80 0.96 0.838
## 77 77 Argentina 86.63 0.98 0.842
## 78 78 Sri Lanka 86.62 0.93 0.782
## 79 79 Mauritius 86.56 0.91 0.802
## 80 80 Turkmenistan 85.86 1.00 0.745
## 81 81 Montenegro 85.78 0.99 0.832
## 82 82 Trinidad and Tobago 85.63 0.99 0.810
## 83 83 Azerbaijan 84.81 1.00 0.745
## 84 84 Georgia 84.50 1.00 0.802
## 85 85 Turks and Caicos Islands 84.29 0.98 0.000
## 86 86 Paraguay 84.04 0.96 0.717
## 87 87 Federated States of Micronesia 83.96 0.89 0.628
## 88 88 Fiji 83.96 0.94 0.730
## 89 89 Marshall Islands 83.96 0.98 0.639
## 90 90 Solomon Islands 83.96 0.84 0.564
## 91 91 Cuba 83.90 1.00 0.764
## 92 92 Bahrain 83.60 0.96 0.875
## 93 93 Brazil 83.38 0.93 0.754
## 94 94 Guyana 83.23 0.88 0.714
## 95 95 Colombia 83.13 0.95 0.752
## 96 96 Venezuela 82.99 0.95 0.691
## 97 97 Cayman Islands 82.24 0.99 0.000
## 98 98 Afghanistan 82.12 0.38 0.478
## 99 99 Haiti 82.10 0.61 0.535
## 100 100 Dominican Republic 82.05 0.92 0.767
## 101 101 United Arab Emirates 82.05 0.93 0.911
## 102 102 Puerto Rico 81.99 0.93 0.000
## 103 103 North Macedonia 81.91 0.98 0.770
## 104 104 Albania 81.75 0.98 0.796
## 105 105 Lebanon 81.70 0.94 0.706
## 106 106 Philippines 81.64 0.97 0.699
## 107 107 Peru 81.44 0.94 0.762
## 108 108 Northern Mariana Islands 81.36 0.97 0.000
## 109 109 Laos 80.99 0.80 0.607
## 110 110 Libya 80.92 0.91 0.718
## 111 111 Qatar 80.78 0.98 0.855
## 112 112 Jordan 80.70 0.98 0.720
## 113 113 Maldives 80.54 0.99 0.747
## 114 114 Iran 80.01 0.87 0.774
## 115 115 Pakistan 80.00 0.56 0.544
## 116 116 Grenade 79.34 0.96 0.795
## 117 117 Tunisia 79.22 0.81 0.731
## 118 118 Kyrgyzstan 79.09 0.99 0.692
## 119 119 Panama 79.00 0.95 0.805
## 120 120 Chad 78.87 0.40 0.394
## 121 121 Sudan 78.87 0.59 0.508
## 122 122 Seychelles 78.76 0.95 0.785
## 123 123 Oman 78.70 0.94 0.816
## 124 124 Kuwait 78.64 0.96 0.831
## 125 125 East Timor 78.49 0.64 0.000
## 126 126 Indonesia 78.49 0.95 0.705
## 127 127 Papua New Guinea 78.49 0.63 0.558
## 128 128 Ecuador 78.26 0.95 0.740
## 129 129 Palestine 77.69 0.97 0.715
## 130 130 Senegal 77.37 0.56 0.511
## 131 131 Comoros 77.07 0.78 0.558
## 132 132 Madagascar 76.79 0.65 0.501
## 133 133 British Virgin Islands 76.69 0.98 0.000
## 134 134 Bolivia 76.53 0.95 0.692
## 135 135 Uganda 76.42 0.74 0.525
## 136 136 Saudi Arabia 76.36 0.95 0.875
## 137 137 Egypt 76.32 0.76 0.731
## 138 138 India 76.24 0.72 0.633
## 139 139 Algeria 76.00 0.80 0.745
## 140 140 Kenya 75.20 0.78 0.575
## 141 141 Angola 75.10 0.71 0.586
## 142 142 Jamaica 75.08 0.89 0.709
## 143 143 Tanzania 74.95 0.80 0.549
## 144 144 Syria 74.41 0.86 0.577
## 145 145 Bangladesh 74.33 0.61 0.661
## 146 146 Zimbabwe 74.01 0.87 0.593
## 147 147 Burkina Faso 73.80 0.38 0.449
## 148 148 Saint Lucia 73.68 0.90 0.715
## 149 149 Mozambique 72.50 0.59 0.446
## 150 150 Burundi 72.09 0.85 0.426
## 151 151 Niger 70.82 0.19 0.400
## 152 152 Antigua and Barbuda 70.48 0.99 0.788
## 153 153 Rwanda 69.95 0.71 0.534
## 154 154 Benin 69.71 0.38 0.525
## 155 155 Malawi 69.70 0.66 0.512
## 156 156 El Salvador 69.63 0.88 0.675
## 157 157 Botswana 69.45 0.88 0.693
## 158 158 Lesotho 68.87 0.79 0.514
## 159 159 South Africa 68.87 0.95 0.713
## 160 160 Eswatini 68.87 0.87 0.597
## 161 161 Eritrea 68.77 0.74 0.492
## 162 162 Saint Helena 68.74 0.97 0.000
## 163 163 Zambia 68.43 0.85 0.565
## 164 164 Ethiopia 68.42 0.49 0.498
## 165 165 Djibouti 68.41 0.68 0.509
## 166 166 Cameroon 67.76 0.75 0.576
## 167 167 Nigeria 67.76 0.60 0.535
## 168 168 Somalia 67.67 0.38 0.000
## 169 169 Morocco 67.03 0.72 0.683
## 170 170 Namibia 66.19 0.91 0.615
## 171 171 Dominica 66.03 0.94 0.720
## 172 172 Sao Tome and Principe 65.22 0.92 0.618
## 173 173 Congo 64.92 0.77 0.571
## 174 174 Saint Vincent and the Grenadines 63.42 0.96 0.751
## 175 175 Gabon 62.97 0.83 0.706
## 176 176 Congo Republic 62.97 0.79 0.479
## 177 177 Yemen 62.86 0.70 0.455
## 178 178 Belize 62.55 0.83 0.683
## 179 179 Central African Republic 62.55 0.37 0.404
## 180 180 Honduras 62.16 0.88 0.621
## 181 181 Togo 59.83 0.67 0.539
## 182 182 Mali 59.76 0.33 0.428
## 183 183 Mauritania 59.76 0.52 0.556
## 184 184 South Sudan 58.61 0.32 0.385
## 185 185 Ghana 58.16 0.77 0.632
## 186 186 Costa do Marfim 58.16 0.43 0.000
## 187 187 Guinea 53.48 0.30 0.465
## 188 188 Nicaragua 52.69 0.82 0.667
## 189 189 Gambia 52.68 0.58 0.500
## 190 190 Guatemala 47.72 0.79 0.627
## 191 191 Liberia 45.07 0.48 0.481
## 192 192 Sierra Leone 45.07 0.48 0.477
## 193 193 Nepal 42.99 0.65 0.602
## 194 0 0.00 0.00 0.000##Membuat Plot dan korelasinya
plot(Data_Analisis$Average.IQ, Data_Analisis$Literacy.Rate)
##Menghitung korelasinya
cor(Data_Analisis$Average.IQ, Data_Analisis$Literacy.Rate)## [1] 0.6807093Korelasi antara rata-rata IQ dengan Tingkat literasi memiliki nilai yang positif. Hal ini juga tergambar dalam grafiknya yang memiliki slope yang positif. Korelasi yang positif berarti jika rata2 IQ nya semakin tinggi maka tingkat literasinya juga semakin besar.
plot(Data_Analisis$Average.IQ, Data_Analisis$HDI..2021.)
plot(Data_Analisis$Literacy.Rate, Data_Analisis$HDI..2021.)
##Menghitung korelasi keseluruhan
Data_Analisis2 <- Data_Analisis[,c("Average.IQ", "Literacy.Rate", "HDI..2021.")]
cor(Data_Analisis2)## Average.IQ Literacy.Rate HDI..2021.
## Average.IQ 1.0000000 0.6807093 0.4568091
## Literacy.Rate 0.6807093 1.0000000 0.5027639
## HDI..2021. 0.4568091 0.5027639 1.0000000Dari hasil korelasi ini dapat terlihat bahwa masing2 peubah memiliki korelasi yang positif dengan peubah lain, tetapi antara rata-rata IQ dengan HDI memiliki korelasi yang lebih rendah daripada rata-rata IQ dengan literasi Rate dan Literasi Rate dengan HDI.
##Analisi Deskripstif
- Rata2
mean(Data_Analisis2$Average.IQ)## [1] 81.625mean(Data_Analisis2$Literacy.Rate)## [1] 0.8597938mean(Data_Analisis2$HDI..2021.)## [1] 0.668134Dapat diketahui bawah rata2 dari IQ 194 negara adalah 81,625 dengan rata2 tingkat literasi sebesar 0,859, dan rata2 HDI sebesar 0,668
- Median
median(Data_Analisis2$Average.IQ)## [1] 82.18median(Data_Analisis2$Literacy.Rate)## [1] 0.95median(Data_Analisis2$HDI..2021.)## [1] 0.7235Median dari Rata2 Iq negara2 di atas adalah 82,18 Median dari Tingkat Literasi negara2 di atas adalah 0,95 Median dari HDI negara2 di atas adalah 0,7235
- max dan min
max(Data_Analisis2$Average.IQ)## [1] 106.48max(Data_Analisis2$Literacy.Rate)## [1] 1max(Data_Analisis2$HDI..2021.)## [1] 0.962min(Data_Analisis2$Average.IQ)## [1] 0min(Data_Analisis2$Literacy.Rate)## [1] 0min(Data_Analisis2$HDI..2021.)## [1] 0menghitung statistik ringkasan
summary(Data_Analisis2)## Average.IQ Literacy.Rate HDI..2021.
## Min. : 0.00 Min. :0.0000 Min. :0.0000
## 1st Qu.: 74.09 1st Qu.:0.7925 1st Qu.:0.5595
## Median : 82.18 Median :0.9500 Median :0.7235
## Mean : 81.62 Mean :0.8598 Mean :0.6681
## 3rd Qu.: 91.52 3rd Qu.:0.9900 3rd Qu.:0.8305
## Max. :106.48 Max. :1.0000 Max. :0.9620melihat struktur dataframe
str(Data_Analisis2)## 'data.frame': 194 obs. of 3 variables:
## $ Average.IQ : num 106 106 106 105 104 ...
## $ Literacy.Rate: num 0.99 0.96 0.97 0.94 0.96 0.98 1 1 1 0.99 ...
## $ HDI..2021. : num 0.925 0 0.939 0.952 0.768 0.925 0.808 0.94 0.935 0.942 ...