├── .gitignore ├── gii_api ├── README.md ├── api.raml ├── gii.json ├── gii_api │ └── __init__.py ├── gii_data.json ├── gii_schema.json ├── local.ini ├── requirements.txt └── setup.py └── readme.md /.gitignore: -------------------------------------------------------------------------------- 1 | venv/ 2 | *.egg* 3 | *__pycache__* 4 | *.pyc -------------------------------------------------------------------------------- /gii_api/README.md: -------------------------------------------------------------------------------- 1 | ## Installation 2 | ``` 3 | $ pip install -r requirements.txt 4 | ``` 5 | 6 | ## Run 7 | ``` 8 | $ pserve local.ini 9 | ``` 10 | -------------------------------------------------------------------------------- /gii_api/api.raml: -------------------------------------------------------------------------------- 1 | #%RAML 0.8 2 | --- 3 | title: gii_api API 4 | documentation: 5 | - title: gii_api REST API 6 | content: | 7 | Welcome to the gii_api API. 8 | baseUri: http://{host}:{port}/{version} 9 | version: v1 10 | mediaType: application/json 11 | protocols: [HTTP] 12 | 13 | /gii_countries: 14 | displayName: Collection of GII countries 15 | get: 16 | description: Get all countries 17 | post: 18 | description: Create a new country 19 | body: 20 | application/json: 21 | schema: !include gii_schema.json 22 | 23 | /{country}: 24 | displayName: A GII country 25 | get: 26 | description: Get a particular country 27 | delete: 28 | description: Delete a particular country 29 | patch: 30 | description: Update a particular country -------------------------------------------------------------------------------- /gii_api/gii_api/__init__.py: -------------------------------------------------------------------------------- 1 | from pyramid.config import Configurator 2 | 3 | 4 | def main(global_config, **settings): 5 | config = Configurator(settings=settings) 6 | config.include('ramses') 7 | return config.make_wsgi_app() 8 | -------------------------------------------------------------------------------- /gii_api/gii_data.json: -------------------------------------------------------------------------------- 1 | [ { 2 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "69.5", 3 | "hdi_rank" : "1", 4 | "gender_inequality_index_value_2013" : "0.068", 5 | "gender_inequality_index_rank_2013" : "9", 6 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "97.4", 7 | "country" : "Norway", 8 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "7.8", 9 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "61.5", 10 | "_2013_share_of_seats_in_parliament_held_by_women" : "39.6", 11 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "96.7", 12 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "7" 13 | } 14 | , { 15 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.9", 16 | "hdi_rank" : "2", 17 | "gender_inequality_index_value_2013" : "0.113", 18 | "gender_inequality_index_rank_2013" : "19", 19 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "94.3", 20 | "country" : "Australia", 21 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "12.1", 22 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "58.8", 23 | "_2013_share_of_seats_in_parliament_held_by_women" : "29.2", 24 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "94.6", 25 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "7" 26 | } 27 | , { 28 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.3", 29 | "hdi_rank" : "3", 30 | "gender_inequality_index_value_2013" : "0.030", 31 | "gender_inequality_index_rank_2013" : "2", 32 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "95.0", 33 | "country" : "Switzerland", 34 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "1.9", 35 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "61.2", 36 | "_2013_share_of_seats_in_parliament_held_by_women" : "27.2", 37 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "96.6", 38 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8" 39 | } 40 | , { 41 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "87.3", 42 | "hdi_rank" : "4", 43 | "gender_inequality_index_value_2013" : "0.057", 44 | "gender_inequality_index_rank_2013" : "7", 45 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "87.7", 46 | "country" : "Netherlands", 47 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "6.2", 48 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "79.9", 49 | "_2013_share_of_seats_in_parliament_held_by_women" : "37.8", 50 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "90.5", 51 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "6" 52 | } 53 | , { 54 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "69.3", 55 | "hdi_rank" : "5", 56 | "gender_inequality_index_value_2013" : "0.262", 57 | "gender_inequality_index_rank_2013" : "47", 58 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "95.1", 59 | "country" : "United States", 60 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "31.0", 61 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "56.8", 62 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.2", 63 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "94.8", 64 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "21" 65 | } 66 | , { 67 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "66.4", 68 | "hdi_rank" : "6", 69 | "gender_inequality_index_value_2013" : "0.046", 70 | "gender_inequality_index_rank_2013" : "3", 71 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "96.3", 72 | "country" : "Germany", 73 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "3.8", 74 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "53.5", 75 | "_2013_share_of_seats_in_parliament_held_by_women" : "32.4", 76 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "97.0", 77 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "7" 78 | } 79 | , { 80 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "73.9", 81 | "hdi_rank" : "7", 82 | "gender_inequality_index_value_2013" : "0.185", 83 | "gender_inequality_index_rank_2013" : "34", 84 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "95.0", 85 | "country" : "New Zealand", 86 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "25.3", 87 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "62.1", 88 | "_2013_share_of_seats_in_parliament_held_by_women" : "32.2", 89 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "95.3", 90 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "15" 91 | } 92 | , { 93 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.2", 94 | "hdi_rank" : "8", 95 | "gender_inequality_index_value_2013" : "0.136", 96 | "gender_inequality_index_rank_2013" : "23", 97 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "100.0", 98 | "country" : "Canada", 99 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "14.5", 100 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "61.6", 101 | "_2013_share_of_seats_in_parliament_held_by_women" : "28.0", 102 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "100.0", 103 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "12" 104 | } 105 | , { 106 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "77.5", 107 | "hdi_rank" : "9", 108 | "gender_inequality_index_value_2013" : "0.090", 109 | "gender_inequality_index_rank_2013" : "15", 110 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "74.1", 111 | "country" : "Singapore", 112 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "6.0", 113 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "59.0", 114 | "_2013_share_of_seats_in_parliament_held_by_women" : "24.2", 115 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "81.0", 116 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "3" 117 | } 118 | , { 119 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.5", 120 | "hdi_rank" : "10", 121 | "gender_inequality_index_value_2013" : "0.056", 122 | "gender_inequality_index_rank_2013" : "5", 123 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "95.5", 124 | "country" : "Denmark", 125 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "5.1", 126 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "59.1", 127 | "_2013_share_of_seats_in_parliament_held_by_women" : "39.1", 128 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "96.6", 129 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "12" 130 | } 131 | , { 132 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.9", 133 | "hdi_rank" : "11", 134 | "gender_inequality_index_value_2013" : "0.115", 135 | "gender_inequality_index_rank_2013" : "20", 136 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "80.5", 137 | "country" : "Ireland", 138 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "8.2", 139 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "52.7", 140 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.5", 141 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "78.6", 142 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "6" 143 | } 144 | , { 145 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.1", 146 | "hdi_rank" : "12", 147 | "gender_inequality_index_value_2013" : "0.054", 148 | "gender_inequality_index_rank_2013" : "4", 149 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "86.5", 150 | "country" : "Sweden", 151 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "6.5", 152 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "60.2", 153 | "_2013_share_of_seats_in_parliament_held_by_women" : "44.7", 154 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "87.3", 155 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "4" 156 | } 157 | , { 158 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "77.3", 159 | "hdi_rank" : "13", 160 | "gender_inequality_index_value_2013" : "0.088", 161 | "gender_inequality_index_rank_2013" : "14", 162 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "91.0", 163 | "country" : "Iceland", 164 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "11.5", 165 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "70.6", 166 | "_2013_share_of_seats_in_parliament_held_by_women" : "39.7", 167 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "91.6", 168 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "5" 169 | } 170 | , { 171 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.8", 172 | "hdi_rank" : "14", 173 | "gender_inequality_index_value_2013" : "0.193", 174 | "gender_inequality_index_rank_2013" : "35", 175 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "99.8", 176 | "country" : "United Kingdom", 177 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "25.8", 178 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.7", 179 | "_2013_share_of_seats_in_parliament_held_by_women" : "22.6", 180 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "99.9", 181 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "12" 182 | } 183 | , { 184 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.0", 185 | "hdi_rank" : "15", 186 | "gender_inequality_index_value_2013" : null, 187 | "gender_inequality_index_rank_2013" : null, 188 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "72.2", 189 | "country" : "Hong Kong, China (SAR)", 190 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "3.3", 191 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "51.6", 192 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "79.2" 193 | } 194 | , { 195 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "72.0", 196 | "hdi_rank" : "15", 197 | "gender_inequality_index_value_2013" : "0.101", 198 | "gender_inequality_index_rank_2013" : "17", 199 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "77.0", 200 | "country" : "Korea (Republic of)", 201 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "2.2", 202 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "49.9", 203 | "_2013_share_of_seats_in_parliament_held_by_women" : "15.7", 204 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "89.1", 205 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "16" 206 | } 207 | , { 208 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.4", 209 | "hdi_rank" : "17", 210 | "gender_inequality_index_value_2013" : "0.138", 211 | "gender_inequality_index_rank_2013" : "25", 212 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "87.0", 213 | "country" : "Japan", 214 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "5.4", 215 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "48.1", 216 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.8", 217 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "85.8", 218 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "5" 219 | } 220 | , { 221 | "hdi_rank" : "18", 222 | "gender_inequality_index_value_2013" : null, 223 | "gender_inequality_index_rank_2013" : null, 224 | "country" : "Liechtenstein", 225 | "_2013_share_of_seats_in_parliament_held_by_women" : "20.0" 226 | } 227 | , { 228 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "69.5", 229 | "hdi_rank" : "19", 230 | "gender_inequality_index_value_2013" : "0.101", 231 | "gender_inequality_index_rank_2013" : "17", 232 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "84.4", 233 | "country" : "Israel", 234 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "7.8", 235 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "58.1", 236 | "_2013_share_of_seats_in_parliament_held_by_women" : "22.5", 237 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "87.3", 238 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "7" 239 | } 240 | , { 241 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "61.8", 242 | "hdi_rank" : "20", 243 | "gender_inequality_index_value_2013" : "0.080", 244 | "gender_inequality_index_rank_2013" : "12", 245 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "78.0", 246 | "country" : "France", 247 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "5.7", 248 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "50.9", 249 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.1", 250 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "83.2", 251 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8" 252 | } 253 | , { 254 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.7", 255 | "hdi_rank" : "21", 256 | "gender_inequality_index_value_2013" : "0.056", 257 | "gender_inequality_index_rank_2013" : "5", 258 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "100.0", 259 | "country" : "Austria", 260 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "4.1", 261 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "54.6", 262 | "_2013_share_of_seats_in_parliament_held_by_women" : "28.7", 263 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "100.0", 264 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "4" 265 | } 266 | , { 267 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "59.4", 268 | "hdi_rank" : "21", 269 | "gender_inequality_index_value_2013" : "0.068", 270 | "gender_inequality_index_rank_2013" : "9", 271 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "77.5", 272 | "country" : "Belgium", 273 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "6.7", 274 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "46.9", 275 | "_2013_share_of_seats_in_parliament_held_by_women" : "38.9", 276 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "82.9", 277 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8" 278 | } 279 | , { 280 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "64.9", 281 | "hdi_rank" : "21", 282 | "gender_inequality_index_value_2013" : "0.154", 283 | "gender_inequality_index_rank_2013" : "29", 284 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "100.0", 285 | "country" : "Luxembourg", 286 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "8.3", 287 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "50.7", 288 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.7", 289 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "100.0", 290 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "20" 291 | } 292 | , { 293 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "64.3", 294 | "hdi_rank" : "24", 295 | "gender_inequality_index_value_2013" : "0.075", 296 | "gender_inequality_index_rank_2013" : "11", 297 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "100.0", 298 | "country" : "Finland", 299 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "9.2", 300 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "56.0", 301 | "_2013_share_of_seats_in_parliament_held_by_women" : "42.5", 302 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "100.0", 303 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "5" 304 | } 305 | , { 306 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "63.5", 307 | "hdi_rank" : "25", 308 | "gender_inequality_index_value_2013" : "0.021", 309 | "gender_inequality_index_rank_2013" : "1", 310 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "95.8", 311 | "country" : "Slovenia", 312 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "0.6", 313 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "52.3", 314 | "_2013_share_of_seats_in_parliament_held_by_women" : "24.6", 315 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "98.0", 316 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "12" 317 | } 318 | , { 319 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "59.4", 320 | "hdi_rank" : "26", 321 | "gender_inequality_index_value_2013" : "0.067", 322 | "gender_inequality_index_rank_2013" : "8", 323 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "71.2", 324 | "country" : "Italy", 325 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "4.0", 326 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "39.4", 327 | "_2013_share_of_seats_in_parliament_held_by_women" : "30.6", 328 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "80.5", 329 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "4" 330 | } 331 | , { 332 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "66.5", 333 | "hdi_rank" : "27", 334 | "gender_inequality_index_value_2013" : "0.100", 335 | "gender_inequality_index_rank_2013" : "16", 336 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "66.8", 337 | "country" : "Spain", 338 | 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"population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "99.7", 355 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "5" 356 | } 357 | , { 358 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "62.6", 359 | "hdi_rank" : "29", 360 | "gender_inequality_index_value_2013" : "0.146", 361 | "gender_inequality_index_rank_2013" : "27", 362 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "59.5", 363 | "country" : "Greece", 364 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "11.9", 365 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "44.2", 366 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.0", 367 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "67.0", 368 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "3" 369 | } 370 | , { 371 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.6", 372 | "hdi_rank" : "30", 373 | "gender_inequality_index_value_2013" : null, 374 | "gender_inequality_index_rank_2013" : null, 375 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "66.6", 376 | "country" : "Brunei Darussalam", 377 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "23.0", 378 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "52.9", 379 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "61.2", 380 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "24" 381 | } 382 | , { 383 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "95.6", 384 | "hdi_rank" : "31", 385 | "gender_inequality_index_value_2013" : "0.524", 386 | "gender_inequality_index_rank_2013" : "113", 387 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "66.7", 388 | "country" : "Qatar", 389 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "9.5", 390 | 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"_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "10" 407 | } 408 | , { 409 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.7", 410 | "hdi_rank" : "33", 411 | "gender_inequality_index_value_2013" : "0.154", 412 | "gender_inequality_index_rank_2013" : "29", 413 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "100.0", 414 | "country" : "Estonia", 415 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "16.8", 416 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "56.0", 417 | "_2013_share_of_seats_in_parliament_held_by_women" : "20.8", 418 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "100.0", 419 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "2" 420 | } 421 | , { 422 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.5", 423 | "hdi_rank" : "34", 424 | "gender_inequality_index_value_2013" : "0.321", 425 | 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"_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "5" 459 | } 460 | , { 461 | "hdi_rank" : "37", 462 | "gender_inequality_index_value_2013" : null, 463 | "gender_inequality_index_rank_2013" : null, 464 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "49.5", 465 | "country" : "Andorra", 466 | "_2013_share_of_seats_in_parliament_held_by_women" : "50.0", 467 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "49.3" 468 | } 469 | , { 470 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.7", 471 | "hdi_rank" : "37", 472 | "gender_inequality_index_value_2013" : "0.164", 473 | "gender_inequality_index_rank_2013" : "32", 474 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "99.1", 475 | "country" : "Slovakia", 476 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "15.9", 477 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "51.0", 478 | 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"labour_force_participation_rate_aged_15_and_above_male_2012" : "91.0", 497 | "hdi_rank" : "40", 498 | "gender_inequality_index_value_2013" : "0.244", 499 | "gender_inequality_index_rank_2013" : "43", 500 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "73.1", 501 | "country" : "United Arab Emirates", 502 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "27.6", 503 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "46.6", 504 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.5", 505 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "61.3", 506 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "12" 507 | } 508 | , { 509 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "74.6", 510 | "hdi_rank" : "41", 511 | "gender_inequality_index_value_2013" : "0.355", 512 | "gender_inequality_index_rank_2013" : "68", 513 | 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"labour_force_participation_rate_aged_15_and_above_male_2012" : "87.2", 549 | "hdi_rank" : "44", 550 | "gender_inequality_index_value_2013" : "0.253", 551 | "gender_inequality_index_rank_2013" : "46", 552 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "74.4", 553 | "country" : "Bahrain", 554 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "13.8", 555 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "39.4", 556 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.8", 557 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "80.4", 558 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "20" 559 | } 560 | , { 561 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.1", 562 | "hdi_rank" : "44", 563 | "gender_inequality_index_value_2013" : "0.350", 564 | "gender_inequality_index_rank_2013" : "66", 565 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "73.9", 566 | "country" : "Cuba", 567 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "43.1", 568 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "43.3", 569 | "_2013_share_of_seats_in_parliament_held_by_women" : "48.9", 570 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "80.4", 571 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "73" 572 | } 573 | , { 574 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "82.8", 575 | "hdi_rank" : "46", 576 | "gender_inequality_index_value_2013" : "0.288", 577 | "gender_inequality_index_rank_2013" : "50", 578 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "55.6", 579 | "country" : "Kuwait", 580 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "14.5", 581 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "43.4", 582 | "_2013_share_of_seats_in_parliament_held_by_women" : "6.2", 583 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "56.3", 584 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "14" 585 | } 586 | , { 587 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "58.5", 588 | "hdi_rank" : "47", 589 | "gender_inequality_index_value_2013" : "0.172", 590 | "gender_inequality_index_rank_2013" : "33", 591 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "85.0", 592 | "country" : "Croatia", 593 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "12.7", 594 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "44.8", 595 | "_2013_share_of_seats_in_parliament_held_by_women" : "23.8", 596 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "93.6", 597 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "17" 598 | } 599 | , { 600 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.1", 601 | "hdi_rank" : "48", 602 | "gender_inequality_index_value_2013" : "0.222", 603 | "gender_inequality_index_rank_2013" : "42", 604 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "98.9", 605 | "country" : "Latvia", 606 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "13.5", 607 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "54.5", 608 | "_2013_share_of_seats_in_parliament_held_by_women" : "23.0", 609 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "99.0", 610 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "34" 611 | } 612 | , { 613 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.0", 614 | "hdi_rank" : "49", 615 | "gender_inequality_index_value_2013" : "0.381", 616 | "gender_inequality_index_rank_2013" : "74", 617 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "57.0", 618 | "country" : "Argentina", 619 | 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"55.6", 706 | "country" : "Libya", 707 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "2.5", 708 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "30.0", 709 | "_2013_share_of_seats_in_parliament_held_by_women" : "16.5", 710 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "44.0", 711 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "58" 712 | } 713 | , { 714 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.8", 715 | "hdi_rank" : "56", 716 | "gender_inequality_index_value_2013" : "0.348", 717 | "gender_inequality_index_rank_2013" : "64", 718 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "47.2", 719 | "country" : "Oman", 720 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "10.6", 721 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "28.6", 722 | "_2013_share_of_seats_in_parliament_held_by_women" : "9.6", 723 | 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"hdi_rank" : "58", 742 | "gender_inequality_index_value_2013" : "0.207", 743 | "gender_inequality_index_rank_2013" : "38", 744 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "93.0", 745 | "country" : "Bulgaria", 746 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "35.9", 747 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "47.8", 748 | "_2013_share_of_seats_in_parliament_held_by_women" : "24.6", 749 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "95.7", 750 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "11" 751 | } 752 | , { 753 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.7", 754 | "hdi_rank" : "59", 755 | "gender_inequality_index_value_2013" : "0.350", 756 | "gender_inequality_index_rank_2013" : "66", 757 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "89.5", 758 | "country" : "Barbados", 759 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "48.4", 760 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "65.9", 761 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.6", 762 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "87.6", 763 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "51" 764 | } 765 | , { 766 | "hdi_rank" : "60", 767 | "gender_inequality_index_value_2013" : null, 768 | "gender_inequality_index_rank_2013" : null, 769 | "country" : "Palau", 770 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.3" 771 | } 772 | , { 773 | "hdi_rank" : "61", 774 | "gender_inequality_index_value_2013" : null, 775 | "gender_inequality_index_rank_2013" : null, 776 | "country" : "Antigua and Barbuda", 777 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "49.3", 778 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.4" 779 | } 780 | , { 781 | 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"26.0", 816 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "59.2", 817 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "46" 818 | } 819 | , { 820 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.5", 821 | "hdi_rank" : "65", 822 | "gender_inequality_index_value_2013" : "0.413", 823 | "gender_inequality_index_rank_2013" : "80", 824 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "38.8", 825 | "country" : "Lebanon", 826 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "12.0", 827 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "22.8", 828 | "_2013_share_of_seats_in_parliament_held_by_women" : "3.1", 829 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "38.9", 830 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "25" 831 | } 832 | , { 833 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.9", 834 | "hdi_rank" : "65", 835 | "gender_inequality_index_value_2013" : "0.506", 836 | "gender_inequality_index_rank_2013" : "107", 837 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "63.5", 838 | "country" : "Panama", 839 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "78.5", 840 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "49.0", 841 | "_2013_share_of_seats_in_parliament_held_by_women" : "8.5", 842 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "60.7", 843 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "92" 844 | } 845 | , { 846 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.2", 847 | "hdi_rank" : "67", 848 | "gender_inequality_index_value_2013" : "0.464", 849 | "gender_inequality_index_rank_2013" : "96", 850 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "56.5", 851 | "country" : "Venezuela (Bolivarian Republic of)", 852 | 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887 | "gender_inequality_index_value_2013" : "0.323", 888 | "gender_inequality_index_rank_2013" : "59", 889 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "99.3", 890 | "country" : "Kazakhstan", 891 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "29.9", 892 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "67.5", 893 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.2", 894 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "99.4", 895 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "51" 896 | } 897 | , { 898 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.0", 899 | "hdi_rank" : "71", 900 | "gender_inequality_index_value_2013" : "0.376", 901 | "gender_inequality_index_rank_2013" : "73", 902 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "55.7", 903 | "country" : "Mexico", 904 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "63.4", 905 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "45.0", 906 | "_2013_share_of_seats_in_parliament_held_by_women" : "36.0", 907 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "60.6", 908 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "50" 909 | } 910 | , { 911 | "hdi_rank" : "71", 912 | "gender_inequality_index_value_2013" : null, 913 | "gender_inequality_index_rank_2013" : null, 914 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "66.9", 915 | "country" : "Seychelles", 916 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "56.3", 917 | "_2013_share_of_seats_in_parliament_held_by_women" : "43.8", 918 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "66.6" 919 | } 920 | , { 921 | "hdi_rank" : "73", 922 | "gender_inequality_index_value_2013" : null, 923 | "gender_inequality_index_rank_2013" : null, 924 | "country" : "Saint Kitts and Nevis", 925 | "_2013_share_of_seats_in_parliament_held_by_women" : "6.7" 926 | } 927 | , { 928 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.4", 929 | "hdi_rank" : "73", 930 | "gender_inequality_index_value_2013" : "0.383", 931 | "gender_inequality_index_rank_2013" : "75", 932 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "72.7", 933 | "country" : "Sri Lanka", 934 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "16.9", 935 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "35.0", 936 | "_2013_share_of_seats_in_parliament_held_by_women" : "5.8", 937 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "75.5", 938 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "35" 939 | } 940 | , { 941 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "73.1", 942 | "hdi_rank" : "75", 943 | "gender_inequality_index_value_2013" : "0.510", 944 | "gender_inequality_index_rank_2013" : "109", 945 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "62.2", 946 | "country" : "Iran (Islamic Republic of)", 947 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "31.6", 948 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "16.4", 949 | "_2013_share_of_seats_in_parliament_held_by_women" : "3.1", 950 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "67.6", 951 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "21" 952 | } 953 | , { 954 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.9", 955 | "hdi_rank" : "76", 956 | "gender_inequality_index_value_2013" : "0.340", 957 | "gender_inequality_index_rank_2013" : "62", 958 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "93.7", 959 | "country" : "Azerbaijan", 960 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "40.0", 961 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "62.5", 962 | "_2013_share_of_seats_in_parliament_held_by_women" : "16.0", 963 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "97.4", 964 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "43" 965 | } 966 | , { 967 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "66.2", 968 | "hdi_rank" : "77", 969 | "gender_inequality_index_value_2013" : "0.488", 970 | "gender_inequality_index_rank_2013" : "101", 971 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "69.5", 972 | "country" : "Jordan", 973 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "26.5", 974 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "15.3", 975 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.0", 976 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "78.5", 977 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "63" 978 | } 979 | , { 980 | "hdi_rank" : "77", 981 | "gender_inequality_index_value_2013" : null, 982 | "gender_inequality_index_rank_2013" : null, 983 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "58.4", 984 | "country" : "Serbia", 985 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "16.9", 986 | "_2013_share_of_seats_in_parliament_held_by_women" : "33.2", 987 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "73.6", 988 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "12" 989 | } 990 | , { 991 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.9", 992 | "hdi_rank" : "79", 993 | "gender_inequality_index_value_2013" : "0.441", 994 | "gender_inequality_index_rank_2013" : "85", 995 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "51.9", 996 | "country" : "Brazil", 997 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "70.8", 998 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "59.5", 999 | "_2013_share_of_seats_in_parliament_held_by_women" : "9.6", 1000 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "49.0", 1001 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "56" 1002 | } 1003 | , { 1004 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "74.7", 1005 | "hdi_rank" : "79", 1006 | "gender_inequality_index_value_2013" : null, 1007 | "gender_inequality_index_rank_2013" : null, 1008 | "country" : "Georgia", 1009 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "46.8", 1010 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "56.2", 1011 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.0", 1012 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "67" 1013 | } 1014 | , { 1015 | "hdi_rank" : "79", 1016 | "gender_inequality_index_value_2013" : null, 1017 | "gender_inequality_index_rank_2013" : null, 1018 | "country" : "Grenada", 1019 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "35.4", 1020 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.0", 1021 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "24" 1022 | } 1023 | , { 1024 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "84.4", 1025 | "hdi_rank" : "82", 1026 | "gender_inequality_index_value_2013" : "0.387", 1027 | "gender_inequality_index_rank_2013" : "77", 1028 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "56.3", 1029 | "country" : "Peru", 1030 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "50.7", 1031 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "68.0", 1032 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.5", 1033 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "66.1", 1034 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "67" 1035 | } 1036 | , { 1037 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "66.6", 1038 | "hdi_rank" : "83", 1039 | "gender_inequality_index_value_2013" : "0.326", 1040 | "gender_inequality_index_rank_2013" : "61", 1041 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "91.5", 1042 | "country" : "Ukraine", 1043 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "25.7", 1044 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "53.0", 1045 | "_2013_share_of_seats_in_parliament_held_by_women" : "9.4", 1046 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "96.1", 1047 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "32" 1048 | } 1049 | , { 1050 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "82.3", 1051 | "hdi_rank" : "84", 1052 | "gender_inequality_index_value_2013" : "0.435", 1053 | "gender_inequality_index_rank_2013" : "84", 1054 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "35.2", 1055 | "country" : "Belize", 1056 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "71.4", 1057 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "49.1", 1058 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.3", 1059 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "32.8", 1060 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "53" 1061 | } 1062 | , { 1063 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.3", 1064 | "hdi_rank" : "84", 1065 | "gender_inequality_index_value_2013" : "0.162", 1066 | "gender_inequality_index_rank_2013" : "31", 1067 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "40.2", 1068 | "country" : "The former Yugoslav Republic of Macedonia", 1069 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "18.3", 1070 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "42.9", 1071 | "_2013_share_of_seats_in_parliament_held_by_women" : "34.1", 1072 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "55.6", 1073 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "10" 1074 | } 1075 | , { 1076 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "57.2", 1077 | "hdi_rank" : "86", 1078 | "gender_inequality_index_value_2013" : "0.201", 1079 | "gender_inequality_index_rank_2013" : "36", 1080 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "44.8", 1081 | "country" : "Bosnia and Herzegovina", 1082 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "15.1", 1083 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "34.1", 1084 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.3", 1085 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "70.0", 1086 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8" 1087 | } 1088 | , { 1089 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "73.4", 1090 | "hdi_rank" : "87", 1091 | "gender_inequality_index_value_2013" : "0.325", 1092 | "gender_inequality_index_rank_2013" : "60", 1093 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "94.1", 1094 | "country" : "Armenia", 1095 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "27.1", 1096 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "51.6", 1097 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.7", 1098 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "94.8", 1099 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "30" 1100 | } 1101 | , { 1102 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "72.0", 1103 | "hdi_rank" : "88", 1104 | "gender_inequality_index_value_2013" : null, 1105 | "gender_inequality_index_rank_2013" : null, 1106 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "57.5", 1107 | "country" : "Fiji", 1108 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "42.8", 1109 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "37.5", 1110 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "58.1", 1111 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "26" 1112 | } 1113 | , { 1114 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.8", 1115 | "hdi_rank" : "89", 1116 | "gender_inequality_index_value_2013" : "0.364", 1117 | "gender_inequality_index_rank_2013" : "70", 1118 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "35.7", 1119 | "country" : "Thailand", 1120 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "41.0", 1121 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "64.4", 1122 | "_2013_share_of_seats_in_parliament_held_by_women" : "15.7", 1123 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "40.8", 1124 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "48" 1125 | } 1126 | , { 1127 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.6", 1128 | "hdi_rank" : "90", 1129 | "gender_inequality_index_value_2013" : "0.265", 1130 | "gender_inequality_index_rank_2013" : "48", 1131 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "32.8", 1132 | "country" : "Tunisia", 1133 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "4.6", 1134 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "25.1", 1135 | "_2013_share_of_seats_in_parliament_held_by_women" : "26.7", 1136 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "46.1", 1137 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "56" 1138 | } 1139 | , { 1140 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.1", 1141 | "hdi_rank" : "91", 1142 | "gender_inequality_index_value_2013" : "0.202", 1143 | "gender_inequality_index_rank_2013" : "37", 1144 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "58.7", 1145 | "country" : "China", 1146 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "8.6", 1147 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "63.8", 1148 | "_2013_share_of_seats_in_parliament_held_by_women" : "23.4", 1149 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "71.9", 1150 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "37" 1151 | } 1152 | , { 1153 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.2", 1154 | "hdi_rank" : "91", 1155 | "gender_inequality_index_value_2013" : null, 1156 | "gender_inequality_index_rank_2013" : null, 1157 | "country" : "Saint Vincent and the Grenadines", 1158 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "54.5", 1159 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.7", 1160 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.0", 1161 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "48" 1162 | } 1163 | , { 1164 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.9", 1165 | "hdi_rank" : "93", 1166 | "gender_inequality_index_value_2013" : "0.425", 1167 | "gender_inequality_index_rank_2013" : "81", 1168 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "20.9", 1169 | "country" : "Algeria", 1170 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "10.0", 1171 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "15.0", 1172 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.8", 1173 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "27.3", 1174 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "97" 1175 | } 1176 | , { 1177 | "hdi_rank" : "93", 1178 | "gender_inequality_index_value_2013" : null, 1179 | "gender_inequality_index_rank_2013" : null, 1180 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "29.7", 1181 | "country" : "Dominica", 1182 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.5", 1183 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "23.2" 1184 | } 1185 | , { 1186 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "65.4", 1187 | "hdi_rank" : "95", 1188 | "gender_inequality_index_value_2013" : "0.245", 1189 | "gender_inequality_index_rank_2013" : "44", 1190 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "81.8", 1191 | "country" : "Albania", 1192 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "15.3", 1193 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "45.0", 1194 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.9", 1195 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "87.9", 1196 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "27" 1197 | } 1198 | , { 1199 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.0", 1200 | "hdi_rank" : "96", 1201 | "gender_inequality_index_value_2013" : "0.457", 1202 | "gender_inequality_index_rank_2013" : "88", 1203 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "74.0", 1204 | "country" : "Jamaica", 1205 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "70.1", 1206 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "56.1", 1207 | "_2013_share_of_seats_in_parliament_held_by_women" : "15.5", 1208 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "71.1", 1209 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "110" 1210 | } 1211 | , { 1212 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.0", 1213 | "hdi_rank" : "97", 1214 | "gender_inequality_index_value_2013" : null, 1215 | "gender_inequality_index_rank_2013" : null, 1216 | "country" : "Saint Lucia", 1217 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "56.3", 1218 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "62.6", 1219 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.2", 1220 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "35" 1221 | } 1222 | , { 1223 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.7", 1224 | "hdi_rank" : "98", 1225 | "gender_inequality_index_value_2013" : "0.460", 1226 | "gender_inequality_index_rank_2013" : "92", 1227 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "56.9", 1228 | "country" : "Colombia", 1229 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "68.5", 1230 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.7", 1231 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.6", 1232 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "55.6", 1233 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "92" 1234 | } 1235 | , { 1236 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "82.6", 1237 | "hdi_rank" : "98", 1238 | "gender_inequality_index_value_2013" : "0.429", 1239 | "gender_inequality_index_rank_2013" : "82", 1240 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "40.1", 1241 | "country" : "Ecuador", 1242 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "77.0", 1243 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "54.4", 1244 | "_2013_share_of_seats_in_parliament_held_by_women" : "38.7", 1245 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "39.4", 1246 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "110" 1247 | } 1248 | , { 1249 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.8", 1250 | "hdi_rank" : "100", 1251 | "gender_inequality_index_value_2013" : "0.463", 1252 | "gender_inequality_index_rank_2013" : "95", 1253 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "44.6", 1254 | "country" : "Suriname", 1255 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "35.2", 1256 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "40.4", 1257 | "_2013_share_of_seats_in_parliament_held_by_women" : "11.8", 1258 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "47.1", 1259 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "130" 1260 | } 1261 | , { 1262 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "74.8", 1263 | "hdi_rank" : "100", 1264 | "gender_inequality_index_value_2013" : "0.458", 1265 | "gender_inequality_index_rank_2013" : "90", 1266 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "87.5", 1267 | "country" : "Tonga", 1268 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "18.1", 1269 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "53.5", 1270 | "_2013_share_of_seats_in_parliament_held_by_women" : "3.6", 1271 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "88.3", 1272 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "110" 1273 | } 1274 | , { 1275 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.7", 1276 | "hdi_rank" : "102", 1277 | "gender_inequality_index_value_2013" : "0.505", 1278 | "gender_inequality_index_rank_2013" : "105", 1279 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "55.6", 1280 | "country" : "Dominican Republic", 1281 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "99.6", 1282 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "51.2", 1283 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.1", 1284 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "53.1", 1285 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "150" 1286 | } 1287 | , { 1288 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.0", 1289 | "gender_inequality_index_value_2013" : "0.513", 1290 | "gender_inequality_index_rank_2013" : null, 1291 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "34.2", 1292 | "country" : "Medium human development", 1293 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "43.4", 1294 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "38.7", 1295 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.5", 1296 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "51.4", 1297 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "186" 1298 | } 1299 | , { 1300 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "77.1", 1301 | "hdi_rank" : "103", 1302 | "gender_inequality_index_value_2013" : "0.283", 1303 | "gender_inequality_index_rank_2013" : "49", 1304 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "13.3", 1305 | "country" : "Maldives", 1306 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "4.2", 1307 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.9", 1308 | "_2013_share_of_seats_in_parliament_held_by_women" : "6.5", 1309 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "16.6", 1310 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "60" 1311 | } 1312 | , { 1313 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.8", 1314 | "hdi_rank" : "103", 1315 | "gender_inequality_index_value_2013" : "0.320", 1316 | "gender_inequality_index_rank_2013" : "54", 1317 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "85.3", 1318 | "country" : "Mongolia", 1319 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "18.7", 1320 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "56.1", 1321 | "_2013_share_of_seats_in_parliament_held_by_women" : "14.9", 1322 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "84.1", 1323 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "63" 1324 | } 1325 | , { 1326 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.5", 1327 | "hdi_rank" : "103", 1328 | "gender_inequality_index_value_2013" : null, 1329 | "gender_inequality_index_rank_2013" : null, 1330 | "country" : "Turkmenistan", 1331 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "18.0", 1332 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "46.7", 1333 | "_2013_share_of_seats_in_parliament_held_by_women" : "16.8", 1334 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "67" 1335 | } 1336 | , { 1337 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "58.4", 1338 | "hdi_rank" : "106", 1339 | "gender_inequality_index_value_2013" : "0.517", 1340 | "gender_inequality_index_rank_2013" : "111", 1341 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "64.3", 1342 | "country" : "Samoa", 1343 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "28.3", 1344 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "23.4", 1345 | "_2013_share_of_seats_in_parliament_held_by_women" : "4.1", 1346 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "60.0", 1347 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "100" 1348 | } 1349 | , { 1350 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "66.3", 1351 | "hdi_rank" : "107", 1352 | "gender_inequality_index_value_2013" : null, 1353 | "gender_inequality_index_rank_2013" : null, 1354 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "31.5", 1355 | "country" : "Palestine, State of", 1356 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "45.8", 1357 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "15.2", 1358 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "32.2", 1359 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "64" 1360 | } 1361 | , { 1362 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "84.4", 1363 | "hdi_rank" : "108", 1364 | "gender_inequality_index_value_2013" : "0.500", 1365 | "gender_inequality_index_rank_2013" : "103", 1366 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "39.9", 1367 | "country" : "Indonesia", 1368 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "48.3", 1369 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "51.3", 1370 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.6", 1371 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "49.2", 1372 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "220" 1373 | } 1374 | , { 1375 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.5", 1376 | "hdi_rank" : "109", 1377 | "gender_inequality_index_value_2013" : "0.486", 1378 | "gender_inequality_index_rank_2013" : "100", 1379 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "73.6", 1380 | "country" : "Botswana", 1381 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "44.2", 1382 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "71.8", 1383 | "_2013_share_of_seats_in_parliament_held_by_women" : "7.9", 1384 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "77.3", 1385 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "160" 1386 | } 1387 | , { 1388 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "74.6", 1389 | "hdi_rank" : "110", 1390 | "gender_inequality_index_value_2013" : "0.580", 1391 | "gender_inequality_index_rank_2013" : "130", 1392 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "43.4", 1393 | "country" : "Egypt", 1394 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "43.0", 1395 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "23.6", 1396 | "_2013_share_of_seats_in_parliament_held_by_women" : "2.8", 1397 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "59.3", 1398 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "66" 1399 | } 1400 | , { 1401 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "84.8", 1402 | "hdi_rank" : "111", 1403 | "gender_inequality_index_value_2013" : "0.457", 1404 | "gender_inequality_index_rank_2013" : "88", 1405 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "36.8", 1406 | "country" : "Paraguay", 1407 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "67.0", 1408 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.4", 1409 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.4", 1410 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "40.8", 1411 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "99" 1412 | } 1413 | , { 1414 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "65.1", 1415 | "hdi_rank" : "112", 1416 | "gender_inequality_index_value_2013" : "0.508", 1417 | "gender_inequality_index_rank_2013" : "108", 1418 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "53.8", 1419 | "country" : "Gabon", 1420 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "103.0", 1421 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "56.0", 1422 | "_2013_share_of_seats_in_parliament_held_by_women" : "16.7", 1423 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "34.7", 1424 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "230" 1425 | } 1426 | , { 1427 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.9", 1428 | "hdi_rank" : "113", 1429 | "gender_inequality_index_value_2013" : "0.472", 1430 | "gender_inequality_index_rank_2013" : "97", 1431 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "47.6", 1432 | "country" : "Bolivia (Plurinational State of)", 1433 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "71.9", 1434 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "64.1", 1435 | "_2013_share_of_seats_in_parliament_held_by_women" : "30.1", 1436 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "59.1", 1437 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "190" 1438 | } 1439 | , { 1440 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "43.3", 1441 | "hdi_rank" : "114", 1442 | "gender_inequality_index_value_2013" : "0.302", 1443 | "gender_inequality_index_rank_2013" : "51", 1444 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "93.6", 1445 | "country" : "Moldova (Republic of)", 1446 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "29.3", 1447 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "37.0", 1448 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.8", 1449 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "96.6", 1450 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "41" 1451 | } 1452 | , { 1453 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.0", 1454 | "hdi_rank" : "115", 1455 | "gender_inequality_index_value_2013" : "0.441", 1456 | "gender_inequality_index_rank_2013" : "85", 1457 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "36.8", 1458 | "country" : "El Salvador", 1459 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "76.0", 1460 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "47.6", 1461 | "_2013_share_of_seats_in_parliament_held_by_women" : "26.2", 1462 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "43.6", 1463 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "81" 1464 | } 1465 | , { 1466 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.2", 1467 | "hdi_rank" : "116", 1468 | "gender_inequality_index_value_2013" : null, 1469 | "gender_inequality_index_rank_2013" : null, 1470 | "country" : "Uzbekistan", 1471 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "38.8", 1472 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "47.9", 1473 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.2", 1474 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "28" 1475 | } 1476 | , { 1477 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.7", 1478 | "hdi_rank" : "117", 1479 | "gender_inequality_index_value_2013" : "0.406", 1480 | "gender_inequality_index_rank_2013" : "78", 1481 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "65.9", 1482 | "country" : "Philippines", 1483 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "46.8", 1484 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "51.0", 1485 | "_2013_share_of_seats_in_parliament_held_by_women" : "26.9", 1486 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "63.8", 1487 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "99" 1488 | } 1489 | , { 1490 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "60.0", 1491 | "hdi_rank" : "118", 1492 | "gender_inequality_index_value_2013" : "0.461", 1493 | "gender_inequality_index_rank_2013" : "94", 1494 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "72.7", 1495 | "country" : "South Africa", 1496 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "50.9", 1497 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "44.2", 1498 | "_2013_share_of_seats_in_parliament_held_by_women" : "41.1", 1499 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "75.9", 1500 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "300" 1501 | } 1502 | , { 1503 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "72.7", 1504 | "hdi_rank" : "118", 1505 | "gender_inequality_index_value_2013" : "0.556", 1506 | "gender_inequality_index_rank_2013" : "125", 1507 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "29.0", 1508 | "country" : "Syrian Arab Republic", 1509 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "41.6", 1510 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "13.4", 1511 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.0", 1512 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "38.9", 1513 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "70" 1514 | } 1515 | , { 1516 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "69.7", 1517 | "hdi_rank" : "120", 1518 | "gender_inequality_index_value_2013" : "0.542", 1519 | "gender_inequality_index_rank_2013" : "120", 1520 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "22.0", 1521 | "country" : "Iraq", 1522 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "68.7", 1523 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "14.7", 1524 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.2", 1525 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "42.7", 1526 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "63" 1527 | } 1528 | , { 1529 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.9", 1530 | "hdi_rank" : "121", 1531 | "gender_inequality_index_value_2013" : "0.524", 1532 | "gender_inequality_index_rank_2013" : "113", 1533 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "61.5", 1534 | "country" : "Guyana", 1535 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "88.5", 1536 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "42.3", 1537 | "_2013_share_of_seats_in_parliament_held_by_women" : "31.3", 1538 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "48.8", 1539 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "280" 1540 | } 1541 | , { 1542 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.9", 1543 | "hdi_rank" : "121", 1544 | "gender_inequality_index_value_2013" : "0.322", 1545 | "gender_inequality_index_rank_2013" : "58", 1546 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "59.4", 1547 | "country" : "Viet Nam", 1548 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "29.0", 1549 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "72.8", 1550 | "_2013_share_of_seats_in_parliament_held_by_women" : "24.4", 1551 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "71.2", 1552 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "59" 1553 | } 1554 | , { 1555 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "83.5", 1556 | "hdi_rank" : "123", 1557 | "gender_inequality_index_value_2013" : null, 1558 | "gender_inequality_index_rank_2013" : null, 1559 | "country" : "Cape Verde", 1560 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "70.6", 1561 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "51.1", 1562 | "_2013_share_of_seats_in_parliament_held_by_women" : "20.8", 1563 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "79" 1564 | } 1565 | , { 1566 | "hdi_rank" : "124", 1567 | "gender_inequality_index_value_2013" : null, 1568 | "gender_inequality_index_rank_2013" : null, 1569 | "country" : "Micronesia (Federated States of)", 1570 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "18.6", 1571 | "_2013_share_of_seats_in_parliament_held_by_women" : "0.1", 1572 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "100" 1573 | } 1574 | , { 1575 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "88.2", 1576 | "hdi_rank" : "125", 1577 | "gender_inequality_index_value_2013" : "0.523", 1578 | "gender_inequality_index_rank_2013" : "112", 1579 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "21.9", 1580 | "country" : "Guatemala", 1581 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "97.2", 1582 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "49.1", 1583 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.3", 1584 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "23.2", 1585 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "120" 1586 | } 1587 | , { 1588 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.0", 1589 | "hdi_rank" : "125", 1590 | "gender_inequality_index_value_2013" : "0.348", 1591 | "gender_inequality_index_rank_2013" : "64", 1592 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "94.5", 1593 | "country" : "Kyrgyzstan", 1594 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "29.3", 1595 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.7", 1596 | "_2013_share_of_seats_in_parliament_held_by_women" : "23.3", 1597 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "96.8", 1598 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "71" 1599 | } 1600 | , { 1601 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "82.2", 1602 | "hdi_rank" : "127", 1603 | "gender_inequality_index_value_2013" : "0.450", 1604 | "gender_inequality_index_rank_2013" : "87", 1605 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "33.0", 1606 | "country" : "Namibia", 1607 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "54.9", 1608 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "75.2", 1609 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.0", 1610 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "34.0", 1611 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "200" 1612 | } 1613 | , { 1614 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "51.1", 1615 | "hdi_rank" : "128", 1616 | "gender_inequality_index_value_2013" : null, 1617 | "gender_inequality_index_rank_2013" : null, 1618 | "country" : "Timor-Leste", 1619 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "52.2", 1620 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "24.7", 1621 | "_2013_share_of_seats_in_parliament_held_by_women" : "38.5", 1622 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "300" 1623 | } 1624 | , { 1625 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "82.9", 1626 | "hdi_rank" : "129", 1627 | "gender_inequality_index_value_2013" : "0.482", 1628 | "gender_inequality_index_rank_2013" : "99", 1629 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "28.0", 1630 | "country" : "Honduras", 1631 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "84.0", 1632 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "42.5", 1633 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.5", 1634 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "25.8", 1635 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "100" 1636 | } 1637 | , { 1638 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "57.4", 1639 | "hdi_rank" : "129", 1640 | "gender_inequality_index_value_2013" : "0.460", 1641 | "gender_inequality_index_rank_2013" : "92", 1642 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "20.1", 1643 | "country" : "Morocco", 1644 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "35.8", 1645 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "43.0", 1646 | "_2013_share_of_seats_in_parliament_held_by_women" : "11.0", 1647 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "36.3", 1648 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "100" 1649 | } 1650 | , { 1651 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.3", 1652 | "hdi_rank" : "131", 1653 | "gender_inequality_index_value_2013" : null, 1654 | "gender_inequality_index_rank_2013" : null, 1655 | "country" : "Vanuatu", 1656 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "44.8", 1657 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "61.5", 1658 | "_2013_share_of_seats_in_parliament_held_by_women" : "0.1", 1659 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "110" 1660 | } 1661 | , { 1662 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.1", 1663 | "hdi_rank" : "132", 1664 | "gender_inequality_index_value_2013" : "0.458", 1665 | "gender_inequality_index_rank_2013" : "90", 1666 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "30.8", 1667 | "country" : "Nicaragua", 1668 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "100.8", 1669 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "47.0", 1670 | "_2013_share_of_seats_in_parliament_held_by_women" : "40.2", 1671 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "44.7", 1672 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "95" 1673 | } 1674 | , { 1675 | "hdi_rank" : "133", 1676 | "gender_inequality_index_value_2013" : null, 1677 | "gender_inequality_index_rank_2013" : null, 1678 | "country" : "Kiribati", 1679 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "16.6", 1680 | "_2013_share_of_seats_in_parliament_held_by_women" : "8.7" 1681 | } 1682 | , { 1683 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.9", 1684 | "hdi_rank" : "133", 1685 | "gender_inequality_index_value_2013" : "0.383", 1686 | "gender_inequality_index_rank_2013" : "75", 1687 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "89.9", 1688 | "country" : "Tajikistan", 1689 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "42.8", 1690 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "58.7", 1691 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.5", 1692 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "95.0", 1693 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "65" 1694 | } 1695 | , { 1696 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.9", 1697 | "hdi_rank" : "135", 1698 | "gender_inequality_index_value_2013" : "0.563", 1699 | "gender_inequality_index_rank_2013" : "127", 1700 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "26.6", 1701 | "country" : "India", 1702 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "32.8", 1703 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "28.8", 1704 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.9", 1705 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "50.4", 1706 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "200" 1707 | } 1708 | , { 1709 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.9", 1710 | "hdi_rank" : "136", 1711 | "gender_inequality_index_value_2013" : "0.495", 1712 | "gender_inequality_index_rank_2013" : "102", 1713 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "34.0", 1714 | "country" : "Bhutan", 1715 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "40.9", 1716 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "66.4", 1717 | "_2013_share_of_seats_in_parliament_held_by_women" : "6.9", 1718 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "34.5", 1719 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "180" 1720 | } 1721 | , { 1722 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "86.5", 1723 | "hdi_rank" : "136", 1724 | "gender_inequality_index_value_2013" : "0.505", 1725 | "gender_inequality_index_rank_2013" : "105", 1726 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "9.9", 1727 | "country" : "Cambodia", 1728 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "44.3", 1729 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "78.9", 1730 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.1", 1731 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "22.2", 1732 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "250" 1733 | } 1734 | , { 1735 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.2", 1736 | "hdi_rank" : "138", 1737 | "gender_inequality_index_value_2013" : "0.549", 1738 | "gender_inequality_index_rank_2013" : "123", 1739 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "45.2", 1740 | "country" : "Ghana", 1741 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "58.4", 1742 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "67.2", 1743 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.9", 1744 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "64.7", 1745 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "350" 1746 | } 1747 | , { 1748 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.9", 1749 | "hdi_rank" : "139", 1750 | "gender_inequality_index_value_2013" : "0.534", 1751 | "gender_inequality_index_rank_2013" : "118", 1752 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "22.9", 1753 | "country" : "Lao People's Democratic Republic", 1754 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "65.0", 1755 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "76.3", 1756 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.0", 1757 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "36.8", 1758 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "470" 1759 | } 1760 | , { 1761 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "72.9", 1762 | "hdi_rank" : "140", 1763 | "gender_inequality_index_value_2013" : "0.617", 1764 | "gender_inequality_index_rank_2013" : "135", 1765 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "43.8", 1766 | "country" : "Congo", 1767 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "126.7", 1768 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "68.4", 1769 | "_2013_share_of_seats_in_parliament_held_by_women" : "9.6", 1770 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "48.7", 1771 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "560" 1772 | } 1773 | , { 1774 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "85.7", 1775 | "hdi_rank" : "141", 1776 | "gender_inequality_index_value_2013" : "0.617", 1777 | "gender_inequality_index_rank_2013" : "135", 1778 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "25.7", 1779 | "country" : "Zambia", 1780 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "125.4", 1781 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "73.2", 1782 | "_2013_share_of_seats_in_parliament_held_by_women" : "11.5", 1783 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "44.2", 1784 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "440" 1785 | } 1786 | , { 1787 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "84.1", 1788 | "hdi_rank" : "142", 1789 | "gender_inequality_index_value_2013" : "0.529", 1790 | "gender_inequality_index_rank_2013" : "115", 1791 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "30.8", 1792 | "country" : "Bangladesh", 1793 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "80.6", 1794 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "57.3", 1795 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.7", 1796 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "39.3", 1797 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "240" 1798 | } 1799 | , { 1800 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "77.5", 1801 | "hdi_rank" : "142", 1802 | "gender_inequality_index_value_2013" : null, 1803 | "gender_inequality_index_rank_2013" : null, 1804 | "country" : "Sao Tome and Principe", 1805 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "65.1", 1806 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "44.9", 1807 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.2", 1808 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "70" 1809 | } 1810 | , { 1811 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "92.3", 1812 | "hdi_rank" : "144", 1813 | "gender_inequality_index_value_2013" : null, 1814 | "gender_inequality_index_rank_2013" : null, 1815 | "country" : "Equatorial Guinea", 1816 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "112.6", 1817 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "80.6", 1818 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.8", 1819 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "240" 1820 | } 1821 | , { 1822 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.4", 1823 | "gender_inequality_index_value_2013" : "0.587", 1824 | "gender_inequality_index_rank_2013" : null, 1825 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "14.3", 1826 | "country" : "Low human development", 1827 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "92.3", 1828 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.7", 1829 | "_2013_share_of_seats_in_parliament_held_by_women" : "20.0", 1830 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "28.9", 1831 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "427" 1832 | } 1833 | , { 1834 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "63.2", 1835 | "hdi_rank" : "145", 1836 | "gender_inequality_index_value_2013" : "0.479", 1837 | "gender_inequality_index_rank_2013" : "98", 1838 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "17.9", 1839 | "country" : "Nepal", 1840 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "73.7", 1841 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "54.3", 1842 | "_2013_share_of_seats_in_parliament_held_by_women" : "33.2", 1843 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "39.9", 1844 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "170" 1845 | } 1846 | , { 1847 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "82.9", 1848 | "hdi_rank" : "146", 1849 | "gender_inequality_index_value_2013" : "0.563", 1850 | "gender_inequality_index_rank_2013" : "127", 1851 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "19.3", 1852 | "country" : "Pakistan", 1853 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "27.3", 1854 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "24.4", 1855 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.7", 1856 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "46.1", 1857 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "260" 1858 | } 1859 | , { 1860 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "72.2", 1861 | "hdi_rank" : "147", 1862 | "gender_inequality_index_value_2013" : "0.548", 1863 | "gender_inequality_index_rank_2013" : "122", 1864 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "25.3", 1865 | "country" : "Kenya", 1866 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "93.6", 1867 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "62.0", 1868 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.9", 1869 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "31.4", 1870 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "360" 1871 | } 1872 | , { 1873 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.3", 1874 | "hdi_rank" : "148", 1875 | "gender_inequality_index_value_2013" : "0.529", 1876 | "gender_inequality_index_rank_2013" : "115", 1877 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "49.9", 1878 | "country" : "Swaziland", 1879 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "72.0", 1880 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "43.8", 1881 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.9", 1882 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "46.1", 1883 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "320" 1884 | } 1885 | , { 1886 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.9", 1887 | "hdi_rank" : "149", 1888 | "gender_inequality_index_value_2013" : null, 1889 | "gender_inequality_index_rank_2013" : null, 1890 | "country" : "Angola", 1891 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "170.2", 1892 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "63.1", 1893 | "_2013_share_of_seats_in_parliament_held_by_women" : "34.1", 1894 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "450" 1895 | } 1896 | , { 1897 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "82.9", 1898 | "hdi_rank" : "150", 1899 | "gender_inequality_index_value_2013" : "0.430", 1900 | "gender_inequality_index_rank_2013" : "83", 1901 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "18.0", 1902 | "country" : "Myanmar", 1903 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "12.1", 1904 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "85.7", 1905 | "_2013_share_of_seats_in_parliament_held_by_women" : "4.6", 1906 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "17.6", 1907 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "200" 1908 | } 1909 | , { 1910 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "85.5", 1911 | "hdi_rank" : "151", 1912 | "gender_inequality_index_value_2013" : "0.410", 1913 | "gender_inequality_index_rank_2013" : "79", 1914 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "7.4", 1915 | "country" : "Rwanda", 1916 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "33.6", 1917 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "86.5", 1918 | "_2013_share_of_seats_in_parliament_held_by_women" : "51.9", 1919 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "8.0", 1920 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "340" 1921 | } 1922 | , { 1923 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.7", 1924 | "hdi_rank" : "152", 1925 | "gender_inequality_index_value_2013" : "0.622", 1926 | "gender_inequality_index_rank_2013" : "138", 1927 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "21.1", 1928 | "country" : "Cameroon", 1929 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "115.8", 1930 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "63.6", 1931 | "_2013_share_of_seats_in_parliament_held_by_women" : "16.1", 1932 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "34.9", 1933 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "690" 1934 | } 1935 | , { 1936 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "63.5", 1937 | "hdi_rank" : "152", 1938 | "gender_inequality_index_value_2013" : null, 1939 | "gender_inequality_index_rank_2013" : null, 1940 | "country" : "Nigeria", 1941 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "119.6", 1942 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "48.1", 1943 | "_2013_share_of_seats_in_parliament_held_by_women" : "6.6", 1944 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "630" 1945 | } 1946 | , { 1947 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.8", 1948 | "hdi_rank" : "154", 1949 | "gender_inequality_index_value_2013" : "0.733", 1950 | "gender_inequality_index_rank_2013" : "152", 1951 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "7.6", 1952 | "country" : "Yemen", 1953 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "47.0", 1954 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "25.2", 1955 | "_2013_share_of_seats_in_parliament_held_by_women" : "0.7", 1956 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "24.4", 1957 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "200" 1958 | } 1959 | , { 1960 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "90.6", 1961 | "hdi_rank" : "155", 1962 | "gender_inequality_index_value_2013" : null, 1963 | "gender_inequality_index_rank_2013" : null, 1964 | "country" : "Madagascar", 1965 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "122.8", 1966 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "86.8", 1967 | "_2013_share_of_seats_in_parliament_held_by_women" : "15.8", 1968 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "240" 1969 | } 1970 | , { 1971 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "89.7", 1972 | "hdi_rank" : "156", 1973 | "gender_inequality_index_value_2013" : "0.516", 1974 | "gender_inequality_index_rank_2013" : "110", 1975 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "48.8", 1976 | "country" : "Zimbabwe", 1977 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "60.3", 1978 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "83.2", 1979 | "_2013_share_of_seats_in_parliament_held_by_women" : "35.1", 1980 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "62.0", 1981 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "570" 1982 | } 1983 | , { 1984 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "74.0", 1985 | "hdi_rank" : "157", 1986 | "gender_inequality_index_value_2013" : "0.617", 1987 | "gender_inequality_index_rank_2013" : "135", 1988 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "6.8", 1989 | "country" : "Papua New Guinea", 1990 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "62.1", 1991 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "70.5", 1992 | "_2013_share_of_seats_in_parliament_held_by_women" : "2.7", 1993 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "14.1", 1994 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "230" 1995 | } 1996 | , { 1997 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.1", 1998 | "hdi_rank" : "157", 1999 | "gender_inequality_index_value_2013" : null, 2000 | "gender_inequality_index_rank_2013" : null, 2001 | "country" : "Solomon Islands", 2002 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "64.9", 2003 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "53.4", 2004 | "_2013_share_of_seats_in_parliament_held_by_women" : "2.0", 2005 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "93" 2006 | } 2007 | , { 2008 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.2", 2009 | "hdi_rank" : "159", 2010 | "gender_inequality_index_value_2013" : null, 2011 | "gender_inequality_index_rank_2013" : null, 2012 | "country" : "Comoros", 2013 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "51.1", 2014 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "35.0", 2015 | "_2013_share_of_seats_in_parliament_held_by_women" : "3.0", 2016 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "280" 2017 | } 2018 | , { 2019 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "90.2", 2020 | "hdi_rank" : "159", 2021 | "gender_inequality_index_value_2013" : "0.553", 2022 | "gender_inequality_index_rank_2013" : "124", 2023 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "5.6", 2024 | "country" : "Tanzania (United Republic of)", 2025 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "122.7", 2026 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "88.1", 2027 | "_2013_share_of_seats_in_parliament_held_by_women" : "36.0", 2028 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "9.2", 2029 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "460" 2030 | } 2031 | , { 2032 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.0", 2033 | "hdi_rank" : "161", 2034 | "gender_inequality_index_value_2013" : "0.644", 2035 | "gender_inequality_index_rank_2013" : "142", 2036 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "8.0", 2037 | "country" : "Mauritania", 2038 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "73.3", 2039 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "28.6", 2040 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.2", 2041 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "20.8", 2042 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "510" 2043 | } 2044 | , { 2045 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "73.3", 2046 | "hdi_rank" : "162", 2047 | "gender_inequality_index_value_2013" : "0.557", 2048 | "gender_inequality_index_rank_2013" : "126", 2049 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "21.9", 2050 | "country" : "Lesotho", 2051 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "89.4", 2052 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "58.8", 2053 | "_2013_share_of_seats_in_parliament_held_by_women" : "26.8", 2054 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "19.8", 2055 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "620" 2056 | } 2057 | , { 2058 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "88.0", 2059 | "hdi_rank" : "163", 2060 | "gender_inequality_index_value_2013" : "0.537", 2061 | "gender_inequality_index_rank_2013" : "119", 2062 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "7.2", 2063 | "country" : "Senegal", 2064 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "94.4", 2065 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "65.9", 2066 | "_2013_share_of_seats_in_parliament_held_by_women" : "42.7", 2067 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "15.4", 2068 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "370" 2069 | } 2070 | , { 2071 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.3", 2072 | "hdi_rank" : "164", 2073 | "gender_inequality_index_value_2013" : "0.529", 2074 | "gender_inequality_index_rank_2013" : "115", 2075 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "22.9", 2076 | "country" : "Uganda", 2077 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "126.6", 2078 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "75.9", 2079 | "_2013_share_of_seats_in_parliament_held_by_women" : "35.0", 2080 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "33.5", 2081 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "310" 2082 | } 2083 | , { 2084 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.3", 2085 | "hdi_rank" : "165", 2086 | "gender_inequality_index_value_2013" : "0.614", 2087 | "gender_inequality_index_rank_2013" : "134", 2088 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "11.2", 2089 | "country" : "Benin", 2090 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "90.2", 2091 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "67.5", 2092 | "_2013_share_of_seats_in_parliament_held_by_women" : "8.4", 2093 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "25.6", 2094 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "350" 2095 | } 2096 | , { 2097 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.0", 2098 | "hdi_rank" : "166", 2099 | "gender_inequality_index_value_2013" : "0.628", 2100 | "gender_inequality_index_rank_2013" : "140", 2101 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "12.8", 2102 | "country" : "Sudan", 2103 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "84.0", 2104 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "31.2", 2105 | "_2013_share_of_seats_in_parliament_held_by_women" : "24.1", 2106 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "18.2", 2107 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "730" 2108 | } 2109 | , { 2110 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.2", 2111 | "hdi_rank" : "166", 2112 | "gender_inequality_index_value_2013" : "0.579", 2113 | "gender_inequality_index_rank_2013" : "129", 2114 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "15.3", 2115 | "country" : "Togo", 2116 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "91.5", 2117 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "80.7", 2118 | "_2013_share_of_seats_in_parliament_held_by_women" : "15.4", 2119 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "45.1", 2120 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "300" 2121 | } 2122 | , { 2123 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.8", 2124 | "hdi_rank" : "168", 2125 | "gender_inequality_index_value_2013" : "0.599", 2126 | "gender_inequality_index_rank_2013" : "132", 2127 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "22.5", 2128 | "country" : "Haiti", 2129 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "42.0", 2130 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "60.6", 2131 | "_2013_share_of_seats_in_parliament_held_by_women" : "3.5", 2132 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "36.3", 2133 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "350" 2134 | } 2135 | , { 2136 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.7", 2137 | "hdi_rank" : "169", 2138 | "gender_inequality_index_value_2013" : "0.705", 2139 | "gender_inequality_index_rank_2013" : "149", 2140 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "5.8", 2141 | "country" : "Afghanistan", 2142 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "86.8", 2143 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "15.7", 2144 | "_2013_share_of_seats_in_parliament_held_by_women" : "27.6", 2145 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "34.0", 2146 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "460" 2147 | } 2148 | , { 2149 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.3", 2150 | "hdi_rank" : "170", 2151 | "gender_inequality_index_value_2013" : null, 2152 | "gender_inequality_index_rank_2013" : null, 2153 | "country" : "Djibouti", 2154 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "18.6", 2155 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "36.1", 2156 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.7", 2157 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "200" 2158 | } 2159 | , { 2160 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.5", 2161 | "hdi_rank" : "171", 2162 | "gender_inequality_index_value_2013" : "0.645", 2163 | "gender_inequality_index_rank_2013" : "143", 2164 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "13.7", 2165 | "country" : "Côte d'Ivoire", 2166 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "130.3", 2167 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "52.2", 2168 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.4", 2169 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "29.9", 2170 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "400" 2171 | } 2172 | , { 2173 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "83.0", 2174 | "hdi_rank" : "172", 2175 | "gender_inequality_index_value_2013" : "0.624", 2176 | "gender_inequality_index_rank_2013" : "139", 2177 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "16.9", 2178 | "country" : "Gambia", 2179 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "115.8", 2180 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "72.2", 2181 | "_2013_share_of_seats_in_parliament_held_by_women" : "7.5", 2182 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "31.4", 2183 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "360" 2184 | } 2185 | , { 2186 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "89.4", 2187 | "hdi_rank" : "173", 2188 | "gender_inequality_index_value_2013" : "0.547", 2189 | "gender_inequality_index_rank_2013" : "121", 2190 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "7.8", 2191 | "country" : "Ethiopia", 2192 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "78.4", 2193 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "78.2", 2194 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.5", 2195 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "18.2", 2196 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "350" 2197 | } 2198 | , { 2199 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.3", 2200 | "hdi_rank" : "174", 2201 | "gender_inequality_index_value_2013" : "0.591", 2202 | "gender_inequality_index_rank_2013" : "131", 2203 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "10.4", 2204 | "country" : "Malawi", 2205 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "144.8", 2206 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "84.7", 2207 | "_2013_share_of_seats_in_parliament_held_by_women" : "22.3", 2208 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "20.4", 2209 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "460" 2210 | } 2211 | , { 2212 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "64.7", 2213 | "hdi_rank" : "175", 2214 | "gender_inequality_index_value_2013" : "0.655", 2215 | "gender_inequality_index_rank_2013" : "145", 2216 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "15.7", 2217 | "country" : "Liberia", 2218 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "117.4", 2219 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "58.2", 2220 | "_2013_share_of_seats_in_parliament_held_by_women" : "11.7", 2221 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "39.2", 2222 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "770" 2223 | } 2224 | , { 2225 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.4", 2226 | "hdi_rank" : "176", 2227 | "gender_inequality_index_value_2013" : "0.673", 2228 | "gender_inequality_index_rank_2013" : "148", 2229 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "7.7", 2230 | "country" : "Mali", 2231 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "175.6", 2232 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "50.6", 2233 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.2", 2234 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "15.1", 2235 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "540" 2236 | } 2237 | , { 2238 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.5", 2239 | "hdi_rank" : "177", 2240 | "gender_inequality_index_value_2013" : null, 2241 | "gender_inequality_index_rank_2013" : null, 2242 | "country" : "Guinea-Bissau", 2243 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "99.3", 2244 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "68.1", 2245 | "_2013_share_of_seats_in_parliament_held_by_women" : "14.0", 2246 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "790" 2247 | } 2248 | , { 2249 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.8", 2250 | "hdi_rank" : "178", 2251 | "gender_inequality_index_value_2013" : "0.657", 2252 | "gender_inequality_index_rank_2013" : "146", 2253 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "1.5", 2254 | "country" : "Mozambique", 2255 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "137.8", 2256 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "26.3", 2257 | "_2013_share_of_seats_in_parliament_held_by_women" : "39.2", 2258 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "6.0", 2259 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "490" 2260 | } 2261 | , { 2262 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "78.3", 2263 | "hdi_rank" : "179", 2264 | "gender_inequality_index_value_2013" : null, 2265 | "gender_inequality_index_rank_2013" : null, 2266 | "country" : "Guinea", 2267 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "131.0", 2268 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "65.5", 2269 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "610" 2270 | } 2271 | , { 2272 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.8", 2273 | "hdi_rank" : "180", 2274 | "gender_inequality_index_value_2013" : "0.501", 2275 | "gender_inequality_index_rank_2013" : "104", 2276 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "5.2", 2277 | "country" : "Burundi", 2278 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "30.3", 2279 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "83.2", 2280 | "_2013_share_of_seats_in_parliament_held_by_women" : "34.9", 2281 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "9.3", 2282 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "800" 2283 | } 2284 | , { 2285 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "90.1", 2286 | "hdi_rank" : "181", 2287 | "gender_inequality_index_value_2013" : "0.607", 2288 | "gender_inequality_index_rank_2013" : "133", 2289 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "0.9", 2290 | "country" : "Burkina Faso", 2291 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "115.4", 2292 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "77.1", 2293 | "_2013_share_of_seats_in_parliament_held_by_women" : "15.7", 2294 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "3.2", 2295 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "300" 2296 | } 2297 | , { 2298 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "89.8", 2299 | "hdi_rank" : "182", 2300 | "gender_inequality_index_value_2013" : null, 2301 | "gender_inequality_index_rank_2013" : null, 2302 | "country" : "Eritrea", 2303 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "65.3", 2304 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "79.9", 2305 | "_2013_share_of_seats_in_parliament_held_by_women" : "22.0", 2306 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "240" 2307 | } 2308 | , { 2309 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "68.9", 2310 | "hdi_rank" : "183", 2311 | "gender_inequality_index_value_2013" : "0.643", 2312 | "gender_inequality_index_rank_2013" : "141", 2313 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "9.5", 2314 | "country" : "Sierra Leone", 2315 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "100.7", 2316 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "65.7", 2317 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.4", 2318 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "20.4", 2319 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "890" 2320 | } 2321 | , { 2322 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.2", 2323 | "hdi_rank" : "184", 2324 | "gender_inequality_index_value_2013" : "0.707", 2325 | "gender_inequality_index_rank_2013" : "150", 2326 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "1.7", 2327 | "country" : "Chad", 2328 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "152.0", 2329 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "64.0", 2330 | "_2013_share_of_seats_in_parliament_held_by_women" : "14.9", 2331 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "9.9", 2332 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "1100" 2333 | } 2334 | , { 2335 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "85.1", 2336 | "hdi_rank" : "185", 2337 | "gender_inequality_index_value_2013" : "0.654", 2338 | "gender_inequality_index_rank_2013" : "144", 2339 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "10.3", 2340 | "country" : "Central African Republic", 2341 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "98.3", 2342 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "72.5", 2343 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.5", 2344 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "26.2", 2345 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "890" 2346 | } 2347 | , { 2348 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "73.2", 2349 | "hdi_rank" : "186", 2350 | "gender_inequality_index_value_2013" : "0.669", 2351 | "gender_inequality_index_rank_2013" : "147", 2352 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "10.7", 2353 | "country" : "Congo (Democratic Republic of the)", 2354 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "135.3", 2355 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "70.7", 2356 | "_2013_share_of_seats_in_parliament_held_by_women" : "8.3", 2357 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "36.2", 2358 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "540" 2359 | } 2360 | , { 2361 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "89.8", 2362 | "hdi_rank" : "187", 2363 | "gender_inequality_index_value_2013" : "0.709", 2364 | "gender_inequality_index_rank_2013" : "151", 2365 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "2.5", 2366 | "country" : "Niger", 2367 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "204.8", 2368 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "39.9", 2369 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.3", 2370 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "7.6", 2371 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "590" 2372 | } 2373 | , { 2374 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "84.2", 2375 | "gender_inequality_index_value_2013" : null, 2376 | "gender_inequality_index_rank_2013" : null, 2377 | "country" : "Korea (Democratic People's Rep. of)", 2378 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "0.6", 2379 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "72.3", 2380 | "_2013_share_of_seats_in_parliament_held_by_women" : "15.6", 2381 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "81" 2382 | } 2383 | , { 2384 | "gender_inequality_index_value_2013" : null, 2385 | "gender_inequality_index_rank_2013" : null, 2386 | "country" : "Marshall Islands", 2387 | "_2013_share_of_seats_in_parliament_held_by_women" : "3.0" 2388 | } 2389 | , { 2390 | "gender_inequality_index_value_2013" : null, 2391 | "gender_inequality_index_rank_2013" : null, 2392 | "country" : "Monaco", 2393 | "_2013_share_of_seats_in_parliament_held_by_women" : "20.8" 2394 | } 2395 | , { 2396 | "gender_inequality_index_value_2013" : null, 2397 | "gender_inequality_index_rank_2013" : null, 2398 | "country" : "Nauru", 2399 | "_2013_share_of_seats_in_parliament_held_by_women" : "5.3" 2400 | } 2401 | , { 2402 | "gender_inequality_index_value_2013" : null, 2403 | "gender_inequality_index_rank_2013" : null, 2404 | "country" : "San Marino", 2405 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.3" 2406 | } 2407 | , { 2408 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.6", 2409 | "gender_inequality_index_value_2013" : null, 2410 | "gender_inequality_index_rank_2013" : null, 2411 | "country" : "Somalia", 2412 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "110.4", 2413 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "37.2", 2414 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.8", 2415 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "1000" 2416 | } 2417 | , { 2418 | "gender_inequality_index_value_2013" : null, 2419 | "gender_inequality_index_rank_2013" : null, 2420 | "country" : "South Sudan", 2421 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "75.3", 2422 | "_2013_share_of_seats_in_parliament_held_by_women" : "24.3" 2423 | } 2424 | , { 2425 | "gender_inequality_index_value_2013" : null, 2426 | "gender_inequality_index_rank_2013" : null, 2427 | "country" : "Tuvalu", 2428 | "_2013_share_of_seats_in_parliament_held_by_women" : "6.7" 2429 | } 2430 | , { 2431 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "73.2", 2432 | "gender_inequality_index_value_2013" : "0.546", 2433 | "gender_inequality_index_rank_2013" : null, 2434 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "32.9", 2435 | "country" : "Arab States", 2436 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "45.4", 2437 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "24.7", 2438 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.8", 2439 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "46.4", 2440 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "164" 2441 | } 2442 | , { 2443 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.3", 2444 | "gender_inequality_index_value_2013" : "0.331", 2445 | "gender_inequality_index_rank_2013" : null, 2446 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "54.6", 2447 | "country" : "East Asia and the Pacific", 2448 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "21.2", 2449 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "62.8", 2450 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.7", 2451 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "66.4", 2452 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "72" 2453 | } 2454 | , { 2455 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.2", 2456 | "gender_inequality_index_value_2013" : "0.317", 2457 | "gender_inequality_index_rank_2013" : null, 2458 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "70.4", 2459 | "country" : "Europe and Central Asia", 2460 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "30.8", 2461 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "45.5", 2462 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.2", 2463 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "80.6", 2464 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "31" 2465 | } 2466 | , { 2467 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.8", 2468 | "gender_inequality_index_value_2013" : "0.416", 2469 | "gender_inequality_index_rank_2013" : null, 2470 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "53.3", 2471 | "country" : "Latin America and the Caribbean", 2472 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "68.3", 2473 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "53.7", 2474 | "_2013_share_of_seats_in_parliament_held_by_women" : "25.3", 2475 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "53.9", 2476 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "74" 2477 | } 2478 | , { 2479 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "80.7", 2480 | "gender_inequality_index_value_2013" : "0.539", 2481 | "gender_inequality_index_rank_2013" : null, 2482 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "28.4", 2483 | "country" : "South Asia", 2484 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "38.7", 2485 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "30.7", 2486 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.8", 2487 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "49.9", 2488 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "202" 2489 | } 2490 | , { 2491 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.3", 2492 | "gender_inequality_index_value_2013" : "0.578", 2493 | "gender_inequality_index_rank_2013" : null, 2494 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "21.9", 2495 | "country" : "Sub-Saharan Africa", 2496 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "109.7", 2497 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "63.6", 2498 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.7", 2499 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "31.9", 2500 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "474" 2501 | } 2502 | , { 2503 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "81.6", 2504 | "gender_inequality_index_value_2013" : "0.571", 2505 | "gender_inequality_index_rank_2013" : null, 2506 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "15.8", 2507 | "country" : "Least developed countries", 2508 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "97.0", 2509 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "64.0", 2510 | "_2013_share_of_seats_in_parliament_held_by_women" : "20.3", 2511 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "26.4", 2512 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "389" 2513 | } 2514 | , { 2515 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "73.3", 2516 | "gender_inequality_index_value_2013" : "0.478", 2517 | "gender_inequality_index_rank_2013" : null, 2518 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "50.4", 2519 | "country" : "Small island developing states", 2520 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "61.5", 2521 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "52.8", 2522 | "_2013_share_of_seats_in_parliament_held_by_women" : "23.0", 2523 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "55.2", 2524 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "195" 2525 | } 2526 | , { 2527 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.7", 2528 | "gender_inequality_index_value_2013" : "0.450", 2529 | "gender_inequality_index_rank_2013" : null, 2530 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "54.1", 2531 | "country" : "World", 2532 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "47.4", 2533 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "50.6", 2534 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.1", 2535 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "64.2", 2536 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "145" 2537 | } 2538 | ] -------------------------------------------------------------------------------- /gii_api/gii_schema.json: -------------------------------------------------------------------------------- 1 | { 2 | "type": "object", 3 | "title": "GII Country schema", 4 | "$schema": "http://json-schema.org/draft-04/schema", 5 | "required": ["country"], 6 | "properties": { 7 | "labour_force_participation_rate_aged_15_and_above_male_2012": { 8 | "_db_settings": { 9 | "type": "float" 10 | } 11 | }, 12 | "hdi_rank": { 13 | "_db_settings": { 14 | "type": "integer" 15 | } 16 | }, 17 | "gender_inequality_index_value_2013": { 18 | "_db_settings": { 19 | "type": "float" 20 | } 21 | }, 22 | "gender_inequality_index_rank_2013": { 23 | "_db_settings": { 24 | "type": "float" 25 | } 26 | }, 27 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012": { 28 | "_db_settings": { 29 | "type": "float" 30 | } 31 | }, 32 | "country": { 33 | "_db_settings": { 34 | "type": "string", 35 | "primary_key": true 36 | } 37 | }, 38 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19": { 39 | "_db_settings": { 40 | "type": "float" 41 | } 42 | }, 43 | "labour_force_participation_rate_aged_15_and_above_female_2012": { 44 | "_db_settings": { 45 | "type": "float" 46 | } 47 | }, 48 | "_2013_share_of_seats_in_parliament_held_by_women": { 49 | "_db_settings": { 50 | "type": "float" 51 | } 52 | }, 53 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012": { 54 | "_db_settings": { 55 | "type": "float" 56 | } 57 | }, 58 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births": { 59 | "_db_settings": { 60 | "type": "integer" 61 | } 62 | } 63 | } 64 | } -------------------------------------------------------------------------------- /gii_api/local.ini: -------------------------------------------------------------------------------- 1 | [app:gii_api] 2 | use = egg:gii_api 3 | 4 | # Ramses 5 | ramses.raml_schema = api.raml 6 | 7 | # Nefertari 8 | nefertari.engine = nefertari_sqla 9 | enable_get_tunneling = true 10 | 11 | # SQLA 12 | sqlalchemy.url = postgresql://localhost:5432/gii_api 13 | 14 | # MongoDB settings 15 | mongodb.host = localhost 16 | mongodb.port = 27017 17 | mongodb.db = gii_api 18 | 19 | # ElasticSearch 20 | elasticsearch.hosts = localhost:9200 21 | elasticsearch.sniff = false 22 | elasticsearch.index_name = gii_api 23 | elasticsearch.index.disable = false 24 | elasticsearch.enable_refresh_query = false 25 | elasticsearch.enable_aggregations = true 26 | elasticsearch.enable_polymorphic_query = false 27 | 28 | # gii_api 29 | host = localhost 30 | base_url = http://%(host)s:6543 31 | 32 | # CORS 33 | cors.enable = false 34 | cors.allow_origins = %(base_url)s 35 | cors.allow_credentials = true 36 | 37 | [composite:main] 38 | use = egg:Paste#urlmap 39 | /api/ = gii_api 40 | 41 | [server:main] 42 | use = egg:waitress#main 43 | host = 0.0.0.0 44 | port = 6543 45 | threads = 3 46 | 47 | [loggers] 48 | keys = root, gii_api, nefertari, ramses, elasticsearch 49 | 50 | [handlers] 51 | keys = console 52 | 53 | [formatters] 54 | keys = generic 55 | 56 | [logger_root] 57 | level = INFO 58 | handlers = console 59 | 60 | [logger_gii_api] 61 | level = INFO 62 | handlers = 63 | qualname = gii_api 64 | 65 | [logger_nefertari] 66 | level = INFO 67 | handlers = 68 | qualname = nefertari 69 | 70 | [logger_ramses] 71 | level = INFO 72 | handlers = 73 | qualname = ramses 74 | 75 | [logger_elasticsearch] 76 | level = INFO 77 | handlers = 78 | qualname = elasticsearch.trace 79 | 80 | [handler_console] 81 | class = StreamHandler 82 | args = (sys.stderr,) 83 | level = NOTSET 84 | formatter = generic 85 | 86 | [formatter_generic] 87 | format = %(asctime)s %(levelname)-5.5s [%(name)s][%(threadName)s] %(module)s.%(funcName)s: %(message)s 88 | -------------------------------------------------------------------------------- /gii_api/requirements.txt: -------------------------------------------------------------------------------- 1 | ramses==0.5.0 2 | nefertari==0.6.0 3 | nefertari-sqla==0.4.0 4 | 5 | Paste==2.0.2 6 | pyramid==1.5.7 7 | waitress==0.8.9 8 | 9 | -e . 10 | -------------------------------------------------------------------------------- /gii_api/setup.py: -------------------------------------------------------------------------------- 1 | from setuptools import setup, find_packages 2 | 3 | requires = ['pyramid'] 4 | 5 | setup(name='gii_api', 6 | version='0.0.1', 7 | description='', 8 | long_description='', 9 | classifiers=[ 10 | "Programming Language :: Python", 11 | "Framework :: Pyramid", 12 | "Topic :: Internet :: WWW/HTTP", 13 | "Topic :: Internet :: WWW/HTTP :: WSGI :: Application", 14 | ], 15 | author='', 16 | author_email='', 17 | url='', 18 | keywords='web pyramid pylons raml ramses', 19 | packages=find_packages(), 20 | include_package_data=True, 21 | zip_safe=False, 22 | install_requires=requires, 23 | tests_require=requires, 24 | test_suite="gii_api", 25 | entry_points="""\ 26 | [paste.app_factory] 27 | main = gii_api:main 28 | """, 29 | ) 30 | -------------------------------------------------------------------------------- /readme.md: -------------------------------------------------------------------------------- 1 | # Make an Elasticsearch-powered REST API for any data with Ramses 2 | 3 | In this short guide, I'm going to show you how to download a dataset and create a REST API. This new API uses Elasticsearch to power the endpoints, so you can build a product around your data without having to directly expose Elasticsearch in production. This allows for proper authentication, authorization, custom logic, other databases, and even auto-generated client libraries. 4 | 5 | [Ramses](http://ramses.tech) is a bit like [Parse](https://parse.com/) for open source. It provides the convenience of a "backend as a service", except that you run the server yourself and have full access to the internals. 6 | 7 | Gender EqualityI recently came across the Gender Inequality Index, an interesting dataset published by the UN Development Programme. This dataset is a twist on the classic Human Development Index. The HDI ranks countries based on their levels of lifespan, education and income. The GII, on the other hand, ranks countries based on how they stack up in terms of gender (in)equality. The metrics in the GII are a combination of women's reproductive health, social empowerment, and labour force participation. Unfortuately, this dataset is missing non-binary gender identities, so our exploration will be a bit limited until that information is added. You can [read more about the dataset](http://hdr.undp.org/en/content/gender-inequality-index-gii) from the United Nations Development Programme. 8 | 9 | This dataset enables us to dig into some really interesting questions. Let's make a REST API out of the GII and then query it in fun ways using the Elasticsearch query DSL via the endpoint URL. 10 | 11 | You can jump ahead to see [the completed code for this example here](https://github.com/chrstphrhrt/ramses-elasticsearch). 12 | 13 | ## Set up the project 14 | 15 | Before we dive in, make sure these pieces are in place: 16 | 17 | * Recent versions of Elasticsearch and PostgreSQL installed and running in the background with default configurations. 18 | * Python 2.7, 3.3 or 3.4 and [virtualenv](https://virtualenv.pypa.io/en/latest/) 19 | * A CLI HTTP client (I'm using [httpie](https://github.com/jkbrzt/httpie) but you can use curl if you prefer) 20 | 21 | Open a terminal, install Ramses, and create your new project: 22 | 23 | ```bash 24 | $ mkdir gii_project && cd gii_project 25 | $ virtualenv venv 26 | $ source venv/bin/activate 27 | (venv)$ pip install ramses==0.5.0 28 | (venv)$ pcreate -s ramses_starter gii_api 29 | ``` 30 | 31 | When prompted by `pcreate`, choose PostgreSQL (option 1) as your database and open the new project in a text editor to look around. Then, start the server to make sure it works. It should look something like this: 32 | 33 | ```bash 34 | (venv)$ cd gii_api 35 | (venv)$ pserve local.ini 36 | ... 37 | Starting server in PID 40098. 38 | serving on http://0.0.0.0:6543 39 | ``` 40 | 41 | ## Model and post the data 42 | 43 | There are two main files in the boilerplate project right now: `api.raml`, and `items.json`. `api.raml` is a [RAML](http://raml.org/) file, which is a DSL for describing REST APIs in YAML. It configures your endpoints. `items.json` is the schema that describes the fake boilerplate "Item" model. 44 | 45 | We are going to replace these files with real ones based on the GII data. 46 | 47 | First, download the data to the root of the project (`gii_api/`), and rename the old `items.json` to `gii_schema.json`. 48 | 49 | ```bash 50 | $ wget https://raw.githubusercontent.com/chrstphrhrt/ramses-elasticsearch/master/gii_api/gii_data.json 51 | ... 52 | 2015-08-31 15:58:34 (198 KB/s) - 'gii_data.json' saved [75659] 53 | $ mv items.json gii_schema.json 54 | ``` 55 | 56 | **Note**: you can also get the data directly from the [UNDP site](http://hdr.undp.org/en/content/gender-inequality-index-gii). I cleaned it up a little for this guide. 57 | 58 | Now edit the `gii_schema.json` file to describe the fields we see in the raw data. Look in `gii_data.json` for the field names and types. 59 | 60 | Here's the first record for example: 61 | 62 | ```json 63 | { 64 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "69.5", 65 | "hdi_rank" : "1", 66 | "gender_inequality_index_value_2013" : "0.068", 67 | "gender_inequality_index_rank_2013" : "9", 68 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "97.4", 69 | "country" : "Norway", 70 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "7.8", 71 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "61.5", 72 | "_2013_share_of_seats_in_parliament_held_by_women" : "39.6", 73 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "96.7", 74 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "7" 75 | } 76 | ``` 77 | 78 | Now look in `gii_schema.json`: 79 | 80 | ```json 81 | { 82 | "type": "object", 83 | "title": "Item schema", 84 | "$schema": "http://json-schema.org/draft-04/schema", 85 | "required": ["id", "name"], 86 | "properties": { 87 | "id": { 88 | "type": ["integer", "null"], 89 | "_db_settings": { 90 | "type": "id_field", 91 | "required": true, 92 | "primary_key": true 93 | } 94 | }, 95 | "name": { 96 | "type": "string", 97 | "_db_settings": { 98 | "type": "string", 99 | "required": true 100 | } 101 | }, 102 | "description": { 103 | "type": ["string", "null"], 104 | "_db_settings": { 105 | "type": "text" 106 | } 107 | } 108 | } 109 | } 110 | ``` 111 | 112 | We want to replace the "properties" section with the field names and types from our dataset. Update the `title` and `required` fields, and make the `country` field the primary key, like so: 113 | 114 | ```json 115 | { 116 | "type": "object", 117 | "title": "GII Country schema", 118 | "$schema": "http://json-schema.org/draft-04/schema", 119 | "required": ["country"], 120 | "properties": { 121 | "labour_force_participation_rate_aged_15_and_above_male_2012": { 122 | "_db_settings": { 123 | "type": "float" 124 | } 125 | }, 126 | "hdi_rank": { 127 | "_db_settings": { 128 | "type": "integer" 129 | } 130 | }, 131 | "gender_inequality_index_value_2013": { 132 | "_db_settings": { 133 | "type": "float" 134 | } 135 | }, 136 | "gender_inequality_index_rank_2013": { 137 | "_db_settings": { 138 | "type": "float" 139 | } 140 | }, 141 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012": { 142 | "_db_settings": { 143 | "type": "float" 144 | } 145 | }, 146 | "country": { 147 | "_db_settings": { 148 | "type": "string", 149 | "primary_key": true 150 | } 151 | }, 152 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19": { 153 | "_db_settings": { 154 | "type": "float" 155 | } 156 | }, 157 | "labour_force_participation_rate_aged_15_and_above_female_2012": { 158 | "_db_settings": { 159 | "type": "float" 160 | } 161 | }, 162 | "_2013_share_of_seats_in_parliament_held_by_women": { 163 | "_db_settings": { 164 | "type": "float" 165 | } 166 | }, 167 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012": { 168 | "_db_settings": { 169 | "type": "float" 170 | } 171 | }, 172 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births": { 173 | "_db_settings": { 174 | "type": "integer" 175 | } 176 | } 177 | } 178 | } 179 | ``` 180 | 181 | **Note:** the `_db_settings` is Ramses-specific and is used to tell the DB engine(s) how to configure themselves. There are a lot of fields that can be set in addition to the types. For a [full list](https://ramses.readthedocs.org/en/stable/fields.html), have a look at the docs. 182 | 183 | Now that we have data and a schema to describe it, let's hook up the endpoints. Open `api.raml` and change the boilerplate Item endpoint to use the GII countries schema instead. 184 | 185 | Before: 186 | 187 | ```yaml 188 | #%RAML 0.8 189 | --- 190 | title: gii_api API 191 | documentation: 192 | - title: gii_api REST API 193 | content: | 194 | Welcome to the gii_api API. 195 | baseUri: http://{host}:{port}/{version} 196 | version: v1 197 | mediaType: application/json 198 | protocols: [HTTP] 199 | 200 | /items: 201 | displayName: Collection of items 202 | get: 203 | description: Get all item 204 | post: 205 | description: Create a new item 206 | body: 207 | application/json: 208 | schema: !include items.json 209 | 210 | /{id}: 211 | displayName: Collection-item 212 | get: 213 | description: Get a particular item 214 | delete: 215 | description: Delete a particular item 216 | patch: 217 | description: Update a particular item 218 | ``` 219 | 220 | And after: 221 | 222 | ```yaml 223 | #%RAML 0.8 224 | --- 225 | title: gii_api API 226 | documentation: 227 | - title: gii_api REST API 228 | content: | 229 | Welcome to the gii_api API. 230 | baseUri: http://{host}:{port}/{version} 231 | version: v1 232 | mediaType: application/json 233 | protocols: [HTTP] 234 | 235 | /gii_countries: 236 | displayName: Collection of GII countries 237 | get: 238 | description: Get all countries 239 | post: 240 | description: Create a new country 241 | body: 242 | application/json: 243 | schema: !include gii_schema.json 244 | 245 | /{country}: 246 | displayName: A GII country 247 | get: 248 | description: Get a particular country 249 | delete: 250 | description: Delete a particular country 251 | patch: 252 | description: Update a particular country 253 | ``` 254 | 255 | It's that simple! 256 | 257 | Now we can drop the database, delete the Elasticsearch index, and restart the server. 258 | 259 | ```bash 260 | (venv)$ dropdb gii_api 261 | (venv)$ http DELETE :9200/gii_api 262 | HTTP/1.1 200 OK 263 | Content-Length: 21 264 | Content-Type: application/json; charset=UTF-8 265 | 266 | { 267 | "acknowledged": true 268 | } 269 | (venv)$ pserve local.ini 270 | ... 271 | Starting server in PID 45998. 272 | serving on http://0.0.0.0:6543 273 | ``` 274 | 275 | It's time to post all the data to the API so that we can start making queries. With the server already running, open a new terminal. I like to use our built-in script for this. Activate the virtual environment, and call the `post2api` script like so: 276 | 277 | ```bash 278 | $ cd gii_project/ 279 | $ source venv/bin/activate 280 | (venv)$ nefertari.post2api -f gii_api/gii_data.json -u http://localhost:6543/api/gii_countries 281 | Posting: {"_2010_maternal_mortality_ratio_deaths_per_100_000_live_births": "7", "gender_inequality_index_rank_2013": "9", "gender_inequality_index_value_2013": "0.068", "country": "Norway", "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012": "97.4", "_2013_share_of_seats_in_parliament_held_by_women": "39.6", "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19": "7.8", "labour_force_participation_rate_aged_15_and_above_female_2012": "61.5", "labour_force_participation_rate_aged_15_and_above_male_2012": "69.5", "hdi_rank": "1", "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012": "96.7"} 282 | 201 283 | ... 284 | ``` 285 | 286 | ## Querying the data 287 | 288 | If you want to get a complete picture of what you can do, go directly to [the reference documentation](https://nefertari.readthedocs.org/en/stable/making_requests.html). This covers all of the following techniques (and more). 289 | 290 | Now we can start poking around in the data to see what kinds of interesting facts we are able to extract with Ramses. 291 | 292 | Here's the most basic request, to show data for a specific country: 293 | 294 | ```bash 295 | $ http :6543/api/gii_countries/Norway 296 | HTTP/1.1 200 OK 297 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 298 | Content-Length: 723 299 | Content-Type: application/json; charset=UTF-8 300 | Date: Tue, 01 Sep 2015 17:49:42 GMT 301 | Expires: Tue, 01 Sep 2015 17:49:42 GMT 302 | Last-Modified: Tue, 01 Sep 2015 17:49:42 GMT 303 | Pragma: no-cache 304 | Server: waitress 305 | 306 | { 307 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19": 7.8, 308 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births": 7, 309 | "_2013_share_of_seats_in_parliament_held_by_women": 39.6, 310 | "_pk": "Norway", 311 | "_self": "http://localhost:6543/api/gii_countries/Norway", 312 | "_type": "GiiCountry", 313 | "_version": 0, 314 | "country": "Norway", 315 | "gender_inequality_index_rank_2013": 9.0, 316 | "gender_inequality_index_value_2013": 0.068, 317 | "hdi_rank": 1, 318 | "labour_force_participation_rate_aged_15_and_above_female_2012": 61.5, 319 | "labour_force_participation_rate_aged_15_and_above_male_2012": 69.5, 320 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012": 97.4, 321 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012": 96.7 322 | } 323 | ``` 324 | 325 | ### Limit and sort 326 | 327 | If you make a GET request to the `/api/gii_countries` collection, you'll get the default limit of 20 records. 328 | 329 | How about something more interesting, like the top 50 countries sorted by their HDI ranking? 330 | 331 | ```bash 332 | $ http :6543/api/gii_countries _limit==50 _sort==hdi_rank 333 | ``` 334 | 335 | If you want to reverse the sort order you can put a minus sign before the field name to be sorted by, e.g. `_sort==-hdi_rank`. 336 | 337 | ### More pagination 338 | 339 | To customize where in the records the pagination begins or which page of the sequence to return, we use the `_start` and `_page` parameters. 340 | 341 | #### Imaginary leaderboard app 342 | 343 | Scoring 344 | 345 | For example, let's say we have a leaderboard app that classifies the top 5 countries as "gold medallists", the next 5 as "silver" and the 5 after that as "bronze". Maybe we only care about particular metrics, and want to filter out the noise from the other fields. Here are some examples of how to do that. 346 | 347 | ##### "Gold medal" countries for women's participation in the labour market: 348 | ```bash 349 | $ http :6543/api/gii_countries _limit==5 _sort==-labour_force_participation_rate_aged_15_and_above_female_2012 _fields==country,labour_force_participation_rate_aged_15_and_above_female_2012 350 | HTTP/1.1 200 OK 351 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 352 | Content-Length: 755 353 | Content-Type: application/json; charset=UTF-8 354 | Date: Tue, 01 Sep 2015 18:38:57 GMT 355 | Expires: Tue, 01 Sep 2015 18:38:57 GMT 356 | Last-Modified: Tue, 01 Sep 2015 18:38:57 GMT 357 | Pragma: no-cache 358 | Server: waitress 359 | 360 | { 361 | "count": 5, 362 | "data": [ 363 | { 364 | "_type": "GiiCountry", 365 | "country": "Tanzania (United Republic of)", 366 | "labour_force_participation_rate_aged_15_and_above_female_2012": 88.1 367 | }, 368 | { 369 | "_type": "GiiCountry", 370 | "country": "Madagascar", 371 | "labour_force_participation_rate_aged_15_and_above_female_2012": 86.8 372 | }, 373 | { 374 | "_type": "GiiCountry", 375 | "country": "Rwanda", 376 | "labour_force_participation_rate_aged_15_and_above_female_2012": 86.5 377 | }, 378 | { 379 | "_type": "GiiCountry", 380 | "country": "Myanmar", 381 | "labour_force_participation_rate_aged_15_and_above_female_2012": 85.7 382 | }, 383 | { 384 | "_type": "GiiCountry", 385 | "country": "Malawi", 386 | "labour_force_participation_rate_aged_15_and_above_female_2012": 84.7 387 | } 388 | ], 389 | "fields": "country,labour_force_participation_rate_aged_15_and_above_female_2012", 390 | "start": 0, 391 | "took": 4, 392 | "total": 206 393 | } 394 | ``` 395 | 396 | Tanzania Way to go, Tanzania! (It would be interesting to learn more about the nature and quality of these jobs as well, but that is beyond our scope here.) 397 | 398 | ##### "Silver medallists" in women's labour market participation: 399 | 400 | Let's add the `_start` argument to get the 6th-10th records, inclusive. 401 | 402 | ```bash 403 | $ http :6543/api/gii_countries _limit==5 _start==5 _sort==-labour_force_participation_rate_aged_15_and_above_female_2012 _fields==country,labour_force_participation_rate_aged_15_and_above_female_2012 404 | HTTP/1.1 200 OK 405 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 406 | Content-Length: 744 407 | Content-Type: application/json; charset=UTF-8 408 | Date: Wed, 02 Sep 2015 19:59:44 GMT 409 | Expires: Wed, 02 Sep 2015 19:59:44 GMT 410 | Last-Modified: Wed, 02 Sep 2015 19:59:44 GMT 411 | Pragma: no-cache 412 | Server: waitress 413 | 414 | { 415 | "count": 5, 416 | "data": [ 417 | { 418 | "_type": "GiiCountry", 419 | "country": "Burundi", 420 | "labour_force_participation_rate_aged_15_and_above_female_2012": 83.2 421 | }, 422 | { 423 | "_type": "GiiCountry", 424 | "country": "Zimbabwe", 425 | "labour_force_participation_rate_aged_15_and_above_female_2012": 83.2 426 | }, 427 | { 428 | "_type": "GiiCountry", 429 | "country": "Togo", 430 | "labour_force_participation_rate_aged_15_and_above_female_2012": 80.7 431 | }, 432 | { 433 | "_type": "GiiCountry", 434 | "country": "Equatorial Guinea", 435 | "labour_force_participation_rate_aged_15_and_above_female_2012": 80.6 436 | }, 437 | { 438 | "_type": "GiiCountry", 439 | "country": "Netherlands", 440 | "labour_force_participation_rate_aged_15_and_above_female_2012": 79.9 441 | } 442 | ], 443 | "fields": "country,labour_force_participation_rate_aged_15_and_above_female_2012", 444 | "start": 5, 445 | "took": 7, 446 | "total": 206 447 | } 448 | ``` 449 | 450 | **Note**: Because the index starts at zero, we use `_start==5` to start at the 6th record.* 451 | 452 | Give it up for Burundi and Zimbabwe! 453 | 454 | ##### "Bronze medallists": 455 | 456 | We can use the `_start` parameter here like we did for the silver medallists, but let's try using `_page` to get the bronze countries instead. This should give us the 11th-15th records, inclusive. The `_page` parameter, like `_start`, is also zero-indexed. 457 | 458 | ```bash 459 | $ http :6543/api/gii_countries _limit==5 _page==2 _sort==-labour_force_participation_rate_aged_15_and_above_female_2012 _fields==country,labour_force_participation_rate_aged_15_and_above_female_2012 460 | HTTP/1.1 200 OK 461 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 462 | Content-Length: 765 463 | Content-Type: application/json; charset=UTF-8 464 | Date: Wed, 02 Sep 2015 20:37:11 GMT 465 | Expires: Wed, 02 Sep 2015 20:37:11 GMT 466 | Last-Modified: Wed, 02 Sep 2015 20:37:11 GMT 467 | Pragma: no-cache 468 | Server: waitress 469 | 470 | { 471 | "count": 5, 472 | "data": [ 473 | { 474 | "_type": "GiiCountry", 475 | "country": "Eritrea", 476 | "labour_force_participation_rate_aged_15_and_above_female_2012": 79.9 477 | }, 478 | { 479 | "_type": "GiiCountry", 480 | "country": "Cambodia", 481 | "labour_force_participation_rate_aged_15_and_above_female_2012": 78.9 482 | }, 483 | { 484 | "_type": "GiiCountry", 485 | "country": "Ethiopia", 486 | "labour_force_participation_rate_aged_15_and_above_female_2012": 78.2 487 | }, 488 | { 489 | "_type": "GiiCountry", 490 | "country": "Burkina Faso", 491 | "labour_force_participation_rate_aged_15_and_above_female_2012": 77.1 492 | }, 493 | { 494 | "_type": "GiiCountry", 495 | "country": "Lao People's Democratic Republic", 496 | "labour_force_participation_rate_aged_15_and_above_female_2012": 76.3 497 | } 498 | ], 499 | "fields": "country,labour_force_participation_rate_aged_15_and_above_female_2012", 500 | "start": 10, 501 | "took": 3, 502 | "total": 206 503 | } 504 | ``` 505 | 506 | Nice showing, Eritrea! 507 | 508 | ### Elasticsearch DSL powers 509 | 510 | This is where the real magic happens. 511 | 512 | #### Full-text search 513 | 514 | We already know that we can access individual country records by endpoints using the country's name e.g. `/api/gii_countries/Canada`, but I noticed that certain countries have more official/legal names according to the UN, and might not be listed under their more common names. For example, I'm pretty sure Venezuela is a country, but if I try to request its endpoint: 515 | 516 | ```bash 517 | $ http :6543/api/gii_countries/Venezuela 518 | HTTP/1.1 404 Not Found 519 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 520 | Content-Length: 312 521 | Content-Type: application/json; charset=UTF-8 522 | Date: Tue, 01 Sep 2015 19:08:17 GMT 523 | Expires: Tue, 01 Sep 2015 19:08:17 GMT 524 | Last-Modified: Tue, 01 Sep 2015 19:08:17 GMT 525 | Pragma: no-cache 526 | Server: waitress 527 | 528 | { 529 | "explanation": "The resource could not be found.", 530 | "message": "'GiiCountry({'doc_type': 'GiiCountry', 'id': u'Venezuela', 'index': 'gii_api'})' resource not found", 531 | "request_url": "http://localhost:6543/api/gii_countries/Venezuela", 532 | "status_code": 404, 533 | "timestamp": "2015-09-01T19:08:17Z", 534 | "title": "Not Found" 535 | } 536 | ``` 537 | 538 | No dice. Enter full-text search! 539 | 540 | ```bash 541 | $ http :6543/api/gii_countries country==Venezuela 542 | HTTP/1.1 200 OK 543 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 544 | Content-Length: 914 545 | Content-Type: application/json; charset=UTF-8 546 | Date: Tue, 01 Sep 2015 19:28:41 GMT 547 | Etag: "b31365bc077839872f474e6bd8fe559c" 548 | Expires: Tue, 01 Sep 2015 19:28:41 GMT 549 | Last-Modified: Tue, 01 Sep 2015 19:28:41 GMT 550 | Pragma: no-cache 551 | Server: waitress 552 | 553 | { 554 | "count": 1, 555 | "data": [ 556 | { 557 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19": 83.2, 558 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births": 92, 559 | "_2013_share_of_seats_in_parliament_held_by_women": 17.0, 560 | "_pk": "Venezuela (Bolivarian Republic of)", 561 | "_score": 2.109438, 562 | "_self": "http://localhost:6543/api/gii_countries/Venezuela%20%28Bolivarian%20Republic%20of%29", 563 | "_type": "GiiCountry", 564 | "_version": 0, 565 | "country": "Venezuela (Bolivarian Republic of)", 566 | "gender_inequality_index_rank_2013": 96.0, 567 | "gender_inequality_index_value_2013": 0.464, 568 | "hdi_rank": 67, 569 | "labour_force_participation_rate_aged_15_and_above_female_2012": 50.9, 570 | "labour_force_participation_rate_aged_15_and_above_male_2012": 79.2, 571 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012": 56.5, 572 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012": 50.8 573 | } 574 | ], 575 | "fields": "", 576 | "start": 0, 577 | "took": 3, 578 | "total": 1 579 | } 580 | ``` 581 | 582 | Aha! Turns out the full name for Venezuela is "Venezuela (Bolivarian Republic of)". 583 | 584 | #### Ranges 585 | 586 | Maybe we'd like to know which countries have women holding at least 50% of the seats in parliament. Voilà: 587 | 588 | ```bash 589 | $ http :6543/api/gii_countries _2013_share_of_seats_in_parliament_held_by_women=="[50 TO *]" 590 | HTTP/1.1 200 OK 591 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 592 | Content-Length: 1562 593 | Content-Type: application/json; charset=UTF-8 594 | Date: Tue, 01 Sep 2015 19:48:02 GMT 595 | Etag: "963212cb572b10eb4efaa38f0bfaf4c6" 596 | Expires: Tue, 01 Sep 2015 19:48:02 GMT 597 | Last-Modified: Tue, 01 Sep 2015 19:48:02 GMT 598 | Pragma: no-cache 599 | Server: waitress 600 | 601 | { 602 | "count": 2, 603 | "data": [ 604 | { 605 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19": null, 606 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births": null, 607 | "_2013_share_of_seats_in_parliament_held_by_women": 50.0, 608 | "_pk": "Andorra", 609 | "_score": 1.0, 610 | "_self": "http://localhost:6543/api/gii_countries/Andorra", 611 | "_type": "GiiCountry", 612 | "_version": 0, 613 | "country": "Andorra", 614 | "gender_inequality_index_rank_2013": null, 615 | "gender_inequality_index_value_2013": null, 616 | "hdi_rank": 37, 617 | "labour_force_participation_rate_aged_15_and_above_female_2012": null, 618 | "labour_force_participation_rate_aged_15_and_above_male_2012": null, 619 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012": 49.5, 620 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012": 49.3 621 | }, 622 | { 623 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19": 33.6, 624 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births": 340, 625 | "_2013_share_of_seats_in_parliament_held_by_women": 51.9, 626 | "_pk": "Rwanda", 627 | "_score": 1.0, 628 | "_self": "http://localhost:6543/api/gii_countries/Rwanda", 629 | "_type": "GiiCountry", 630 | "_version": 0, 631 | "country": "Rwanda", 632 | "gender_inequality_index_rank_2013": 79.0, 633 | "gender_inequality_index_value_2013": 0.41, 634 | "hdi_rank": 151, 635 | "labour_force_participation_rate_aged_15_and_above_female_2012": 86.5, 636 | "labour_force_participation_rate_aged_15_and_above_male_2012": 85.5, 637 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012": 7.4, 638 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012": 8.0 639 | } 640 | ], 641 | "fields": "", 642 | "start": 0, 643 | "took": 6, 644 | "total": 2 645 | } 646 | ``` 647 | 648 | Not bad Andorra and Rwanda, not bad at all. 649 | 650 | 651 | #### Aggregations 652 | 653 | Let's say we want to know something that requires a little computation, like the average level of gender inequality worldwide. This (and all kinds of other questions) can be answered using aggregations. 654 | 655 | First, open `local.ini` and change `elasticsearch.enable_aggregations` to `true` because this feature is disabled by default. Then, restart the server. 656 | 657 | ```bash 658 | $ http :6543/api/gii_countries _aggs.avg_gender_ineq.avg.field==gender_inequality_index_value_2013 659 | HTTP/1.1 200 OK 660 | Cache-Control: max-age=0, must-revalidate, no-cache, no-store 661 | Content-Length: 50 662 | Content-Type: application/json; charset=UTF-8 663 | Date: Tue, 01 Sep 2015 20:13:57 GMT 664 | Expires: Tue, 01 Sep 2015 20:13:57 GMT 665 | Last-Modified: Tue, 01 Sep 2015 20:13:57 GMT 666 | Pragma: no-cache 667 | Server: waitress 668 | 669 | { 670 | "avg_gender_ineq": { 671 | "value": 0.3809693251533742 672 | } 673 | } 674 | ``` 675 | 676 | The average global gender inequality, expressed as a percentage of "lost" human development, is 38%. That is, if there was no gender inequality, the world would be considered 38% more developed than its current state. 677 | 678 | ## Bonus 679 | 680 | To see what the Elasticsearch query really looks like behind the scenes, you can add a logger to `local.ini`. Add a section like so: 681 | 682 | ```ini 683 | [logger_elasticsearch] 684 | level = INFO 685 | handlers = 686 | qualname = elasticsearch.trace 687 | ``` 688 | 689 | Then make sure the new logger is added to the loggers list on line 47: 690 | 691 | ```ini 692 | [loggers] 693 | keys = root, gii_api, nefertari, ramses, elasticsearch 694 | ``` 695 | 696 | Shut down and restart the server. Now if you rerun the above aggregation and look in the server log, you'll see the following: 697 | 698 | ```bash 699 | 2015-09-01 16:13:57,201 INFO [elasticsearch.trace][Dummy-3] base.log_request_success: curl -XGET 'http://localhost:9200/gii_api/GiiCountry/_search?pretty&search_type=count' -d '{ 700 | "aggregations": { 701 | "avg_gender_ineq": { 702 | "avg": { 703 | "field": "gender_inequality_index_value_2013" 704 | } 705 | } 706 | }, 707 | "query": { 708 | "match_all": {} 709 | } 710 | }' 711 | ``` 712 | 713 | With that information you can compare the queries that the server generates directly with the Elasticsearch aggregations documentation. Now you can explore and figure out how to build more advanced aggregations! Check out the [Elastic aggregations docs to learn more](https://www.elastic.co/guide/en/elasticsearch/reference/current/search-aggregations.html). 714 | 715 | ## Help 716 | 717 | The Ramses team is available to chat on our Gitter channel, for help digging into the data, or for any help using the stack on your own projects. [Join us here](https://gitter.im/brandicted/ramses?utm_source=share-link&utm_medium=link&utm_campaign=share-link). 718 | --------------------------------------------------------------------------------