├── .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:
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1 | venv/
2 | *.egg*
3 | *__pycache__*
4 | *.pyc
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/gii_api/README.md:
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1 | ## Installation
2 | ```
3 | $ pip install -r requirements.txt
4 | ```
5 |
6 | ## Run
7 | ```
8 | $ pserve local.ini
9 | ```
10 |
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/gii_api/api.raml:
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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
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/gii_api/gii_api/__init__.py:
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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 |
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/gii_api/gii_data.json:
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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 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "10.6",
339 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "52.6",
340 | "_2013_share_of_seats_in_parliament_held_by_women" : "35.2",
341 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "73.1",
342 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "6"
343 | }
344 | , {
345 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.8",
346 | "hdi_rank" : "28",
347 | "gender_inequality_index_value_2013" : "0.087",
348 | "gender_inequality_index_rank_2013" : "13",
349 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "99.9",
350 | "country" : "Czech Republic",
351 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "4.9",
352 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "50.1",
353 | "_2013_share_of_seats_in_parliament_held_by_women" : "20.6",
354 | "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 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "50.8",
391 | "_2013_share_of_seats_in_parliament_held_by_women" : "0.1",
392 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "59.0",
393 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "7"
394 | }
395 | , {
396 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.8",
397 | "hdi_rank" : "32",
398 | "gender_inequality_index_value_2013" : "0.136",
399 | "gender_inequality_index_rank_2013" : "23",
400 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "72.2",
401 | "country" : "Cyprus",
402 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "5.5",
403 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.8",
404 | "_2013_share_of_seats_in_parliament_held_by_women" : "10.7",
405 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "79.6",
406 | "_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 | "gender_inequality_index_rank_2013" : "56",
426 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "60.5",
427 | "country" : "Saudi Arabia",
428 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "10.2",
429 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "18.2",
430 | "_2013_share_of_seats_in_parliament_held_by_women" : "19.9",
431 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "70.3",
432 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "24"
433 | }
434 | , {
435 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "66.3",
436 | "hdi_rank" : "35",
437 | "gender_inequality_index_value_2013" : "0.116",
438 | "gender_inequality_index_rank_2013" : "21",
439 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "89.1",
440 | "country" : "Lithuania",
441 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "10.6",
442 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.8",
443 | "_2013_share_of_seats_in_parliament_held_by_women" : "24.1",
444 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "94.3",
445 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8"
446 | }
447 | , {
448 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "64.8",
449 | "hdi_rank" : "35",
450 | "gender_inequality_index_value_2013" : "0.139",
451 | "gender_inequality_index_rank_2013" : "26",
452 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "79.4",
453 | "country" : "Poland",
454 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "12.2",
455 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "48.9",
456 | "_2013_share_of_seats_in_parliament_held_by_women" : "21.8",
457 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "85.5",
458 | "_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 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.7",
479 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "99.5",
480 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "6"
481 | }
482 | , {
483 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "66.5",
484 | "hdi_rank" : "39",
485 | "gender_inequality_index_value_2013" : "0.220",
486 | "gender_inequality_index_rank_2013" : "41",
487 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "68.6",
488 | "country" : "Malta",
489 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "18.2",
490 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "38.0",
491 | "_2013_share_of_seats_in_parliament_held_by_women" : "14.3",
492 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "78.2",
493 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8"
494 | }
495 | , {
496 | "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 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "73.3",
514 | "country" : "Chile",
515 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "55.3",
516 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "49.0",
517 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.9",
518 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "76.4",
519 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "25"
520 | }
521 | , {
522 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "67.2",
523 | "hdi_rank" : "41",
524 | "gender_inequality_index_value_2013" : "0.116",
525 | "gender_inequality_index_rank_2013" : "21",
526 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "47.7",
527 | "country" : "Portugal",
528 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "12.6",
529 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.4",
530 | "_2013_share_of_seats_in_parliament_held_by_women" : "28.7",
531 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "48.2",
532 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8"
533 | }
534 | , {
535 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "59.9",
536 | "hdi_rank" : "43",
537 | "gender_inequality_index_value_2013" : "0.247",
538 | "gender_inequality_index_rank_2013" : "45",
539 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "97.9",
540 | "country" : "Hungary",
541 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "12.1",
542 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "44.7",
543 | "_2013_share_of_seats_in_parliament_held_by_women" : "8.8",
544 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "98.7",
545 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "21"
546 | }
547 | , {
548 | "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 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "54.4",
620 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "47.3",
621 | "_2013_share_of_seats_in_parliament_held_by_women" : "37.7",
622 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "54.9",
623 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "77"
624 | }
625 | , {
626 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "77.1",
627 | "gender_inequality_index_value_2013" : "0.315",
628 | "gender_inequality_index_rank_2013" : null,
629 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "60.2",
630 | "country" : "High human development",
631 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "28.8",
632 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "57.1",
633 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.8",
634 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "69.1",
635 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "42"
636 | }
637 | , {
638 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.8",
639 | "hdi_rank" : "50",
640 | "gender_inequality_index_value_2013" : "0.364",
641 | "gender_inequality_index_rank_2013" : "70",
642 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "54.4",
643 | "country" : "Uruguay",
644 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "58.3",
645 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "55.5",
646 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.3",
647 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "50.3",
648 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "29"
649 | }
650 | , {
651 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.3",
652 | "hdi_rank" : "51",
653 | "gender_inequality_index_value_2013" : "0.316",
654 | "gender_inequality_index_rank_2013" : "53",
655 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "91.2",
656 | "country" : "Bahamas",
657 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "28.5",
658 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "69.3",
659 | "_2013_share_of_seats_in_parliament_held_by_women" : "16.7",
660 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "87.6",
661 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "47"
662 | }
663 | , {
664 | "hdi_rank" : "51",
665 | "gender_inequality_index_value_2013" : null,
666 | "gender_inequality_index_rank_2013" : null,
667 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "84.2",
668 | "country" : "Montenegro",
669 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "15.2",
670 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.3",
671 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "94.7",
672 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "8"
673 | }
674 | , {
675 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "62.7",
676 | "hdi_rank" : "53",
677 | "gender_inequality_index_value_2013" : "0.152",
678 | "gender_inequality_index_rank_2013" : "28",
679 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "87.0",
680 | "country" : "Belarus",
681 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "20.6",
682 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "49.9",
683 | "_2013_share_of_seats_in_parliament_held_by_women" : "29.5",
684 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "92.2",
685 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "4"
686 | }
687 | , {
688 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "64.7",
689 | "hdi_rank" : "54",
690 | "gender_inequality_index_value_2013" : "0.320",
691 | "gender_inequality_index_rank_2013" : "54",
692 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "86.1",
693 | "country" : "Romania",
694 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "31.0",
695 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "48.5",
696 | "_2013_share_of_seats_in_parliament_held_by_women" : "11.6",
697 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "92.0",
698 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "27"
699 | }
700 | , {
701 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "76.4",
702 | "hdi_rank" : "55",
703 | "gender_inequality_index_value_2013" : "0.215",
704 | "gender_inequality_index_rank_2013" : "40",
705 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "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 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "57.1",
724 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "32"
725 | }
726 | , {
727 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "71.4",
728 | "hdi_rank" : "57",
729 | "gender_inequality_index_value_2013" : "0.314",
730 | "gender_inequality_index_rank_2013" : "52",
731 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "89.6",
732 | "country" : "Russian Federation",
733 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "25.7",
734 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "57.0",
735 | "_2013_share_of_seats_in_parliament_held_by_women" : "12.1",
736 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "92.5",
737 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "34"
738 | }
739 | , {
740 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "58.8",
741 | "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 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.3",
782 | "hdi_rank" : "62",
783 | "gender_inequality_index_value_2013" : "0.210",
784 | "gender_inequality_index_rank_2013" : "39",
785 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "66.0",
786 | "country" : "Malaysia",
787 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "5.7",
788 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "44.3",
789 | "_2013_share_of_seats_in_parliament_held_by_women" : "13.9",
790 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "72.8",
791 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "29"
792 | }
793 | , {
794 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "74.3",
795 | "hdi_rank" : "63",
796 | "gender_inequality_index_value_2013" : "0.375",
797 | "gender_inequality_index_rank_2013" : "72",
798 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "49.4",
799 | "country" : "Mauritius",
800 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "30.9",
801 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "43.5",
802 | "_2013_share_of_seats_in_parliament_held_by_women" : "18.8",
803 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "58.0",
804 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "60"
805 | }
806 | , {
807 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "75.5",
808 | "hdi_rank" : "64",
809 | "gender_inequality_index_value_2013" : "0.321",
810 | "gender_inequality_index_rank_2013" : "56",
811 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "59.4",
812 | "country" : "Trinidad and Tobago",
813 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "34.8",
814 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "52.9",
815 | "_2013_share_of_seats_in_parliament_held_by_women" : "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 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "83.2",
853 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "50.9",
854 | "_2013_share_of_seats_in_parliament_held_by_women" : "17.0",
855 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "50.8",
856 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "92"
857 | }
858 | , {
859 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "79.0",
860 | "hdi_rank" : "68",
861 | "gender_inequality_index_value_2013" : "0.344",
862 | "gender_inequality_index_rank_2013" : "63",
863 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "54.5",
864 | "country" : "Costa Rica",
865 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "60.8",
866 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "46.4",
867 | "_2013_share_of_seats_in_parliament_held_by_women" : "38.6",
868 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "52.8",
869 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "40"
870 | }
871 | , {
872 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "70.8",
873 | "hdi_rank" : "69",
874 | "gender_inequality_index_value_2013" : "0.360",
875 | "gender_inequality_index_rank_2013" : "69",
876 | "population_with_some_secondary_ed_aged_25_and_up_fem_2005_2012" : "39.0",
877 | "country" : "Turkey",
878 | "_2010_2015_adolescent_birth_rate_births_per_1_000_women_aged_15_19" : "30.9",
879 | "labour_force_participation_rate_aged_15_and_above_female_2012" : "29.4",
880 | "_2013_share_of_seats_in_parliament_held_by_women" : "14.2",
881 | "population_with_some_secondary_ed_aged_25_and_up_male_2005_2012" : "60.0",
882 | "_2010_maternal_mortality_ratio_deaths_per_100_000_live_births" : "20"
883 | }
884 | , {
885 | "labour_force_participation_rate_aged_15_and_above_male_2012" : "77.5",
886 | "hdi_rank" : "70",
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 |
I 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 |
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 |
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 |
--------------------------------------------------------------------------------