Kuis MANDAREL_G1401221027
Nabil Ibni Nawawi
2023-12-02
Read data csv
Kode dibawah ini untuk membaca file dengan dormat csv yang telah di download di suatu location.
datakuis <- read.csv ("C:/Global_Education.csv", header= TRUE, sep= ",")
datakuis## Countries.and.areas Latitude Longitude
## 1 Afghanistan 33.939110 67.709953
## 2 Albania 41.153332 20.168331
## 3 Algeria 28.033886 1.659626
## 4 Andorra 42.506285 1.521801
## 5 Angola 11.202692 17.873887
## 6 Anguilla 18.220554 63.068615
## 7 Antigua and Barbuda 17.060816 61.796428
## 8 Argentina 38.416097 63.616672
## 9 Armenia 40.069099 45.038189
## 10 Australia 25.274398 133.775136
## 11 Austria 47.516231 14.550072
## 12 Azerbaijan 40.143105 47.576927
## 13 The Bahamas 25.034280 77.396280
## 14 Bahrain 26.066700 50.557700
## 15 Bangladesh 23.684994 90.356331
## 16 Barbados 13.193887 59.543198
## 17 Belarus 53.709807 27.953389
## 18 Belgium 50.503887 4.469936
## 19 Belize 17.189877 88.497650
## 20 Benin 9.307690 2.315834
## 21 Bhutan 27.514162 90.433601
## 22 Bolivia 16.290154 63.588653
## 23 Bosnia and Herzegovina 43.915886 17.679076
## 24 Botswana 22.328474 24.684866
## 25 Brazil 14.235004 51.925280
## 26 British Virgin Islands 18.420695 64.639968
## 27 Brunei 4.535277 114.727669
## 28 Bulgaria 42.733883 25.485830
## 29 Burkina Faso 12.238333 1.561593
## 30 Burundi 3.373056 29.918886
## 31 Cape Verde 16.538800 23.041800
## 32 Cambodia 12.565679 104.990963
## 33 Cameroon 7.369722 12.354722
## 34 Canada 56.130366 106.346771
## 35 Central African Republic 6.611111 20.939444
## 36 Chad 15.454166 18.732207
## 37 Chile 35.675147 71.542969
## 38 China 35.861660 104.195397
## 39 Colombia 4.570868 74.297333
## 40 Comoros 11.645500 43.333300
## 41 Republic of the Congo 0.228021 15.827659
## 42 Cook Islands 21.236736 159.777671
## 43 Costa Rica 9.748917 83.753428
## 44 Ivory Coast 7.539989 5.547080
## 45 Croatia 45.100000 15.200000
## 46 Cuba 21.521757 77.781167
## 47 Cyprus 35.126413 33.429859
## 48 Czech Republic 49.817492 15.472962
## 49 North Korea 40.339852 127.510093
## 50 Democratic Republic of the Congo 4.038333 21.758664
## 51 Denmark 56.263920 9.501785
## 52 Djibouti 11.825138 42.590275
## 53 Dominica 15.414999 61.370976
## 54 Dominican Republic 18.735693 70.162651
## 55 Ecuador 1.831239 78.183406
## 56 Egypt 26.820553 30.802498
## 57 El Salvador 13.794185 88.896530
## 58 Equatorial Guinea 1.650801 10.267895
## 59 Eritrea 15.179384 39.782334
## 60 Estonia 58.595272 25.013607
## 61 Eswatini 26.522503 31.465866
## 62 Ethiopia 9.145000 40.489673
## 63 Fiji 17.713371 178.065032
## 64 Finland 61.924110 25.748151
## 65 France 46.227638 2.213749
## 66 Gabon 0.803689 11.609444
## 67 The Gambia 13.443182 15.310139
## 68 Georgia 42.315407 43.356892
## 69 Germany 51.165691 10.451526
## 70 Ghana 7.946527 1.023194
## 71 Greece 39.074208 21.824312
## 72 Grenada 12.116500 61.679000
## 73 Guatemala 15.783471 90.230759
## 74 Guinea 9.945587 9.696645
## 75 Guinea0Bissau 11.803749 15.180413
## 76 Guyana 4.860416 58.930180
## 77 Haiti 18.971187 72.285215
## 78 Vatican City 41.902916 12.453389
## 79 Honduras 15.199999 86.241905
## 80 Hungary 47.162494 19.503304
## 81 Iceland 64.963051 19.020835
## 82 India 20.593684 78.962880
## 83 Indonesia 0.789275 113.921327
## 84 Iran 32.427908 53.688046
## 85 Iraq 33.223191 43.679291
## 86 Republic of Ireland 53.412910 8.243890
## 87 Israel 31.046051 34.851612
## 88 Italy 41.871940 12.567380
## 89 Jamaica 18.109581 77.297508
## 90 Japan 36.204824 138.252924
## 91 Jordan 31.302848 36.786839
## 92 Kazakhstan 48.019573 66.923684
## 93 Kenya 0.023559 37.906193
## 94 Kiribati 1.836898 157.376832
## 95 Kuwait 29.311660 47.481766
## 96 Kyrgyzstan 41.204380 74.766098
## 97 Laos 19.856270 102.495496
## 98 Latvia 56.879635 24.603189
## 99 Lebanon 33.854721 35.862285
## 100 Lesotho 29.609988 28.233608
## 101 Liberia 6.428055 9.429499
## 102 Libya 26.335100 17.228331
## 103 Liechtenstein 47.141039 9.520935
## 104 Lithuania 55.169438 23.881275
## 105 Luxembourg 49.815273 6.129583
## 106 Madagascar 18.766947 46.869107
## 107 Malawi 13.254308 34.301525
## 108 Malaysia 4.210484 101.975766
## 109 Maldives 3.202778 73.220680
## 110 Mali 17.570692 3.996166
## 111 Malta 35.937496 14.375416
## 112 Marshall Islands 7.131474 171.184478
## 113 Mauritania 21.007890 10.940835
## 114 Mauritius 20.348404 57.552152
## 115 Mexico 23.634501 102.552784
## 116 Federated States of Micronesia 7.425554 150.550812
## 117 Monaco 43.738418 7.424616
## 118 Mongolia 46.862496 103.846656
## 119 Montenegro 42.708678 19.374390
## 120 Montserrat 16.742498 62.187366
## 121 Morocco 31.791702 7.092620
## 122 Mozambique 18.665695 35.529562
## 123 Myanmar 21.916221 95.955974
## 124 Namibia 22.957640 18.490410
## 125 Nauru 0.522778 166.931503
## 126 Nepal 28.394857 84.124008
## 127 Netherlands 52.132633 5.291266
## 128 New Zealand 40.900557 174.885971
## 129 Nicaragua 12.865416 85.207229
## 130 Niger 17.607789 8.081666
## 131 Nigeria 9.081999 8.675277
## 132 Niue 19.054445 169.867233
## 133 North Macedonia 41.608635 21.745275
## 134 Norway 60.472024 8.468946
## 135 Oman 21.473533 55.975413
## 136 Pakistan 30.375321 69.345116
## 137 Palau 7.514980 134.582520
## 138 Panama 8.537981 80.782127
## 139 Papua New Guinea 6.314993 143.955550
## 140 Paraguay 23.442503 58.443832
## 141 Peru 9.189967 75.015152
## 142 Philippines 12.879721 121.774017
## 143 Poland 51.919438 19.145136
## 144 Portugal 39.399872 8.224454
## 145 Qatar 25.354826 51.183884
## 146 South Korea 35.907757 127.766922
## 147 Moldova 47.411631 28.369885
## 148 Romania 45.943161 24.966760
## 149 Russia 61.524010 105.318756
## 150 Rwanda 1.940278 29.873888
## 151 Saint Kitts and Nevis 17.357822 62.782998
## 152 Saint Lucia 13.909444 60.978893
## 153 Saint Vincent and the Grenadines 12.984305 61.287228
## 154 Samoa 13.759029 172.104629
## 155 San Marino 43.942360 12.457777
## 156 S�������\xef\xbf 0.186360 6.613081
## 157 Saudi Arabia 23.885942 45.079162
## 158 Senegal 14.497401 14.452362
## 159 Serbia 44.016521 21.005859
## 160 Seychelles 4.679574 55.491977
## 161 Sierra Leone 8.460555 11.779889
## 162 Singapore 1.352083 103.819836
## 163 Slovakia 48.669026 19.699024
## 164 Slovenia 46.151241 14.995463
## 165 Solomon Islands 9.645710 160.156194
## 166 Somalia 5.152149 46.199616
## 167 South Africa 30.559482 22.937506
## 168 South Sudan 6.876992 31.306979
## 169 Spain 40.463667 3.749220
## 170 Sri Lanka 7.873054 80.771797
## 171 Palestinian National Authority 31.952162 35.233154
## 172 Sudan 12.862807 30.217636
## 173 Suriname 3.919305 56.027783
## 174 Sweden 60.128161 18.643501
## 175 Switzerland 46.818188 8.227512
## 176 Syria 34.802075 38.996815
## 177 Tajikistan 38.861034 71.276093
## 178 Thailand 15.870032 100.992541
## 179 East Timor 8.874217 125.727539
## 180 Togo 8.619543 0.824782
## 181 Tokelau 9.200200 171.848400
## 182 Tonga 21.178986 175.198242
## 183 Trinidad and Tobago 10.691803 61.222503
## 184 Tunisia 33.886917 9.537499
## 185 Turkey 38.963745 35.243322
## 186 Turkmenistan 38.969719 59.556278
## 187 Turks and Caicos Islands 21.694025 71.797928
## 188 Tuvalu 7.109535 177.649330
## 189 Uganda 1.373333 32.290275
## 190 Ukraine 48.379433 31.165580
## 191 United Arab Emirates 23.424076 53.847818
## 192 United Kingdom 55.378051 3.435973
## 193 Tanzania 6.369028 34.888822
## 194 United States 37.090240 95.712891
## 195 Uruguay 32.522779 55.765835
## 196 Uzbekistan 41.377491 64.585262
## 197 Vanuatu 15.376706 166.959158
## 198 Venezuela 6.423750 66.589730
## 199 Vietnam 14.058324 108.277199
## 200 Yemen 15.552727 48.516388
## 201 Zambia 13.133897 27.849332
## 202 Zimbabwe 19.015438 29.154857
## OOSR_Pre0Primary_Age_Male OOSR_Pre0Primary_Age_Female OOSR_Primary_Age_Male
## 1 0 0 0
## 2 4 2 6
## 3 0 0 0
## 4 0 0 0
## 5 31 39 0
## 6 14 0 0
## 7 14 4 4
## 8 2 2 0
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## 10 13 14 0
## 11 0 0 0
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## 13 0 0 0
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## 195 2 1 3
## 196 53 55 0
## 197 38 38 8
## 198 14 14 10
## 199 0 0 0
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## 201 0 0 17
## 202 60 58 0
## OOSR_Primary_Age_Female OOSR_Lower_Secondary_Age_Male
## 1 0 0
## 2 3 6
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## 7 1 1
## 8 0 0
## 9 9 11
## 10 0 2
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## 23 0 0
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## 34 0 0
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## 75 0 0
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## 201 13 0
## 202 0 0
## OOSR_Lower_Secondary_Age_Female OOSR_Upper_Secondary_Age_Male
## 1 0 44
## 2 1 21
## 3 0 0
## 4 0 0
## 5 0 0
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## 8 0 15
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## 27 0 19
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## 31 13 29
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## 201 0 0
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## OOSR_Upper_Secondary_Age_Female Completion_Rate_Primary_Male
## 1 69 67
## 2 15 94
## 3 0 93
## 4 0 0
## 5 0 63
## 6 0 0
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## 193 88 75
## 194 3 0
## 195 9 96
## 196 15 0
## 197 46 0
## 198 19 0
## 199 0 96
## 200 68 70
## 201 0 71
## 202 50 86
## Completion_Rate_Primary_Female Completion_Rate_Lower_Secondary_Male
## 1 40 49
## 2 96 98
## 3 93 49
## 4 0 0
## 5 57 42
## 6 0 0
## 7 0 0
## 8 94 70
## 9 99 95
## 10 0 0
## 11 0 0
## 12 0 0
## 13 0 0
## 14 0 0
## 15 89 59
## 16 99 98
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## 18 0 0
## 19 96 55
## 20 44 25
## 21 71 41
## 22 0 0
## 23 100 97
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## 26 0 0
## 27 0 0
## 28 0 0
## 29 29 13
## 30 54 26
## 31 0 0
## 32 79 41
## 33 74 52
## 34 0 0
## 35 33 16
## 36 24 18
## 37 97 94
## 38 97 93
## 39 95 74
## 40 77 47
## 41 82 56
## 42 0 0
## 43 99 70
## 44 53 36
## 45 0 0
## 46 98 95
## 47 0 0
## 48 0 0
## 49 100 100
## 50 66 58
## 51 0 0
## 52 0 0
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## 57 89 73
## 58 0 0
## 59 0 0
## 60 0 0
## 61 77 47
## 62 48 19
## 63 0 0
## 64 0 0
## 65 0 0
## 66 75 32
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## 69 0 0
## 70 73 45
## 71 0 0
## 72 0 0
## 73 76 52
## 74 39 33
## 75 25 18
## 76 99 80
## 77 58 32
## 78 0 0
## 79 87 46
## 80 0 0
## 81 0 0
## 82 91 82
## 83 92 64
## 84 0 0
## 85 73 46
## 86 0 0
## 87 0 0
## 88 0 0
## 89 100 97
## 90 0 0
## 91 97 86
## 92 100 100
## 93 82 61
## 94 96 69
## 95 0 0
## 96 100 99
## 97 83 54
## 98 0 0
## 99 0 0
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## 101 33 29
## 102 0 0
## 103 0 0
## 104 0 0
## 105 0 0
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## 108 0 0
## 109 0 0
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## 111 0 0
## 112 0 0
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## 114 0 0
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## 116 0 0
## 117 0 0
## 118 98 87
## 119 98 93
## 120 0 0
## 121 0 0
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## 123 84 45
## 124 86 48
## 125 0 0
## 126 83 71
## 127 0 0
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## 129 0 0
## 130 24 10
## 131 71 66
## 132 0 0
## 133 100 93
## 134 0 0
## 135 0 0
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## 137 0 0
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## 139 0 0
## 140 96 81
## 141 95 83
## 142 95 75
## 143 0 0
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## 147 99 95
## 148 0 0
## 149 0 0
## 150 61 25
## 151 0 0
## 152 99 85
## 153 0 0
## 154 0 0
## 155 0 0
## 156 86 32
## 157 0 0
## 158 50 27
## 159 100 99
## 160 0 0
## 161 65 47
## 162 0 0
## 163 0 0
## 164 0 0
## 165 0 0
## 166 0 0
## 167 98 85
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## 169 0 0
## 170 99 94
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## 172 64 49
## 173 90 41
## 174 0 0
## 175 0 0
## 176 0 0
## 177 98 95
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## 179 85 63
## 180 76 55
## 181 0 0
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## 183 0 0
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## 185 98 96
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## 187 0 0
## 188 0 0
## 189 43 27
## 190 99 100
## 191 0 0
## 192 0 0
## 193 84 31
## 194 0 0
## 195 98 66
## 196 0 0
## 197 0 0
## 198 0 0
## 199 97 81
## 200 55 55
## 201 73 54
## 202 92 45
## Completion_Rate_Lower_Secondary_Female Completion_Rate_Upper_Secondary_Male
## 1 26 32
## 2 97 76
## 3 65 22
## 4 0 0
## 5 32 24
## 6 0 0
## 7 0 0
## 8 79 46
## 9 99 69
## 10 0 0
## 11 0 0
## 12 0 0
## 13 0 0
## 14 0 0
## 15 71 32
## 16 98 91
## 17 100 91
## 18 0 0
## 19 66 48
## 20 13 12
## 21 38 25
## 22 0 0
## 23 97 92
## 24 92 55
## 25 89 65
## 26 0 0
## 27 0 0
## 28 0 0
## 29 6 6
## 30 19 4
## 31 0 0
## 32 39 20
## 33 43 26
## 34 0 0
## 35 8 8
## 36 10 15
## 37 97 83
## 38 93 63
## 39 81 69
## 40 45 24
## 41 45 28
## 42 0 0
## 43 76 56
## 44 22 17
## 45 0 0
## 46 98 85
## 47 0 0
## 48 0 0
## 49 100 100
## 50 52 36
## 51 0 0
## 52 0 0
## 53 0 0
## 54 89 48
## 55 92 78
## 56 81 43
## 57 74 34
## 58 0 0
## 59 0 0
## 60 0 0
## 61 54 31
## 62 22 11
## 63 0 0
## 64 0 0
## 65 0 0
## 66 33 14
## 67 48 33
## 68 98 79
## 69 0 0
## 70 50 12
## 71 0 0
## 72 0 0
## 73 45 27
## 74 20 22
## 75 16 14
## 76 88 49
## 77 38 17
## 78 0 0
## 79 52 29
## 80 0 0
## 81 0 0
## 82 79 46
## 83 59 40
## 84 0 0
## 85 47 45
## 86 0 0
## 87 0 0
## 88 0 0
## 89 97 80
## 90 0 0
## 91 88 49
## 92 100 95
## 93 69 44
## 94 88 13
## 95 0 0
## 96 99 89
## 97 53 32
## 98 0 0
## 99 0 0
## 100 55 27
## 101 23 18
## 102 0 0
## 103 0 0
## 104 0 0
## 105 0 0
## 106 27 16
## 107 21 15
## 108 0 0
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## 110 25 23
## 111 0 0
## 112 0 0
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## 114 0 0
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## 116 0 0
## 117 0 0
## 118 93 60
## 119 97 83
## 120 0 0
## 121 0 0
## 122 11 8
## 123 45 14
## 124 62 33
## 125 0 0
## 126 75 27
## 127 0 0
## 128 0 0
## 129 0 0
## 130 4 4
## 131 59 57
## 132 0 0
## 133 95 86
## 134 0 0
## 135 0 0
## 136 45 24
## 137 0 0
## 138 81 57
## 139 0 0
## 140 79 60
## 141 83 78
## 142 88 74
## 143 0 0
## 144 0 0
## 145 0 0
## 146 0 0
## 147 98 63
## 148 0 0
## 149 0 0
## 150 30 19
## 151 0 0
## 152 98 70
## 153 0 0
## 154 0 0
## 155 0 0
## 156 36 4
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## 159 99 71
## 160 0 0
## 161 42 27
## 162 0 0
## 163 0 0
## 164 0 0
## 165 0 0
## 166 0 0
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## 169 0 0
## 170 96 32
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## 172 52 33
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## 175 0 0
## 176 0 0
## 177 93 80
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## 179 70 49
## 180 39 31
## 181 0 0
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## 188 0 0
## 189 23 18
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## 191 0 0
## 192 0 0
## 193 27 32
## 194 0 0
## 195 73 48
## 196 0 0
## 197 0 0
## 198 0 0
## 199 87 50
## 200 39 37
## 201 50 33
## 202 53 17
## Completion_Rate_Upper_Secondary_Female Grade_2_3_Proficiency_Reading
## 1 14 22
## 2 80 0
## 3 37 0
## 4 0 0
## 5 15 0
## 6 0 0
## 7 0 0
## 8 53 76
## 9 79 0
## 10 0 94
## 11 0 0
## 12 0 0
## 13 0 0
## 14 0 69
## 15 27 47
## 16 97 0
## 17 94 0
## 18 0 0
## 19 51 0
## 20 5 9
## 21 18 0
## 22 0 0
## 23 92 0
## 24 66 0
## 25 75 80
## 26 0 0
## 27 0 0
## 28 0 0
## 29 2 36
## 30 3 79
## 31 0 0
## 32 20 0
## 33 21 30
## 34 0 96
## 35 6 0
## 36 6 18
## 37 88 94
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## 39 78 79
## 40 32 0
## 41 19 38
## 42 0 0
## 43 60 89
## 44 15 17
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## 46 86 0
## 47 0 0
## 48 0 97
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## 50 27 0
## 51 0 97
## 52 0 0
## 53 0 0
## 54 66 44
## 55 79 74
## 56 41 0
## 57 36 0
## 58 0 0
## 59 0 0
## 60 0 0
## 61 33 0
## 62 14 0
## 63 0 0
## 64 0 98
## 65 0 0
## 66 14 0
## 67 28 5
## 68 83 86
## 69 0 0
## 70 9 0
## 71 0 0
## 72 0 0
## 73 25 68
## 74 13 0
## 75 8 0
## 76 64 0
## 77 16 0
## 78 0 0
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## 81 0 0
## 82 40 47
## 83 37 0
## 84 0 66
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## 86 0 98
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## 88 0 98
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## 90 0 0
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## 96 85 39
## 97 31 0
## 98 0 99
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## 100 37 13
## 101 9 0
## 102 0 0
## 103 0 0
## 104 0 0
## 105 0 0
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## 107 13 0
## 108 0 0
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## 110 12 0
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## 112 0 0
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## 114 0 0
## 115 60 78
## 116 0 0
## 117 0 0
## 118 73 44
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## 120 0 0
## 121 0 36
## 122 5 0
## 123 19 0
## 124 39 0
## 125 0 0
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## 129 0 61
## 130 1 9
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## 132 0 0
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## 134 0 99
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## 139 0 0
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## 142 83 0
## 143 0 98
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## 146 0 0
## 147 71 0
## 148 0 0
## 149 0 0
## 150 16 0
## 151 0 0
## 152 90 0
## 153 0 0
## 154 0 0
## 155 0 0
## 156 8 0
## 157 0 63
## 158 10 29
## 159 81 0
## 160 0 0
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## 162 0 97
## 163 0 0
## 164 0 96
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## 166 0 0
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## 169 0 97
## 170 43 0
## 171 73 0
## 172 28 0
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## 174 0 98
## 175 0 0
## 176 0 0
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## 183 0 80
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## 186 95 0
## 187 0 0
## 188 0 0
## 189 15 33
## 190 97 0
## 191 0 68
## 192 0 0
## 193 27 0
## 194 0 0
## 195 29 80
## 196 0 0
## 197 0 0
## 198 0 0
## 199 61 0
## 200 23 0
## 201 27 0
## 202 14 20
## Grade_2_3_Proficiency_Math Primary_End_Proficiency_Reading
## 1 25 13
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## 7 0 0
## 8 71 46
## 9 0 0
## 10 70 0
## 11 0 98
## 12 0 81
## 13 0 0
## 14 40 0
## 15 34 44
## 16 0 0
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## 18 0 0
## 19 0 0
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## 21 0 0
## 22 0 0
## 23 0 0
## 24 0 0
## 25 71 53
## 26 0 0
## 27 0 0
## 28 0 95
## 29 59 21
## 30 97 7
## 31 0 0
## 32 0 50
## 33 57 24
## 34 69 0
## 35 0 0
## 36 48 3
## 37 90 70
## 38 85 0
## 39 64 55
## 40 0 0
## 41 72 17
## 42 0 0
## 43 84 68
## 44 33 22
## 45 0 0
## 46 0 0
## 47 74 0
## 48 78 0
## 49 0 0
## 50 0 0
## 51 80 0
## 52 0 0
## 53 0 0
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## 102 0 0
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## 107 0 0
## 108 0 0
## 109 0 0
## 110 0 0
## 111 0 0
## 112 0 0
## 113 0 0
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## 115 77 58
## 116 0 0
## 117 0 0
## 118 0 0
## 119 0 0
## 120 0 0
## 121 16 0
## 122 0 0
## 123 0 0
## 124 0 35
## 125 0 0
## 126 0 0
## 127 83 0
## 128 59 0
## 129 44 31
## 130 27 2
## 131 0 0
## 132 0 0
## 133 0 0
## 134 86 0
## 135 32 0
## 136 0 0
## 137 0 0
## 138 51 36
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## 142 0 0
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## 144 82 0
## 145 36 0
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## 147 0 0
## 148 0 0
## 149 0 99
## 150 0 0
## 151 0 0
## 152 0 0
## 153 0 0
## 154 0 0
## 155 0 0
## 156 0 0
## 157 16 0
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## 159 0 0
## 160 0 0
## 161 0 0
## 162 93 0
## 163 0 93
## 164 75 0
## 165 0 0
## 166 0 0
## 167 0 0
## 168 0 0
## 169 67 0
## 170 0 0
## 171 0 0
## 172 0 0
## 173 0 0
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## 175 0 0
## 176 0 0
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## 179 0 0
## 180 40 16
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## 185 0 0
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## 190 0 0
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## 192 0 0
## 193 0 0
## 194 0 0
## 195 75 59
## 196 0 0
## 197 0 0
## 198 0 0
## 199 0 55
## 200 0 0
## 201 0 0
## 202 0 0
## Primary_End_Proficiency_Math Lower_Secondary_End_Proficiency_Reading
## 1 11 0
## 2 0 48
## 3 0 21
## 4 0 0
## 5 0 0
## 6 0 0
## 7 0 0
## 8 56 48
## 9 55 0
## 10 64 80
## 11 0 76
## 12 0 0
## 13 0 0
## 14 0 0
## 15 32 54
## 16 0 0
## 17 0 77
## 18 0 79
## 19 0 0
## 20 11 0
## 21 0 56
## 22 0 0
## 23 0 46
## 24 16 0
## 25 52 50
## 26 0 0
## 27 0 48
## 28 75 53
## 29 22 0
## 30 40 0
## 31 0 0
## 32 0 8
## 33 12 0
## 34 0 86
## 35 0 0
## 36 3 0
## 37 75 68
## 38 0 80
## 39 48 50
## 40 0 0
## 41 6 0
## 42 0 0
## 43 60 58
## 44 3 0
## 45 67 78
## 46 0 0
## 47 0 56
## 48 0 79
## 49 0 0
## 50 0 0
## 51 0 84
## 52 0 0
## 53 0 0
## 54 12 21
## 55 48 49
## 56 0 0
## 57 0 0
## 58 0 0
## 59 0 0
## 60 0 89
## 61 0 0
## 62 0 0
## 63 0 0
## 64 0 86
## 65 58 79
## 66 0 0
## 67 0 0
## 68 0 36
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## 70 0 0
## 71 0 69
## 72 0 0
## 73 34 30
## 74 0 0
## 75 0 0
## 76 0 0
## 77 0 0
## 78 0 0
## 79 32 30
## 80 75 75
## 81 0 74
## 82 44 0
## 83 0 30
## 84 0 0
## 85 0 0
## 86 0 88
## 87 0 69
## 88 0 77
## 89 0 0
## 90 0 83
## 91 0 59
## 92 80 36
## 93 0 0
## 94 0 0
## 95 0 0
## 96 35 0
## 97 0 0
## 98 0 78
## 99 0 32
## 100 0 0
## 101 0 0
## 102 0 0
## 103 0 0
## 104 81 76
## 105 0 71
## 106 5 0
## 107 0 0
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## 109 0 0
## 110 0 0
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## 112 0 0
## 113 0 0
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## 116 0 0
## 117 0 0
## 118 0 0
## 119 0 56
## 120 0 0
## 121 0 27
## 122 0 0
## 123 0 0
## 124 6 0
## 125 0 0
## 126 0 0
## 127 0 76
## 128 0 81
## 129 20 0
## 130 1 0
## 131 0 0
## 132 0 0
## 133 0 45
## 134 70 81
## 135 0 0
## 136 0 0
## 137 0 0
## 138 23 36
## 139 0 0
## 140 23 32
## 141 53 46
## 142 0 19
## 143 0 85
## 144 0 80
## 145 0 49
## 146 0 85
## 147 0 57
## 148 0 59
## 149 89 78
## 150 0 0
## 151 0 0
## 152 0 0
## 153 0 0
## 154 0 0
## 155 0 0
## 156 0 0
## 157 0 48
## 158 29 9
## 159 72 62
## 160 0 0
## 161 0 0
## 162 0 89
## 163 65 69
## 164 0 82
## 165 0 0
## 166 0 0
## 167 13 0
## 168 0 0
## 169 0 84
## 170 0 0
## 171 0 0
## 172 0 0
## 173 0 0
## 174 0 82
## 175 0 76
## 176 0 0
## 177 0 0
## 178 0 40
## 179 0 0
## 180 20 0
## 181 0 0
## 182 0 0
## 183 0 58
## 184 0 28
## 185 57 74
## 186 0 0
## 187 0 0
## 188 0 0
## 189 0 0
## 190 0 74
## 191 0 57
## 192 0 83
## 193 0 0
## 194 0 81
## 195 68 58
## 196 0 0
## 197 0 0
## 198 0 0
## 199 51 86
## 200 0 0
## 201 0 5
## 202 0 0
## Lower_Secondary_End_Proficiency_Math Youth_15_24_Literacy_Rate_Male
## 1 0 74
## 2 58 99
## 3 19 98
## 4 0 0
## 5 0 0
## 6 0 0
## 7 0 0
## 8 31 99
## 9 50 0
## 10 78 0
## 11 79 0
## 12 0 0
## 13 0 0
## 14 39 100
## 15 57 94
## 16 0 0
## 17 71 100
## 18 80 0
## 19 0 0
## 20 0 70
## 21 0 0
## 22 0 0
## 23 42 0
## 24 0 0
## 25 32 99
## 26 0 0
## 27 52 100
## 28 56 0
## 29 0 62
## 30 0 0
## 31 0 0
## 32 10 0
## 33 0 88
## 34 84 0
## 35 0 48
## 36 0 0
## 37 28 0
## 38 79 100
## 39 35 99
## 40 0 78
## 41 0 85
## 42 0 0
## 43 40 99
## 44 0 64
## 45 69 0
## 46 0 0
## 47 63 0
## 48 80 0
## 49 0 0
## 50 0 0
## 51 85 0
## 52 0 0
## 53 0 0
## 54 9 0
## 55 29 0
## 56 21 0
## 57 0 98
## 58 0 0
## 59 0 94
## 60 90 0
## 61 0 94
## 62 0 0
## 63 0 0
## 64 85 0
## 65 79 0
## 66 0 88
## 67 0 0
## 68 39 0
## 69 79 0
## 70 0 93
## 71 64 99
## 72 0 0
## 73 11 0
## 74 0 70
## 75 0 0
## 76 0 0
## 77 0 0
## 78 0 0
## 79 15 95
## 80 67 0
## 81 79 0
## 82 0 93
## 83 28 100
## 84 34 0
## 85 0 0
## 86 84 0
## 87 66 0
## 88 62 100
## 89 0 0
## 90 89 0
## 91 41 99
## 92 51 100
## 93 0 88
## 94 0 0
## 95 18 99
## 96 0 100
## 97 0 0
## 98 83 100
## 99 35 100
## 100 0 0
## 101 0 0
## 102 0 0
## 103 0 0
## 104 74 0
## 105 73 0
## 106 0 82
## 107 0 0
## 108 59 97
## 109 0 0
## 110 0 58
## 111 62 99
## 112 0 0
## 113 0 0
## 114 0 99
## 115 44 99
## 116 0 0
## 117 0 0
## 118 0 98
## 119 54 99
## 120 0 0
## 121 14 98
## 122 0 0
## 123 0 0
## 124 0 94
## 125 0 0
## 126 0 94
## 127 84 0
## 128 78 0
## 129 0 0
## 130 0 51
## 131 0 82
## 132 0 0
## 133 39 0
## 134 81 0
## 135 23 98
## 136 0 0
## 137 0 0
## 138 19 99
## 139 0 0
## 140 8 98
## 141 40 99
## 142 19 0
## 143 85 0
## 144 77 100
## 145 36 0
## 146 85 0
## 147 50 0
## 148 53 99
## 149 78 100
## 150 0 84
## 151 0 0
## 152 0 0
## 153 0 0
## 154 0 99
## 155 0 100
## 156 0 98
## 157 11 0
## 158 8 0
## 159 60 0
## 160 0 99
## 161 0 71
## 162 94 100
## 163 75 0
## 164 84 0
## 165 0 0
## 166 0 0
## 167 0 0
## 168 0 48
## 169 75 100
## 170 0 99
## 171 0 99
## 172 0 73
## 173 0 99
## 174 81 0
## 175 83 0
## 176 0 0
## 177 0 0
## 178 47 98
## 179 0 82
## 180 0 0
## 181 0 0
## 182 0 99
## 183 48 0
## 184 25 0
## 185 42 0
## 186 0 0
## 187 0 0
## 188 0 0
## 189 0 89
## 190 64 0
## 191 46 0
## 192 81 0
## 193 0 0
## 194 73 0
## 195 49 99
## 196 0 100
## 197 0 96
## 198 0 0
## 199 81 98
## 200 0 0
## 201 2 93
## 202 0 0
## Youth_15_24_Literacy_Rate_Female Birth_Rate
## 1 56 32.49
## 2 100 11.78
## 3 97 24.28
## 4 0 7.20
## 5 0 40.73
## 6 0 0.00
## 7 0 15.33
## 8 100 17.02
## 9 0 13.99
## 10 0 12.60
## 11 0 9.70
## 12 0 14.00
## 13 0 13.97
## 14 99 13.99
## 15 96 18.18
## 16 0 10.65
## 17 100 9.90
## 18 0 10.30
## 19 0 20.79
## 20 52 36.22
## 21 0 17.26
## 22 0 21.75
## 23 0 8.11
## 24 0 24.82
## 25 99 13.92
## 26 0 0.00
## 27 100 14.90
## 28 0 8.90
## 29 55 37.93
## 30 0 39.01
## 31 0 19.49
## 32 0 22.46
## 33 82 35.39
## 34 0 10.10
## 35 29 35.35
## 36 0 42.17
## 37 0 12.43
## 38 100 10.90
## 39 99 14.88
## 40 78 31.88
## 41 79 32.86
## 42 0 0.00
## 43 100 13.97
## 44 53 35.74
## 45 0 9.00
## 46 0 10.17
## 47 0 10.46
## 48 0 10.70
## 49 0 13.89
## 50 0 41.18
## 51 0 10.60
## 52 0 21.47
## 53 0 12.00
## 54 0 19.51
## 55 0 19.72
## 56 0 26.38
## 57 98 18.25
## 58 0 33.24
## 59 93 30.30
## 60 0 10.90
## 61 97 0.00
## 62 0 32.34
## 63 0 21.28
## 64 0 8.60
## 65 0 11.30
## 66 91 31.61
## 67 0 38.54
## 68 0 13.47
## 69 0 9.50
## 70 92 29.41
## 71 99 8.10
## 72 0 16.47
## 73 0 24.56
## 74 43 36.36
## 75 0 35.13
## 76 0 19.97
## 77 0 24.35
## 78 0 0.00
## 79 98 21.60
## 80 0 9.60
## 81 0 12.00
## 82 90 17.86
## 83 100 18.07
## 84 0 18.78
## 85 0 29.08
## 86 0 12.50
## 87 0 20.80
## 88 100 7.30
## 89 0 16.10
## 90 0 7.40
## 91 99 21.98
## 92 100 21.77
## 93 88 28.75
## 94 0 27.89
## 95 100 13.94
## 96 100 27.10
## 97 0 23.55
## 98 100 10.00
## 99 100 17.55
## 100 0 26.81
## 101 0 33.04
## 102 0 18.83
## 103 0 9.90
## 104 0 10.00
## 105 0 10.30
## 106 81 32.66
## 107 0 34.12
## 108 97 16.75
## 109 0 14.20
## 110 43 41.54
## 111 100 9.20
## 112 0 29.03
## 113 0 33.69
## 114 99 10.20
## 115 99 17.60
## 116 0 22.82
## 117 0 5.90
## 118 99 24.13
## 119 99 11.73
## 120 0 0.00
## 121 97 18.94
## 122 0 37.52
## 123 0 17.55
## 124 96 28.64
## 125 0 0.00
## 126 91 19.89
## 127 0 9.70
## 128 0 11.98
## 129 0 20.64
## 130 36 46.08
## 131 68 37.91
## 132 0 0.00
## 133 0 0.00
## 134 0 10.40
## 135 99 19.19
## 136 0 28.25
## 137 0 14.00
## 138 99 18.98
## 139 0 27.07
## 140 99 20.57
## 141 99 17.95
## 142 0 20.55
## 143 0 10.20
## 144 100 8.50
## 145 0 9.54
## 146 0 6.40
## 147 0 10.10
## 148 99 9.60
## 149 100 11.50
## 150 89 31.70
## 151 0 12.60
## 152 0 12.00
## 153 0 14.24
## 154 99 24.38
## 155 100 6.80
## 156 98 31.54
## 157 0 17.80
## 158 0 34.52
## 159 0 9.20
## 160 100 17.10
## 161 63 33.41
## 162 100 8.80
## 163 0 10.60
## 164 0 9.40
## 165 0 32.44
## 166 0 41.75
## 167 0 20.51
## 168 47 35.01
## 169 100 7.90
## 170 99 15.83
## 171 99 0.00
## 172 73 32.18
## 173 98 18.54
## 174 0 11.40
## 175 0 10.00
## 176 0 23.69
## 177 0 30.76
## 178 99 10.34
## 179 85 29.42
## 180 0 33.11
## 181 0 0.00
## 182 100 24.30
## 183 0 12.94
## 184 0 17.56
## 185 0 16.03
## 186 0 23.83
## 187 0 0.00
## 188 0 0.00
## 189 90 38.14
## 190 0 8.70
## 191 0 10.33
## 192 0 11.00
## 193 0 36.70
## 194 0 11.60
## 195 99 13.86
## 196 100 23.30
## 197 97 29.60
## 198 0 17.88
## 199 98 16.75
## 200 0 30.45
## 201 92 36.19
## 202 0 30.68
## Gross_Primary_Education_Enrollment Gross_Tertiary_Education_Enrollment
## 1 104.0 9.7
## 2 107.0 55.0
## 3 109.9 51.4
## 4 106.4 0.0
## 5 113.5 9.3
## 6 0.0 0.0
## 7 105.0 24.8
## 8 109.7 90.0
## 9 92.7 54.6
## 10 100.3 113.1
## 11 103.1 85.1
## 12 99.7 27.7
## 13 81.4 15.1
## 14 99.4 50.5
## 15 116.5 20.6
## 16 99.4 65.4
## 17 100.5 87.4
## 18 103.9 79.7
## 19 111.7 24.7
## 20 122.0 12.3
## 21 100.1 15.6
## 22 98.2 0.0
## 23 0.0 23.3
## 24 103.2 24.9
## 25 115.4 51.3
## 26 0.0 0.0
## 27 103.2 31.4
## 28 89.3 71.0
## 29 96.1 6.5
## 30 121.4 6.1
## 31 104.0 23.6
## 32 107.4 13.7
## 33 103.4 12.8
## 34 100.9 68.9
## 35 102.0 3.0
## 36 86.8 3.3
## 37 101.4 88.5
## 38 100.2 50.6
## 39 114.5 55.3
## 40 99.5 9.0
## 41 106.6 12.7
## 42 0.0 0.0
## 43 113.3 55.2
## 44 99.8 9.3
## 45 96.5 67.9
## 46 101.9 41.4
## 47 99.3 75.9
## 48 100.7 64.1
## 49 112.8 27.0
## 50 108.0 6.6
## 51 101.3 80.6
## 52 75.3 5.3
## 53 114.7 7.2
## 54 105.7 59.9
## 55 103.3 44.9
## 56 106.3 35.2
## 57 94.8 29.4
## 58 61.8 1.9
## 59 68.4 3.4
## 60 97.2 69.6
## 61 0.0 0.0
## 62 101.0 8.1
## 63 106.4 16.1
## 64 100.2 88.2
## 65 102.5 65.6
## 66 139.9 8.3
## 67 98.0 2.7
## 68 98.6 63.9
## 69 104.0 70.2
## 70 104.8 15.7
## 71 99.6 136.6
## 72 106.9 104.6
## 73 101.9 21.8
## 74 91.5 11.6
## 75 118.7 2.6
## 76 97.8 11.6
## 77 113.6 1.1
## 78 0.0 0.0
## 79 91.5 26.2
## 80 100.8 48.5
## 81 100.4 71.8
## 82 113.0 28.1
## 83 106.4 36.3
## 84 110.7 68.1
## 85 108.7 16.2
## 86 100.9 77.8
## 87 104.9 63.4
## 88 101.9 61.9
## 89 91.0 27.1
## 90 98.8 63.2
## 91 81.5 34.4
## 92 104.4 61.7
## 93 103.2 11.5
## 94 101.3 0.0
## 95 92.4 54.4
## 96 107.6 41.3
## 97 102.4 15.0
## 98 99.4 88.1
## 99 95.1 26.3
## 100 120.9 10.2
## 101 85.1 11.9
## 102 109.0 60.5
## 103 104.7 35.6
## 104 103.9 72.4
## 105 102.3 19.2
## 106 142.5 5.4
## 107 142.5 0.8
## 108 105.3 45.1
## 109 97.1 31.2
## 110 75.6 4.5
## 111 105.0 54.3
## 112 84.7 23.7
## 113 99.9 5.0
## 114 101.1 40.6
## 115 105.8 40.2
## 116 97.2 14.1
## 117 0.0 0.0
## 118 104.0 65.6
## 119 100.0 56.1
## 120 0.0 0.0
## 121 113.9 35.9
## 122 112.6 7.3
## 123 112.3 18.8
## 124 124.2 22.9
## 125 0.0 0.0
## 126 142.1 12.4
## 127 104.2 85.0
## 128 100.0 82.0
## 129 120.6 17.4
## 130 74.7 4.4
## 131 84.7 10.2
## 132 0.0 0.0
## 133 0.0 0.0
## 134 100.3 82.0
## 135 103.4 38.0
## 136 94.3 9.0
## 137 112.6 54.7
## 138 94.4 47.8
## 139 108.5 1.8
## 140 104.4 34.6
## 141 106.9 70.7
## 142 107.5 35.5
## 143 100.0 67.8
## 144 106.2 63.9
## 145 103.8 17.9
## 146 98.1 94.3
## 147 90.6 39.8
## 148 85.2 49.4
## 149 102.6 81.9
## 150 133.0 6.7
## 151 108.7 86.7
## 152 102.6 14.1
## 153 113.4 23.7
## 154 110.5 7.6
## 155 108.1 42.5
## 156 106.8 13.4
## 157 99.8 68.0
## 158 81.0 12.8
## 159 100.3 67.2
## 160 100.4 17.1
## 161 112.8 2.0
## 162 100.6 84.8
## 163 98.7 46.6
## 164 100.4 78.6
## 165 106.2 0.0
## 166 23.4 2.5
## 167 100.9 22.4
## 168 73.0 0.0
## 169 102.7 88.9
## 170 100.2 19.6
## 171 0.0 0.0
## 172 76.8 16.9
## 173 108.8 12.6
## 174 126.6 67.0
## 175 105.2 59.6
## 176 81.7 40.1
## 177 100.9 31.3
## 178 99.8 49.3
## 179 115.3 17.8
## 180 123.8 14.5
## 181 0.0 0.0
## 182 116.3 6.4
## 183 106.2 12.0
## 184 115.4 31.7
## 185 93.2 23.9
## 186 88.4 8.0
## 187 0.0 0.0
## 188 0.0 0.0
## 189 102.7 4.8
## 190 99.0 82.7
## 191 108.4 36.8
## 192 101.2 60.0
## 193 94.2 4.0
## 194 101.8 88.2
## 195 108.5 63.1
## 196 104.2 10.1
## 197 109.3 4.7
## 198 97.2 79.3
## 199 110.6 28.5
## 200 93.6 10.2
## 201 98.7 4.1
## 202 109.9 10.0
## Unemployment_Rate
## 1 11.12
## 2 12.33
## 3 11.70
## 4 0.00
## 5 6.89
## 6 0.00
## 7 0.00
## 8 9.79
## 9 16.99
## 10 5.27
## 11 4.67
## 12 5.51
## 13 10.36
## 14 0.71
## 15 4.19
## 16 10.33
## 17 4.59
## 18 5.59
## 19 6.41
## 20 2.23
## 21 2.34
## 22 3.50
## 23 18.42
## 24 18.19
## 25 12.08
## 26 0.00
## 27 9.12
## 28 4.34
## 29 6.26
## 30 1.43
## 31 12.25
## 32 0.68
## 33 3.38
## 34 5.56
## 35 3.68
## 36 1.89
## 37 7.09
## 38 4.32
## 39 9.71
## 40 4.34
## 41 9.47
## 42 0.00
## 43 11.85
## 44 3.32
## 45 6.93
## 46 1.64
## 47 7.27
## 48 1.93
## 49 2.74
## 50 4.24
## 51 4.91
## 52 10.30
## 53 0.00
## 54 5.84
## 55 3.97
## 56 10.76
## 57 4.11
## 58 6.43
## 59 5.14
## 60 5.11
## 61 0.00
## 62 2.08
## 63 4.10
## 64 6.59
## 65 8.43
## 66 20.00
## 67 9.06
## 68 14.40
## 69 3.04
## 70 4.33
## 71 17.24
## 72 0.00
## 73 2.46
## 74 4.30
## 75 2.47
## 76 11.85
## 77 13.78
## 78 0.00
## 79 5.39
## 80 3.40
## 81 2.84
## 82 5.36
## 83 4.69
## 84 11.38
## 85 12.82
## 86 4.93
## 87 3.86
## 88 9.89
## 89 8.00
## 90 2.29
## 91 14.72
## 92 4.59
## 93 2.64
## 94 0.00
## 95 2.18
## 96 6.33
## 97 0.63
## 98 6.52
## 99 6.23
## 100 23.41
## 101 2.81
## 102 18.56
## 103 0.00
## 104 6.35
## 105 5.36
## 106 1.76
## 107 5.65
## 108 3.32
## 109 6.14
## 110 7.22
## 111 3.47
## 112 0.00
## 113 9.55
## 114 6.67
## 115 3.42
## 116 0.00
## 117 0.00
## 118 6.01
## 119 14.88
## 120 0.00
## 121 9.02
## 122 3.24
## 123 1.58
## 124 20.27
## 125 0.00
## 126 1.41
## 127 3.20
## 128 4.07
## 129 6.84
## 130 0.47
## 131 8.10
## 132 0.00
## 133 0.00
## 134 3.35
## 135 2.67
## 136 4.45
## 137 0.00
## 138 3.90
## 139 2.46
## 140 4.81
## 141 3.31
## 142 2.15
## 143 3.47
## 144 6.33
## 145 0.09
## 146 4.15
## 147 5.47
## 148 3.98
## 149 4.59
## 150 1.03
## 151 0.00
## 152 20.71
## 153 18.88
## 154 8.36
## 155 0.00
## 156 13.37
## 157 5.93
## 158 6.60
## 159 12.69
## 160 0.00
## 161 4.43
## 162 4.11
## 163 5.56
## 164 4.20
## 165 0.58
## 166 11.35
## 167 28.18
## 168 12.24
## 169 13.96
## 170 4.20
## 171 0.00
## 172 16.53
## 173 7.33
## 174 6.48
## 175 4.58
## 176 8.37
## 177 11.02
## 178 0.75
## 179 4.55
## 180 2.04
## 181 0.00
## 182 1.12
## 183 2.69
## 184 16.02
## 185 13.49
## 186 3.91
## 187 0.00
## 188 0.00
## 189 1.84
## 190 8.88
## 191 2.35
## 192 3.85
## 193 1.98
## 194 14.70
## 195 8.73
## 196 5.92
## 197 4.39
## 198 8.80
## 199 2.01
## 200 12.91
## 201 11.43
## 202 4.95Inspeksi data
# menghitung jumlah baris
nrow(datakuis)## [1] 202# menghitung jumlah kolom
ncol(datakuis)## [1] 29# menghitung statistik ringkasan
summary(datakuis)## Countries.and.areas Latitude Longitude
## Length:202 Min. : 0.02356 Min. : 0.8248
## Class :character 1st Qu.:11.68506 1st Qu.: 18.6657
## Mode :character Median :21.20786 Median : 43.5181
## Mean :25.08142 Mean : 55.1669
## 3rd Qu.:39.90179 3rd Qu.: 77.6850
## Max. :64.96305 Max. :178.0650
## OOSR_Pre0Primary_Age_Male OOSR_Pre0Primary_Age_Female OOSR_Primary_Age_Male
## Min. : 0.00 Min. : 0.00 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.000
## Median : 9.00 Median : 7.00 Median : 1.000
## Mean :19.66 Mean :19.28 Mean : 5.282
## 3rd Qu.:31.00 3rd Qu.:30.00 3rd Qu.: 6.000
## Max. :96.00 Max. :96.00 Max. :58.000
## OOSR_Primary_Age_Female OOSR_Lower_Secondary_Age_Male
## Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 1.000 Median : 2.000
## Mean : 5.569 Mean : 8.708
## 3rd Qu.: 6.750 3rd Qu.:12.750
## Max. :67.000 Max. :61.000
## OOSR_Lower_Secondary_Age_Female OOSR_Upper_Secondary_Age_Male
## Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0.25
## Median : 2.000 Median :15.00
## Mean : 8.832 Mean :20.29
## 3rd Qu.:10.750 3rd Qu.:32.75
## Max. :70.000 Max. :84.00
## OOSR_Upper_Secondary_Age_Female Completion_Rate_Primary_Male
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.25 1st Qu.: 0.00
## Median :12.00 Median : 37.50
## Mean :19.98 Mean : 41.72
## 3rd Qu.:30.00 3rd Qu.: 87.50
## Max. :89.00 Max. :100.00
## Completion_Rate_Primary_Female Completion_Rate_Lower_Secondary_Male
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 33.00 Median : 18.50
## Mean : 42.13 Mean : 32.74
## 3rd Qu.: 92.00 3rd Qu.: 64.75
## Max. :100.00 Max. :100.00
## Completion_Rate_Lower_Secondary_Female Completion_Rate_Upper_Secondary_Male
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 12.00 Median : 9.50
## Mean : 33.17 Mean : 22.68
## 3rd Qu.: 70.75 3rd Qu.: 40.00
## Max. :100.00 Max. :100.00
## Completion_Rate_Upper_Secondary_Female Grade_2_3_Proficiency_Reading
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 5.50 Median : 0.00
## Mean : 23.07 Mean :21.98
## 3rd Qu.: 38.75 3rd Qu.:38.75
## Max. :100.00 Max. :99.00
## Grade_2_3_Proficiency_Math Primary_End_Proficiency_Reading
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 0.00 Median : 0.00
## Mean :17.44 Mean :10.72
## 3rd Qu.:32.75 3rd Qu.: 0.00
## Max. :97.00 Max. :99.00
## Primary_End_Proficiency_Math Lower_Secondary_End_Proficiency_Reading
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 0.00 Median : 0.00
## Mean :10.38 Mean :25.79
## 3rd Qu.: 0.00 3rd Qu.:56.75
## Max. :89.00 Max. :89.00
## Lower_Secondary_End_Proficiency_Math Youth_15_24_Literacy_Rate_Male
## Min. : 0.00 Min. : 0.0
## 1st Qu.: 0.00 1st Qu.: 0.0
## Median : 0.00 Median : 0.0
## Mean :24.45 Mean : 35.8
## 3rd Qu.:50.75 3rd Qu.: 94.0
## Max. :94.00 Max. :100.0
## Youth_15_24_Literacy_Rate_Female Birth_Rate
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.:10.36
## Median : 0.00 Median :17.55
## Mean : 35.08 Mean :18.91
## 3rd Qu.: 96.75 3rd Qu.:27.69
## Max. :100.00 Max. :46.08
## Gross_Primary_Education_Enrollment Gross_Tertiary_Education_Enrollment
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 97.20 1st Qu.: 9.00
## Median :101.85 Median : 24.85
## Mean : 94.94 Mean : 34.39
## 3rd Qu.:107.30 3rd Qu.: 59.98
## Max. :142.50 Max. :136.60
## Unemployment_Rate
## Min. : 0.000
## 1st Qu.: 2.303
## Median : 4.585
## Mean : 6.000
## 3rd Qu.: 8.655
## Max. :28.180# menghitung dimensi (baris dan kolom)
dim(datakuis)## [1] 202 29# melihat struktur data
str(datakuis)## 'data.frame': 202 obs. of 29 variables:
## $ Countries.and.areas : chr "Afghanistan" "Albania" "Algeria" "Andorra" ...
## $ Latitude : num 33.9 41.2 28 42.5 11.2 ...
## $ Longitude : num 67.71 20.17 1.66 1.52 17.87 ...
## $ OOSR_Pre0Primary_Age_Male : int 0 4 0 0 31 14 14 2 52 13 ...
## $ OOSR_Pre0Primary_Age_Female : int 0 2 0 0 39 0 4 2 50 14 ...
## $ OOSR_Primary_Age_Male : int 0 6 0 0 0 0 4 0 9 0 ...
## $ OOSR_Primary_Age_Female : int 0 3 0 0 0 0 1 0 9 0 ...
## $ OOSR_Lower_Secondary_Age_Male : int 0 6 0 0 0 0 1 0 11 2 ...
## $ OOSR_Lower_Secondary_Age_Female : int 0 1 0 0 0 0 2 0 9 3 ...
## $ OOSR_Upper_Secondary_Age_Male : int 44 21 0 0 0 0 14 15 16 10 ...
## $ OOSR_Upper_Secondary_Age_Female : int 69 15 0 0 0 0 12 7 4 6 ...
## $ Completion_Rate_Primary_Male : int 67 94 93 0 63 0 0 91 99 0 ...
## $ Completion_Rate_Primary_Female : int 40 96 93 0 57 0 0 94 99 0 ...
## $ Completion_Rate_Lower_Secondary_Male : int 49 98 49 0 42 0 0 70 95 0 ...
## $ Completion_Rate_Lower_Secondary_Female : int 26 97 65 0 32 0 0 79 99 0 ...
## $ Completion_Rate_Upper_Secondary_Male : int 32 76 22 0 24 0 0 46 69 0 ...
## $ Completion_Rate_Upper_Secondary_Female : int 14 80 37 0 15 0 0 53 79 0 ...
## $ Grade_2_3_Proficiency_Reading : int 22 0 0 0 0 0 0 76 0 94 ...
## $ Grade_2_3_Proficiency_Math : int 25 0 0 0 0 0 0 71 0 70 ...
## $ Primary_End_Proficiency_Reading : int 13 0 0 0 0 0 0 46 0 0 ...
## $ Primary_End_Proficiency_Math : int 11 0 0 0 0 0 0 56 55 64 ...
## $ Lower_Secondary_End_Proficiency_Reading: int 0 48 21 0 0 0 0 48 0 80 ...
## $ Lower_Secondary_End_Proficiency_Math : int 0 58 19 0 0 0 0 31 50 78 ...
## $ Youth_15_24_Literacy_Rate_Male : int 74 99 98 0 0 0 0 99 0 0 ...
## $ Youth_15_24_Literacy_Rate_Female : int 56 100 97 0 0 0 0 100 0 0 ...
## $ Birth_Rate : num 32.5 11.8 24.3 7.2 40.7 ...
## $ Gross_Primary_Education_Enrollment : num 104 107 110 106 114 ...
## $ Gross_Tertiary_Education_Enrollment : num 9.7 55 51.4 0 9.3 ...
## $ Unemployment_Rate : num 11.12 12.33 11.7 0 6.89 ...Mengurutkan berdasarkan tingkat literasi antara pria dan wanita umur 15-24 tahun dari terbesar ke terkecil
# Memilih beberapa variabel
datakuis_subset <- datakuis[, c("Countries.and.areas", "Youth_15_24_Literacy_Rate_Male", "Youth_15_24_Literacy_Rate_Female")]
# Melakukan ordering dan inisialisasi
datakuisliteracy <- datakuis_subset[order(datakuis_subset$Youth_15_24_Literacy_Rate_Male, datakuis_subset$Youth_15_24_Literacy_Rate_Female, decreasing = c(TRUE, TRUE)),]
datakuisliteracy## Countries.and.areas Youth_15_24_Literacy_Rate_Male
## 17 Belarus 100
## 27 Brunei 100
## 38 China 100
## 83 Indonesia 100
## 88 Italy 100
## 92 Kazakhstan 100
## 96 Kyrgyzstan 100
## 98 Latvia 100
## 99 Lebanon 100
## 144 Portugal 100
## 149 Russia 100
## 155 San Marino 100
## 162 Singapore 100
## 169 Spain 100
## 196 Uzbekistan 100
## 14 Bahrain 100
## 2 Albania 99
## 8 Argentina 99
## 43 Costa Rica 99
## 95 Kuwait 99
## 111 Malta 99
## 160 Seychelles 99
## 182 Tonga 99
## 25 Brazil 99
## 39 Colombia 99
## 71 Greece 99
## 91 Jordan 99
## 114 Mauritius 99
## 115 Mexico 99
## 119 Montenegro 99
## 138 Panama 99
## 141 Peru 99
## 148 Romania 99
## 154 Samoa 99
## 170 Sri Lanka 99
## 171 Palestinian National Authority 99
## 195 Uruguay 99
## 173 Suriname 99
## 118 Mongolia 98
## 135 Oman 98
## 140 Paraguay 98
## 178 Thailand 98
## 57 El Salvador 98
## 156 S�������\xef\xbf 98
## 199 Vietnam 98
## 3 Algeria 98
## 121 Morocco 98
## 108 Malaysia 97
## 197 Vanuatu 96
## 79 Honduras 95
## 61 Eswatini 94
## 15 Bangladesh 94
## 124 Namibia 94
## 59 Eritrea 94
## 126 Nepal 94
## 70 Ghana 93
## 201 Zambia 93
## 82 India 93
## 189 Uganda 89
## 66 Gabon 88
## 93 Kenya 88
## 33 Cameroon 88
## 41 Republic of the Congo 85
## 150 Rwanda 84
## 179 East Timor 82
## 106 Madagascar 82
## 131 Nigeria 82
## 40 Comoros 78
## 1 Afghanistan 74
## 172 Sudan 73
## 161 Sierra Leone 71
## 20 Benin 70
## 74 Guinea 70
## 44 Ivory Coast 64
## 29 Burkina Faso 62
## 110 Mali 58
## 130 Niger 51
## 168 South Sudan 48
## 35 Central African Republic 48
## 4 Andorra 0
## 5 Angola 0
## 6 Anguilla 0
## 7 Antigua and Barbuda 0
## 9 Armenia 0
## 10 Australia 0
## 11 Austria 0
## 12 Azerbaijan 0
## 13 The Bahamas 0
## 16 Barbados 0
## 18 Belgium 0
## 19 Belize 0
## 21 Bhutan 0
## 22 Bolivia 0
## 23 Bosnia and Herzegovina 0
## 24 Botswana 0
## 26 British Virgin Islands 0
## 28 Bulgaria 0
## 30 Burundi 0
## 31 Cape Verde 0
## 32 Cambodia 0
## 34 Canada 0
## 36 Chad 0
## 37 Chile 0
## 42 Cook Islands 0
## 45 Croatia 0
## 46 Cuba 0
## 47 Cyprus 0
## 48 Czech Republic 0
## 49 North Korea 0
## 50 Democratic Republic of the Congo 0
## 51 Denmark 0
## 52 Djibouti 0
## 53 Dominica 0
## 54 Dominican Republic 0
## 55 Ecuador 0
## 56 Egypt 0
## 58 Equatorial Guinea 0
## 60 Estonia 0
## 62 Ethiopia 0
## 63 Fiji 0
## 64 Finland 0
## 65 France 0
## 67 The Gambia 0
## 68 Georgia 0
## 69 Germany 0
## 72 Grenada 0
## 73 Guatemala 0
## 75 Guinea0Bissau 0
## 76 Guyana 0
## 77 Haiti 0
## 78 Vatican City 0
## 80 Hungary 0
## 81 Iceland 0
## 84 Iran 0
## 85 Iraq 0
## 86 Republic of Ireland 0
## 87 Israel 0
## 89 Jamaica 0
## 90 Japan 0
## 94 Kiribati 0
## 97 Laos 0
## 100 Lesotho 0
## 101 Liberia 0
## 102 Libya 0
## 103 Liechtenstein 0
## 104 Lithuania 0
## 105 Luxembourg 0
## 107 Malawi 0
## 109 Maldives 0
## 112 Marshall Islands 0
## 113 Mauritania 0
## 116 Federated States of Micronesia 0
## 117 Monaco 0
## 120 Montserrat 0
## 122 Mozambique 0
## 123 Myanmar 0
## 125 Nauru 0
## 127 Netherlands 0
## 128 New Zealand 0
## 129 Nicaragua 0
## 132 Niue 0
## 133 North Macedonia 0
## 134 Norway 0
## 136 Pakistan 0
## 137 Palau 0
## 139 Papua New Guinea 0
## 142 Philippines 0
## 143 Poland 0
## 145 Qatar 0
## 146 South Korea 0
## 147 Moldova 0
## 151 Saint Kitts and Nevis 0
## 152 Saint Lucia 0
## 153 Saint Vincent and the Grenadines 0
## 157 Saudi Arabia 0
## 158 Senegal 0
## 159 Serbia 0
## 163 Slovakia 0
## 164 Slovenia 0
## 165 Solomon Islands 0
## 166 Somalia 0
## 167 South Africa 0
## 174 Sweden 0
## 175 Switzerland 0
## 176 Syria 0
## 177 Tajikistan 0
## 180 Togo 0
## 181 Tokelau 0
## 183 Trinidad and Tobago 0
## 184 Tunisia 0
## 185 Turkey 0
## 186 Turkmenistan 0
## 187 Turks and Caicos Islands 0
## 188 Tuvalu 0
## 190 Ukraine 0
## 191 United Arab Emirates 0
## 192 United Kingdom 0
## 193 Tanzania 0
## 194 United States 0
## 198 Venezuela 0
## 200 Yemen 0
## 202 Zimbabwe 0
## Youth_15_24_Literacy_Rate_Female
## 17 100
## 27 100
## 38 100
## 83 100
## 88 100
## 92 100
## 96 100
## 98 100
## 99 100
## 144 100
## 149 100
## 155 100
## 162 100
## 169 100
## 196 100
## 14 99
## 2 100
## 8 100
## 43 100
## 95 100
## 111 100
## 160 100
## 182 100
## 25 99
## 39 99
## 71 99
## 91 99
## 114 99
## 115 99
## 119 99
## 138 99
## 141 99
## 148 99
## 154 99
## 170 99
## 171 99
## 195 99
## 173 98
## 118 99
## 135 99
## 140 99
## 178 99
## 57 98
## 156 98
## 199 98
## 3 97
## 121 97
## 108 97
## 197 97
## 79 98
## 61 97
## 15 96
## 124 96
## 59 93
## 126 91
## 70 92
## 201 92
## 82 90
## 189 90
## 66 91
## 93 88
## 33 82
## 41 79
## 150 89
## 179 85
## 106 81
## 131 68
## 40 78
## 1 56
## 172 73
## 161 63
## 20 52
## 74 43
## 44 53
## 29 55
## 110 43
## 130 36
## 168 47
## 35 29
## 4 0
## 5 0
## 6 0
## 7 0
## 9 0
## 10 0
## 11 0
## 12 0
## 13 0
## 16 0
## 18 0
## 19 0
## 21 0
## 22 0
## 23 0
## 24 0
## 26 0
## 28 0
## 30 0
## 31 0
## 32 0
## 34 0
## 36 0
## 37 0
## 42 0
## 45 0
## 46 0
## 47 0
## 48 0
## 49 0
## 50 0
## 51 0
## 52 0
## 53 0
## 54 0
## 55 0
## 56 0
## 58 0
## 60 0
## 62 0
## 63 0
## 64 0
## 65 0
## 67 0
## 68 0
## 69 0
## 72 0
## 73 0
## 75 0
## 76 0
## 77 0
## 78 0
## 80 0
## 81 0
## 84 0
## 85 0
## 86 0
## 87 0
## 89 0
## 90 0
## 94 0
## 97 0
## 100 0
## 101 0
## 102 0
## 103 0
## 104 0
## 105 0
## 107 0
## 109 0
## 112 0
## 113 0
## 116 0
## 117 0
## 120 0
## 122 0
## 123 0
## 125 0
## 127 0
## 128 0
## 129 0
## 132 0
## 133 0
## 134 0
## 136 0
## 137 0
## 139 0
## 142 0
## 143 0
## 145 0
## 146 0
## 147 0
## 151 0
## 152 0
## 153 0
## 157 0
## 158 0
## 159 0
## 163 0
## 164 0
## 165 0
## 166 0
## 167 0
## 174 0
## 175 0
## 176 0
## 177 0
## 180 0
## 181 0
## 183 0
## 184 0
## 185 0
## 186 0
## 187 0
## 188 0
## 190 0
## 191 0
## 192 0
## 193 0
## 194 0
## 198 0
## 200 0
## 202 0Melihat data putus sekolah antara pria dan wanita di berbagai negara dan mengurutkan dari terbesar ke terkecil
dataoosr <- datakuis[order(datakuis$OOSR_Primary_Age_Male,datakuis$OOSR_Primary_Age_Female, decreasing = TRUE), c("Countries.and.areas", "OOSR_Primary_Age_Male", "OOSR_Primary_Age_Female")]
dataoosr## Countries.and.areas OOSR_Primary_Age_Male
## 168 South Sudan 58
## 58 Equatorial Guinea 56
## 59 Eritrea 45
## 110 Mali 38
## 130 Niger 37
## 52 Djibouti 32
## 172 Sudan 31
## 158 Senegal 30
## 176 Syria 27
## 112 Marshall Islands 25
## 113 Mauritania 25
## 101 Liberia 22
## 29 Burkina Faso 21
## 67 The Gambia 19
## 91 Jordan 18
## 40 Comoros 18
## 36 Chad 17
## 201 Zambia 17
## 74 Guinea 15
## 61 Eswatini 15
## 41 Republic of the Congo 15
## 120 Montserrat 15
## 193 Tanzania 15
## 57 El Salvador 14
## 173 Suriname 14
## 188 Tuvalu 13
## 138 Panama 13
## 28 Bulgaria 13
## 148 Romania 12
## 24 Botswana 12
## 167 South Africa 12
## 62 Ethiopia 11
## 79 Honduras 11
## 73 Guatemala 11
## 200 Yemen 10
## 198 Venezuela 10
## 92 Kazakhstan 10
## 12 Azerbaijan 10
## 116 Federated States of Micronesia 9
## 147 Moldova 9
## 9 Armenia 9
## 32 Cambodia 9
## 190 Ukraine 9
## 30 Burundi 9
## 165 Solomon Islands 9
## 97 Laos 8
## 197 Vanuatu 8
## 191 United Arab Emirates 8
## 179 East Timor 7
## 31 Cape Verde 6
## 150 Rwanda 6
## 156 S�������\xef\xbf 6
## 2 Albania 6
## 189 Uganda 6
## 22 Bolivia 5
## 185 Turkey 5
## 163 Slovakia 5
## 21 Bhutan 5
## 33 Cameroon 4
## 139 Papua New Guinea 4
## 80 Hungary 4
## 54 Dominican Republic 4
## 26 British Virgin Islands 4
## 53 Dominica 4
## 7 Antigua and Barbuda 4
## 95 Kuwait 4
## 20 Benin 3
## 83 Indonesia 3
## 43 Costa Rica 3
## 88 Italy 3
## 119 Montenegro 3
## 142 Philippines 3
## 169 Spain 3
## 171 Palestinian National Authority 3
## 195 Uruguay 3
## 39 Colombia 3
## 100 Lesotho 3
## 103 Liechtenstein 3
## 82 India 3
## 109 Maldives 3
## 114 Mauritius 3
## 145 Qatar 3
## 152 Saint Lucia 3
## 44 Ivory Coast 2
## 180 Togo 2
## 14 Bahrain 2
## 118 Mongolia 2
## 121 Morocco 2
## 170 Sri Lanka 2
## 42 Cook Islands 2
## 60 Estonia 2
## 68 Georgia 2
## 143 Poland 2
## 159 Serbia 2
## 161 Sierra Leone 2
## 71 Greece 2
## 98 Latvia 2
## 122 Mozambique 1
## 157 Saudi Arabia 1
## 16 Barbados 1
## 17 Belarus 1
## 37 Chile 1
## 177 Tajikistan 1
## 19 Belize 1
## 25 Brazil 1
## 46 Cuba 1
## 63 Fiji 1
## 64 Finland 1
## 105 Luxembourg 1
## 127 Netherlands 1
## 128 New Zealand 1
## 133 North Macedonia 1
## 146 South Korea 1
## 192 United Kingdom 1
## 194 United States 1
## 18 Belgium 1
## 48 Czech Republic 1
## 51 Denmark 1
## 69 Germany 1
## 70 Ghana 1
## 149 Russia 1
## 164 Slovenia 1
## 196 Uzbekistan 0
## 47 Cyprus 0
## 81 Iceland 0
## 144 Portugal 0
## 1 Afghanistan 0
## 3 Algeria 0
## 4 Andorra 0
## 5 Angola 0
## 6 Anguilla 0
## 8 Argentina 0
## 10 Australia 0
## 11 Austria 0
## 13 The Bahamas 0
## 15 Bangladesh 0
## 23 Bosnia and Herzegovina 0
## 27 Brunei 0
## 34 Canada 0
## 35 Central African Republic 0
## 38 China 0
## 45 Croatia 0
## 49 North Korea 0
## 50 Democratic Republic of the Congo 0
## 55 Ecuador 0
## 56 Egypt 0
## 65 France 0
## 66 Gabon 0
## 72 Grenada 0
## 75 Guinea0Bissau 0
## 76 Guyana 0
## 77 Haiti 0
## 78 Vatican City 0
## 84 Iran 0
## 85 Iraq 0
## 86 Republic of Ireland 0
## 87 Israel 0
## 89 Jamaica 0
## 90 Japan 0
## 93 Kenya 0
## 94 Kiribati 0
## 96 Kyrgyzstan 0
## 99 Lebanon 0
## 102 Libya 0
## 104 Lithuania 0
## 106 Madagascar 0
## 107 Malawi 0
## 108 Malaysia 0
## 111 Malta 0
## 115 Mexico 0
## 117 Monaco 0
## 123 Myanmar 0
## 124 Namibia 0
## 125 Nauru 0
## 126 Nepal 0
## 129 Nicaragua 0
## 131 Nigeria 0
## 132 Niue 0
## 134 Norway 0
## 135 Oman 0
## 136 Pakistan 0
## 137 Palau 0
## 140 Paraguay 0
## 141 Peru 0
## 151 Saint Kitts and Nevis 0
## 153 Saint Vincent and the Grenadines 0
## 154 Samoa 0
## 155 San Marino 0
## 160 Seychelles 0
## 162 Singapore 0
## 166 Somalia 0
## 174 Sweden 0
## 175 Switzerland 0
## 178 Thailand 0
## 181 Tokelau 0
## 182 Tonga 0
## 183 Trinidad and Tobago 0
## 184 Tunisia 0
## 186 Turkmenistan 0
## 187 Turks and Caicos Islands 0
## 199 Vietnam 0
## 202 Zimbabwe 0
## OOSR_Primary_Age_Female
## 168 67
## 58 55
## 59 50
## 110 44
## 130 45
## 52 35
## 172 35
## 158 21
## 176 28
## 112 27
## 113 21
## 101 21
## 29 22
## 67 10
## 91 19
## 40 18
## 36 35
## 201 13
## 74 29
## 61 17
## 41 16
## 120 15
## 193 12
## 57 13
## 173 11
## 188 17
## 138 14
## 28 13
## 148 13
## 24 10
## 167 10
## 62 18
## 79 14
## 73 10
## 200 21
## 198 10
## 92 9
## 12 7
## 116 11
## 147 11
## 9 9
## 32 9
## 190 7
## 30 6
## 165 4
## 97 9
## 197 7
## 191 5
## 179 3
## 31 7
## 150 6
## 156 6
## 2 3
## 189 3
## 22 5
## 185 5
## 163 4
## 21 2
## 33 13
## 139 10
## 80 5
## 54 4
## 26 3
## 53 3
## 7 1
## 95 1
## 20 10
## 83 8
## 43 3
## 88 3
## 119 3
## 142 3
## 169 3
## 171 3
## 195 3
## 39 2
## 100 2
## 103 2
## 82 1
## 109 1
## 114 1
## 145 0
## 152 0
## 44 8
## 180 4
## 14 3
## 118 3
## 121 3
## 170 3
## 42 2
## 60 2
## 68 2
## 143 2
## 159 2
## 161 2
## 71 1
## 98 1
## 122 4
## 157 3
## 16 2
## 17 2
## 37 2
## 177 2
## 19 1
## 25 1
## 46 1
## 63 1
## 64 1
## 105 1
## 127 1
## 128 1
## 133 1
## 146 1
## 192 1
## 194 1
## 18 0
## 48 0
## 51 0
## 69 0
## 70 0
## 149 0
## 164 0
## 196 2
## 47 1
## 81 1
## 144 1
## 1 0
## 3 0
## 4 0
## 5 0
## 6 0
## 8 0
## 10 0
## 11 0
## 13 0
## 15 0
## 23 0
## 27 0
## 34 0
## 35 0
## 38 0
## 45 0
## 49 0
## 50 0
## 55 0
## 56 0
## 65 0
## 66 0
## 72 0
## 75 0
## 76 0
## 77 0
## 78 0
## 84 0
## 85 0
## 86 0
## 87 0
## 89 0
## 90 0
## 93 0
## 94 0
## 96 0
## 99 0
## 102 0
## 104 0
## 106 0
## 107 0
## 108 0
## 111 0
## 115 0
## 117 0
## 123 0
## 124 0
## 125 0
## 126 0
## 129 0
## 131 0
## 132 0
## 134 0
## 135 0
## 136 0
## 137 0
## 140 0
## 141 0
## 151 0
## 153 0
## 154 0
## 155 0
## 160 0
## 162 0
## 166 0
## 174 0
## 175 0
## 178 0
## 181 0
## 182 0
## 183 0
## 184 0
## 186 0
## 187 0
## 199 0
## 202 0Melihat korelasi tiap peubah
datacorr <- datakuis [-1]
cor (datacorr)## Latitude Longitude
## Latitude 1.000000000 -0.296737271
## Longitude -0.296737271 1.000000000
## OOSR_Pre0Primary_Age_Male -0.251144387 -0.099691968
## OOSR_Pre0Primary_Age_Female -0.232116582 -0.105877185
## OOSR_Primary_Age_Male -0.256219983 -0.142287754
## OOSR_Primary_Age_Female -0.265877894 -0.144629807
## OOSR_Lower_Secondary_Age_Male -0.314519439 -0.077957850
## OOSR_Lower_Secondary_Age_Female -0.297763795 -0.118649092
## OOSR_Upper_Secondary_Age_Male -0.328921726 0.024929273
## OOSR_Upper_Secondary_Age_Female -0.319757259 -0.049287527
## Completion_Rate_Primary_Male -0.197527219 -0.004249087
## Completion_Rate_Primary_Female -0.199011890 0.005703174
## Completion_Rate_Lower_Secondary_Male -0.088136780 0.023547160
## Completion_Rate_Lower_Secondary_Female -0.076790451 0.052954105
## Completion_Rate_Upper_Secondary_Male -0.005376118 0.033484230
## Completion_Rate_Upper_Secondary_Female 0.011217572 0.064727959
## Grade_2_3_Proficiency_Reading 0.225861672 -0.036390422
## Grade_2_3_Proficiency_Math 0.133350058 -0.016906778
## Primary_End_Proficiency_Reading 0.169082020 -0.029954463
## Primary_End_Proficiency_Math 0.201129454 -0.019362891
## Lower_Secondary_End_Proficiency_Reading 0.639275466 -0.128970653
## Lower_Secondary_End_Proficiency_Math 0.674029216 -0.145667076
## Youth_15_24_Literacy_Rate_Male -0.145075615 -0.008159298
## Youth_15_24_Literacy_Rate_Female -0.134280312 0.008052124
## Birth_Rate -0.509111902 -0.163862000
## Gross_Primary_Education_Enrollment 0.006552207 -0.118374518
## Gross_Tertiary_Education_Enrollment 0.578969503 -0.092477278
## Unemployment_Rate 0.080759843 -0.278258031
## OOSR_Pre0Primary_Age_Male
## Latitude -0.251144387
## Longitude -0.099691968
## OOSR_Pre0Primary_Age_Male 1.000000000
## OOSR_Pre0Primary_Age_Female 0.984145118
## OOSR_Primary_Age_Male 0.541978999
## OOSR_Primary_Age_Female 0.578650253
## OOSR_Lower_Secondary_Age_Male 0.534624641
## OOSR_Lower_Secondary_Age_Female 0.533875677
## OOSR_Upper_Secondary_Age_Male 0.475047518
## OOSR_Upper_Secondary_Age_Female 0.476919842
## Completion_Rate_Primary_Male 0.123699421
## Completion_Rate_Primary_Female 0.119957760
## Completion_Rate_Lower_Secondary_Male 0.057556529
## Completion_Rate_Lower_Secondary_Female 0.024860513
## Completion_Rate_Upper_Secondary_Male 0.011163612
## Completion_Rate_Upper_Secondary_Female -0.020752110
## Grade_2_3_Proficiency_Reading -0.218107034
## Grade_2_3_Proficiency_Math -0.125414775
## Primary_End_Proficiency_Reading -0.097947472
## Primary_End_Proficiency_Math -0.115317661
## Lower_Secondary_End_Proficiency_Reading -0.359042543
## Lower_Secondary_End_Proficiency_Math -0.358424141
## Youth_15_24_Literacy_Rate_Male 0.002011223
## Youth_15_24_Literacy_Rate_Female -0.012016750
## Birth_Rate 0.451897520
## Gross_Primary_Education_Enrollment -0.083844308
## Gross_Tertiary_Education_Enrollment -0.362916943
## Unemployment_Rate 0.130623110
## OOSR_Pre0Primary_Age_Female
## Latitude -0.232116582
## Longitude -0.105877185
## OOSR_Pre0Primary_Age_Male 0.984145118
## OOSR_Pre0Primary_Age_Female 1.000000000
## OOSR_Primary_Age_Male 0.537057670
## OOSR_Primary_Age_Female 0.582072255
## OOSR_Lower_Secondary_Age_Male 0.531878586
## OOSR_Lower_Secondary_Age_Female 0.539081090
## OOSR_Upper_Secondary_Age_Male 0.456563251
## OOSR_Upper_Secondary_Age_Female 0.467279456
## Completion_Rate_Primary_Male 0.129992774
## Completion_Rate_Primary_Female 0.123217561
## Completion_Rate_Lower_Secondary_Male 0.066594080
## Completion_Rate_Lower_Secondary_Female 0.030226275
## Completion_Rate_Upper_Secondary_Male 0.017675507
## Completion_Rate_Upper_Secondary_Female -0.017438886
## Grade_2_3_Proficiency_Reading -0.210191937
## Grade_2_3_Proficiency_Math -0.121115588
## Primary_End_Proficiency_Reading -0.101869200
## Primary_End_Proficiency_Math -0.108963571
## Lower_Secondary_End_Proficiency_Reading -0.344785482
## Lower_Secondary_End_Proficiency_Math -0.346008949
## Youth_15_24_Literacy_Rate_Male 0.008925603
## Youth_15_24_Literacy_Rate_Female -0.006109990
## Birth_Rate 0.469858630
## Gross_Primary_Education_Enrollment -0.049784725
## Gross_Tertiary_Education_Enrollment -0.336194288
## Unemployment_Rate 0.132268149
## OOSR_Primary_Age_Male
## Latitude -0.256219983
## Longitude -0.142287754
## OOSR_Pre0Primary_Age_Male 0.541978999
## OOSR_Pre0Primary_Age_Female 0.537057670
## OOSR_Primary_Age_Male 1.000000000
## OOSR_Primary_Age_Female 0.964159885
## OOSR_Lower_Secondary_Age_Male 0.560955731
## OOSR_Lower_Secondary_Age_Female 0.572685875
## OOSR_Upper_Secondary_Age_Male 0.406543873
## OOSR_Upper_Secondary_Age_Female 0.419825268
## Completion_Rate_Primary_Male -0.002112190
## Completion_Rate_Primary_Female -0.019831714
## Completion_Rate_Lower_Secondary_Male -0.033827961
## Completion_Rate_Lower_Secondary_Female -0.064618306
## Completion_Rate_Upper_Secondary_Male -0.062728487
## Completion_Rate_Upper_Secondary_Female -0.086033128
## Grade_2_3_Proficiency_Reading -0.185696857
## Grade_2_3_Proficiency_Math -0.111566186
## Primary_End_Proficiency_Reading -0.050653787
## Primary_End_Proficiency_Math -0.073999117
## Lower_Secondary_End_Proficiency_Reading -0.258051376
## Lower_Secondary_End_Proficiency_Math -0.265992426
## Youth_15_24_Literacy_Rate_Male 0.018375088
## Youth_15_24_Literacy_Rate_Female 0.005536978
## Birth_Rate 0.388389879
## Gross_Primary_Education_Enrollment -0.179301832
## Gross_Tertiary_Education_Enrollment -0.293257832
## Unemployment_Rate 0.074099642
## OOSR_Primary_Age_Female
## Latitude -0.2658778944
## Longitude -0.1446298074
## OOSR_Pre0Primary_Age_Male 0.5786502533
## OOSR_Pre0Primary_Age_Female 0.5820722550
## OOSR_Primary_Age_Male 0.9641598853
## OOSR_Primary_Age_Female 1.0000000000
## OOSR_Lower_Secondary_Age_Male 0.6607756475
## OOSR_Lower_Secondary_Age_Female 0.6989912614
## OOSR_Upper_Secondary_Age_Male 0.4836571388
## OOSR_Upper_Secondary_Age_Female 0.5171418055
## Completion_Rate_Primary_Male -0.0002400039
## Completion_Rate_Primary_Female -0.0274132823
## Completion_Rate_Lower_Secondary_Male -0.0387766681
## Completion_Rate_Lower_Secondary_Female -0.0792457259
## Completion_Rate_Upper_Secondary_Male -0.0667952014
## Completion_Rate_Upper_Secondary_Female -0.0985408347
## Grade_2_3_Proficiency_Reading -0.1874497709
## Grade_2_3_Proficiency_Math -0.0972855015
## Primary_End_Proficiency_Reading -0.0651028239
## Primary_End_Proficiency_Math -0.0898937666
## Lower_Secondary_End_Proficiency_Reading -0.2642400839
## Lower_Secondary_End_Proficiency_Math -0.2714026364
## Youth_15_24_Literacy_Rate_Male 0.0345649063
## Youth_15_24_Literacy_Rate_Female 0.0144470403
## Birth_Rate 0.4134714732
## Gross_Primary_Education_Enrollment -0.1844397889
## Gross_Tertiary_Education_Enrollment -0.2993938641
## Unemployment_Rate 0.0489775417
## OOSR_Lower_Secondary_Age_Male
## Latitude -0.31451944
## Longitude -0.07795785
## OOSR_Pre0Primary_Age_Male 0.53462464
## OOSR_Pre0Primary_Age_Female 0.53187859
## OOSR_Primary_Age_Male 0.56095573
## OOSR_Primary_Age_Female 0.66077565
## OOSR_Lower_Secondary_Age_Male 1.00000000
## OOSR_Lower_Secondary_Age_Female 0.96608524
## OOSR_Upper_Secondary_Age_Male 0.80759192
## OOSR_Upper_Secondary_Age_Female 0.80848322
## Completion_Rate_Primary_Male 0.10394012
## Completion_Rate_Primary_Female 0.08038382
## Completion_Rate_Lower_Secondary_Male 0.01488632
## Completion_Rate_Lower_Secondary_Female -0.02864710
## Completion_Rate_Upper_Secondary_Male -0.03823600
## Completion_Rate_Upper_Secondary_Female -0.06685678
## Grade_2_3_Proficiency_Reading -0.16407545
## Grade_2_3_Proficiency_Math -0.05395684
## Primary_End_Proficiency_Reading -0.07194752
## Primary_End_Proficiency_Math -0.07127660
## Lower_Secondary_End_Proficiency_Reading -0.31078938
## Lower_Secondary_End_Proficiency_Math -0.32982930
## Youth_15_24_Literacy_Rate_Male 0.03427632
## Youth_15_24_Literacy_Rate_Female 0.00635204
## Birth_Rate 0.43854071
## Gross_Primary_Education_Enrollment -0.03679572
## Gross_Tertiary_Education_Enrollment -0.33147714
## Unemployment_Rate -0.03007534
## OOSR_Lower_Secondary_Age_Female
## Latitude -0.297763795
## Longitude -0.118649092
## OOSR_Pre0Primary_Age_Male 0.533875677
## OOSR_Pre0Primary_Age_Female 0.539081090
## OOSR_Primary_Age_Male 0.572685875
## OOSR_Primary_Age_Female 0.698991261
## OOSR_Lower_Secondary_Age_Male 0.966085240
## OOSR_Lower_Secondary_Age_Female 1.000000000
## OOSR_Upper_Secondary_Age_Male 0.772853552
## OOSR_Upper_Secondary_Age_Female 0.812555385
## Completion_Rate_Primary_Male 0.068480944
## Completion_Rate_Primary_Female 0.034002409
## Completion_Rate_Lower_Secondary_Male -0.013741242
## Completion_Rate_Lower_Secondary_Female -0.069015688
## Completion_Rate_Upper_Secondary_Male -0.060674697
## Completion_Rate_Upper_Secondary_Female -0.101022436
## Grade_2_3_Proficiency_Reading -0.156623673
## Grade_2_3_Proficiency_Math -0.041803345
## Primary_End_Proficiency_Reading -0.073749087
## Primary_End_Proficiency_Math -0.083238241
## Lower_Secondary_End_Proficiency_Reading -0.302234817
## Lower_Secondary_End_Proficiency_Math -0.318291749
## Youth_15_24_Literacy_Rate_Male 0.007934072
## Youth_15_24_Literacy_Rate_Female -0.025590189
## Birth_Rate 0.465821110
## Gross_Primary_Education_Enrollment -0.035796696
## Gross_Tertiary_Education_Enrollment -0.328636510
## Unemployment_Rate -0.042565600
## OOSR_Upper_Secondary_Age_Male
## Latitude -0.32892173
## Longitude 0.02492927
## OOSR_Pre0Primary_Age_Male 0.47504752
## OOSR_Pre0Primary_Age_Female 0.45656325
## OOSR_Primary_Age_Male 0.40654387
## OOSR_Primary_Age_Female 0.48365714
## OOSR_Lower_Secondary_Age_Male 0.80759192
## OOSR_Lower_Secondary_Age_Female 0.77285355
## OOSR_Upper_Secondary_Age_Male 1.00000000
## OOSR_Upper_Secondary_Age_Female 0.96508038
## Completion_Rate_Primary_Male 0.16169652
## Completion_Rate_Primary_Female 0.14793057
## Completion_Rate_Lower_Secondary_Male 0.05569636
## Completion_Rate_Lower_Secondary_Female 0.02214532
## Completion_Rate_Upper_Secondary_Male -0.00177529
## Completion_Rate_Upper_Secondary_Female -0.02835297
## Grade_2_3_Proficiency_Reading -0.18464195
## Grade_2_3_Proficiency_Math -0.09990929
## Primary_End_Proficiency_Reading -0.08340269
## Primary_End_Proficiency_Math -0.05407957
## Lower_Secondary_End_Proficiency_Reading -0.35945866
## Lower_Secondary_End_Proficiency_Math -0.37713882
## Youth_15_24_Literacy_Rate_Male 0.12841538
## Youth_15_24_Literacy_Rate_Female 0.10848708
## Birth_Rate 0.37881017
## Gross_Primary_Education_Enrollment -0.03030765
## Gross_Tertiary_Education_Enrollment -0.37862619
## Unemployment_Rate -0.10377389
## OOSR_Upper_Secondary_Age_Female
## Latitude -0.319757259
## Longitude -0.049287527
## OOSR_Pre0Primary_Age_Male 0.476919842
## OOSR_Pre0Primary_Age_Female 0.467279456
## OOSR_Primary_Age_Male 0.419825268
## OOSR_Primary_Age_Female 0.517141806
## OOSR_Lower_Secondary_Age_Male 0.808483225
## OOSR_Lower_Secondary_Age_Female 0.812555385
## OOSR_Upper_Secondary_Age_Male 0.965080381
## OOSR_Upper_Secondary_Age_Female 1.000000000
## Completion_Rate_Primary_Male 0.136055824
## Completion_Rate_Primary_Female 0.111009532
## Completion_Rate_Lower_Secondary_Male 0.027281363
## Completion_Rate_Lower_Secondary_Female -0.022873787
## Completion_Rate_Upper_Secondary_Male -0.027355561
## Completion_Rate_Upper_Secondary_Female -0.072716902
## Grade_2_3_Proficiency_Reading -0.177567837
## Grade_2_3_Proficiency_Math -0.080492928
## Primary_End_Proficiency_Reading -0.075683840
## Primary_End_Proficiency_Math -0.069173129
## Lower_Secondary_End_Proficiency_Reading -0.358774787
## Lower_Secondary_End_Proficiency_Math -0.375762679
## Youth_15_24_Literacy_Rate_Male 0.100054834
## Youth_15_24_Literacy_Rate_Female 0.073177769
## Birth_Rate 0.443845477
## Gross_Primary_Education_Enrollment 0.002852106
## Gross_Tertiary_Education_Enrollment -0.382638504
## Unemployment_Rate -0.104612178
## Completion_Rate_Primary_Male
## Latitude -0.1975272191
## Longitude -0.0042490873
## OOSR_Pre0Primary_Age_Male 0.1236994205
## OOSR_Pre0Primary_Age_Female 0.1299927740
## OOSR_Primary_Age_Male -0.0021121897
## OOSR_Primary_Age_Female -0.0002400039
## OOSR_Lower_Secondary_Age_Male 0.1039401172
## OOSR_Lower_Secondary_Age_Female 0.0684809438
## OOSR_Upper_Secondary_Age_Male 0.1616965237
## OOSR_Upper_Secondary_Age_Female 0.1360558238
## Completion_Rate_Primary_Male 1.0000000000
## Completion_Rate_Primary_Female 0.9936178711
## Completion_Rate_Lower_Secondary_Male 0.9633616566
## Completion_Rate_Lower_Secondary_Female 0.9563835034
## Completion_Rate_Upper_Secondary_Male 0.8826761002
## Completion_Rate_Upper_Secondary_Female 0.8725170920
## Grade_2_3_Proficiency_Reading -0.0327233951
## Grade_2_3_Proficiency_Math -0.0272760207
## Primary_End_Proficiency_Reading 0.0619087063
## Primary_End_Proficiency_Math 0.1402793633
## Lower_Secondary_End_Proficiency_Reading -0.1932235242
## Lower_Secondary_End_Proficiency_Math -0.2530317815
## Youth_15_24_Literacy_Rate_Male 0.2562156536
## Youth_15_24_Literacy_Rate_Female 0.2529268423
## Birth_Rate 0.2959211085
## Gross_Primary_Education_Enrollment 0.1705648619
## Gross_Tertiary_Education_Enrollment -0.1785788936
## Unemployment_Rate 0.2776634562
## Completion_Rate_Primary_Female
## Latitude -0.199011890
## Longitude 0.005703174
## OOSR_Pre0Primary_Age_Male 0.119957760
## OOSR_Pre0Primary_Age_Female 0.123217561
## OOSR_Primary_Age_Male -0.019831714
## OOSR_Primary_Age_Female -0.027413282
## OOSR_Lower_Secondary_Age_Male 0.080383821
## OOSR_Lower_Secondary_Age_Female 0.034002409
## OOSR_Upper_Secondary_Age_Male 0.147930571
## OOSR_Upper_Secondary_Age_Female 0.111009532
## Completion_Rate_Primary_Male 0.993617871
## Completion_Rate_Primary_Female 1.000000000
## Completion_Rate_Lower_Secondary_Male 0.954264225
## Completion_Rate_Lower_Secondary_Female 0.958945251
## Completion_Rate_Upper_Secondary_Male 0.872965487
## Completion_Rate_Upper_Secondary_Female 0.871348300
## Grade_2_3_Proficiency_Reading -0.027425473
## Grade_2_3_Proficiency_Math -0.027331463
## Primary_End_Proficiency_Reading 0.065864796
## Primary_End_Proficiency_Math 0.140531493
## Lower_Secondary_End_Proficiency_Reading -0.186450311
## Lower_Secondary_End_Proficiency_Math -0.246439972
## Youth_15_24_Literacy_Rate_Male 0.262167711
## Youth_15_24_Literacy_Rate_Female 0.264147762
## Birth_Rate 0.272437088
## Gross_Primary_Education_Enrollment 0.177076483
## Gross_Tertiary_Education_Enrollment -0.173107351
## Unemployment_Rate 0.281271776
## Completion_Rate_Lower_Secondary_Male
## Latitude -0.08813678
## Longitude 0.02354716
## OOSR_Pre0Primary_Age_Male 0.05755653
## OOSR_Pre0Primary_Age_Female 0.06659408
## OOSR_Primary_Age_Male -0.03382796
## OOSR_Primary_Age_Female -0.03877667
## OOSR_Lower_Secondary_Age_Male 0.01488632
## OOSR_Lower_Secondary_Age_Female -0.01374124
## OOSR_Upper_Secondary_Age_Male 0.05569636
## OOSR_Upper_Secondary_Age_Female 0.02728136
## Completion_Rate_Primary_Male 0.96336166
## Completion_Rate_Primary_Female 0.95426422
## Completion_Rate_Lower_Secondary_Male 1.00000000
## Completion_Rate_Lower_Secondary_Female 0.98860871
## Completion_Rate_Upper_Secondary_Male 0.95092448
## Completion_Rate_Upper_Secondary_Female 0.94125216
## Grade_2_3_Proficiency_Reading -0.01078267
## Grade_2_3_Proficiency_Math -0.02619794
## Primary_End_Proficiency_Reading 0.06977808
## Primary_End_Proficiency_Math 0.17175978
## Lower_Secondary_End_Proficiency_Reading -0.11350092
## Lower_Secondary_End_Proficiency_Math -0.16563987
## Youth_15_24_Literacy_Rate_Male 0.22277042
## Youth_15_24_Literacy_Rate_Female 0.22381699
## Birth_Rate 0.16564602
## Gross_Primary_Education_Enrollment 0.11706125
## Gross_Tertiary_Education_Enrollment -0.08202409
## Unemployment_Rate 0.28556361
## Completion_Rate_Lower_Secondary_Female
## Latitude -0.076790451
## Longitude 0.052954105
## OOSR_Pre0Primary_Age_Male 0.024860513
## OOSR_Pre0Primary_Age_Female 0.030226275
## OOSR_Primary_Age_Male -0.064618306
## OOSR_Primary_Age_Female -0.079245726
## OOSR_Lower_Secondary_Age_Male -0.028647096
## OOSR_Lower_Secondary_Age_Female -0.069015688
## OOSR_Upper_Secondary_Age_Male 0.022145317
## OOSR_Upper_Secondary_Age_Female -0.022873787
## Completion_Rate_Primary_Male 0.956383503
## Completion_Rate_Primary_Female 0.958945251
## Completion_Rate_Lower_Secondary_Male 0.988608709
## Completion_Rate_Lower_Secondary_Female 1.000000000
## Completion_Rate_Upper_Secondary_Male 0.939772914
## Completion_Rate_Upper_Secondary_Female 0.950336408
## Grade_2_3_Proficiency_Reading -0.002547673
## Grade_2_3_Proficiency_Math -0.034107416
## Primary_End_Proficiency_Reading 0.074305129
## Primary_End_Proficiency_Math 0.172588458
## Lower_Secondary_End_Proficiency_Reading -0.096664852
## Lower_Secondary_End_Proficiency_Math -0.147604437
## Youth_15_24_Literacy_Rate_Male 0.230339190
## Youth_15_24_Literacy_Rate_Female 0.237406857
## Birth_Rate 0.112410272
## Gross_Primary_Education_Enrollment 0.117158081
## Gross_Tertiary_Education_Enrollment -0.059512298
## Unemployment_Rate 0.297181050
## Completion_Rate_Upper_Secondary_Male
## Latitude -0.005376118
## Longitude 0.033484230
## OOSR_Pre0Primary_Age_Male 0.011163612
## OOSR_Pre0Primary_Age_Female 0.017675507
## OOSR_Primary_Age_Male -0.062728487
## OOSR_Primary_Age_Female -0.066795201
## OOSR_Lower_Secondary_Age_Male -0.038236000
## OOSR_Lower_Secondary_Age_Female -0.060674697
## OOSR_Upper_Secondary_Age_Male -0.001775290
## OOSR_Upper_Secondary_Age_Female -0.027355561
## Completion_Rate_Primary_Male 0.882676100
## Completion_Rate_Primary_Female 0.872965487
## Completion_Rate_Lower_Secondary_Male 0.950924479
## Completion_Rate_Lower_Secondary_Female 0.939772914
## Completion_Rate_Upper_Secondary_Male 1.000000000
## Completion_Rate_Upper_Secondary_Female 0.980651675
## Grade_2_3_Proficiency_Reading 0.020012951
## Grade_2_3_Proficiency_Math -0.015817804
## Primary_End_Proficiency_Reading 0.093928705
## Primary_End_Proficiency_Math 0.182501798
## Lower_Secondary_End_Proficiency_Reading -0.049678588
## Lower_Secondary_End_Proficiency_Math -0.098391537
## Youth_15_24_Literacy_Rate_Male 0.171520100
## Youth_15_24_Literacy_Rate_Female 0.174374630
## Birth_Rate 0.075624466
## Gross_Primary_Education_Enrollment 0.070049381
## Gross_Tertiary_Education_Enrollment 0.004150712
## Unemployment_Rate 0.267682621
## Completion_Rate_Upper_Secondary_Female
## Latitude 0.011217572
## Longitude 0.064727959
## OOSR_Pre0Primary_Age_Male -0.020752110
## OOSR_Pre0Primary_Age_Female -0.017438886
## OOSR_Primary_Age_Male -0.086033128
## OOSR_Primary_Age_Female -0.098540835
## OOSR_Lower_Secondary_Age_Male -0.066856779
## OOSR_Lower_Secondary_Age_Female -0.101022436
## OOSR_Upper_Secondary_Age_Male -0.028352966
## OOSR_Upper_Secondary_Age_Female -0.072716902
## Completion_Rate_Primary_Male 0.872517092
## Completion_Rate_Primary_Female 0.871348300
## Completion_Rate_Lower_Secondary_Male 0.941252163
## Completion_Rate_Lower_Secondary_Female 0.950336408
## Completion_Rate_Upper_Secondary_Male 0.980651675
## Completion_Rate_Upper_Secondary_Female 1.000000000
## Grade_2_3_Proficiency_Reading 0.024680108
## Grade_2_3_Proficiency_Math -0.027841933
## Primary_End_Proficiency_Reading 0.089381020
## Primary_End_Proficiency_Math 0.177774073
## Lower_Secondary_End_Proficiency_Reading -0.027545464
## Lower_Secondary_End_Proficiency_Math -0.074044601
## Youth_15_24_Literacy_Rate_Male 0.180083158
## Youth_15_24_Literacy_Rate_Female 0.188219565
## Birth_Rate 0.005722401
## Gross_Primary_Education_Enrollment 0.064669887
## Gross_Tertiary_Education_Enrollment 0.037309765
## Unemployment_Rate 0.285200611
## Grade_2_3_Proficiency_Reading
## Latitude 0.225861672
## Longitude -0.036390422
## OOSR_Pre0Primary_Age_Male -0.218107034
## OOSR_Pre0Primary_Age_Female -0.210191937
## OOSR_Primary_Age_Male -0.185696857
## OOSR_Primary_Age_Female -0.187449771
## OOSR_Lower_Secondary_Age_Male -0.164075448
## OOSR_Lower_Secondary_Age_Female -0.156623673
## OOSR_Upper_Secondary_Age_Male -0.184641945
## OOSR_Upper_Secondary_Age_Female -0.177567837
## Completion_Rate_Primary_Male -0.032723395
## Completion_Rate_Primary_Female -0.027425473
## Completion_Rate_Lower_Secondary_Male -0.010782670
## Completion_Rate_Lower_Secondary_Female -0.002547673
## Completion_Rate_Upper_Secondary_Male 0.020012951
## Completion_Rate_Upper_Secondary_Female 0.024680108
## Grade_2_3_Proficiency_Reading 1.000000000
## Grade_2_3_Proficiency_Math 0.791240937
## Primary_End_Proficiency_Reading 0.086189792
## Primary_End_Proficiency_Math 0.195358149
## Lower_Secondary_End_Proficiency_Reading 0.473958281
## Lower_Secondary_End_Proficiency_Math 0.432984152
## Youth_15_24_Literacy_Rate_Male 0.116386158
## Youth_15_24_Literacy_Rate_Female 0.123581077
## Birth_Rate -0.164134915
## Gross_Primary_Education_Enrollment 0.213411678
## Gross_Tertiary_Education_Enrollment 0.433601584
## Unemployment_Rate -0.018061399
## Grade_2_3_Proficiency_Math
## Latitude 0.13335006
## Longitude -0.01690678
## OOSR_Pre0Primary_Age_Male -0.12541478
## OOSR_Pre0Primary_Age_Female -0.12111559
## OOSR_Primary_Age_Male -0.11156619
## OOSR_Primary_Age_Female -0.09728550
## OOSR_Lower_Secondary_Age_Male -0.05395684
## OOSR_Lower_Secondary_Age_Female -0.04180334
## OOSR_Upper_Secondary_Age_Male -0.09990929
## OOSR_Upper_Secondary_Age_Female -0.08049293
## Completion_Rate_Primary_Male -0.02727602
## Completion_Rate_Primary_Female -0.02733146
## Completion_Rate_Lower_Secondary_Male -0.02619794
## Completion_Rate_Lower_Secondary_Female -0.03410742
## Completion_Rate_Upper_Secondary_Male -0.01581780
## Completion_Rate_Upper_Secondary_Female -0.02784193
## Grade_2_3_Proficiency_Reading 0.79124094
## Grade_2_3_Proficiency_Math 1.00000000
## Primary_End_Proficiency_Reading 0.14411415
## Primary_End_Proficiency_Math 0.25289015
## Lower_Secondary_End_Proficiency_Reading 0.46003886
## Lower_Secondary_End_Proficiency_Math 0.42746391
## Youth_15_24_Literacy_Rate_Male 0.09960346
## Youth_15_24_Literacy_Rate_Female 0.09950356
## Birth_Rate -0.10495290
## Gross_Primary_Education_Enrollment 0.17836446
## Gross_Tertiary_Education_Enrollment 0.40677910
## Unemployment_Rate -0.05732097
## Primary_End_Proficiency_Reading
## Latitude 0.16908202
## Longitude -0.02995446
## OOSR_Pre0Primary_Age_Male -0.09794747
## OOSR_Pre0Primary_Age_Female -0.10186920
## OOSR_Primary_Age_Male -0.05065379
## OOSR_Primary_Age_Female -0.06510282
## OOSR_Lower_Secondary_Age_Male -0.07194752
## OOSR_Lower_Secondary_Age_Female -0.07374909
## OOSR_Upper_Secondary_Age_Male -0.08340269
## OOSR_Upper_Secondary_Age_Female -0.07568384
## Completion_Rate_Primary_Male 0.06190871
## Completion_Rate_Primary_Female 0.06586480
## Completion_Rate_Lower_Secondary_Male 0.06977808
## Completion_Rate_Lower_Secondary_Female 0.07430513
## Completion_Rate_Upper_Secondary_Male 0.09392871
## Completion_Rate_Upper_Secondary_Female 0.08938102
## Grade_2_3_Proficiency_Reading 0.08618979
## Grade_2_3_Proficiency_Math 0.14411415
## Primary_End_Proficiency_Reading 1.00000000
## Primary_End_Proficiency_Math 0.77369775
## Lower_Secondary_End_Proficiency_Reading 0.26107076
## Lower_Secondary_End_Proficiency_Math 0.22689835
## Youth_15_24_Literacy_Rate_Male 0.12447763
## Youth_15_24_Literacy_Rate_Female 0.12744336
## Birth_Rate -0.09776981
## Gross_Primary_Education_Enrollment 0.13971682
## Gross_Tertiary_Education_Enrollment 0.23525406
## Unemployment_Rate -0.01451039
## Primary_End_Proficiency_Math
## Latitude 0.20112945
## Longitude -0.01936289
## OOSR_Pre0Primary_Age_Male -0.11531766
## OOSR_Pre0Primary_Age_Female -0.10896357
## OOSR_Primary_Age_Male -0.07399912
## OOSR_Primary_Age_Female -0.08989377
## OOSR_Lower_Secondary_Age_Male -0.07127660
## OOSR_Lower_Secondary_Age_Female -0.08323824
## OOSR_Upper_Secondary_Age_Male -0.05407957
## OOSR_Upper_Secondary_Age_Female -0.06917313
## Completion_Rate_Primary_Male 0.14027936
## Completion_Rate_Primary_Female 0.14053149
## Completion_Rate_Lower_Secondary_Male 0.17175978
## Completion_Rate_Lower_Secondary_Female 0.17258846
## Completion_Rate_Upper_Secondary_Male 0.18250180
## Completion_Rate_Upper_Secondary_Female 0.17777407
## Grade_2_3_Proficiency_Reading 0.19535815
## Grade_2_3_Proficiency_Math 0.25289015
## Primary_End_Proficiency_Reading 0.77369775
## Primary_End_Proficiency_Math 1.00000000
## Lower_Secondary_End_Proficiency_Reading 0.33571980
## Lower_Secondary_End_Proficiency_Math 0.29427289
## Youth_15_24_Literacy_Rate_Male 0.09074795
## Youth_15_24_Literacy_Rate_Female 0.09607638
## Birth_Rate -0.12552200
## Gross_Primary_Education_Enrollment 0.13575034
## Gross_Tertiary_Education_Enrollment 0.31098733
## Unemployment_Rate 0.06150706
## Lower_Secondary_End_Proficiency_Reading
## Latitude 0.639275466
## Longitude -0.128970653
## OOSR_Pre0Primary_Age_Male -0.359042543
## OOSR_Pre0Primary_Age_Female -0.344785482
## OOSR_Primary_Age_Male -0.258051376
## OOSR_Primary_Age_Female -0.264240084
## OOSR_Lower_Secondary_Age_Male -0.310789382
## OOSR_Lower_Secondary_Age_Female -0.302234817
## OOSR_Upper_Secondary_Age_Male -0.359458661
## OOSR_Upper_Secondary_Age_Female -0.358774787
## Completion_Rate_Primary_Male -0.193223524
## Completion_Rate_Primary_Female -0.186450311
## Completion_Rate_Lower_Secondary_Male -0.113500925
## Completion_Rate_Lower_Secondary_Female -0.096664852
## Completion_Rate_Upper_Secondary_Male -0.049678588
## Completion_Rate_Upper_Secondary_Female -0.027545464
## Grade_2_3_Proficiency_Reading 0.473958281
## Grade_2_3_Proficiency_Math 0.460038858
## Primary_End_Proficiency_Reading 0.261070757
## Primary_End_Proficiency_Math 0.335719803
## Lower_Secondary_End_Proficiency_Reading 1.000000000
## Lower_Secondary_End_Proficiency_Math 0.955570778
## Youth_15_24_Literacy_Rate_Male 0.003518283
## Youth_15_24_Literacy_Rate_Female 0.017371710
## Birth_Rate -0.495207550
## Gross_Primary_Education_Enrollment 0.142980584
## Gross_Tertiary_Education_Enrollment 0.735814579
## Unemployment_Rate 0.032902591
## Lower_Secondary_End_Proficiency_Math
## Latitude 0.674029216
## Longitude -0.145667076
## OOSR_Pre0Primary_Age_Male -0.358424141
## OOSR_Pre0Primary_Age_Female -0.346008949
## OOSR_Primary_Age_Male -0.265992426
## OOSR_Primary_Age_Female -0.271402636
## OOSR_Lower_Secondary_Age_Male -0.329829304
## OOSR_Lower_Secondary_Age_Female -0.318291749
## OOSR_Upper_Secondary_Age_Male -0.377138819
## OOSR_Upper_Secondary_Age_Female -0.375762679
## Completion_Rate_Primary_Male -0.253031781
## Completion_Rate_Primary_Female -0.246439972
## Completion_Rate_Lower_Secondary_Male -0.165639873
## Completion_Rate_Lower_Secondary_Female -0.147604437
## Completion_Rate_Upper_Secondary_Male -0.098391537
## Completion_Rate_Upper_Secondary_Female -0.074044601
## Grade_2_3_Proficiency_Reading 0.432984152
## Grade_2_3_Proficiency_Math 0.427463907
## Primary_End_Proficiency_Reading 0.226898351
## Primary_End_Proficiency_Math 0.294272888
## Lower_Secondary_End_Proficiency_Reading 0.955570778
## Lower_Secondary_End_Proficiency_Math 1.000000000
## Youth_15_24_Literacy_Rate_Male 0.001510837
## Youth_15_24_Literacy_Rate_Female 0.014994384
## Birth_Rate -0.501194244
## Gross_Primary_Education_Enrollment 0.142375497
## Gross_Tertiary_Education_Enrollment 0.752771239
## Unemployment_Rate 0.029691373
## Youth_15_24_Literacy_Rate_Male
## Latitude -0.145075615
## Longitude -0.008159298
## OOSR_Pre0Primary_Age_Male 0.002011223
## OOSR_Pre0Primary_Age_Female 0.008925603
## OOSR_Primary_Age_Male 0.018375088
## OOSR_Primary_Age_Female 0.034564906
## OOSR_Lower_Secondary_Age_Male 0.034276320
## OOSR_Lower_Secondary_Age_Female 0.007934072
## OOSR_Upper_Secondary_Age_Male 0.128415376
## OOSR_Upper_Secondary_Age_Female 0.100054834
## Completion_Rate_Primary_Male 0.256215654
## Completion_Rate_Primary_Female 0.262167711
## Completion_Rate_Lower_Secondary_Male 0.222770423
## Completion_Rate_Lower_Secondary_Female 0.230339190
## Completion_Rate_Upper_Secondary_Male 0.171520100
## Completion_Rate_Upper_Secondary_Female 0.180083158
## Grade_2_3_Proficiency_Reading 0.116386158
## Grade_2_3_Proficiency_Math 0.099603462
## Primary_End_Proficiency_Reading 0.124477631
## Primary_End_Proficiency_Math 0.090747954
## Lower_Secondary_End_Proficiency_Reading 0.003518283
## Lower_Secondary_End_Proficiency_Math 0.001510837
## Youth_15_24_Literacy_Rate_Male 1.000000000
## Youth_15_24_Literacy_Rate_Female 0.996766240
## Birth_Rate 0.116815644
## Gross_Primary_Education_Enrollment 0.176600747
## Gross_Tertiary_Education_Enrollment 0.028500870
## Unemployment_Rate 0.052012770
## Youth_15_24_Literacy_Rate_Female
## Latitude -0.134280312
## Longitude 0.008052124
## OOSR_Pre0Primary_Age_Male -0.012016750
## OOSR_Pre0Primary_Age_Female -0.006109990
## OOSR_Primary_Age_Male 0.005536978
## OOSR_Primary_Age_Female 0.014447040
## OOSR_Lower_Secondary_Age_Male 0.006352040
## OOSR_Lower_Secondary_Age_Female -0.025590189
## OOSR_Upper_Secondary_Age_Male 0.108487081
## OOSR_Upper_Secondary_Age_Female 0.073177769
## Completion_Rate_Primary_Male 0.252926842
## Completion_Rate_Primary_Female 0.264147762
## Completion_Rate_Lower_Secondary_Male 0.223816985
## Completion_Rate_Lower_Secondary_Female 0.237406857
## Completion_Rate_Upper_Secondary_Male 0.174374630
## Completion_Rate_Upper_Secondary_Female 0.188219565
## Grade_2_3_Proficiency_Reading 0.123581077
## Grade_2_3_Proficiency_Math 0.099503561
## Primary_End_Proficiency_Reading 0.127443362
## Primary_End_Proficiency_Math 0.096076380
## Lower_Secondary_End_Proficiency_Reading 0.017371710
## Lower_Secondary_End_Proficiency_Math 0.014994384
## Youth_15_24_Literacy_Rate_Male 0.996766240
## Youth_15_24_Literacy_Rate_Female 1.000000000
## Birth_Rate 0.087788156
## Gross_Primary_Education_Enrollment 0.176926538
## Gross_Tertiary_Education_Enrollment 0.043842339
## Unemployment_Rate 0.055326388
## Birth_Rate
## Latitude -0.509111902
## Longitude -0.163862000
## OOSR_Pre0Primary_Age_Male 0.451897520
## OOSR_Pre0Primary_Age_Female 0.469858630
## OOSR_Primary_Age_Male 0.388389879
## OOSR_Primary_Age_Female 0.413471473
## OOSR_Lower_Secondary_Age_Male 0.438540708
## OOSR_Lower_Secondary_Age_Female 0.465821110
## OOSR_Upper_Secondary_Age_Male 0.378810173
## OOSR_Upper_Secondary_Age_Female 0.443845477
## Completion_Rate_Primary_Male 0.295921109
## Completion_Rate_Primary_Female 0.272437088
## Completion_Rate_Lower_Secondary_Male 0.165646020
## Completion_Rate_Lower_Secondary_Female 0.112410272
## Completion_Rate_Upper_Secondary_Male 0.075624466
## Completion_Rate_Upper_Secondary_Female 0.005722401
## Grade_2_3_Proficiency_Reading -0.164134915
## Grade_2_3_Proficiency_Math -0.104952895
## Primary_End_Proficiency_Reading -0.097769811
## Primary_End_Proficiency_Math -0.125522000
## Lower_Secondary_End_Proficiency_Reading -0.495207550
## Lower_Secondary_End_Proficiency_Math -0.501194244
## Youth_15_24_Literacy_Rate_Male 0.116815644
## Youth_15_24_Literacy_Rate_Female 0.087788156
## Birth_Rate 1.000000000
## Gross_Primary_Education_Enrollment 0.395862028
## Gross_Tertiary_Education_Enrollment -0.454774620
## Unemployment_Rate 0.143130059
## Gross_Primary_Education_Enrollment
## Latitude 0.006552207
## Longitude -0.118374518
## OOSR_Pre0Primary_Age_Male -0.083844308
## OOSR_Pre0Primary_Age_Female -0.049784725
## OOSR_Primary_Age_Male -0.179301832
## OOSR_Primary_Age_Female -0.184439789
## OOSR_Lower_Secondary_Age_Male -0.036795721
## OOSR_Lower_Secondary_Age_Female -0.035796696
## OOSR_Upper_Secondary_Age_Male -0.030307652
## OOSR_Upper_Secondary_Age_Female 0.002852106
## Completion_Rate_Primary_Male 0.170564862
## Completion_Rate_Primary_Female 0.177076483
## Completion_Rate_Lower_Secondary_Male 0.117061248
## Completion_Rate_Lower_Secondary_Female 0.117158081
## Completion_Rate_Upper_Secondary_Male 0.070049381
## Completion_Rate_Upper_Secondary_Female 0.064669887
## Grade_2_3_Proficiency_Reading 0.213411678
## Grade_2_3_Proficiency_Math 0.178364456
## Primary_End_Proficiency_Reading 0.139716821
## Primary_End_Proficiency_Math 0.135750341
## Lower_Secondary_End_Proficiency_Reading 0.142980584
## Lower_Secondary_End_Proficiency_Math 0.142375497
## Youth_15_24_Literacy_Rate_Male 0.176600747
## Youth_15_24_Literacy_Rate_Female 0.176926538
## Birth_Rate 0.395862028
## Gross_Primary_Education_Enrollment 1.000000000
## Gross_Tertiary_Education_Enrollment 0.283958983
## Unemployment_Rate 0.215464245
## Gross_Tertiary_Education_Enrollment
## Latitude 0.578969503
## Longitude -0.092477278
## OOSR_Pre0Primary_Age_Male -0.362916943
## OOSR_Pre0Primary_Age_Female -0.336194288
## OOSR_Primary_Age_Male -0.293257832
## OOSR_Primary_Age_Female -0.299393864
## OOSR_Lower_Secondary_Age_Male -0.331477136
## OOSR_Lower_Secondary_Age_Female -0.328636510
## OOSR_Upper_Secondary_Age_Male -0.378626189
## OOSR_Upper_Secondary_Age_Female -0.382638504
## Completion_Rate_Primary_Male -0.178578894
## Completion_Rate_Primary_Female -0.173107351
## Completion_Rate_Lower_Secondary_Male -0.082024086
## Completion_Rate_Lower_Secondary_Female -0.059512298
## Completion_Rate_Upper_Secondary_Male 0.004150712
## Completion_Rate_Upper_Secondary_Female 0.037309765
## Grade_2_3_Proficiency_Reading 0.433601584
## Grade_2_3_Proficiency_Math 0.406779095
## Primary_End_Proficiency_Reading 0.235254062
## Primary_End_Proficiency_Math 0.310987329
## Lower_Secondary_End_Proficiency_Reading 0.735814579
## Lower_Secondary_End_Proficiency_Math 0.752771239
## Youth_15_24_Literacy_Rate_Male 0.028500870
## Youth_15_24_Literacy_Rate_Female 0.043842339
## Birth_Rate -0.454774620
## Gross_Primary_Education_Enrollment 0.283958983
## Gross_Tertiary_Education_Enrollment 1.000000000
## Unemployment_Rate 0.140701806
## Unemployment_Rate
## Latitude 0.08075984
## Longitude -0.27825803
## OOSR_Pre0Primary_Age_Male 0.13062311
## OOSR_Pre0Primary_Age_Female 0.13226815
## OOSR_Primary_Age_Male 0.07409964
## OOSR_Primary_Age_Female 0.04897754
## OOSR_Lower_Secondary_Age_Male -0.03007534
## OOSR_Lower_Secondary_Age_Female -0.04256560
## OOSR_Upper_Secondary_Age_Male -0.10377389
## OOSR_Upper_Secondary_Age_Female -0.10461218
## Completion_Rate_Primary_Male 0.27766346
## Completion_Rate_Primary_Female 0.28127178
## Completion_Rate_Lower_Secondary_Male 0.28556361
## Completion_Rate_Lower_Secondary_Female 0.29718105
## Completion_Rate_Upper_Secondary_Male 0.26768262
## Completion_Rate_Upper_Secondary_Female 0.28520061
## Grade_2_3_Proficiency_Reading -0.01806140
## Grade_2_3_Proficiency_Math -0.05732097
## Primary_End_Proficiency_Reading -0.01451039
## Primary_End_Proficiency_Math 0.06150706
## Lower_Secondary_End_Proficiency_Reading 0.03290259
## Lower_Secondary_End_Proficiency_Math 0.02969137
## Youth_15_24_Literacy_Rate_Male 0.05201277
## Youth_15_24_Literacy_Rate_Female 0.05532639
## Birth_Rate 0.14313006
## Gross_Primary_Education_Enrollment 0.21546424
## Gross_Tertiary_Education_Enrollment 0.14070181
## Unemployment_Rate 1.00000000Melihat korelasi tingkat literasi pria dengan birth rate
cor(datakuis$Youth_15_24_Literacy_Rate_Male, datakuis$Birth_Rate)## [1] 0.1168156#korelasinya positif tetapi cukup kecil, artinya kenaikan tingkat literasi pria tidak menaikkan signifikan birth rate
Melihat korelasi tingkat literasi wanita dengan brith rate
cor(datakuis$Youth_15_24_Literacy_Rate_Female, datakuis$Birth_Rate)## [1] 0.08778816#korelasinya positif tetapi cukup kecil, artinya kenaikan tingkat literasi wanita tidak menaikkan signifikan birth rate
Melihat korelasi tingkat pengangguran dengan birth rate
cor(datakuis$Birth_Rate, datakuis$Unemployment_Rate)## [1] 0.1431301Melihat korelasi tingkat literasi wanita dengan tingkat pengangguran
cor(datakuis$Youth_15_24_Literacy_Rate_Female, datakuis$Unemployment_Rate)## [1] 0.05532639Scatter plot
##Tingkat literasi wanita dengan tingkat pengangguran
plot(datakuis$Youth_15_24_Literacy_Rate_Female, datakuis$Unemployment_Rate, main = "Hubungan Tingkat Literasi Wanita dan Tingkat Pengangguran", xlab = "Literacy Rate Female", ylab = "Unemployment Rate")
lm_model <- lm( Unemployment_Rate ~ Youth_15_24_Literacy_Rate_Female, data = datakuis)
abline(lm_model, col = "red")
##Tingkat literasi pria dengan tingkat pengangguran
plot(datakuis$Youth_15_24_Literacy_Rate_Male, datakuis$Unemployment_Rate, main = "Hubungan Tingkat Literasi Pria dan Tingkat Pengangguran", xlab = "Literacy Rate Male", ylab = "Unemployment Rate")
lm_model <- lm( Unemployment_Rate ~ Youth_15_24_Literacy_Rate_Male, data = datakuis)
abline(lm_model, col = "red")
##Tingkat pengangguran dengan birth rate
plot(datakuis$Birth_Rate, datakuis$Unemployment_Rate, main = "Hubungan Tingkat Pengangguran dan Birt Rate", xlab = "Birth Rate", ylab = "Unemployment Rate")
lm_model <- lm( Unemployment_Rate ~ Birth_Rate, data = datakuis)
abline(lm_model, col = "red")
Melihat perbandingan tingkat kelulusan pria dan wanita
par(mfrow = c(1, 2))
boxplot(datakuis [, c("Completion_Rate_Primary_Male", "Completion_Rate_Lower_Secondary_Male", "Completion_Rate_Upper_Secondary_Male")],
col = c("red", "green", "blue"),
names = c("Primary", "Lower", "Upper"),
main = "Perbandingan Tingkat Lulus Pria",
ylab = "Frequency")
boxplot(datakuis [, c("Completion_Rate_Primary_Female", "Completion_Rate_Lower_Secondary_Female", "Completion_Rate_Upper_Secondary_Female")],
col = c("red", "green", "blue"),
names = c("Primary", "Lower", "Upper"),
main = "Perbandingan Tingkat Lulus Wanita",
ylab = "Frequency")
##Boxplot tingkat kelulusan wanita lebih tinggi dari pria namun rata-rata dari
##setiap jenjang lebih tinggi pria artinya secara keseluruhan di dunia.##Heatmap semua OOSR(Out of School Rate) terhadap semua peubah
library(ggplot2)## Warning: package 'ggplot2' was built under R version 4.3.2library(GGally)## Warning: package 'GGally' was built under R version 4.3.2## Registered S3 method overwritten by 'GGally':
## method from
## +.gg ggplot2library(viridis)## Warning: package 'viridis' was built under R version 4.3.2## Loading required package: viridisLitedataoosr <- datakuis [1:20,4:10]
dataoosr## OOSR_Pre0Primary_Age_Male OOSR_Pre0Primary_Age_Female OOSR_Primary_Age_Male
## 1 0 0 0
## 2 4 2 6
## 3 0 0 0
## 4 0 0 0
## 5 31 39 0
## 6 14 0 0
## 7 14 4 4
## 8 2 2 0
## 9 52 50 9
## 10 13 14 0
## 11 0 0 0
## 12 32 19 10
## 13 0 0 0
## 14 31 28 2
## 15 0 0 0
## 16 6 10 1
## 17 0 4 1
## 18 3 2 1
## 19 18 16 1
## 20 15 16 3
## OOSR_Primary_Age_Female OOSR_Lower_Secondary_Age_Male
## 1 0 0
## 2 3 6
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## 7 1 1
## 8 0 0
## 9 9 11
## 10 0 2
## 11 0 1
## 12 7 0
## 13 0 23
## 14 3 7
## 15 0 0
## 16 2 7
## 17 2 1
## 18 0 1
## 19 1 9
## 20 10 27
## OOSR_Lower_Secondary_Age_Female OOSR_Upper_Secondary_Age_Male
## 1 0 44
## 2 1 21
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## 7 2 14
## 8 0 15
## 9 9 16
## 10 3 10
## 11 0 10
## 12 0 0
## 13 21 29
## 14 0 18
## 15 0 41
## 16 3 7
## 17 1 6
## 18 1 1
## 19 11 38
## 20 43 46ggcorr(dataoosr,method =c("pairwise.complete.obs","pearson"),
low =viridis(5),mid ="red",high = "#3B9AB2" )
##Hubungan lulus SD dengan kemampuan matematika baik pria maupun wanita
plot(datakuis$Completion_Rate_Primary_Male, datakuis$Primary_End_Proficiency_Math, main = "Hubungan Lulus SD dengan Kemampuan Matematika Pria", xlab = "Complete Primary", ylab = "Proficieny Math")
plot(datakuis$Completion_Rate_Primary_Female, datakuis$Primary_End_Proficiency_Math, main = "Hubungan Lulus SD dengan Kemampuan Matematika Wanita", xlab = "Complete Primary", ylab = "Proficieny Math")