NHIỆM VỤ 2

1 Nhiệm vụ 2.1

1.1 Đọc dữ liệu từ file Excel

Đầu tiên cài đặt và load gói xlsx bằng câu lệnh “library(xlsx)” và đọc dữ liệu từ file excel bằng câu lệnh “read.xlsx” và gán vào tmp. Sau đó dùng câu lệnh “knitr::kable()”, ta sẽ thu được bảng dữ liệu đúng với tất cả dữ liệu trong file excel.

library(xlsx)

tmp <- read.xlsx(file.choose("C:/NV/airfare1.xlsx"), sheetIndex = 1, header = T)

knitr::kable(tmp)

STT	year	id	dist	passen	fare	bmktshr	ldist	lfare	concen	lpassen
1	1997	1	528	152	106	0.8386000	6.269096	4.663439	0.8386000	5.0238805
2	1998	1	528	265	106	0.8133000	6.269096	4.663439	0.8133000	5.5797300
3	1999	1	528	336	113	0.8262000	6.269096	4.727388	0.8262000	5.8171110
4	2000	1	528	298	123	0.8612000	6.269096	4.812184	0.8612000	5.6970935
5	1997	2	861	282	104	0.5798000	6.758094	4.644391	0.5798000	5.6419072
6	1998	2	861	178	105	0.5817000	6.758094	4.653960	0.5817000	5.1817837
7	1999	2	861	204	115	0.7319000	6.758094	4.744932	0.7319000	5.3181200
8	2000	2	861	190	129	0.5386000	6.758094	4.859812	0.5386000	5.2470241
9	1997	3	852	241	207	0.8180000	6.747587	5.332719	0.8180000	5.4847970
10	1998	3	852	253	188	0.8172000	6.747587	5.236442	0.8172000	5.5333896
11	1999	3	852	244	229	0.7998000	6.747587	5.433722	0.7998000	5.4971681
12	2000	3	852	244	247	0.7097000	6.747587	5.509388	0.7097000	5.4971681
13	1997	4	724	233	243	0.4604000	6.584791	5.493061	0.4604000	5.4510384
14	1998	4	724	248	226	0.4614000	6.584791	5.420535	0.4614000	5.5134287
15	1999	4	724	224	229	0.4334000	6.584791	5.433722	0.4334000	5.4116459
16	2000	4	724	339	176	0.3716000	6.584791	5.170484	0.3716000	5.8260002
17	1997	5	1073	396	119	0.4571000	6.978214	4.779123	0.4571000	5.9814143
18	1998	5	1073	529	105	0.5632000	6.978214	4.653960	0.5632000	6.2709885
19	1999	5	1073	494	121	0.5008000	6.978214	4.795791	0.5008000	6.2025356
20	2000	5	1073	710	109	0.5197000	6.978214	4.691348	0.5197000	6.5652652
21	1997	6	318	237	181	0.9100000	5.762052	5.198497	0.9100000	5.4680600
22	1998	6	318	213	197	0.9068000	5.762052	5.283204	0.9068000	5.3612924
23	1999	6	318	209	190	0.9286000	5.762052	5.247024	0.9286000	5.3423343
24	2000	6	318	163	171	0.9693000	5.762052	5.141664	0.9693000	5.0937500
25	1997	7	1270	168	200	0.6695000	7.146772	5.298317	0.6695000	5.1239638
26	1998	7	1270	185	218	0.7082000	7.146772	5.384495	0.7082000	5.2203560
27	1999	7	1270	178	229	0.6714000	7.146772	5.433722	0.6714000	5.1817837
28	2000	7	1270	197	220	0.6231000	7.146772	5.393628	0.6231000	5.2832036
29	1997	8	614	173	134	0.5979000	6.419995	4.897840	0.5979000	5.1532917
30	1998	8	614	157	153	0.6350000	6.419995	5.030438	0.6350000	5.0562458
31	1999	8	614	176	145	0.5599000	6.419995	4.976734	0.5599000	5.1704841
32	2000	8	614	192	161	0.6420000	6.419995	5.081404	0.6420000	5.2574954
33	1997	9	1673	200	149	0.2013000	7.422374	5.003946	0.2013000	5.2983174
34	1998	9	1673	194	155	0.2064000	7.422374	5.043425	0.2064000	5.2678580
35	1999	9	1673	214	162	0.2197000	7.422374	5.087596	0.2197000	5.3659759
36	2000	9	1673	310	152	0.2847000	7.422374	5.023880	0.2847000	5.7365723
37	1997	10	1976	171	271	0.2443000	7.588830	5.602119	0.2443000	5.1416636
38	1998	10	1976	155	242	0.2568000	7.588830	5.488938	0.2568000	5.0434251
39	1999	10	1976	173	221	0.2845000	7.588830	5.398163	0.2845000	5.1532917
40	2000	10	1976	187	214	0.3001000	7.588830	5.365976	0.3001000	5.2311087
41	1997	11	1118	364	181	0.4522000	7.019297	5.198497	0.4522000	5.8971539
42	1998	11	1118	374	182	0.4882000	7.019297	5.204007	0.4882000	5.9242558
43	1999	11	1118	368	183	0.4113000	7.019297	5.209486	0.4113000	5.9080830
44	2000	11	1118	383	188	0.4847000	7.019297	5.236442	0.4847000	5.9480348
45	1997	12	580	1244	97	0.6729000	6.363028	4.574711	0.6729000	7.1260872
46	1998	12	580	962	109	0.6530001	6.363028	4.691348	0.6530001	6.8690143
47	1999	12	580	980	110	0.6653000	6.363028	4.700481	0.6653000	6.8875527
48	2000	12	580	954	117	0.6883000	6.363028	4.762174	0.6883000	6.8606639
49	1997	13	349	400	136	0.8253000	5.855072	4.912655	0.8253000	5.9914646
50	1998	13	349	353	186	0.7903000	5.855072	5.225747	0.7903000	5.8664680
51	1999	13	349	349	184	0.7999000	5.855072	5.214936	0.7999000	5.8550720
52	2000	13	349	319	198	0.7192000	5.855072	5.288267	0.7192000	5.7651911
53	1997	14	223	278	68	0.7920000	5.407172	4.219508	0.7920000	5.6276212
54	1998	14	223	255	71	0.7787001	5.407172	4.262680	0.7787001	5.5412636
55	1999	14	223	255	72	0.8664000	5.407172	4.276666	0.8664000	5.5412636
56	2000	14	223	241	75	0.8465000	5.407172	4.317488	0.8465000	5.4847970
57	1997	15	745	437	132	0.4942000	6.613384	4.882802	0.4942000	6.0799332
58	1998	15	745	385	148	0.4745000	6.613384	4.997212	0.4745000	5.9532433
59	1999	15	745	440	137	0.4952000	6.613384	4.919981	0.4952000	6.0867748
60	2000	15	745	443	151	0.4931000	6.613384	5.017280	0.4931000	6.0935698
61	1997	16	719	197	127	0.5813000	6.577861	4.844187	0.5813000	5.2832036
62	1998	16	719	184	146	0.6698000	6.577861	4.983607	0.6698000	5.2149358
63	1999	16	719	187	135	0.7471000	6.577861	4.905275	0.7471000	5.2311087
64	2000	16	719	178	149	0.8061000	6.577861	5.003946	0.8061000	5.1817837
65	1997	17	487	761	83	0.7117000	6.188264	4.418840	0.7117000	6.6346335
66	1998	17	487	602	110	0.9228000	6.188264	4.700481	0.9228000	6.4002576
67	1999	17	487	597	111	0.9234000	6.188264	4.709530	0.9234000	6.3919172
68	2000	17	487	678	105	0.9279000	6.188264	4.653960	0.9279000	6.5191474
69	1997	18	677	935	103	0.8150000	6.517671	4.634729	0.8150000	6.8405466
70	1998	18	677	886	112	0.8047000	6.517671	4.718499	0.8047000	6.7867169
71	1999	18	677	842	120	0.8728000	6.517671	4.787492	0.8728000	6.7357802
72	2000	18	677	806	131	0.8754000	6.517671	4.875197	0.8754000	6.6920838
73	1997	19	982	189	190	0.6841000	6.889591	5.247024	0.6841000	5.2417469
74	1998	19	982	183	186	0.6500000	6.889591	5.225747	0.6500000	5.2094860
75	1999	19	982	182	202	0.5695000	6.889591	5.308268	0.5695000	5.2040067
76	2000	19	982	181	193	0.6575000	6.889591	5.262690	0.6575000	5.1984968
77	1997	20	1817	441	224	0.2793000	7.504942	5.411646	0.2793000	6.0890450
78	1998	20	1817	363	240	0.2470000	7.504942	5.480639	0.2470000	5.8944030
79	1999	20	1817	317	265	0.2345000	7.504942	5.579730	0.2345000	5.7589016
80	2000	20	1817	355	250	0.2948000	7.504942	5.521461	0.2948000	5.8721180
81	1997	21	889	207	128	0.6642000	6.790097	4.852030	0.6642000	5.3327188
82	1998	21	889	300	143	0.8355000	6.790097	4.962845	0.8355000	5.7037826
83	1999	21	889	379	145	0.8802000	6.790097	4.976734	0.8802000	5.9375362
84	2000	21	889	372	154	0.8750000	6.790097	5.036952	0.8750000	5.9188938
85	1997	22	632	194	108	0.7625000	6.448889	4.682131	0.7625000	5.2678580
86	1998	22	632	201	113	0.6856000	6.448889	4.727388	0.6856000	5.3033047
87	1999	22	632	194	124	0.6518000	6.448889	4.820282	0.6518000	5.2678580
88	2000	22	632	178	131	0.6583000	6.448889	4.875197	0.6583000	5.1817837
89	1997	23	1554	200	134	0.5520000	7.348587	4.897840	0.5520000	5.2983174
90	1998	23	1554	198	164	0.4992000	7.348587	5.099866	0.4992000	5.2882671
91	1999	23	1554	194	158	0.4723000	7.348587	5.062595	0.4723000	5.2678580
92	2000	23	1554	197	169	0.5633000	7.348587	5.129899	0.5633000	5.2832036
93	1997	24	328	1492	66	0.8163000	5.793014	4.189655	0.8163000	7.3078728
94	1998	24	328	1362	65	0.8335000	5.793014	4.174387	0.8335000	7.2167096
95	1999	24	328	1449	64	0.8277000	5.793014	4.158883	0.8277000	7.2786288
96	2000	24	328	1454	68	0.8254000	5.793014	4.219508	0.8254000	7.2820735
97	1997	25	1113	189	144	0.3193000	7.014814	4.969813	0.3193000	5.2417469
98	1998	25	1113	170	151	0.2922000	7.014814	5.017280	0.2922000	5.1357985
99	1999	25	1113	187	153	0.3057000	7.014814	5.030438	0.3057000	5.2311087
100	2000	25	1113	208	156	0.3159000	7.014814	5.049856	0.3159000	5.3375382
101	1997	26	494	209	112	0.6531000	6.202536	4.718499	0.6531000	5.3423343
102	1998	26	494	193	120	0.7086000	6.202536	4.787492	0.7086000	5.2626901
103	1999	26	494	176	124	0.5034000	6.202536	4.820282	0.5034000	5.1704841
104	2000	26	494	167	124	0.5098000	6.202536	4.820282	0.5098000	5.1179938
105	1997	27	610	183	137	0.7373000	6.413459	4.919981	0.7373000	5.2094860
106	1998	27	610	167	150	0.7500000	6.413459	5.010635	0.7500000	5.1179938
107	1999	27	610	177	144	0.6060000	6.413459	4.969813	0.6060000	5.1761498
108	2000	27	610	182	158	0.7534000	6.413459	5.062595	0.7534000	5.2040067
109	1997	28	628	368	109	0.8444999	6.442540	4.691348	0.8444999	5.9080830
110	1998	28	628	374	113	0.7525000	6.442540	4.727388	0.7525000	5.9242558
111	1999	28	628	369	124	0.8114000	6.442540	4.820282	0.8114000	5.9107966
112	2000	28	628	370	133	0.8390000	6.442540	4.890349	0.8390000	5.9135032
113	1997	29	897	456	133	0.6877000	6.799056	4.890349	0.6877000	6.1224928
114	1998	29	897	315	133	0.4232000	6.799056	4.890349	0.4232000	5.7525725
115	1999	29	897	212	143	0.3455000	6.799056	4.962845	0.3455000	5.3565865
116	2000	29	897	202	146	0.3450000	6.799056	4.983607	0.3450000	5.3082676
117	1997	30	871	224	136	0.5468000	6.769642	4.912655	0.5468000	5.4116459
118	1998	30	871	199	149	0.5647000	6.769642	5.003946	0.5647000	5.2933049
119	1999	30	871	206	151	0.5769000	6.769642	5.017280	0.5769000	5.3278761
120	2000	30	871	205	155	0.6163000	6.769642	5.043425	0.6163000	5.3230100
121	1997	31	1181	252	149	0.2964000	7.074117	5.003946	0.2964000	5.5294290
122	1998	31	1181	261	146	0.3508000	7.074117	4.983607	0.3508000	5.5645204
123	1999	31	1181	284	150	0.4839000	7.074117	5.010635	0.4839000	5.6489744
124	2000	31	1181	288	156	0.4917000	7.074117	5.049856	0.4917000	5.6629605
125	1997	32	935	150	132	0.6216000	6.840547	4.882802	0.6216000	5.0106354
126	1998	32	935	164	149	0.6753000	6.840547	5.003946	0.6753000	5.0998664
127	1999	32	935	158	150	0.5912000	6.840547	5.010635	0.5912000	5.0625949
128	2000	32	935	165	156	0.5687000	6.840547	5.049856	0.5687000	5.1059456
129	1997	33	1648	411	183	0.3682000	7.407318	5.209486	0.3682000	6.0185933
130	1998	33	1648	395	173	0.3583000	7.407318	5.153292	0.3583000	5.9788857
131	1999	33	1648	390	196	0.2932000	7.407318	5.278115	0.2932000	5.9661469
132	2000	33	1648	337	226	0.4041000	7.407318	5.420535	0.4041000	5.8200831
133	1997	34	655	157	274	0.8678000	6.484635	5.613128	0.8678000	5.0562458
134	1998	34	655	156	245	0.8910000	6.484635	5.501258	0.8910000	5.0498562
135	1999	34	655	131	270	0.8455999	6.484635	5.598422	0.8455999	4.8751974
136	2000	34	655	138	295	0.8349000	6.484635	5.686975	0.8349000	4.9272537
137	1997	35	907	346	111	0.5253000	6.810143	4.709530	0.5253000	5.8464389
138	1998	35	907	222	115	0.6242000	6.810143	4.744932	0.6242000	5.4026775
139	1999	35	907	407	114	0.4853000	6.810143	4.736198	0.4853000	6.0088134
140	2000	35	907	490	118	0.5708000	6.810143	4.770685	0.5708000	6.1944056
141	1997	36	412	151	109	0.8990000	6.021023	4.691348	0.8990000	5.0172796
142	1998	36	412	141	119	0.8879000	6.021023	4.779123	0.8879000	4.9487600
143	1999	36	412	148	118	0.8875000	6.021023	4.770685	0.8875000	4.9972124
144	2000	36	412	147	122	0.8835000	6.021023	4.804021	0.8835000	4.9904327
145	1997	37	324	816	67	0.7300000	5.780744	4.204693	0.7300000	6.7044144
146	1998	37	324	785	70	0.7176000	5.780744	4.248495	0.7176000	6.6656837
147	1999	37	324	776	70	0.7731000	5.780744	4.248495	0.7731000	6.6541524
148	2000	37	324	729	72	0.7715000	5.780744	4.276666	0.7715000	6.5916739
149	1997	38	535	242	110	0.8877000	6.282267	4.700481	0.8877000	5.4889379
150	1998	38	535	244	117	0.6650000	6.282267	4.762174	0.6650000	5.4971681
151	1999	38	535	256	115	0.6664000	6.282267	4.744932	0.6664000	5.5451775
152	2000	38	535	272	121	0.5918000	6.282267	4.795791	0.5918000	5.6058021
153	1997	39	759	157	98	0.9729000	6.632002	4.584968	0.9729000	5.0562458
154	1998	39	759	159	117	0.9671000	6.632002	4.762174	0.9671000	5.0689044
155	1999	39	759	169	117	0.9807000	6.632002	4.762174	0.9807000	5.1298985
156	2000	39	759	161	124	0.9561000	6.632002	4.820282	0.9561000	5.0814042
157	1997	40	125	102	123	0.9107000	4.828314	4.812184	0.9107000	4.6249728
158	1998	40	125	101	127	0.9055001	4.828314	4.844187	0.9055001	4.6151204
159	1999	40	125	101	130	0.9989000	4.828314	4.867535	0.9989000	4.6151204
160	2000	40	125	87	158	0.9962000	4.828314	5.062595	0.9962000	4.4659081
161	1997	41	812	318	207	0.7507000	6.699501	5.332719	0.7507000	5.7620516
162	1998	41	812	349	207	0.7481000	6.699501	5.332719	0.7481000	5.8550720
163	1999	41	812	375	224	0.7374000	6.699501	5.411646	0.7374000	5.9269261
164	2000	41	812	415	248	0.6897000	6.699501	5.513429	0.6897000	6.0282784
165	1997	42	576	1065	167	0.6135000	6.356108	5.117994	0.6135000	6.9707303
166	1998	42	576	837	189	0.9011000	6.356108	5.241747	0.9011000	6.7298241
167	1999	42	576	1187	132	0.7122000	6.356108	4.882802	0.7122000	7.0791845
168	2000	42	576	1268	173	0.6162000	6.356108	5.153292	0.6162000	7.1451960
169	1997	43	449	155	173	0.9008000	6.107023	5.153292	0.9008000	5.0434251
170	1998	43	449	178	152	0.9058000	6.107023	5.023880	0.9058000	5.1817837
171	1999	43	449	183	143	0.9331000	6.107023	4.962845	0.9331000	5.2094860
172	2000	43	449	156	185	0.9210000	6.107023	5.220356	0.9210000	5.0498562
173	1997	44	946	1622	237	0.7173001	6.852243	5.468060	0.7173001	7.3914151
174	1998	44	946	1981	163	0.7888000	6.852243	5.093750	0.7888000	7.5913572
175	1999	44	946	2421	134	0.7076000	6.852243	4.897840	0.7076000	7.7919359
176	2000	44	946	2188	177	0.7487000	6.852243	5.176150	0.7487000	7.6907430
177	1997	45	712	252	185	0.8295000	6.568078	5.220356	0.8295000	5.5294290
178	1998	45	712	410	119	0.5845000	6.568078	4.779123	0.5845000	6.0161572
179	1999	45	712	561	100	0.5433000	6.568078	4.605170	0.5433000	6.3297210
180	2000	45	712	547	115	0.5087000	6.568078	4.744932	0.5087000	6.3044486
181	1997	46	259	241	178	0.9526000	5.556828	5.181784	0.9526000	5.4847970
182	1998	46	259	250	178	0.9591000	5.556828	5.181784	0.9591000	5.5214610
183	1999	46	259	232	205	0.9654000	5.556828	5.323010	0.9654000	5.4467373
184	2000	46	259	206	218	0.9614000	5.556828	5.384495	0.9614000	5.3278761
185	1997	47	227	783	123	0.5523000	5.424950	4.812184	0.5523000	6.6631327
186	1998	47	227	633	183	0.6853000	5.424950	5.209486	0.6853000	6.4504704
187	1999	47	227	554	211	0.7024000	5.424950	5.351858	0.7024000	6.3171649
188	2000	47	227	513	250	0.6904000	5.424950	5.521461	0.6904000	6.2402759
189	1997	48	605	3369	125	0.4567000	6.405229	4.828314	0.4567000	8.1223717
190	1998	48	605	3826	123	0.4608000	6.405229	4.812184	0.4608000	8.2495756
191	1999	48	605	3599	133	0.4915000	6.405229	4.890349	0.4915000	8.1884117
192	2000	48	605	3415	173	0.4592000	6.405229	5.153292	0.4592000	8.1359329
193	1997	49	373	400	269	0.9552000	5.921578	5.594711	0.9552000	5.9914646
194	1998	49	373	454	229	0.9676999	5.921578	5.433722	0.9676999	6.1180973
195	1999	49	373	410	252	0.9595000	5.921578	5.529429	0.9595000	6.0161572
196	2000	49	373	508	216	0.9568000	5.921578	5.375279	0.9568000	6.2304816
197	1997	50	554	857	121	0.5072000	6.317165	4.795791	0.5072000	6.7534380
198	1998	50	554	714	153	0.5195000	6.317165	5.030438	0.5195000	6.5708828
199	1999	50	554	683	184	0.4863000	6.317165	5.214936	0.4863000	6.5264950
200	2000	50	554	616	197	0.5367000	6.317165	5.283204	0.5367000	6.4232469
201	1997	51	1186	186	174	0.7235000	7.078341	5.159055	0.7235000	5.2257466
202	1998	51	1186	132	237	0.6680000	7.078341	5.468060	0.6680000	4.8828020
203	1999	51	1186	151	210	0.6144000	7.078341	5.347107	0.6144000	5.0172796
204	2000	51	1186	170	205	0.7328000	7.078341	5.323010	0.7328000	5.1357985
205	1997	52	191	129	209	0.9806000	5.252274	5.342334	0.9806000	4.8598123
206	1998	52	191	110	221	0.9763000	5.252274	5.398163	0.9763000	4.7004805
207	1999	52	191	94	231	0.9804000	5.252274	5.442418	0.9804000	4.5432949
208	2000	52	191	78	259	0.9676999	5.252274	5.556828	0.9676999	4.3567090
209	1997	53	446	582	165	0.8900000	6.100319	5.105946	0.8900000	6.3664703
210	1998	53	446	523	179	0.9399000	6.100319	5.187386	0.9399000	6.2595816
211	1999	53	446	483	200	0.9112000	6.100319	5.298317	0.9112000	6.1800165
212	2000	53	446	450	206	0.8647000	6.100319	5.327876	0.8647000	6.1092477
213	1997	54	732	2621	133	0.5136000	6.595780	4.890349	0.5136000	7.8713112
214	1998	54	732	2683	144	0.4758000	6.595780	4.969813	0.4758000	7.8946910
215	1999	54	732	2709	143	0.4853000	6.595780	4.962845	0.4853000	7.9043350
216	2000	54	732	2644	189	0.4768000	6.595780	5.241747	0.4768000	7.8800483
217	1997	55	432	280	190	0.9111000	6.068426	5.247024	0.9111000	5.6347895
218	1998	55	432	521	112	0.6831000	6.068426	4.718499	0.6831000	6.2557502
219	1999	55	432	584	119	0.6594000	6.068426	4.779123	0.6594000	6.3699012
220	2000	55	432	642	116	0.6275000	6.068426	4.753590	0.6275000	6.4645882
221	1997	56	1199	1154	168	0.4066000	7.089243	5.123964	0.4066000	7.0509896
222	1998	56	1199	1059	254	0.4096000	7.089243	5.537334	0.4096000	6.9650803
223	1999	56	1199	1158	215	0.4033000	7.089243	5.370638	0.4033000	7.0544496
224	2000	56	1199	1303	221	0.4913000	7.089243	5.398163	0.4913000	7.1724248
225	1997	57	594	1252	120	0.5216000	6.386879	4.787492	0.5216000	7.1324978
226	1998	57	594	1421	109	0.4788000	6.386879	4.691348	0.4788000	7.2591162
227	1999	57	594	1549	115	0.4759000	6.386879	4.744932	0.4759000	7.3453650
228	2000	57	594	1415	132	0.4909000	6.386879	4.882802	0.4909000	7.2548847
229	1997	58	644	115	110	0.7566000	6.467699	4.700481	0.7566000	4.7449322
230	1998	58	644	188	102	0.8543000	6.467699	4.624973	0.8543000	5.2364421
231	1999	58	644	174	110	0.8734000	6.467699	4.700481	0.8734000	5.1590552
232	2000	58	644	184	124	0.8358999	6.467699	4.820282	0.8358999	5.2149358
233	1997	59	581	1694	120	0.7829000	6.364751	4.787492	0.7829000	7.4348478
234	1998	59	581	1644	114	0.7339000	6.364751	4.736198	0.7339000	7.4048877
235	1999	59	581	1588	126	0.7434000	6.364751	4.836282	0.7434000	7.3702307
236	2000	59	581	1653	137	0.7172000	6.364751	4.919981	0.7172000	7.4103470
237	1997	60	515	376	121	0.8081000	6.244167	4.795791	0.8081000	5.9295893
238	1998	60	515	425	112	0.7250000	6.244167	4.718499	0.7250000	6.0520892
239	1999	60	515	420	127	0.6824000	6.244167	4.844187	0.6824000	6.0402546
240	2000	60	515	460	127	0.7254000	6.244167	4.844187	0.7254000	6.1312265
241	1997	61	306	325	224	0.9147000	5.723585	5.411646	0.9147000	5.7838254
242	1998	61	306	551	128	0.7516000	5.723585	4.852030	0.7516000	6.3117347
243	1999	61	306	682	101	0.7130001	5.723585	4.615120	0.7130001	6.5250297
244	2000	61	306	710	110	0.6650000	5.723585	4.700481	0.6650000	6.5652652
245	1997	62	859	533	249	0.8214000	6.755769	5.517453	0.8214000	6.2785215
246	1998	62	859	874	129	0.7509000	6.755769	4.859812	0.7509000	6.7730803
247	1999	62	859	918	131	0.8211000	6.755769	4.875197	0.8211000	6.8221974
248	2000	62	859	759	197	0.8162000	6.755769	5.283204	0.8162000	6.6320019
249	1997	63	692	1352	123	0.4811000	6.539586	4.812184	0.4811000	7.2093401
250	1998	63	692	1441	126	0.4239000	6.539586	4.836282	0.4239000	7.2730927
251	1999	63	692	1518	133	0.4878000	6.539586	4.890349	0.4878000	7.3251491
252	2000	63	692	1554	151	0.4528000	6.539586	5.017280	0.4528000	7.3485875
253	1997	64	432	442	206	0.8210000	6.068426	5.327876	0.8210000	6.0913100
254	1998	64	432	491	199	0.8558000	6.068426	5.293305	0.8558000	6.1964440
255	1999	64	432	456	214	0.8449000	6.068426	5.365976	0.8449000	6.1224928
256	2000	64	432	434	235	0.8269000	6.068426	5.459586	0.8269000	6.0730443
257	1997	65	341	198	237	0.9435000	5.831882	5.468060	0.9435000	5.2882671
258	1998	65	341	194	234	0.9619000	5.831882	5.455321	0.9619000	5.2678580
259	1999	65	341	201	247	0.9703000	5.831882	5.509388	0.9703000	5.3033047
260	2000	65	341	176	269	0.9568000	5.831882	5.594711	0.9568000	5.1704841
261	1997	66	270	885	98	0.8512000	5.598422	4.584968	0.8512000	6.7855878
262	1998	66	270	1027	93	0.7278000	5.598422	4.532599	0.7278000	6.9343972
263	1999	66	270	1032	94	0.7643000	5.598422	4.543295	0.7643000	6.9392538
264	2000	66	270	955	119	0.7078000	5.598422	4.779123	0.7078000	6.8617115
265	1997	67	693	887	114	0.7467000	6.541030	4.736198	0.7467000	6.7878451
266	1998	67	693	799	162	0.6780000	6.541030	5.087596	0.6780000	6.6833611
267	1999	67	693	930	135	0.7504000	6.541030	4.905275	0.7504000	6.8351846
268	2000	67	693	808	168	0.6367000	6.541030	5.123964	0.6367000	6.6945620
269	1997	68	1747	721	181	0.6806000	7.465655	5.198497	0.6806000	6.5806394
270	1998	68	1747	688	217	0.6765000	7.465655	5.379897	0.6765000	6.5337887
271	1999	68	1747	715	237	0.5985000	7.465655	5.468060	0.5985000	6.5722823
272	2000	68	1747	816	221	0.6752000	7.465655	5.398163	0.6752000	6.7044144
273	1997	69	303	179	156	0.8321000	5.713733	5.049856	0.8321000	5.1873860
274	1998	69	303	133	204	0.9910000	5.713733	5.318120	0.9910000	4.8903489
275	1999	69	303	121	232	0.9811000	5.713733	5.446737	0.9811000	4.7957907
276	2000	69	303	127	232	0.9829000	5.713733	5.446737	0.9829000	4.8441873
277	1997	70	453	216	184	0.8511000	6.115892	5.214936	0.8511000	5.3752785
278	1998	70	453	219	189	0.9270000	6.115892	5.241747	0.9270000	5.3890719
279	1999	70	453	201	221	0.9033000	6.115892	5.398163	0.9033000	5.3033047
280	2000	70	453	207	226	0.8852000	6.115892	5.420535	0.8852000	5.3327188
281	1997	71	1946	1520	257	0.6060000	7.573531	5.549076	0.6060000	7.3264656
282	1998	71	1946	1441	279	0.6499000	7.573531	5.631212	0.6499000	7.2730927
283	1999	71	1946	1440	293	0.5579000	7.573531	5.680172	0.5579000	7.2723985
284	2000	71	1946	1537	301	0.6369000	7.573531	5.707110	0.6369000	7.3375878
285	1997	72	321	445	152	0.8958000	5.771441	5.023880	0.8958000	6.0980744
286	1998	72	321	370	186	0.9771000	5.771441	5.225747	0.9771000	5.9135032
287	1999	72	321	309	244	0.9614000	5.771441	5.497168	0.9614000	5.7333412
288	2000	72	321	272	272	0.9508000	5.771441	5.605802	0.9508000	5.6058021
289	1997	73	332	1142	88	0.6660000	5.805135	4.477337	0.6660000	7.0405364
290	1998	73	332	1246	85	0.6130000	5.805135	4.442651	0.6130000	7.1276937
291	1999	73	332	1173	97	0.6654000	5.805135	4.574711	0.6654000	7.0673199
292	2000	73	332	1120	106	0.5882000	5.805135	4.663439	0.5882000	7.0210838
293	1997	74	595	816	179	0.5796000	6.388561	5.187386	0.5796000	6.7044144
294	1998	74	595	1513	109	0.5303000	6.388561	4.691348	0.5303000	7.3218498
295	1999	74	595	1566	121	0.5306000	6.388561	4.795791	0.5306000	7.3562799
296	2000	74	595	1591	134	0.5759000	6.388561	4.897840	0.5759000	7.3721180
297	1997	75	669	366	207	0.4280000	6.505784	5.332719	0.4280000	5.9026332
298	1998	75	669	326	208	0.4778000	6.505784	5.337538	0.4778000	5.7868972
299	1999	75	669	394	198	0.5426000	6.505784	5.288267	0.5426000	5.9763508
300	2000	75	669	401	208	0.5352000	6.505784	5.337538	0.5352000	5.9939613
301	1997	76	906	908	215	0.4829000	6.809039	5.370638	0.4829000	6.8112445
302	1998	76	906	963	200	0.4993000	6.809039	5.298317	0.4993000	6.8700533
303	1999	76	906	1068	200	0.4811000	6.809039	5.298317	0.4811000	6.9735432
304	2000	76	906	1192	141	0.5460000	6.809039	4.948760	0.5460000	7.0833879
305	1997	77	302	290	110	0.8120000	5.710427	4.700481	0.8120000	5.6698809
306	1998	77	302	231	158	0.9826000	5.710427	5.062595	0.9826000	5.4424176
307	1999	77	302	208	159	0.9875000	5.710427	5.068904	0.9875000	5.3375382
308	2000	77	302	176	165	0.9889000	5.710427	5.105946	0.9889000	5.1704841
309	1997	78	214	357	249	0.9848000	5.365976	5.517453	0.9848000	5.8777356
310	1998	78	214	349	241	0.9879000	5.365976	5.484797	0.9879000	5.8550720
311	1999	78	214	312	253	0.9923000	5.365976	5.533390	0.9923000	5.7430034
312	2000	78	214	303	274	0.9910000	5.365976	5.613128	0.9910000	5.7137327
313	1997	79	425	922	103	0.8294000	6.052089	4.634729	0.8294000	6.8265452
314	1998	79	425	1096	102	0.7792000	6.052089	4.624973	0.7792000	6.9994226
315	1999	79	425	1076	110	0.7266001	6.052089	4.700481	0.7266001	6.9810057
316	2000	79	425	998	131	0.6656000	6.052089	4.875197	0.6656000	6.9057531
317	1997	80	756	5083	206	0.5529000	6.628041	5.327876	0.5529000	8.5336571
318	1998	80	756	6172	162	0.5907000	6.628041	5.087596	0.5907000	8.7277784
319	1999	80	756	6793	160	0.6499000	6.628041	5.075174	0.6499000	8.8236475
320	2000	80	756	6768	168	0.6227000	6.628041	5.123964	0.6227000	8.8199606
321	1997	81	508	144	106	0.9155000	6.230482	4.663439	0.9155000	4.9698133
322	1998	81	508	188	86	0.9480000	6.230482	4.454347	0.9480000	5.2364421
323	1999	81	508	254	84	0.9525000	6.230482	4.430817	0.9525000	5.5373344
324	2000	81	508	272	107	0.9600000	6.230482	4.672829	0.9600000	5.6058021
325	1997	82	516	401	145	0.9129000	6.246107	4.976734	0.9129000	5.9939613
326	1998	82	516	472	106	0.9357000	6.246107	4.663439	0.9357000	6.1569791
327	1999	82	516	535	100	0.9144000	6.246107	4.605170	0.9144000	6.2822666
328	2000	82	516	439	132	0.9142000	6.246107	4.882802	0.9142000	6.0844994
329	1997	83	761	204	193	0.7332000	6.634633	5.262690	0.7332000	5.3181200
330	1998	83	761	249	177	0.7851000	6.634633	5.176150	0.7851000	5.5174527
331	1999	83	761	218	206	0.7588000	6.634633	5.327876	0.7588000	5.3844953
332	2000	83	761	254	204	0.7162001	6.634633	5.318120	0.7162001	5.5373344
333	1997	84	822	185	222	0.6637000	6.711741	5.402678	0.6637000	5.2203560
334	1998	84	822	229	214	0.7359000	6.711741	5.365976	0.7359000	5.4337220
335	1999	84	822	206	224	0.7298000	6.711741	5.411646	0.7298000	5.3278761
336	2000	84	822	205	232	0.7183000	6.711741	5.446737	0.7183000	5.3230100
337	1997	85	1902	183	274	0.5969000	7.550661	5.613128	0.5969000	5.2094860
338	1998	85	1902	216	265	0.6081000	7.550661	5.579730	0.6081000	5.3752785
339	1999	85	1902	267	236	0.3935000	7.550661	5.463832	0.3935000	5.5872488
340	2000	85	1902	221	286	0.5325000	7.550661	5.655992	0.5325000	5.3981628
341	1997	86	403	1700	112	0.8199000	5.998937	4.718499	0.8199000	7.4383836
342	1998	86	403	2011	113	0.7596000	5.998937	4.727388	0.7596000	7.6063876
343	1999	86	403	1943	125	0.6749000	5.998937	4.828314	0.6749000	7.5719886
344	2000	86	403	1982	133	0.6585000	5.998937	4.890349	0.6585000	7.5918617
345	1997	87	665	2047	130	0.5742000	6.499787	4.867535	0.5742000	7.6241307
346	1998	87	665	2129	125	0.5293000	6.499787	4.828314	0.5293000	7.6634078
347	1999	87	665	2251	121	0.6099000	6.499787	4.795791	0.6099000	7.7191300
348	2000	87	665	2318	129	0.5877000	6.499787	4.859812	0.5877000	7.7484598
349	1997	88	1587	710	259	0.5658000	7.369601	5.556828	0.5658000	6.5652652
350	1998	88	1587	674	275	0.6277000	7.369601	5.616771	0.6277000	6.5132303
351	1999	88	1587	683	295	0.5810000	7.369601	5.686975	0.5810000	6.5264950
352	2000	88	1587	716	284	0.6051000	7.369601	5.648974	0.6051000	6.5736804
353	1997	89	526	527	216	0.5133000	6.265301	5.375279	0.5133000	6.2672005
354	1998	89	526	580	214	0.5280000	6.265301	5.365976	0.5280000	6.3630280
355	1999	89	526	573	218	0.5438000	6.265301	5.384495	0.5438000	6.3508859
356	2000	89	526	803	137	0.4657000	6.265301	4.919981	0.4657000	6.6883545
357	1997	90	2173	327	272	0.6995000	7.683864	5.605802	0.6995000	5.7899604
358	1998	90	2173	341	286	0.7025000	7.683864	5.655992	0.7025000	5.8318825
359	1999	90	2173	311	310	0.6686000	7.683864	5.736572	0.6686000	5.7397928
360	2000	90	2173	353	320	0.6794000	7.683864	5.768321	0.6794000	5.8664680
361	1997	91	904	224	274	0.7932000	6.806830	5.613128	0.7932000	5.4116459
362	1998	91	904	197	269	0.8137000	6.806830	5.594711	0.8137000	5.2832036
363	1999	91	904	175	250	0.7758000	6.806830	5.521461	0.7758000	5.1647859
364	2000	91	904	230	230	0.8343000	6.806830	5.438079	0.8343000	5.4380794
365	1997	92	356	1091	144	0.6743000	5.874931	4.969813	0.6743000	6.9948502
366	1998	92	356	1297	110	0.7018000	5.874931	4.700481	0.7018000	7.1678090
367	1999	92	356	1441	103	0.6546000	5.874931	4.634729	0.6546000	7.2730927
368	2000	92	356	1411	117	0.5527000	5.874931	4.762174	0.5527000	7.2520537
369	1997	93	481	436	230	0.9461000	6.175867	5.438079	0.9461000	6.0776424
370	1998	93	481	721	115	0.7580000	6.175867	4.744932	0.7580000	6.5806394
371	1999	93	481	552	175	0.9028000	6.175867	5.164786	0.9028000	6.3135481
372	2000	93	481	535	194	0.9427000	6.175867	5.267858	0.9427000	6.2822666
373	1997	94	750	211	206	0.7855000	6.620073	5.327876	0.7855000	5.3518581
374	1998	94	750	211	193	0.8281000	6.620073	5.262690	0.8281000	5.3518581
375	1999	94	750	163	218	0.7652000	6.620073	5.384495	0.7652000	5.0937500
376	2000	94	750	193	197	0.8061000	6.620073	5.283204	0.8061000	5.2626901
377	1997	95	2094	190	272	0.6701000	7.646832	5.605802	0.6701000	5.2470241
378	1998	95	2094	229	248	0.6543000	7.646832	5.513429	0.6543000	5.4337220
379	1999	95	2094	218	285	0.5000000	7.646832	5.652489	0.5000000	5.3844953
380	2000	95	2094	244	305	0.5880000	7.646832	5.720312	0.5880000	5.4971681
381	1997	96	1590	433	241	0.7586000	7.371490	5.484797	0.7586000	6.0707378
382	1998	96	1590	487	240	0.7066000	7.371490	5.480639	0.7066000	6.1882639
383	1999	96	1590	467	252	0.6547000	7.371490	5.529429	0.6547000	6.1463294
384	2000	96	1590	530	234	0.6295000	7.371490	5.455321	0.6295000	6.2728772
385	1997	97	874	368	203	0.7196000	6.773080	5.313206	0.7196000	5.9080830
386	1998	97	874	396	201	0.8135000	6.773080	5.303305	0.8135000	5.9814143
387	1999	97	874	435	196	0.7564000	6.773080	5.278115	0.7564000	6.0753460
388	2000	97	874	418	224	0.7298000	6.773080	5.411646	0.7298000	6.0354815
389	1997	98	1892	440	268	0.6417000	7.545390	5.590987	0.6417000	6.0867748
390	1998	98	1892	436	298	0.6790000	7.545390	5.697094	0.6790000	6.0776424
391	1999	98	1892	485	296	0.5706000	7.545390	5.690360	0.5706000	6.1841488
392	2000	98	1892	523	303	0.6482000	7.545390	5.713733	0.6482000	6.2595816
393	1997	99	2139	1185	306	0.6348000	7.668094	5.723585	0.6348000	7.0774980
394	1998	99	2139	1045	341	0.6770000	7.668094	5.831882	0.6770000	6.9517722
395	1999	99	2139	1081	361	0.5979000	7.668094	5.888878	0.5979000	6.9856420
396	2000	99	2139	1237	370	0.6385000	7.668094	5.913503	0.6385000	7.1204443
397	1997	100	2117	265	344	0.6117000	7.657755	5.840642	0.6117000	5.5797300
398	1998	100	2117	258	357	0.5688000	7.657755	5.877736	0.5688000	5.5529594
399	1999	100	2117	291	366	0.5492000	7.657755	5.902633	0.5492000	5.6733232
400	2000	100	2117	372	407	0.5761000	7.657755	6.008813	0.5761000	5.9188938
401	1997	101	1920	276	359	0.6315000	7.560080	5.883322	0.6315000	5.6204009
402	1998	101	1920	293	357	0.6377000	7.560080	5.877736	0.6377000	5.6801724
403	1999	101	1920	284	358	0.5881000	7.560080	5.880533	0.5881000	5.6489744
404	2000	101	1920	341	347	0.5967000	7.560080	5.849325	0.5967000	5.8318825
405	1997	102	215	351	90	0.8904000	5.370638	4.499810	0.8904000	5.8607864
406	1998	102	215	439	87	0.6897000	5.370638	4.465908	0.6897000	6.0844994
407	1999	102	215	478	79	0.7411000	5.370638	4.369448	0.7411000	6.1696105
408	2000	102	215	453	97	0.7487000	5.370638	4.574711	0.7487000	6.1158919
409	1997	103	2183	578	272	0.5654000	7.688456	5.605802	0.5654000	6.3595738
410	1998	103	2183	562	314	0.6670000	7.688456	5.749393	0.6670000	6.3315020
411	1999	103	2183	532	318	0.5654000	7.688456	5.762052	0.5654000	6.2766433
412	2000	103	2183	607	343	0.6030000	7.688456	5.837730	0.6030000	6.4085288
413	1997	104	483	647	203	0.4981000	6.180016	5.313206	0.4981000	6.4723463
414	1998	104	483	674	200	0.4962000	6.180016	5.298317	0.4962000	6.5132303
415	1999	104	483	660	209	0.5132000	6.180016	5.342334	0.5132000	6.4922400
416	2000	104	483	707	226	0.4937000	6.180016	5.420535	0.4937000	6.5610309
417	1997	105	794	184	222	0.7597000	6.677084	5.402678	0.7597000	5.2149358
418	1998	105	794	197	192	0.8032000	6.677084	5.257495	0.8032000	5.2832036
419	1999	105	794	190	206	0.7494000	6.677084	5.327876	0.7494000	5.2470241
420	2000	105	794	198	202	0.7708000	6.677084	5.308268	0.7708000	5.2882671
421	1997	106	406	1768	114	0.8073000	6.006353	4.736198	0.8073000	7.4776044
422	1998	106	406	1894	113	0.7883999	6.006353	4.727388	0.7883999	7.5464463
423	1999	106	406	1875	126	0.7404000	6.006353	4.836282	0.7404000	7.5363641
424	2000	106	406	1769	135	0.6947000	6.006353	4.905275	0.6947000	7.4781699
425	1997	107	674	213	202	0.7902000	6.513230	5.308268	0.7902000	5.3612924
426	1998	107	674	239	187	0.7948000	6.513230	5.231109	0.7948000	5.4764633
427	1999	107	674	213	194	0.7847000	6.513230	5.267858	0.7847000	5.3612924
428	2000	107	674	188	233	0.7546000	6.513230	5.451038	0.7546000	5.2364421
429	1997	108	264	135	103	0.5808000	5.575949	4.634729	0.5808000	4.9052749
430	1998	108	264	195	80	0.7561000	5.575949	4.382027	0.7561000	5.2729998
431	1999	108	264	225	95	0.7414000	5.575949	4.553877	0.7414000	5.4161005
432	2000	108	264	217	112	0.6810000	5.575949	4.718499	0.6810000	5.3798971
433	1997	109	540	2546	174	0.7385000	6.291569	5.159055	0.7385000	7.8422790
434	1998	109	540	3175	145	0.7167000	6.291569	4.976734	0.7167000	8.0630627
435	1999	109	540	3568	131	0.5152000	6.291569	4.875197	0.5152000	8.1797609
436	2000	109	540	3195	185	0.5607000	6.291569	5.220356	0.5607000	8.0693426
437	1997	110	545	686	115	0.8504000	6.300786	4.744932	0.8504000	6.5308776
438	1998	110	545	628	127	0.9737000	6.300786	4.844187	0.9737000	6.4425402
439	1999	110	545	583	156	0.9758999	6.300786	5.049856	0.9758999	6.3681870
440	2000	110	545	557	159	0.9694000	6.300786	5.068904	0.9694000	6.3225651
441	1997	111	274	163	62	0.9385000	5.613128	4.127134	0.9385000	5.0937500
442	1998	111	274	10	190	0.9457000	5.613128	5.247024	0.9457000	2.3025851
443	1999	111	274	4	206	0.8889000	5.613128	5.327876	0.8889000	1.3862944
444	2000	111	274	5	241	0.9583000	5.613128	5.484797	0.9583000	1.6094379
445	1997	112	406	168	56	0.9579000	6.006353	4.025352	0.9579000	5.1239638
446	1998	112	406	118	67	0.9676999	6.006353	4.204693	0.9676999	4.7706847
447	1999	112	406	80	84	0.9673001	6.006353	4.430817	0.9673001	4.3820267
448	2000	112	406	3	252	1.0000000	6.006353	5.529429	1.0000000	1.0986123
449	1997	113	506	167	58	0.9778000	6.226537	4.060443	0.9778000	5.1179938
450	1998	113	506	84	64	0.9794000	6.226537	4.158883	0.9794000	4.4308167
451	1999	113	506	4	159	0.8182000	6.226537	5.068904	0.8182000	1.3862944
452	2000	113	506	2	228	0.7059000	6.226537	5.429346	0.7059000	0.6931472
453	1997	114	977	268	83	0.9846000	6.884487	4.418840	0.9846000	5.5909872
454	1998	114	977	387	109	0.9919000	6.884487	4.691348	0.9919000	5.9584246
455	1999	114	977	394	121	0.9948000	6.884487	4.795791	0.9948000	5.9763508
456	2000	114	977	365	119	0.9935000	6.884487	4.779123	0.9935000	5.8998976
457	1997	115	466	190	37	1.0000000	6.144185	3.610918	1.0000000	5.2470241
458	1998	115	466	66	83	0.9836000	6.144185	4.418840	0.9836000	4.1896548
459	1999	115	466	123	86	1.0000000	6.144185	4.454347	1.0000000	4.8121843
460	2000	115	466	130	88	0.9983000	6.144185	4.477337	0.9983000	4.8675346
461	1997	116	852	219	75	0.9643000	6.747587	4.317488	0.9643000	5.3890719
462	1998	116	852	332	108	0.9846000	6.747587	4.682131	0.9846000	5.8051348
463	1999	116	852	444	111	0.9909000	6.747587	4.709530	0.9909000	6.0958247
464	2000	116	852	377	114	0.9934000	6.747587	4.736198	0.9934000	5.9322453
465	1997	117	1342	210	162	0.3058000	7.201916	5.087596	0.3058000	5.3471074
466	1998	117	1342	224	175	0.3571000	7.201916	5.164786	0.3571000	5.4116459
467	1999	117	1342	293	177	0.3178000	7.201916	5.176150	0.3178000	5.6801724
468	2000	117	1342	436	183	0.5248000	7.201916	5.209486	0.5248000	6.0776424
469	1997	118	1695	291	241	0.6258000	7.435438	5.484797	0.6258000	5.6733232
470	1998	118	1695	264	240	0.5556000	7.435438	5.480639	0.5556000	5.5759492
471	1999	118	1695	238	350	0.4872000	7.435438	5.857933	0.4872000	5.4722705
472	2000	118	1695	252	378	0.3696000	7.435438	5.934894	0.3696000	5.5294290
473	1997	119	972	520	180	0.6119000	6.879356	5.192957	0.6119000	6.2538290
474	1998	119	972	557	191	0.6448000	6.879356	5.252274	0.6448000	6.3225651
475	1999	119	972	604	207	0.5888000	6.879356	5.332719	0.5888000	6.4035740
476	2000	119	972	645	246	0.5634000	6.879356	5.505331	0.5634000	6.4692502
477	1997	120	183	1910	77	0.7116001	5.209486	4.343805	0.7116001	7.5548587
478	1998	120	183	2077	76	0.5179000	5.209486	4.330733	0.5179000	7.6386800
479	1999	120	183	2070	82	0.5950000	5.209486	4.406719	0.5950000	7.6353040
480	2000	120	183	2035	95	0.7783999	5.209486	4.553877	0.7783999	7.6182513
481	1997	121	769	269	203	0.4838000	6.645091	5.313206	0.4838000	5.5947113
482	1998	121	769	289	243	0.5561000	6.645091	5.493061	0.5561000	5.6664267
483	1999	121	769	309	265	0.5104000	6.645091	5.579730	0.5104000	5.7333412
484	2000	121	769	413	266	0.5772000	6.645091	5.583496	0.5772000	6.0234475
485	1997	122	525	373	109	0.9295000	6.263398	4.691348	0.9295000	5.9215784
486	1998	122	525	348	121	0.9541000	6.263398	4.795791	0.9541000	5.8522024
487	1999	122	525	382	116	0.8991001	6.263398	4.753590	0.8991001	5.9454207
488	2000	122	525	353	125	0.9414000	6.263398	4.828314	0.9414000	5.8664680
489	1997	123	280	200	65	0.9457000	5.634790	4.174387	0.9457000	5.2983174
490	1998	123	280	197	71	0.9845000	5.634790	4.262680	0.9845000	5.2832036
491	1999	123	280	198	67	0.9730000	5.634790	4.204693	0.9730000	5.2882671
492	2000	123	280	208	74	0.9854000	5.634790	4.304065	0.9854000	5.3375382
493	1997	124	152	975	76	0.7570000	5.023880	4.330733	0.7570000	6.8824377
494	1998	124	152	910	80	0.7659000	5.023880	4.382027	0.7659000	6.8134446
495	1999	124	152	921	78	0.7158999	5.023880	4.356709	0.7158999	6.8254600
496	2000	124	152	963	83	0.7068000	5.023880	4.418840	0.7068000	6.8700533
497	1997	125	1085	505	112	0.6108000	6.989335	4.718499	0.6108000	6.2245584
498	1998	125	1085	433	134	0.6723000	6.989335	4.897840	0.6723000	6.0707378
499	1999	125	1085	498	136	0.7268000	6.989335	4.912655	0.7268000	6.2105999
500	2000	125	1085	484	150	0.7151000	6.989335	5.010635	0.7151000	6.1820850
501	1997	126	1238	344	180	0.4091000	7.121252	5.192957	0.4091000	5.8406415
502	1998	126	1238	396	182	0.5777000	7.121252	5.204007	0.5777000	5.9814143
503	1999	126	1238	520	169	0.4890000	7.121252	5.129899	0.4890000	6.2538290
504	2000	126	1238	506	197	0.4448000	7.121252	5.283204	0.4448000	6.2265368
505	1997	127	335	292	81	0.9534000	5.814130	4.394449	0.9534000	5.6767540
506	1998	127	335	284	89	0.9568000	5.814130	4.488637	0.9568000	5.6489744
507	1999	127	335	284	90	0.9575000	5.814130	4.499810	0.9575000	5.6489744
508	2000	127	335	290	95	0.9516000	5.814130	4.553877	0.9516000	5.6698809
509	1997	128	290	198	79	0.9719000	5.669881	4.369448	0.9719000	5.2882671
510	1998	128	290	155	86	0.9712000	5.669881	4.454347	0.9712000	5.0434251
511	1999	128	290	179	86	0.9701999	5.669881	4.454347	0.9701999	5.1873860
512	2000	128	290	163	90	0.9820000	5.669881	4.499810	0.9820000	5.0937500
513	1997	129	754	201	109	0.7100000	6.625392	4.691348	0.7100000	5.3033047
514	1998	129	754	208	120	0.7648000	6.625392	4.787492	0.7648000	5.3375382
515	1999	129	754	251	121	0.7405000	6.625392	4.795791	0.7405000	5.5254531
516	2000	129	754	257	141	0.7776000	6.625392	4.948760	0.7776000	5.5490761
517	1997	130	446	188	116	0.5442000	6.100319	4.753590	0.5442000	5.2364421
518	1998	130	446	191	129	0.6267000	6.100319	4.859812	0.6267000	5.2522736
519	1999	130	446	212	128	0.6276000	6.100319	4.852030	0.6276000	5.3565865
520	2000	130	446	215	141	0.6773000	6.100319	4.948760	0.6773000	5.3706379
521	1997	131	1509	554	267	0.4572000	7.319202	5.587249	0.4572000	6.3171649
522	1998	131	1509	530	283	0.4039000	7.319202	5.645447	0.4039000	6.2728772
523	1999	131	1509	619	346	0.4295000	7.319202	5.846439	0.4295000	6.4281054
524	2000	131	1509	679	373	0.4375000	7.319202	5.921578	0.4375000	6.5206213
525	1997	132	996	230	146	0.4264000	6.903747	4.983607	0.4264000	5.4380794
526	1998	132	996	236	152	0.3959000	6.903747	5.023880	0.3959000	5.4638319
527	1999	132	996	270	159	0.3510000	6.903747	5.068904	0.3510000	5.5984221
528	2000	132	996	285	171	0.4144000	6.903747	5.141664	0.4144000	5.6524892
529	1997	133	868	552	134	0.5040000	6.766191	4.897840	0.5040000	6.3135481
530	1998	133	868	459	136	0.5141000	6.766191	4.912655	0.5141000	6.1290503
531	1999	133	868	568	138	0.4665000	6.766191	4.927254	0.4665000	6.3421216
532	2000	133	868	580	147	0.5145000	6.766191	4.990433	0.5145000	6.3630280
533	1997	134	1163	221	150	0.2863000	7.058758	5.010635	0.2863000	5.3981628
534	1998	134	1163	235	157	0.3313000	7.058758	5.056246	0.3313000	5.4595857
535	1999	134	1163	240	166	0.3321000	7.058758	5.111988	0.3321000	5.4806390
536	2000	134	1163	305	179	0.5128000	7.058758	5.187386	0.5128000	5.7203116
537	1997	135	1501	255	207	0.3659000	7.313887	5.332719	0.3659000	5.5412636
538	1998	135	1501	239	208	0.4055000	7.313887	5.337538	0.4055000	5.4764633
539	1999	135	1501	297	226	0.3719000	7.313887	5.420535	0.3719000	5.6937323
540	2000	135	1501	346	238	0.3978000	7.313887	5.472270	0.3978000	5.8464389
541	1997	136	1471	477	238	0.8068000	7.293698	5.472270	0.8068000	6.1675167
542	1998	136	1471	513	210	0.8783000	7.293698	5.347107	0.8783000	6.2402759
543	1999	136	1471	567	244	0.7942000	7.293698	5.497168	0.7942000	6.3403592
544	2000	136	1471	684	278	0.8037000	7.293698	5.627621	0.8037000	6.5279579
545	1997	137	1764	171	198	0.3420000	7.475339	5.288267	0.3420000	5.1416636
546	1998	137	1764	197	188	0.3302000	7.475339	5.236442	0.3302000	5.2832036
547	1999	137	1764	212	199	0.2573000	7.475339	5.293305	0.2573000	5.3565865
548	2000	137	1764	246	219	0.2445000	7.475339	5.389072	0.2445000	5.5053315
549	1997	138	718	211	159	0.5688000	6.576469	5.068904	0.5688000	5.3518581
550	1998	138	718	189	164	0.5780000	6.576469	5.099866	0.5780000	5.2417469
551	1999	138	718	210	176	0.4597000	6.576469	5.170484	0.4597000	5.3471074
552	2000	138	718	217	191	0.4682000	6.576469	5.252274	0.4682000	5.3798971
553	1997	139	1308	340	227	0.5275000	7.176255	5.424950	0.5275000	5.8289456
554	1998	139	1308	352	211	0.4252000	7.176255	5.351858	0.4252000	5.8636312
555	1999	139	1308	336	291	0.3615000	7.176255	5.673323	0.3615000	5.8171110
556	2000	139	1308	305	347	0.3055000	7.176255	5.849325	0.3055000	5.7203116
557	1997	140	682	391	100	0.6964000	6.525030	4.605170	0.6964000	5.9687076
558	1998	140	682	417	97	0.7811000	6.525030	4.574711	0.7811000	6.0330863
559	1999	140	682	460	103	0.7847000	6.525030	4.634729	0.7847000	6.1312265
560	2000	140	682	481	112	0.8060000	6.525030	4.718499	0.8060000	6.1758671
561	1997	141	370	854	131	0.9525000	5.913503	4.875197	0.9525000	6.7499313
562	1998	141	370	703	142	0.9647000	5.913503	4.955827	0.9647000	6.5553570
563	1999	141	370	708	142	0.9630001	5.913503	4.955827	0.9630001	6.5624442
564	2000	141	370	697	150	0.9626999	5.913503	5.010635	0.9626999	6.5467854
565	1997	142	360	240	248	0.9406000	5.886104	5.513429	0.9406000	5.4806390
566	1998	142	360	276	241	0.9350000	5.886104	5.484797	0.9350000	5.6204009
567	1999	142	360	275	237	0.9503000	5.886104	5.468060	0.9503000	5.6167712
568	2000	142	360	264	258	0.9179000	5.886104	5.552959	0.9179000	5.5759492
569	1997	143	611	2634	101	0.4013000	6.415097	4.615120	0.4013000	7.8762589
570	1998	143	611	2698	103	0.4045000	6.415097	4.634729	0.4045000	7.9002662
571	1999	143	611	2706	106	0.3684000	6.415097	4.663439	0.3684000	7.9032269
572	2000	143	611	2613	120	0.3692000	6.415097	4.787492	0.3692000	7.8682542
573	1997	144	430	142	256	0.8828000	6.063785	5.545178	0.8828000	4.9558272
574	1998	144	430	174	226	0.8011000	6.063785	5.420535	0.8011000	5.1590552
575	1999	144	430	153	257	0.8217000	6.063785	5.549076	0.8217000	5.0304379
576	2000	144	430	192	225	0.6987000	6.063785	5.416100	0.6987000	5.2574954
577	1997	145	314	1144	72	0.5087000	5.749393	4.276666	0.5087000	7.0422864
578	1998	145	314	1071	67	0.3896000	5.749393	4.204693	0.3896000	6.9763479
579	1999	145	314	1355	61	0.3931000	5.749393	4.110874	0.3931000	7.2115569
580	2000	145	314	1333	68	0.3935000	5.749393	4.219508	0.3935000	7.1951871
581	1997	146	337	112	146	0.5068000	5.820083	4.983607	0.5068000	4.7184987
582	1998	146	337	116	173	0.4610000	5.820083	5.153292	0.4610000	4.7535901
583	1999	146	337	93	134	0.4052000	5.820083	4.897840	0.4052000	4.5325994
584	2000	146	337	53	183	0.3918000	5.820083	5.209486	0.3918000	3.9702919
585	1997	147	1217	499	269	0.6945000	7.104144	5.594711	0.6945000	6.2126060
586	1998	147	1217	482	278	0.7216001	7.104144	5.627621	0.7216001	6.1779442
587	1999	147	1217	504	267	0.6557000	7.104144	5.587249	0.6557000	6.2225761
588	2000	147	1217	554	320	0.6118000	7.104144	5.768321	0.6118000	6.3171649
589	1997	148	1491	351	245	0.6878000	7.307202	5.501258	0.6878000	5.8607864
590	1998	148	1491	590	229	0.6862000	7.307202	5.433722	0.6862000	6.3801227
591	1999	148	1491	703	236	0.6465000	7.307202	5.463832	0.6465000	6.5553570
592	2000	148	1491	587	254	0.5750000	7.307202	5.537334	0.5750000	6.3750248
593	1997	149	408	757	102	0.9288000	6.011267	4.624973	0.9288000	6.6293631
594	1998	149	408	1134	96	0.6290000	6.011267	4.564348	0.6290000	7.0335064
595	1999	149	408	928	113	0.7624000	6.011267	4.727388	0.7624000	6.8330317
596	2000	149	408	811	152	0.8365000	6.011267	5.023880	0.8365000	6.6982679
597	1997	150	925	911	118	0.4933000	6.829794	4.770685	0.4933000	6.8145428
598	1998	150	925	976	120	0.5446000	6.829794	4.787492	0.5446000	6.8834624
599	1999	150	925	1070	116	0.5426000	6.829794	4.753590	0.5426000	6.9754138
600	2000	150	925	1116	124	0.5425000	6.829794	4.820282	0.5425000	7.0175061
601	1997	151	921	123	145	0.5383000	6.825460	4.976734	0.5383000	4.8121843
602	1998	151	921	120	147	0.6364000	6.825460	4.990433	0.6364000	4.7874918
603	1999	151	921	102	158	0.5283000	6.825460	5.062595	0.5283000	4.6249728
604	2000	151	921	218	140	0.7364000	6.825460	4.941642	0.7364000	5.3844953
605	1997	152	283	248	149	0.9711000	5.645447	5.003946	0.9711000	5.5134287
606	1998	152	283	238	147	0.9740000	5.645447	4.990433	0.9740000	5.4722705
607	1999	152	283	703	72	0.7046000	5.645447	4.276666	0.7046000	6.5553570
608	2000	152	283	1202	62	0.7041000	5.645447	4.127134	0.7041000	7.0917420
609	1997	153	1235	868	175	0.6000000	7.118826	5.164786	0.6000000	6.7661915
610	1998	153	1235	751	181	0.5625000	7.118826	5.198497	0.5625000	6.6214056
611	1999	153	1235	873	182	0.5532000	7.118826	5.204007	0.5532000	6.7719355
612	2000	153	1235	939	198	0.5269000	7.118826	5.288267	0.5269000	6.8448153
613	1997	154	516	330	134	0.7225000	6.246107	4.897840	0.7225000	5.7990928
614	1998	154	516	192	136	0.5090000	6.246107	4.912655	0.5090000	5.2574954
615	1999	154	516	228	142	0.4354000	6.246107	4.955827	0.4354000	5.4293456
616	2000	154	516	463	106	0.6775000	6.246107	4.663439	0.6775000	6.1377273
617	1997	155	663	432	110	0.5014000	6.496775	4.700481	0.5014000	6.0684257
618	1998	155	663	521	103	0.5368000	6.496775	4.634729	0.5368000	6.2557502
619	1999	155	663	623	99	0.5183000	6.496775	4.595120	0.5183000	6.4345465
620	2000	155	663	646	103	0.5490000	6.496775	4.634729	0.5490000	6.4707994
621	1997	156	967	451	133	0.3816000	6.874198	4.890349	0.3816000	6.1114674
622	1998	156	967	538	132	0.6155000	6.874198	4.882802	0.6155000	6.2878585
623	1999	156	967	499	140	0.6815000	6.874198	4.941642	0.6815000	6.2126060
624	2000	156	967	477	153	0.6968000	6.874198	5.030438	0.6968000	6.1675167
625	1997	157	2107	548	158	0.2721000	7.653020	5.062595	0.2721000	6.3062754
626	1998	157	2107	651	167	0.4431000	7.653020	5.117994	0.4431000	6.4785094
627	1999	157	2107	1068	152	0.4767000	7.653020	5.023880	0.4767000	6.9735432
628	2000	157	2107	990	159	0.4973000	7.653020	5.068904	0.4973000	6.8977051
629	1997	158	2330	976	240	0.4938000	7.753623	5.480639	0.4938000	6.8834624
630	1998	158	2330	1068	223	0.4509000	7.753623	5.407172	0.4509000	6.9735432
631	1999	158	2330	1409	215	0.3476000	7.753623	5.370638	0.3476000	7.2506356
632	2000	158	2330	1440	218	0.4164000	7.753623	5.384495	0.4164000	7.2723985
633	1997	159	495	598	70	0.8423001	6.204558	4.248495	0.8423001	6.3935909
634	1998	159	495	637	76	0.8861000	6.204558	4.330733	0.8861000	6.4567695
635	1999	159	495	684	74	0.8458000	6.204558	4.304065	0.8458000	6.5279579
636	2000	159	495	684	77	0.8771000	6.204558	4.343805	0.8771000	6.5279579
637	1997	160	946	238	174	0.6396000	6.852243	5.159055	0.6396000	5.4722705
638	1998	160	946	430	139	0.6990000	6.852243	4.934474	0.6990000	6.0637851
639	1999	160	946	396	134	0.6966000	6.852243	4.897840	0.6966000	5.9814143
640	2000	160	946	411	142	0.6785000	6.852243	4.955827	0.6785000	6.0185933
641	1997	161	936	256	288	0.8085000	6.841616	5.662960	0.8085000	5.5451775
642	1998	161	936	314	277	0.8174000	6.841616	5.624018	0.8174000	5.7493930
643	1999	161	936	271	293	0.8141000	6.841616	5.680172	0.8141000	5.6021190
644	2000	161	936	300	278	0.7627000	6.841616	5.627621	0.7627000	5.7037826
645	1997	162	587	723	84	0.8542000	6.375025	4.430817	0.8542000	6.5834093
646	1998	162	587	823	85	0.8904000	6.375025	4.442651	0.8904000	6.7129564
647	1999	162	587	847	89	0.8698000	6.375025	4.488637	0.8698000	6.7417006
648	2000	162	587	1014	94	0.8926000	6.375025	4.543295	0.8926000	6.9216580
649	1997	163	998	462	129	0.4813000	6.905753	4.859812	0.4813000	6.1355648
650	1998	163	998	465	124	0.4916000	6.905753	4.820282	0.4916000	6.1420374
651	1999	163	998	577	120	0.5327000	6.905753	4.787492	0.5327000	6.3578424
652	2000	163	998	649	131	0.5232000	6.905753	4.875197	0.5232000	6.4754329
653	1997	164	182	507	149	0.5685000	5.204007	5.003946	0.5685000	6.2285109
654	1998	164	182	467	146	0.5703000	5.204007	4.983607	0.5703000	6.1463294
655	1999	164	182	470	152	0.5683000	5.204007	5.023880	0.5683000	6.1527328
656	2000	164	182	369	178	0.6078000	5.204007	5.181784	0.6078000	5.9107966
657	1997	165	1183	185	156	0.2780000	7.075809	5.049856	0.2780000	5.2203560
658	1998	165	1183	187	160	0.2676000	7.075809	5.075174	0.2676000	5.2311087
659	1999	165	1183	213	154	0.3136000	7.075809	5.036952	0.3136000	5.3612924
660	2000	165	1183	211	168	0.3052000	7.075809	5.123964	0.3052000	5.3518581
661	1997	166	1028	121	132	0.2668000	6.935370	4.882802	0.2668000	4.7957907
662	1998	166	1028	124	141	0.3129000	6.935370	4.948760	0.3129000	4.8202815
663	1999	166	1028	138	142	0.2679000	6.935370	4.955827	0.2679000	4.9272537
664	2000	166	1028	128	148	0.2549000	6.935370	4.997212	0.2549000	4.8520303
665	1997	167	2288	157	194	0.2536000	7.735434	5.267858	0.2536000	5.0562458
666	1998	167	2288	125	208	0.2195000	7.735434	5.337538	0.2195000	4.8283138
667	1999	167	2288	211	184	0.2271000	7.735434	5.214936	0.2271000	5.3518581
668	2000	167	2288	235	184	0.2757000	7.735434	5.214936	0.2757000	5.4595857
669	1997	168	787	1273	110	0.5367000	6.668228	4.700481	0.5367000	7.1491318
670	1998	168	787	1356	104	0.6573001	6.668228	4.644391	0.6573001	7.2122946
671	1999	168	787	1551	104	0.5840000	6.668228	4.644391	0.5840000	7.3466554
672	2000	168	787	1643	114	0.6173000	6.668228	4.736198	0.6173000	7.4042792
673	1997	169	1999	765	162	0.2312000	7.600402	5.087596	0.2312000	6.6398759
674	1998	169	1999	835	173	0.4135000	7.600402	5.153292	0.4135000	6.7274318
675	1999	169	1999	1059	164	0.4290000	7.600402	5.099866	0.4290000	6.9650803
676	2000	169	1999	1108	171	0.4409000	7.600402	5.141664	0.4409000	7.0103121
677	1997	170	2362	206	218	0.3414000	7.767264	5.384495	0.3414000	5.3278761
678	1998	170	2362	237	228	0.2969000	7.767264	5.429346	0.2969000	5.4680600
679	1999	170	2362	333	191	0.2964000	7.767264	5.252274	0.2964000	5.8081427
680	2000	170	2362	347	190	0.2059000	7.767264	5.247024	0.2059000	5.8493247
681	1997	171	328	1557	55	0.7224000	5.793014	4.007333	0.7224000	7.3505163
682	1998	171	328	1864	58	0.6482000	5.793014	4.060443	0.6482000	7.5304799
683	1999	171	328	1998	60	0.6951000	5.793014	4.094345	0.6951000	7.5999022
684	2000	171	328	2165	65	0.6843000	5.793014	4.174387	0.6843000	7.6801758
685	1997	172	1866	316	165	0.2611000	7.531552	5.105946	0.2611000	5.7557421
686	1998	172	1866	275	179	0.2734000	7.531552	5.187386	0.2734000	5.6167712
687	1999	172	1866	342	161	0.3028000	7.531552	5.081404	0.3028000	5.8348107
688	2000	172	1866	354	178	0.2915000	7.531552	5.181784	0.2915000	5.8692970
689	1997	173	1408	314	177	0.2523000	7.249926	5.176150	0.2523000	5.7493930
690	1998	173	1408	347	176	0.4159000	7.249926	5.170484	0.4159000	5.8493247
691	1999	173	1408	450	155	0.4804000	7.249926	5.043425	0.4804000	6.1092477
692	2000	173	1408	403	172	0.4711000	7.249926	5.147494	0.4711000	5.9989367
693	1997	174	2297	552	183	0.2073000	7.739359	5.209486	0.2073000	6.3135481
694	1998	174	2297	584	193	0.1852000	7.739359	5.262690	0.1852000	6.3699012
695	1999	174	2297	680	185	0.1605000	7.739359	5.220356	0.1605000	6.5220928
696	2000	174	2297	764	193	0.1918000	7.739359	5.262690	0.1918000	6.6385679
697	1997	175	2458	737	271	0.4163000	7.807103	5.602119	0.4163000	6.6025877
698	1998	175	2458	832	252	0.4176000	7.807103	5.529429	0.4176000	6.7238326
699	1999	175	2458	1053	256	0.3702000	7.807103	5.545178	0.3702000	6.9593987
700	2000	175	2458	1107	255	0.4509000	7.807103	5.541264	0.4509000	7.0094090
701	1997	176	2441	310	182	0.3034000	7.800163	5.204007	0.3034000	5.7365723
702	1998	176	2441	265	194	0.3302000	7.800163	5.267858	0.3302000	5.5797300
703	1999	176	2441	303	220	0.2670000	7.800163	5.393628	0.2670000	5.7137327
704	2000	176	2441	340	240	0.2293000	7.800163	5.480639	0.2293000	5.8289456
705	1997	177	2337	479	190	0.2552000	7.756623	5.247024	0.2552000	6.1717005
706	1998	177	2337	510	204	0.2797000	7.756623	5.318120	0.2797000	6.2344108
707	1999	177	2337	570	199	0.2130000	7.756623	5.293305	0.2130000	6.3456364
708	2000	177	2337	589	209	0.2298000	7.756623	5.342334	0.2298000	6.3784261
709	1997	178	737	1057	108	0.5502000	6.602588	4.682131	0.5502000	6.9631901
710	1998	178	737	1058	115	0.6257000	6.602588	4.744932	0.6257000	6.9641356
711	1999	178	737	942	107	0.5526000	6.602588	4.672829	0.5526000	6.8480053
712	2000	178	737	1083	129	0.4754000	6.602588	4.859812	0.4754000	6.9874902
713	1997	179	842	888	115	0.5742000	6.735780	4.744932	0.5742000	6.7889719
714	1998	179	842	984	110	0.6385000	6.735780	4.700481	0.6385000	6.8916259
715	1999	179	842	1226	103	0.6028000	6.735780	4.634729	0.6028000	7.1115122
716	2000	179	842	1143	116	0.5760000	6.735780	4.753590	0.5760000	7.0414119
717	1997	180	883	243	138	0.8120000	6.783325	4.927254	0.8120000	5.4930615
718	1998	180	883	147	143	0.6982000	6.783325	4.962845	0.6982000	4.9904327
719	1999	180	883	326	125	0.9024000	6.783325	4.828314	0.9024000	5.7868972
720	2000	180	883	239	150	0.8908000	6.783325	5.010635	0.8908000	5.4764633
721	1997	181	383	224	104	0.7219000	5.948035	4.644391	0.7219000	5.4116459
722	1998	181	383	224	106	0.6373000	5.948035	4.663439	0.6373000	5.4116459
723	1999	181	383	184	121	0.5315000	5.948035	4.795791	0.5315000	5.2149358
724	2000	181	383	173	154	0.5477000	5.948035	5.036952	0.5477000	5.1532917
725	1997	182	253	141	146	0.9754000	5.533390	4.983607	0.9754000	4.9487600
726	1998	182	253	118	155	0.9899000	5.533390	5.043425	0.9899000	4.7706847
727	1999	182	253	109	185	0.9801000	5.533390	5.220356	0.9801000	4.6913481
728	2000	182	253	84	241	0.9728000	5.533390	5.484797	0.9728000	4.4308167
729	1997	183	570	430	123	0.5407000	6.345636	4.812184	0.5407000	6.0637851
730	1998	183	570	444	128	0.5515000	6.345636	4.852030	0.5515000	6.0958247
731	1999	183	570	469	123	0.5564000	6.345636	4.812184	0.5564000	6.1506028
732	2000	183	570	434	135	0.6343000	6.345636	4.905275	0.6343000	6.0730443
733	1997	184	597	224	198	0.5216000	6.391917	5.288267	0.5216000	5.4116459
734	1998	184	597	279	161	0.5041000	6.391917	5.081404	0.5041000	5.6312118
735	1999	184	597	286	163	0.4438000	6.391917	5.093750	0.4438000	5.6559920
736	2000	184	597	262	185	0.4389000	6.391917	5.220356	0.4389000	5.5683446
737	1997	185	626	143	159	0.3349000	6.439351	5.068904	0.3349000	4.9628448
738	1998	185	626	178	152	0.6127000	6.439351	5.023880	0.6127000	5.1817837
739	1999	185	626	175	149	0.6961000	6.439351	5.003946	0.6961000	5.1647859
740	2000	185	626	183	163	0.6698000	6.439351	5.093750	0.6698000	5.2094860
741	1997	186	570	354	118	0.5692000	6.345636	4.770685	0.5692000	5.8692970
742	1998	186	570	334	129	0.5954000	6.345636	4.859812	0.5954000	5.8111410
743	1999	186	570	324	131	0.5304000	6.345636	4.875197	0.5304000	5.7807436
744	2000	186	570	364	131	0.5603000	6.345636	4.875197	0.5603000	5.8971539
745	1997	187	1818	149	208	0.2394000	7.505492	5.337538	0.2394000	5.0039463
746	1998	187	1818	170	197	0.2186000	7.505492	5.283204	0.2186000	5.1357985
747	1999	187	1818	198	184	0.3880000	7.505492	5.214936	0.3880000	5.2882671
748	2000	187	1818	179	206	0.3848000	7.505492	5.327876	0.3848000	5.1873860
749	1997	188	321	377	68	0.9473000	5.771441	4.219508	0.9473000	5.9322453
750	1998	188	321	376	69	0.9607000	5.771441	4.234107	0.9607000	5.9295893
751	1999	188	321	387	65	0.9694000	5.771441	4.174387	0.9694000	5.9584246
752	2000	188	321	394	72	0.9631000	5.771441	4.276666	0.9631000	5.9763508
753	1997	189	862	259	261	0.5590000	6.759255	5.564520	0.5590000	5.5568280
754	1998	189	862	283	255	0.6423000	6.759255	5.541264	0.6423000	5.6454468
755	1999	189	862	381	208	0.3567000	6.759255	5.337538	0.3567000	5.9427996
756	2000	189	862	368	212	0.4217000	6.759255	5.356586	0.4217000	5.9080830
757	1997	190	478	219	88	0.7037000	6.169611	4.477337	0.7037000	5.3890719
758	1998	190	478	274	97	0.7306000	6.169611	4.574711	0.7306000	5.6131282
759	1999	190	478	255	102	0.7208000	6.169611	4.624973	0.7208000	5.5412636
760	2000	190	478	377	108	0.4967000	6.169611	4.682131	0.4967000	5.9322453
761	1997	191	411	152	112	0.4525000	6.018593	4.718499	0.4525000	5.0238805
762	1998	191	411	122	116	0.4159000	6.018593	4.753590	0.4159000	4.8040209
763	1999	191	411	198	100	0.5140000	6.018593	4.605170	0.5140000	5.2882671
764	2000	191	411	143	123	0.6041000	6.018593	4.812184	0.6041000	4.9628448
765	1997	192	460	273	94	0.7678000	6.131227	4.543295	0.7678000	5.6094718
766	1998	192	460	277	102	0.7938000	6.131227	4.624973	0.7938000	5.6240177
767	1999	192	460	302	98	0.8118000	6.131227	4.584968	0.8118000	5.7104268
768	2000	192	460	311	101	0.8092000	6.131227	4.615120	0.8092000	5.7397928
769	1997	193	937	186	119	0.9055001	6.842683	4.779123	0.9055001	5.2257466
770	1998	193	937	140	118	0.7669000	6.842683	4.770685	0.7669000	4.9416423
771	1999	193	937	146	128	0.8527000	6.842683	4.852030	0.8527000	4.9836068
772	2000	193	937	119	138	0.7406000	6.842683	4.927254	0.7406000	4.7791233
773	1997	194	650	172	210	0.6715000	6.476973	5.347107	0.6715000	5.1474943
774	1998	194	650	190	196	0.7679000	6.476973	5.278115	0.7679000	5.2470241
775	1999	194	650	175	230	0.7652000	6.476973	5.438079	0.7652000	5.1647859
776	2000	194	650	199	240	0.7284000	6.476973	5.480639	0.7284000	5.2933049
777	1997	195	520	244	86	0.8622000	6.253829	4.454347	0.8622000	5.4971681
778	1998	195	520	226	95	0.8479000	6.253829	4.553877	0.8479000	5.4205351
779	1999	195	520	248	96	0.8853000	6.253829	4.564348	0.8853000	5.5134287
780	2000	195	520	265	99	0.8798000	6.253829	4.595120	0.8798000	5.5797300
781	1997	196	675	217	110	0.4340000	6.514713	4.700481	0.4340000	5.3798971
782	1998	196	675	214	121	0.5127000	6.514713	4.795791	0.5127000	5.3659759
783	1999	196	675	280	118	0.5528000	6.514713	4.770685	0.5528000	5.6347895
784	2000	196	675	312	124	0.5399000	6.514713	4.820282	0.5399000	5.7430034
785	1997	197	736	213	119	0.5125000	6.601230	4.779123	0.5125000	5.3612924
786	1998	197	736	212	124	0.5151000	6.601230	4.820282	0.5151000	5.3565865
787	1999	197	736	242	132	0.5324000	6.601230	4.882802	0.5324000	5.4889379
788	2000	197	736	279	121	0.5638000	6.601230	4.795791	0.5638000	5.6312118
789	1997	198	344	674	69	0.5943000	5.840642	4.234107	0.5943000	6.5132303
790	1998	198	344	742	68	0.5461000	5.840642	4.219508	0.5461000	6.6093493
791	1999	198	344	738	71	0.5946000	5.840642	4.262680	0.5946000	6.6039438
792	2000	198	344	729	78	0.6155000	5.840642	4.356709	0.6155000	6.5916739
793	1997	199	335	141	64	0.9746000	5.814130	4.158883	0.9746000	4.9487600
794	1998	199	335	151	71	0.9626000	5.814130	4.262680	0.9626000	5.0172796
795	1999	199	335	147	71	0.9845000	5.814130	4.262680	0.9845000	4.9904327
796	2000	199	335	162	72	0.9839000	5.814130	4.276666	0.9839000	5.0875964
797	1997	200	291	356	58	0.5596000	5.673323	4.060443	0.5596000	5.8749309
798	1998	200	291	360	70	0.5442000	5.673323	4.248495	0.5442000	5.8861041
799	1999	200	291	404	64	0.5047000	5.673323	4.158883	0.5047000	6.0014148
800	2000	200	291	405	69	0.5050000	5.673323	4.234107	0.5050000	6.0038872
801	1997	201	522	281	122	0.9512000	6.257668	4.804021	0.9512000	5.6383548
802	1998	201	522	281	125	0.9517000	6.257668	4.828314	0.9517000	5.6383548
803	1999	201	522	259	126	0.9480000	6.257668	4.836282	0.9480000	5.5568280
804	2000	201	522	225	143	0.9531000	6.257668	4.962845	0.9531000	5.4161005
805	1997	202	399	779	69	0.5339000	5.988961	4.234107	0.5339000	6.6580110
806	1998	202	399	888	69	0.5692000	5.988961	4.234107	0.5692000	6.7889719
807	1999	202	399	904	68	0.5011000	5.988961	4.219508	0.5011000	6.8068295
808	2000	202	399	831	80	0.5100000	5.988961	4.382027	0.5100000	6.7226300
809	1997	203	287	374	58	0.6874000	5.659482	4.060443	0.6874000	5.9242558
810	1998	203	287	382	60	0.6151000	5.659482	4.094345	0.6151000	5.9454207
811	1999	203	287	427	60	0.6454000	5.659482	4.094345	0.6454000	6.0567842
812	2000	203	287	445	66	0.6772000	5.659482	4.189655	0.6772000	6.0980744
813	1997	204	396	331	176	0.8757000	5.981414	5.170484	0.8757000	5.8021183
814	1998	204	396	293	182	0.8785000	5.981414	5.204007	0.8785000	5.6801724
815	1999	204	396	257	197	0.8944000	5.981414	5.283204	0.8944000	5.5490761
816	2000	204	396	212	210	0.9307000	5.981414	5.347107	0.9307000	5.3565865
817	1997	205	727	448	229	0.8966000	6.588926	5.433722	0.8966000	6.1047931
818	1998	205	727	440	219	0.8831000	6.588926	5.389072	0.8831000	6.0867748
819	1999	205	727	473	233	0.9146000	6.588926	5.451038	0.9146000	6.1590953
820	2000	205	727	389	271	0.9206000	6.588926	5.602119	0.9206000	5.9635792
821	1997	206	867	2471	211	0.4635000	6.765039	5.351858	0.4635000	7.8123784
822	1998	206	867	2167	219	0.4909000	6.765039	5.389072	0.4909000	7.6810989
823	1999	206	867	1928	271	0.4869000	6.765039	5.602119	0.4869000	7.5642385
824	2000	206	867	2309	243	0.4289000	6.765039	5.493061	0.4289000	7.7445698
825	1997	207	752	347	280	0.8822000	6.622737	5.634790	0.8822000	5.8493247
826	1998	207	752	341	293	0.9061000	6.622737	5.680172	0.9061000	5.8318825
827	1999	207	752	413	256	0.8775000	6.622737	5.545178	0.8775000	6.0234475
828	2000	207	752	374	263	0.8706000	6.622737	5.572154	0.8706000	5.9242558
829	1997	208	563	414	252	0.8586000	6.333280	5.529429	0.8586000	6.0258660
830	1998	208	563	359	231	0.8677000	6.333280	5.442418	0.8677000	5.8833222
831	1999	208	563	481	219	0.7665000	6.333280	5.389072	0.7665000	6.1758671
832	2000	208	563	402	251	0.8360000	6.333280	5.525453	0.8360000	5.9964519
833	1997	209	1783	120	249	0.2725000	7.486053	5.517453	0.2725000	4.7874918
834	1998	209	1783	106	281	0.5179000	7.486053	5.638355	0.5179000	4.6634393
835	1999	209	1783	85	311	0.5025000	7.486053	5.739793	0.5025000	4.4426513
836	2000	209	1783	139	250	0.4039000	7.486053	5.521461	0.4039000	4.9344740
837	1997	210	640	365	158	0.6121000	6.461468	5.062595	0.6121000	5.8998976
838	1998	210	640	429	153	0.6159000	6.461468	5.030438	0.6159000	6.0614572
839	1999	210	640	524	136	0.6226000	6.461468	4.912655	0.6226000	6.2614918
840	2000	210	640	323	195	0.4237000	6.461468	5.273000	0.4237000	5.7776523
841	1997	211	1562	1057	352	0.6406000	7.353722	5.863631	0.6406000	6.9631901
842	1998	211	1562	1164	319	0.6758000	7.353722	5.765191	0.6758000	7.0596175
843	1999	211	1562	1135	319	0.6257000	7.353722	5.765191	0.6257000	7.0343881
844	2000	211	1562	1216	364	0.5827000	7.353722	5.897154	0.5827000	7.1033220
845	1997	212	1754	900	243	0.6734000	7.469654	5.493061	0.6734000	6.8023949
846	1998	212	1754	862	266	0.6787000	7.469654	5.583496	0.6787000	6.7592554
847	1999	212	1754	970	258	0.6975000	7.469654	5.552959	0.6975000	6.8772960
848	2000	212	1754	1043	273	0.6377000	7.469654	5.609472	0.6377000	6.9498563
849	1997	213	632	733	256	0.8716000	6.448889	5.545178	0.8716000	6.5971456
850	1998	213	632	731	245	0.8664000	6.448889	5.501258	0.8664000	6.5944133
851	1999	213	632	720	262	0.8511000	6.448889	5.568345	0.8511000	6.5792513
852	2000	213	632	647	274	0.8533000	6.448889	5.613128	0.8533000	6.4723463
853	1997	214	1237	841	142	0.4747000	7.120444	4.955827	0.4747000	6.7345915
854	1998	214	1237	1217	137	0.6061000	7.120444	4.919981	0.6061000	7.1041441
855	1999	214	1237	1430	132	0.5701000	7.120444	4.882802	0.5701000	7.2654295
856	2000	214	1237	1682	135	0.5671000	7.120444	4.905275	0.5671000	7.4277387
857	1997	215	1249	663	138	0.7810000	7.130098	4.927254	0.7810000	6.4967752
858	1998	215	1249	676	136	0.7555000	7.130098	4.912655	0.7555000	6.5161929
859	1999	215	1249	767	136	0.7907000	7.130098	4.912655	0.7907000	6.6424866
860	2000	215	1249	745	142	0.7858000	7.130098	4.955827	0.7858000	6.6133842
861	1997	216	646	173	208	0.5408000	6.470799	5.337538	0.5408000	5.1532917
862	1998	216	646	203	168	0.5315000	6.470799	5.123964	0.5315000	5.3132062
863	1999	216	646	161	168	0.6422000	6.470799	5.123964	0.6422000	5.0814042
864	2000	216	646	241	154	0.8257000	6.470799	5.036952	0.8257000	5.4847970
865	1997	217	1597	531	345	0.6942000	7.375882	5.843545	0.6942000	6.2747622
866	1998	217	1597	594	338	0.6314000	7.375882	5.823046	0.6314000	6.3868794
867	1999	217	1597	646	317	0.7035000	7.375882	5.758902	0.7035000	6.4707994
868	2000	217	1597	739	317	0.7258999	7.375882	5.758902	0.7258999	6.6052980
869	1997	218	818	266	244	0.6199000	6.706862	5.497168	0.6199000	5.5834961
870	1998	218	818	245	220	0.4851000	6.706862	5.393628	0.4851000	5.5012584
871	1999	218	818	297	210	0.4781000	6.706862	5.347107	0.4781000	5.6937323
872	2000	218	818	320	207	0.6254000	6.706862	5.332719	0.6254000	5.7683210
873	1997	219	1012	255	150	0.5260000	6.919684	5.010635	0.5260000	5.5412636
874	1998	219	1012	236	144	0.4965000	6.919684	4.969813	0.4965000	5.4638319
875	1999	219	1012	277	128	0.4017000	6.919684	4.852030	0.4017000	5.6240177
876	2000	219	1012	271	132	0.4697000	6.919684	4.882802	0.4697000	5.6021190
877	1997	220	1258	325	232	0.4712000	7.137279	5.446737	0.4712000	5.7838254
878	1998	220	1258	326	223	0.4512000	7.137279	5.407172	0.4512000	5.7868972
879	1999	220	1258	338	229	0.4801000	7.137279	5.433722	0.4801000	5.8230457
880	2000	220	1258	319	228	0.4268000	7.137279	5.429346	0.4268000	5.7651911
881	1997	221	2611	1523	334	0.3916000	7.867488	5.811141	0.3916000	7.3284373
882	1998	221	2611	1800	290	0.4145000	7.867488	5.669881	0.4145000	7.4955420
883	1999	221	2611	1374	364	0.4043000	7.867488	5.897154	0.4043000	7.2254815
884	2000	221	2611	1592	366	0.3686000	7.867488	5.902633	0.3686000	7.3727465
885	1997	222	1140	212	232	0.7708000	7.038784	5.446737	0.7708000	5.3565865
886	1998	222	1140	207	189	0.7246000	7.038784	5.241747	0.7246000	5.3327188
887	1999	222	1140	249	191	0.6793000	7.038784	5.252274	0.6793000	5.5174527
888	2000	222	1140	242	211	0.7825000	7.038784	5.351858	0.7825000	5.4889379
889	1997	223	1258	850	182	0.7296000	7.137279	5.204007	0.7296000	6.7452364
890	1998	223	1258	813	185	0.7048000	7.137279	5.220356	0.7048000	6.7007313
891	1999	223	1258	807	190	0.7204000	7.137279	5.247024	0.7204000	6.6933236
892	2000	223	1258	760	198	0.7020000	7.137279	5.288267	0.7020000	6.6333184
893	1997	224	860	336	219	0.7268000	6.756932	5.389072	0.7268000	5.8171110
894	1998	224	860	293	213	0.7422000	6.756932	5.361292	0.7422000	5.6801724
895	1999	224	860	336	195	0.6669000	6.756932	5.273000	0.6669000	5.8171110
896	2000	224	860	334	223	0.6713000	6.756932	5.407172	0.6713000	5.8111410
897	1997	225	1124	661	343	0.7727000	7.024649	5.837730	0.7727000	6.4937539
898	1998	225	1124	730	280	0.8200000	7.024649	5.634790	0.8200000	6.5930448
899	1999	225	1124	1007	220	0.7711000	7.024649	5.393628	0.7711000	6.9147310
900	2000	225	1124	1010	247	0.7626000	7.024649	5.509388	0.7626000	6.9177055
901	1997	226	739	115	119	0.7811000	6.605298	4.779123	0.7811000	4.7449322
902	1998	226	739	126	129	0.6920000	6.605298	4.859812	0.6920000	4.8362818
903	1999	226	739	169	107	0.6752000	6.605298	4.672829	0.6752000	5.1298985
904	2000	226	739	204	101	0.6231000	6.605298	4.615120	0.6231000	5.3181200
905	1997	227	944	265	174	0.4817000	6.850126	5.159055	0.4817000	5.5797300
906	1998	227	944	208	172	0.4694000	6.850126	5.147494	0.4694000	5.3375382
907	1999	227	944	215	162	0.4949000	6.850126	5.087596	0.4949000	5.3706379
908	2000	227	944	161	251	0.4959000	6.850126	5.525453	0.4959000	5.0814042
909	1997	228	1368	343	179	0.3011000	7.221105	5.187386	0.3011000	5.8377304
910	1998	228	1368	403	156	0.2784000	7.221105	5.049856	0.2784000	5.9989367
911	1999	228	1368	398	156	0.2889000	7.221105	5.049856	0.2889000	5.9864521
912	2000	228	1368	428	163	0.3265000	7.221105	5.093750	0.3265000	6.0591230
913	1997	229	185	6563	129	0.4099000	5.220356	4.859812	0.4099000	8.7892027
914	1998	229	185	6415	134	0.4284000	5.220356	4.897840	0.4284000	8.7663946
915	1999	229	185	7096	139	0.4343000	5.220356	4.934474	0.4343000	8.8672867
916	2000	229	185	6883	145	0.4276000	5.220356	4.976734	0.4276000	8.8368101
917	1997	230	468	210	160	0.8243000	6.148468	5.075174	0.8243000	5.3471074
918	1998	230	468	183	170	0.8761000	6.148468	5.135798	0.8761000	5.2094860
919	1999	230	468	197	169	0.7085000	6.148468	5.129899	0.7085000	5.2832036
920	2000	230	468	180	192	0.4571000	6.148468	5.257495	0.4571000	5.1929569
921	1997	231	1121	2021	126	0.8033000	7.021977	4.836282	0.8033000	7.6113477
922	1998	231	1121	2039	123	0.7515000	7.021977	4.812184	0.7515000	7.6202149
923	1999	231	1121	2260	118	0.6510000	7.021977	4.770685	0.6510000	7.7231202
924	2000	231	1121	2306	129	0.5943000	7.021977	4.859812	0.5943000	7.7432699
925	1997	232	280	1662	146	0.9078000	5.634790	4.983607	0.9078000	7.4157772
926	1998	232	280	1782	136	0.8759000	5.634790	4.912655	0.8759000	7.4854918
927	1999	232	280	2025	145	0.7972000	5.634790	4.976734	0.7972000	7.6133251
928	2000	232	280	1602	207	0.7869000	5.634790	5.332719	0.7869000	7.3790083
929	1997	233	2301	658	238	0.4415000	7.741099	5.472270	0.4415000	6.4892049
930	1998	233	2301	527	266	0.4052000	7.741099	5.583496	0.4052000	6.2672005
931	1999	233	2301	615	236	0.3469000	7.741099	5.463832	0.3469000	6.4216223
932	2000	233	2301	538	294	0.3942000	7.741099	5.683580	0.3942000	6.2878585
933	1997	234	496	632	217	0.9247000	6.206576	5.379897	0.9247000	6.4488893
934	1998	234	496	628	217	0.8458000	6.206576	5.379897	0.8458000	6.4425402
935	1999	234	496	730	193	0.9318000	6.206576	5.262690	0.9318000	6.5930448
936	2000	234	496	641	237	0.9435000	6.206576	5.468060	0.9435000	6.4630294
937	1997	235	2541	246	339	0.2967000	7.840313	5.826000	0.2967000	5.5053315
938	1998	235	2541	259	325	0.4114000	7.840313	5.783825	0.4114000	5.5568280
939	1999	235	2541	208	382	0.3158000	7.840313	5.945421	0.3158000	5.3375382
940	2000	235	2541	225	398	0.3150000	7.840313	5.986452	0.3150000	5.4161005
941	1997	236	612	537	193	0.6280000	6.416732	5.262690	0.6280000	6.2859979
942	1998	236	612	585	187	0.6442000	6.416732	5.231109	0.6442000	6.3716121
943	1999	236	612	741	132	0.5082000	6.416732	4.882802	0.5082000	6.6080008
944	2000	236	612	746	146	0.5850000	6.416732	4.983607	0.5850000	6.6147256
945	1997	237	474	187	202	0.7753000	6.161207	5.308268	0.7753000	5.2311087
946	1998	237	474	175	213	0.8587000	6.161207	5.361292	0.8587000	5.1647859
947	1999	237	474	211	200	0.8078000	6.161207	5.298317	0.8078000	5.3518581
948	2000	237	474	233	222	0.6597000	6.161207	5.402678	0.6597000	5.4510384
949	1997	238	343	278	153	0.9284000	5.837730	5.030438	0.9284000	5.6276212
950	1998	238	343	279	125	0.9144000	5.837730	4.828314	0.9144000	5.6312118
951	1999	238	343	243	152	0.9431000	5.837730	5.023880	0.9431000	5.4930615
952	2000	238	343	334	172	0.7229000	5.837730	5.147494	0.7229000	5.8111410
953	1997	239	2642	121	324	0.3262000	7.879291	5.780744	0.3262000	4.7957907
954	1998	239	2642	104	358	0.4460000	7.879291	5.880533	0.4460000	4.6443911
955	1999	239	2642	113	375	0.4058000	7.879291	5.926926	0.4058000	4.7273879
956	2000	239	2642	118	407	0.4413000	7.879291	6.008813	0.4413000	4.7706847
957	1997	240	2106	242	289	0.7070000	7.652546	5.666427	0.7070000	5.4889379
958	1998	240	2106	274	300	0.6870000	7.652546	5.703783	0.6870000	5.6131282
959	1999	240	2106	284	311	0.6250000	7.652546	5.739793	0.6250000	5.6489744
960	2000	240	2106	309	300	0.6394000	7.652546	5.703783	0.6394000	5.7333412
961	1997	241	2588	490	276	0.2872000	7.858641	5.620401	0.2872000	6.1944056
962	1998	241	2588	434	312	0.4348000	7.858641	5.743003	0.4348000	6.0730443
963	1999	241	2588	394	331	0.4564000	7.858641	5.802118	0.4564000	5.9763508
964	2000	241	2588	463	352	0.4025000	7.858641	5.863631	0.4025000	6.1377273
965	1997	242	2704	1548	460	0.6285000	7.902487	6.131227	0.6285000	7.3447189
966	1998	242	2704	1811	382	0.5733000	7.902487	5.945421	0.5733000	7.5016346
967	1999	242	2704	1709	453	0.5562000	7.902487	6.115892	0.5562000	7.4436636
968	2000	242	2704	1815	488	0.4996000	7.902487	6.190315	0.4996000	7.5038409
969	1997	243	2689	473	459	0.6745000	7.896924	6.129050	0.6745000	6.1590953
970	1998	243	2689	550	408	0.6572000	7.896924	6.011267	0.6572000	6.3099184
971	1999	243	2689	530	452	0.7043000	7.896924	6.113682	0.7043000	6.2728772
972	2000	243	2689	601	522	0.7095000	7.896924	6.257668	0.7095000	6.3985949
973	1997	244	2592	212	363	0.3129000	7.860185	5.894403	0.3129000	5.3565865
974	1998	244	2592	175	403	0.2757000	7.860185	5.998937	0.2757000	5.1647859
975	1999	244	2592	209	363	0.2270000	7.860185	5.894403	0.2270000	5.3423343
976	2000	244	2592	177	410	0.2623000	7.860185	6.016157	0.2623000	5.1761498
977	1997	245	1222	193	136	0.6413000	7.108244	4.912655	0.6413000	5.2626901
978	1998	245	1222	162	138	0.4960000	7.108244	4.927254	0.4960000	5.0875964
979	1999	245	1222	147	143	0.4841000	7.108244	4.962845	0.4841000	4.9904327
980	2000	245	1222	121	153	0.4363000	7.108244	5.030438	0.4363000	4.7957907
981	1997	246	2497	552	301	0.4117000	7.822845	5.707110	0.4117000	6.3135481
982	1998	246	2497	537	299	0.3630000	7.822845	5.700444	0.3630000	6.2859979
983	1999	246	2497	527	334	0.3266000	7.822845	5.811141	0.3266000	6.2672005
984	2000	246	2497	500	363	0.2817000	7.822845	5.894403	0.2817000	6.2146082
985	1997	247	1046	344	310	0.7197000	6.952729	5.736572	0.7197000	5.8406415
986	1998	247	1046	338	309	0.7878000	6.952729	5.733341	0.7878000	5.8230457
987	1999	247	1046	322	336	0.7254000	6.952729	5.817111	0.7254000	5.7745514
988	2000	247	1046	319	370	0.7421000	6.952729	5.913503	0.7421000	5.7651911
989	1997	248	1185	1103	137	0.5171000	7.077498	4.919981	0.5171000	7.0057888
990	1998	248	1185	1034	126	0.5600000	7.077498	4.836282	0.5600000	6.9411902
991	1999	248	1185	1226	125	0.4527000	7.077498	4.828314	0.4527000	7.1115122
992	2000	248	1185	1224	133	0.5312000	7.077498	4.890349	0.5312000	7.1098795
993	1997	249	406	3362	141	0.7144001	6.006353	4.948760	0.7144001	8.1202917
994	1998	249	406	3667	126	0.7758000	6.006353	4.836282	0.7758000	8.2071295
995	1999	249	406	4052	121	0.6375000	6.006353	4.795791	0.6375000	8.3069658
996	2000	249	406	3625	152	0.6004000	6.006353	5.023880	0.6004000	8.1956091
997	1997	250	1197	1037	149	0.7020000	7.087574	5.003946	0.7020000	6.9440870
998	1998	250	1197	863	152	0.7373000	7.087574	5.023880	0.7373000	6.7604146
999	1999	250	1197	1028	145	0.5175000	7.087574	4.976734	0.5175000	6.9353704
1000	2000	250	1197	863	153	0.5532000	7.087574	5.030438	0.5532000	6.7604146
1001	1997	251	473	329	206	0.4658000	6.159095	5.327876	0.4658000	5.7960577
1002	1998	251	473	307	208	0.4683000	6.159095	5.337538	0.4683000	5.7268476
1003	1999	251	473	690	99	0.3514000	6.159095	4.595120	0.3514000	6.5366917
1004	2000	251	473	537	120	0.4105000	6.159095	4.787492	0.4105000	6.2859979
1005	1997	252	1167	157	133	0.5477000	7.062191	4.890349	0.5477000	5.0562458
1006	1998	252	1167	171	126	0.4745000	7.062191	4.836282	0.4745000	5.1416636
1007	1999	252	1167	182	130	0.4710000	7.062191	4.867535	0.4710000	5.2040067
1008	2000	252	1167	304	115	0.3570000	7.062191	4.744932	0.3570000	5.7170277
1009	1997	253	1989	215	168	0.3602000	7.595388	5.123964	0.3602000	5.3706379
1010	1998	253	1989	241	180	0.2838000	7.595388	5.192957	0.2838000	5.4847970
1011	1999	253	1989	227	195	0.3112000	7.595388	5.273000	0.3112000	5.4249501
1012	2000	253	1989	320	166	0.5058000	7.595388	5.111988	0.5058000	5.7683210
1013	1997	254	292	1133	142	0.5831000	5.676754	4.955827	0.5831000	7.0326242
1014	1998	254	292	1222	125	0.5704000	5.676754	4.828314	0.5704000	7.1082439
1015	1999	254	292	1141	145	0.5910000	5.676754	4.976734	0.5910000	7.0396605
1016	2000	254	292	2022	96	0.4271000	5.676754	4.564348	0.4271000	7.6118426
1017	1997	255	1011	443	116	0.4081000	6.918695	4.753590	0.4081000	6.0935698
1018	1998	255	1011	552	102	0.5211000	6.918695	4.624973	0.5211000	6.3135481
1019	1999	255	1011	519	111	0.6385000	6.918695	4.709530	0.6385000	6.2519040
1020	2000	255	1011	700	107	0.3646000	6.918695	4.672829	0.3646000	6.5510802
1021	1997	256	279	224	196	0.9617000	5.631212	5.278115	0.9617000	5.4116459
1022	1998	256	279	215	201	0.9536000	5.631212	5.303305	0.9536000	5.3706379
1023	1999	256	279	178	213	0.9622000	5.631212	5.361292	0.9622000	5.1817837
1024	2000	256	279	161	255	0.9588000	5.631212	5.541264	0.9588000	5.0814042
1025	1997	257	1055	182	136	0.6327000	6.961296	4.912655	0.6327000	5.2040067
1026	1998	257	1055	224	122	0.5381000	6.961296	4.804021	0.5381000	5.4116459
1027	1999	257	1055	273	124	0.5539000	6.961296	4.820282	0.5539000	5.6094718
1028	2000	257	1055	395	107	0.4205000	6.961296	4.672829	0.4205000	5.9788857
1029	1997	258	296	240	157	0.8440000	5.690360	5.056246	0.8440000	5.4806390
1030	1998	258	296	215	161	0.8520000	5.690360	5.081404	0.8520000	5.3706379
1031	1999	258	296	212	160	0.8607000	5.690360	5.075174	0.8607000	5.3565865
1032	2000	258	296	120	169	0.9004000	5.690360	5.129899	0.9004000	4.7874918
1033	1997	259	851	148	167	0.8773000	6.746412	5.117994	0.8773000	4.9972124
1034	1998	259	851	114	220	0.8698000	6.746412	5.393628	0.8698000	4.7361984
1035	1999	259	851	118	229	0.8914000	6.746412	5.433722	0.8914000	4.7706847
1036	2000	259	851	123	233	0.8680000	6.746412	5.451038	0.8680000	4.8121843
1037	1997	260	223	1652	67	0.9835000	5.407172	4.204693	0.9835000	7.4097419
1038	1998	260	223	1693	67	0.9905000	5.407172	4.204693	0.9905000	7.4342575
1039	1999	260	223	1855	67	0.9996000	5.407172	4.204693	0.9996000	7.5256400
1040	2000	260	223	1823	71	0.9994000	5.407172	4.262680	0.9994000	7.5082388
1041	1997	261	325	2154	68	0.9996000	5.783825	4.219508	0.9996000	7.6750817
1042	1998	261	325	2268	73	0.9923000	5.783825	4.290460	0.9923000	7.7266536
1043	1999	261	325	2329	78	0.9944000	5.783825	4.356709	0.9944000	7.7531943
1044	2000	261	325	2426	83	0.9939000	5.783825	4.418840	0.9939000	7.7939992
1045	1997	262	369	1159	57	0.6824000	5.910797	4.043051	0.6824000	7.0553126
1046	1998	262	369	1251	61	0.6690000	5.910797	4.110874	0.6690000	7.1316986
1047	1999	262	369	1357	60	0.6281000	5.910797	4.094345	0.6281000	7.2130318
1048	2000	262	369	1254	66	0.6340000	5.910797	4.189655	0.6340000	7.1340938
1049	1997	263	817	384	119	0.6897000	6.705639	4.779123	0.6897000	5.9506426
1050	1998	263	817	408	119	0.7433000	6.705639	4.779123	0.7433000	6.0112672
1051	1999	263	817	423	122	0.7609000	6.705639	4.804021	0.7609000	6.0473723
1052	2000	263	817	440	136	0.7399000	6.705639	4.912655	0.7399000	6.0867748
1053	1997	264	374	198	75	0.8925000	5.924256	4.317488	0.8925000	5.2882671
1054	1998	264	374	199	87	0.8119000	5.924256	4.465908	0.8119000	5.2933049
1055	1999	264	374	177	91	0.9065000	5.924256	4.510859	0.9065000	5.1761498
1056	2000	264	374	185	95	0.9248000	5.924256	4.553877	0.9248000	5.2203560
1057	1997	265	358	1474	61	0.9922000	5.880533	4.110874	0.9922000	7.2957349
1058	1998	265	358	1557	70	0.9837000	5.880533	4.248495	0.9837000	7.3505163
1059	1999	265	358	1568	76	0.9847000	5.880533	4.330733	0.9847000	7.3575563
1060	2000	265	358	1620	81	0.9834000	5.880533	4.394449	0.9834000	7.3901815
1061	1997	266	326	1537	87	0.9974000	5.786897	4.465908	0.9974000	7.3375878
1062	1998	266	326	1482	83	0.9979000	5.786897	4.418840	0.9979000	7.3011479
1063	1999	266	326	1380	93	0.9983000	5.786897	4.532599	0.9983000	7.2298388
1064	2000	266	326	1169	105	0.9981000	5.786897	4.653960	0.9981000	7.0639038
1065	1997	267	296	1264	66	0.9998000	5.690360	4.189655	0.9998000	7.1420364
1066	1998	267	296	1353	68	0.8222000	5.690360	4.219508	0.8222000	7.2100797
1067	1999	267	296	1273	76	0.9996000	5.690360	4.330733	0.9996000	7.1491318
1068	2000	267	296	1319	83	0.9996000	5.690360	4.418840	0.9996000	7.1846290
1069	1997	268	937	596	118	0.6764000	6.842683	4.770685	0.6764000	6.3902407
1070	1998	268	937	651	121	0.7287000	6.842683	4.795791	0.7287000	6.4785094
1071	1999	268	937	654	131	0.7751000	6.842683	4.875197	0.7751000	6.4831076
1072	2000	268	937	743	143	0.7250000	6.842683	4.962845	0.7250000	6.6106958
1073	1997	269	262	193	171	0.5197000	5.568345	5.141664	0.5197000	5.2626901
1074	1998	269	262	203	162	0.5652000	5.568345	5.087596	0.5652000	5.3132062
1075	1999	269	262	206	175	0.5327000	5.568345	5.164786	0.5327000	5.3278761
1076	2000	269	262	483	91	0.4571000	5.568345	4.510859	0.4571000	6.1800165
1077	1997	270	761	179	172	0.5237000	6.634633	5.147494	0.5237000	5.1873860
1078	1998	270	761	167	194	0.4847000	6.634633	5.267858	0.4847000	5.1179938
1079	1999	270	761	117	220	0.4731000	6.634633	5.393628	0.4731000	4.7621741
1080	2000	270	761	108	177	0.4975000	6.634633	5.176150	0.4975000	4.6821313
1081	1997	271	634	490	156	0.3450000	6.452049	5.049856	0.3450000	6.1944056
1082	1998	271	634	478	160	0.4362000	6.452049	5.075174	0.4362000	6.1696105
1083	1999	271	634	458	180	0.3802000	6.452049	5.192957	0.3802000	6.1268692
1084	2000	271	634	453	186	0.4320000	6.452049	5.225747	0.4320000	6.1158919
1085	1997	272	444	171	186	0.8454000	6.095825	5.225747	0.8454000	5.1416636
1086	1998	272	444	185	182	0.7958000	6.095825	5.204007	0.7958000	5.2203560
1087	1999	272	444	182	217	0.8018000	6.095825	5.379897	0.8018000	5.2040067
1088	2000	272	444	187	167	0.7273000	6.095825	5.117994	0.7273000	5.2311087
1089	1997	273	599	572	254	0.5682000	6.395262	5.537334	0.5682000	6.3491392
1090	1998	273	599	626	253	0.5659000	6.395262	5.533390	0.5659000	6.4393506
1091	1999	273	599	618	256	0.5943000	6.395262	5.545178	0.5943000	6.4264884
1092	2000	273	599	644	248	0.6220000	6.395262	5.513429	0.6220000	6.4676986
1093	1997	274	430	186	240	0.8946000	6.063785	5.480639	0.8946000	5.2257466
1094	1998	274	430	192	233	0.9053000	6.063785	5.451038	0.9053000	5.2574954
1095	1999	274	430	193	245	0.7176999	6.063785	5.501258	0.7176999	5.2626901
1096	2000	274	430	187	249	0.6362000	6.063785	5.517453	0.6362000	5.2311087
1097	1997	275	937	593	229	0.5132000	6.842683	5.433722	0.5132000	6.3851943
1098	1998	275	937	491	270	0.5547000	6.842683	5.598422	0.5547000	6.1964440
1099	1999	275	937	423	292	0.5189000	6.842683	5.676754	0.5189000	6.0473723

1.2 Thông tin tổng quan

Để kiểm tra xem tmp có phải là 1 data frame không, thì ta dùng câu lệnh “is.data.frame(tmp)”. Nếu cho kết quả là True thì tmp là một data frame và ngược lại.

is.data.frame(tmp)

## [1] TRUE

• Dùng câu lệnh “length(tmp)”, biết được bảng dữ liệu gồm có 11 cột

• Dùng câu lệnh “names(tmp)”, biết được tên của các cột có trong bảng

• Dùng câu lệnh “dim(tpm)”, biết được số hàng/ số quan sát và số cột/ số biến có trong bảng. Và kết quả thu được là tmp gồm có 1099 hàng và 11 cột.

length(tmp) 

## [1] 11

names(tmp)

##  [1] "STT"     "year"    "id"      "dist"    "passen"  "fare"    "bmktshr"
##  [8] "ldist"   "lfare"   "concen"  "lpassen"

dim(tmp)

## [1] 1099   11

Hoặc sử dụng câu lệnh “skim(tmp)”, sẽ thu được tên bảng dữ liệu, số hàng, số cột có trong bảng dữ liệu, phân vi thứ 0, 25,50(trung vị), 75, 100 và biểu đồ cùng một lúc.

Và để sử dụng câu lệnh “skim()” thì phải gọi nó bằng câu lệnh “library(skimr)” và ta thu được kết quả như sau:

library(skimr)
skim(tmp)

Data summary

Name	tmp
Number of rows	1099
Number of columns	11
_______________________
Column type frequency:
character	1
numeric	10
________________________
Group variables	None

Variable type: character

skim_variable	n_missing	complete_rate	min	max	empty	n_unique	whitespace
STT	0	1	1	4	0	1099	0

Variable type: numeric

skim_variable	n_missing	complete_rate	mean	sd	p0	p25	p50	p75	p100	hist
year	0	1	1998.50	1.12	1997.00	1997.50	1998.00	1999.00	2000.00	▇▇▁▇▇
id	0	1	137.88	79.35	1.00	69.00	138.00	206.50	275.00	▇▇▇▇▇
dist	0	1	897.94	617.85	125.00	432.00	719.00	1167.00	2704.00	▇▆▂▂▁
passen	0	1	630.32	773.81	2.00	212.00	370.00	726.00	7096.00	▇▁▁▁▁
fare	0	1	173.54	75.44	37.00	119.00	158.00	219.00	522.00	▇▇▃▁▁
bmktshr	0	1	0.66	0.21	0.16	0.50	0.66	0.82	1.00	▂▅▇▇▇
ldist	0	1	6.58	0.67	4.83	6.07	6.58	7.06	7.90	▁▅▇▆▅
lfare	0	1	5.06	0.43	3.61	4.78	5.06	5.39	6.26	▁▃▇▆▁
concen	0	1	0.66	0.21	0.16	0.50	0.66	0.82	1.00	▂▅▇▇▇
lpassen	0	1	6.02	0.91	0.69	5.36	5.91	6.59	8.87	▁▁▆▇▂

1.3 Thông tin mở rộng của bộ dữ liệu

Sử dụng câu lệnh “head()”, ta có thể lấy được dữ liệu 10 dòng đầu tiên và câu lệnh “tail()” để lấy được dữ liệu 10 cuối cùng của bảng dữ liệu.

Sử dụng câu lệnh “str(tmp)”, ta sẽ thu được những kết quả là tmp gồm có 1099 quan sát và 11 biến, và biết được tên của 11 biến đó.

head(tmp, 10) 

##    STT year id dist passen fare bmktshr    ldist    lfare concen  lpassen
## 1    1 1997  1  528    152  106  0.8386 6.269096 4.663439 0.8386 5.023880
## 2    2 1998  1  528    265  106  0.8133 6.269096 4.663439 0.8133 5.579730
## 3    3 1999  1  528    336  113  0.8262 6.269096 4.727388 0.8262 5.817111
## 4    4 2000  1  528    298  123  0.8612 6.269096 4.812184 0.8612 5.697093
## 5    5 1997  2  861    282  104  0.5798 6.758094 4.644391 0.5798 5.641907
## 6    6 1998  2  861    178  105  0.5817 6.758094 4.653960 0.5817 5.181784
## 7    7 1999  2  861    204  115  0.7319 6.758094 4.744932 0.7319 5.318120
## 8    8 2000  2  861    190  129  0.5386 6.758094 4.859812 0.5386 5.247024
## 9    9 1997  3  852    241  207  0.8180 6.747587 5.332719 0.8180 5.484797
## 10  10 1998  3  852    253  188  0.8172 6.747587 5.236442 0.8172 5.533390

tail(tmp,10)

##       STT year  id dist passen fare   bmktshr    ldist    lfare    concen
## 1090 1090 1998 273  599    626  253 0.5659000 6.395262 5.533390 0.5659000
## 1091 1091 1999 273  599    618  256 0.5943000 6.395262 5.545177 0.5943000
## 1092 1092 2000 273  599    644  248 0.6220000 6.395262 5.513429 0.6220000
## 1093 1093 1997 274  430    186  240 0.8946000 6.063785 5.480639 0.8946000
## 1094 1094 1998 274  430    192  233 0.9053000 6.063785 5.451038 0.9053000
## 1095 1095 1999 274  430    193  245 0.7176999 6.063785 5.501258 0.7176999
## 1096 1096 2000 274  430    187  249 0.6362000 6.063785 5.517453 0.6362000
## 1097 1097 1997 275  937    593  229 0.5132000 6.842683 5.433722 0.5132000
## 1098 1098 1998 275  937    491  270 0.5547000 6.842683 5.598422 0.5547000
## 1099 1099 1999 275  937    423  292 0.5189000 6.842683 5.676754 0.5189000
##       lpassen
## 1090 6.439351
## 1091 6.426488
## 1092 6.467699
## 1093 5.225747
## 1094 5.257495
## 1095 5.262690
## 1096 5.231109
## 1097 6.385194
## 1098 6.196444
## 1099 6.047372

str(tmp)

## 'data.frame':    1099 obs. of  11 variables:
##  $ STT    : chr  "1" "2" "3" "4" ...
##  $ year   : num  1997 1998 1999 2000 1997 ...
##  $ id     : num  1 1 1 1 2 2 2 2 3 3 ...
##  $ dist   : num  528 528 528 528 861 861 861 861 852 852 ...
##  $ passen : num  152 265 336 298 282 178 204 190 241 253 ...
##  $ fare   : num  106 106 113 123 104 105 115 129 207 188 ...
##  $ bmktshr: num  0.839 0.813 0.826 0.861 0.58 ...
##  $ ldist  : num  6.27 6.27 6.27 6.27 6.76 ...
##  $ lfare  : num  4.66 4.66 4.73 4.81 4.64 ...
##  $ concen : num  0.839 0.813 0.826 0.861 0.58 ...
##  $ lpassen: num  5.02 5.58 5.82 5.7 5.64 ...

1.4 Kiểm tra tính hoàn chỉnh của dữ liệu

Để tìm các ô không có dữ liệu trong bảng, ta sử dụng câu lệnh “is.na()”, nếu kết quả nhận được từ các ô là “FALSE” thì ô có dữ liệu, ” TRUE” là ô trống. Nếu nhận được kết quả là “TRUE”, ta có thể sử dụng câu lệnh “sum(is.na())” để biết tổng số ô trống có trong bảng và vị trí của các ô trống đó bằng câu lệnh “which(is.na())”.

is.na(tmp)

##           STT  year    id  dist passen  fare bmktshr ldist lfare concen lpassen
##    [1,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [2,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [3,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [4,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [5,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [6,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [7,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [8,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##    [9,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [10,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [11,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [12,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [13,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [14,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [15,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [16,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [17,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [18,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [19,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [20,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [21,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [22,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [23,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [24,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [25,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [26,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [27,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [28,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [29,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [30,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [31,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [32,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [33,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [34,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [35,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [36,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [37,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [38,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [39,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [40,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [41,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [42,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [43,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
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##   [48,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [49,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [50,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [51,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [52,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##   [53,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
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##  [990,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
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##  [992,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##  [993,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##  [994,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##  [995,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##  [996,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##  [997,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##  [998,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
##  [999,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1000,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1001,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1002,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1003,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1004,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1005,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1006,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1007,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1008,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1009,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1010,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1011,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1012,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1013,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1014,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1015,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1016,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1017,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1018,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1019,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1020,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1021,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1022,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1023,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1024,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1025,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1026,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1027,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1028,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1029,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1030,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1031,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1032,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1033,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1034,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1035,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1036,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1037,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1038,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1039,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1040,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1041,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1042,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1043,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1044,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1045,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1046,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1047,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1048,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1049,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1050,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1051,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1052,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1053,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1054,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1055,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1056,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1057,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1058,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1059,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1060,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1061,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1062,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1063,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1064,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1065,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1066,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1067,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1068,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1069,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1070,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1071,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1072,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1073,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1074,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1075,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1076,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1077,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1078,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1079,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1080,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1081,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1082,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1083,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1084,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1085,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1086,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1087,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1088,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1089,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1090,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1091,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1092,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1093,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1094,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1095,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1096,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1097,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1098,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE
## [1099,] FALSE FALSE FALSE FALSE  FALSE FALSE   FALSE FALSE FALSE  FALSE   FALSE

sum(is.na(tmp))

## [1] 0

which(is.na(tmp))

## integer(0)

1.5 Rút trích dữ liệu

1.5.1 Đổi tên

Để thuận tiện cho việc thao tác trên dữ liệu, ta có thể đổi hoặc rút ngắn tên của các cột bằng cách sử dụng câu lệnh “names()” và thu được kết quả như sau:

names(tmp)<- c("STT","A","B","C","D","E","F","G","H","I","J")
names(tmp)

##  [1] "STT" "A"   "B"   "C"   "D"   "E"   "F"   "G"   "H"   "I"   "J"

1.5.2 Rút trích dữ liệu

Để lấy giá trị từ một ô bất kỳ nào đó trong bảng số liệu, ta sử dụng câu lệnh “Tên bảng dữ liệu[hàng,cột]”. Ví dụ, ta muốn lấy giá trị của ô nằm ở hàng thứ 5 và cột thứ 3, thì ta làm như sau:

a <- tmp[5,3]
str(a)

##  num 2

Để lấy tất cả giá trị của một cột nào đó có trong bảng dữ liệu, ta sử dụng câu lệnh “Tên bảng dữ liệu$Cột”. Hay có thể sử dụng câu lệnh “Tên bảng dữ liệu[,cột]”.

Ví dụ, ta chỉ lấy tất cả giá trị của cột 3, ta làm như sau:

C <- tmp$C
str(C)

##  num [1:1099] 528 528 528 528 861 861 861 861 852 852 ...

b <- tmp[,3]
str(b)

##  num [1:1099] 1 1 1 1 2 2 2 2 3 3 ...

Ta cũng có thể lấy ra được 2 hay nhiều cột bất kỳ, bằng câu lệnh “Tên bảng dữ liệu[,c(cột)]”.

Ví dụ, ta lấy tất cả giá trị của cột 2 và 3, ta làm như sau:

c <- tmp[,c(2,3)]
str(c)

## 'data.frame':    1099 obs. of  2 variables:
##  $ A: num  1997 1998 1999 2000 1997 ...
##  $ B: num  1 1 1 1 2 2 2 2 3 3 ...

Để lấy giá trị của một hàng bất kỳ nào đó, ta sử dụng câu lệnh “Tên bảng dữ liệu[hàng,]”.

Ví dụ, ta chỉ lấy các giá trị của hàng thứ 4 của bảng dữ liệu, ta làm như sau:

d <- tmp[4,]
str(d)

## 'data.frame':    1 obs. of  11 variables:
##  $ STT: chr "4"
##  $ A  : num 2000
##  $ B  : num 1
##  $ C  : num 528
##  $ D  : num 298
##  $ E  : num 123
##  $ F  : num 0.861
##  $ G  : num 6.27
##  $ H  : num 4.81
##  $ I  : num 0.861
##  $ J  : num 5.7

Để lấy giá trị của nhiều hàng bất kỳ nào đó cùng lúc, ta sử dụng câu lệnh “Tên bảng dữ liệu[c(hàng),]”.

Ví dụ, ta chỉ lấy giá trị của các hàng 3,5,7,21 của bảng dữ liệu, ta làm như sau:

d1 <- tmp[c(3,5,7,21),]
str(d1)

## 'data.frame':    4 obs. of  11 variables:
##  $ STT: chr  "3" "5" "7" "21"
##  $ A  : num  1999 1997 1999 1997
##  $ B  : num  1 2 2 6
##  $ C  : num  528 861 861 318
##  $ D  : num  336 282 204 237
##  $ E  : num  113 104 115 181
##  $ F  : num  0.826 0.58 0.732 0.91
##  $ G  : num  6.27 6.76 6.76 5.76
##  $ H  : num  4.73 4.64 4.74 5.2
##  $ I  : num  0.826 0.58 0.732 0.91
##  $ J  : num  5.82 5.64 5.32 5.47

Ta cũng có thể lấy ra được nhiều hàng liên tiếp bất kỳ, bằng câu lệnh Tên bảng dữ liệu[hàng:hàng,].

Ví dụ, ta lấy các giá trị từ hàng thứ 3 đến hàng thứ 9, ta làm như sau:

d2 <- tmp[3:9,]
str(d2)

## 'data.frame':    7 obs. of  11 variables:
##  $ STT: chr  "3" "4" "5" "6" ...
##  $ A  : num  1999 2000 1997 1998 1999 ...
##  $ B  : num  1 1 2 2 2 2 3
##  $ C  : num  528 528 861 861 861 861 852
##  $ D  : num  336 298 282 178 204 190 241
##  $ E  : num  113 123 104 105 115 129 207
##  $ F  : num  0.826 0.861 0.58 0.582 0.732 ...
##  $ G  : num  6.27 6.27 6.76 6.76 6.76 ...
##  $ H  : num  4.73 4.81 4.64 4.65 4.74 ...
##  $ I  : num  0.826 0.861 0.58 0.582 0.732 ...
##  $ J  : num  5.82 5.7 5.64 5.18 5.32 ...

Lấy giá trị một hàng bất kỳ của một cột bất kỳ. Ví dụ, ta lấy các giá trị của hàng 2,3,6,18 của cột 2 và 3, ta làm như sau:

d3 <- tmp[c(2,3,6,18),c(2,3)]
str(d3)

## 'data.frame':    4 obs. of  2 variables:
##  $ A: num  1998 1999 1998 1998
##  $ B: num  1 1 2 5

Để lấy tất cả các giá trị của năm 2000 có trong bảng dữ liệu, ta làm như sau:

d4 <- tmp[tmp$A== 2000,]
str(d4)

## 'data.frame':    274 obs. of  11 variables:
##  $ STT: chr  "4" "8" "12" "16" ...
##  $ A  : num  2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 ...
##  $ B  : num  1 2 3 4 5 6 7 8 9 10 ...
##  $ C  : num  528 861 852 724 1073 ...
##  $ D  : num  298 190 244 339 710 163 197 192 310 187 ...
##  $ E  : num  123 129 247 176 109 171 220 161 152 214 ...
##  $ F  : num  0.861 0.539 0.71 0.372 0.52 ...
##  $ G  : num  6.27 6.76 6.75 6.58 6.98 ...
##  $ H  : num  4.81 4.86 5.51 5.17 4.69 ...
##  $ I  : num  0.861 0.539 0.71 0.372 0.52 ...
##  $ J  : num  5.7 5.25 5.5 5.83 6.57 ...

Ví Dụ:

1. Chỉ lấy những hàng ở cột C có giá trị lớn hơn hoặc bằng 852.

2. Chỉ lấy những hàng ở cột C có giá trị lớn hơn hoặc bằng 852 và bé hơn hoặc bằng 1000.

3. Chỉ lấy những hàng ở cột C có giá trị lớn hơn hoặc bằng 580 hoặc bằng 852.

Ta làm như sau:

#a
h1 <- tmp[tmp$C >=852,]
str(h1)

## 'data.frame':    455 obs. of  11 variables:
##  $ STT: chr  "5" "6" "7" "8" ...
##  $ A  : num  1997 1998 1999 2000 1997 ...
##  $ B  : num  2 2 2 2 3 3 3 3 5 5 ...
##  $ C  : num  861 861 861 861 852 ...
##  $ D  : num  282 178 204 190 241 253 244 244 396 529 ...
##  $ E  : num  104 105 115 129 207 188 229 247 119 105 ...
##  $ F  : num  0.58 0.582 0.732 0.539 0.818 ...
##  $ G  : num  6.76 6.76 6.76 6.76 6.75 ...
##  $ H  : num  4.64 4.65 4.74 4.86 5.33 ...
##  $ I  : num  0.58 0.582 0.732 0.539 0.818 ...
##  $ J  : num  5.64 5.18 5.32 5.25 5.48 ...

#b
h2 <- tmp[tmp$C >=852 & tmp$C <=1000,]
str(h2)

## 'data.frame':    127 obs. of  11 variables:
##  $ STT: chr  "5" "6" "7" "8" ...
##  $ A  : num  1997 1998 1999 2000 1997 ...
##  $ B  : num  2 2 2 2 3 3 3 3 19 19 ...
##  $ C  : num  861 861 861 861 852 852 852 852 982 982 ...
##  $ D  : num  282 178 204 190 241 253 244 244 189 183 ...
##  $ E  : num  104 105 115 129 207 188 229 247 190 186 ...
##  $ F  : num  0.58 0.582 0.732 0.539 0.818 ...
##  $ G  : num  6.76 6.76 6.76 6.76 6.75 ...
##  $ H  : num  4.64 4.65 4.74 4.86 5.33 ...
##  $ I  : num  0.58 0.582 0.732 0.539 0.818 ...
##  $ J  : num  5.64 5.18 5.32 5.25 5.48 ...

#c
h3 <- tmp[tmp$C == 580 | tmp$C == 852,]
str(h3)

## 'data.frame':    12 obs. of  11 variables:
##  $ STT: chr  "9" "10" "11" "12" ...
##  $ A  : num  1997 1998 1999 2000 1997 ...
##  $ B  : num  3 3 3 3 12 12 12 12 116 116 ...
##  $ C  : num  852 852 852 852 580 580 580 580 852 852 ...
##  $ D  : num  241 253 244 244 1244 ...
##  $ E  : num  207 188 229 247 97 109 110 117 75 108 ...
##  $ F  : num  0.818 0.817 0.8 0.71 0.673 ...
##  $ G  : num  6.75 6.75 6.75 6.75 6.36 ...
##  $ H  : num  5.33 5.24 5.43 5.51 4.57 ...
##  $ I  : num  0.818 0.817 0.8 0.71 0.673 ...
##  $ J  : num  5.48 5.53 5.5 5.5 7.13 ...

1.6 Rút trích dữ liệu với filter và select

h1 <- filter(tmp,tmp$A=='2000' & tmp$D > 200) # Chọn những dòng của năm 2000 và passen > 200
str(h1)

##  Time-Series [1:1099, 1:11] from 1 to 1099: NA NA NA NA NA NA NA NA NA NA ...

1.7 Tạo bảng dữ liệu mới

x <- tmp[,c(1,2)]
tong <- tmp$C+tmp$D
tich <- tmp$E*100
tmp2 <- cbind(x,tich,tong)
names(tmp2) <- c("STT","Year","Tich","Tong")
knitr::kable(tmp2)

STT	Year	Tich	Tong
1	1997	10600	680
2	1998	10600	793
3	1999	11300	864
4	2000	12300	826
5	1997	10400	1143
6	1998	10500	1039
7	1999	11500	1065
8	2000	12900	1051
9	1997	20700	1093
10	1998	18800	1105
11	1999	22900	1096
12	2000	24700	1096
13	1997	24300	957
14	1998	22600	972
15	1999	22900	948
16	2000	17600	1063
17	1997	11900	1469
18	1998	10500	1602
19	1999	12100	1567
20	2000	10900	1783
21	1997	18100	555
22	1998	19700	531
23	1999	19000	527
24	2000	17100	481
25	1997	20000	1438
26	1998	21800	1455
27	1999	22900	1448
28	2000	22000	1467
29	1997	13400	787
30	1998	15300	771
31	1999	14500	790
32	2000	16100	806
33	1997	14900	1873
34	1998	15500	1867
35	1999	16200	1887
36	2000	15200	1983
37	1997	27100	2147
38	1998	24200	2131
39	1999	22100	2149
40	2000	21400	2163
41	1997	18100	1482
42	1998	18200	1492
43	1999	18300	1486
44	2000	18800	1501
45	1997	9700	1824
46	1998	10900	1542
47	1999	11000	1560
48	2000	11700	1534
49	1997	13600	749
50	1998	18600	702
51	1999	18400	698
52	2000	19800	668
53	1997	6800	501
54	1998	7100	478
55	1999	7200	478
56	2000	7500	464
57	1997	13200	1182
58	1998	14800	1130
59	1999	13700	1185
60	2000	15100	1188
61	1997	12700	916
62	1998	14600	903
63	1999	13500	906
64	2000	14900	897
65	1997	8300	1248
66	1998	11000	1089
67	1999	11100	1084
68	2000	10500	1165
69	1997	10300	1612
70	1998	11200	1563
71	1999	12000	1519
72	2000	13100	1483
73	1997	19000	1171
74	1998	18600	1165
75	1999	20200	1164
76	2000	19300	1163
77	1997	22400	2258
78	1998	24000	2180
79	1999	26500	2134
80	2000	25000	2172
81	1997	12800	1096
82	1998	14300	1189
83	1999	14500	1268
84	2000	15400	1261
85	1997	10800	826
86	1998	11300	833
87	1999	12400	826
88	2000	13100	810
89	1997	13400	1754
90	1998	16400	1752
91	1999	15800	1748
92	2000	16900	1751
93	1997	6600	1820
94	1998	6500	1690
95	1999	6400	1777
96	2000	6800	1782
97	1997	14400	1302
98	1998	15100	1283
99	1999	15300	1300
100	2000	15600	1321
101	1997	11200	703
102	1998	12000	687
103	1999	12400	670
104	2000	12400	661
105	1997	13700	793
106	1998	15000	777
107	1999	14400	787
108	2000	15800	792
109	1997	10900	996
110	1998	11300	1002
111	1999	12400	997
112	2000	13300	998
113	1997	13300	1353
114	1998	13300	1212
115	1999	14300	1109
116	2000	14600	1099
117	1997	13600	1095
118	1998	14900	1070
119	1999	15100	1077
120	2000	15500	1076
121	1997	14900	1433
122	1998	14600	1442
123	1999	15000	1465
124	2000	15600	1469
125	1997	13200	1085
126	1998	14900	1099
127	1999	15000	1093
128	2000	15600	1100
129	1997	18300	2059
130	1998	17300	2043
131	1999	19600	2038
132	2000	22600	1985
133	1997	27400	812
134	1998	24500	811
135	1999	27000	786
136	2000	29500	793
137	1997	11100	1253
138	1998	11500	1129
139	1999	11400	1314
140	2000	11800	1397
141	1997	10900	563
142	1998	11900	553
143	1999	11800	560
144	2000	12200	559
145	1997	6700	1140
146	1998	7000	1109
147	1999	7000	1100
148	2000	7200	1053
149	1997	11000	777
150	1998	11700	779
151	1999	11500	791
152	2000	12100	807
153	1997	9800	916
154	1998	11700	918
155	1999	11700	928
156	2000	12400	920
157	1997	12300	227
158	1998	12700	226
159	1999	13000	226
160	2000	15800	212
161	1997	20700	1130
162	1998	20700	1161
163	1999	22400	1187
164	2000	24800	1227
165	1997	16700	1641
166	1998	18900	1413
167	1999	13200	1763
168	2000	17300	1844
169	1997	17300	604
170	1998	15200	627
171	1999	14300	632
172	2000	18500	605
173	1997	23700	2568
174	1998	16300	2927
175	1999	13400	3367
176	2000	17700	3134
177	1997	18500	964
178	1998	11900	1122
179	1999	10000	1273
180	2000	11500	1259
181	1997	17800	500
182	1998	17800	509
183	1999	20500	491
184	2000	21800	465
185	1997	12300	1010
186	1998	18300	860
187	1999	21100	781
188	2000	25000	740
189	1997	12500	3974
190	1998	12300	4431
191	1999	13300	4204
192	2000	17300	4020
193	1997	26900	773
194	1998	22900	827
195	1999	25200	783
196	2000	21600	881
197	1997	12100	1411
198	1998	15300	1268
199	1999	18400	1237
200	2000	19700	1170
201	1997	17400	1372
202	1998	23700	1318
203	1999	21000	1337
204	2000	20500	1356
205	1997	20900	320
206	1998	22100	301
207	1999	23100	285
208	2000	25900	269
209	1997	16500	1028
210	1998	17900	969
211	1999	20000	929
212	2000	20600	896
213	1997	13300	3353
214	1998	14400	3415
215	1999	14300	3441
216	2000	18900	3376
217	1997	19000	712
218	1998	11200	953
219	1999	11900	1016
220	2000	11600	1074
221	1997	16800	2353
222	1998	25400	2258
223	1999	21500	2357
224	2000	22100	2502
225	1997	12000	1846
226	1998	10900	2015
227	1999	11500	2143
228	2000	13200	2009
229	1997	11000	759
230	1998	10200	832
231	1999	11000	818
232	2000	12400	828
233	1997	12000	2275
234	1998	11400	2225
235	1999	12600	2169
236	2000	13700	2234
237	1997	12100	891
238	1998	11200	940
239	1999	12700	935
240	2000	12700	975
241	1997	22400	631
242	1998	12800	857
243	1999	10100	988
244	2000	11000	1016
245	1997	24900	1392
246	1998	12900	1733
247	1999	13100	1777
248	2000	19700	1618
249	1997	12300	2044
250	1998	12600	2133
251	1999	13300	2210
252	2000	15100	2246
253	1997	20600	874
254	1998	19900	923
255	1999	21400	888
256	2000	23500	866
257	1997	23700	539
258	1998	23400	535
259	1999	24700	542
260	2000	26900	517
261	1997	9800	1155
262	1998	9300	1297
263	1999	9400	1302
264	2000	11900	1225
265	1997	11400	1580
266	1998	16200	1492
267	1999	13500	1623
268	2000	16800	1501
269	1997	18100	2468
270	1998	21700	2435
271	1999	23700	2462
272	2000	22100	2563
273	1997	15600	482
274	1998	20400	436
275	1999	23200	424
276	2000	23200	430
277	1997	18400	669
278	1998	18900	672
279	1999	22100	654
280	2000	22600	660
281	1997	25700	3466
282	1998	27900	3387
283	1999	29300	3386
284	2000	30100	3483
285	1997	15200	766
286	1998	18600	691
287	1999	24400	630
288	2000	27200	593
289	1997	8800	1474
290	1998	8500	1578
291	1999	9700	1505
292	2000	10600	1452
293	1997	17900	1411
294	1998	10900	2108
295	1999	12100	2161
296	2000	13400	2186
297	1997	20700	1035
298	1998	20800	995
299	1999	19800	1063
300	2000	20800	1070
301	1997	21500	1814
302	1998	20000	1869
303	1999	20000	1974
304	2000	14100	2098
305	1997	11000	592
306	1998	15800	533
307	1999	15900	510
308	2000	16500	478
309	1997	24900	571
310	1998	24100	563
311	1999	25300	526
312	2000	27400	517
313	1997	10300	1347
314	1998	10200	1521
315	1999	11000	1501
316	2000	13100	1423
317	1997	20600	5839
318	1998	16200	6928
319	1999	16000	7549
320	2000	16800	7524
321	1997	10600	652
322	1998	8600	696
323	1999	8400	762
324	2000	10700	780
325	1997	14500	917
326	1998	10600	988
327	1999	10000	1051
328	2000	13200	955
329	1997	19300	965
330	1998	17700	1010
331	1999	20600	979
332	2000	20400	1015
333	1997	22200	1007
334	1998	21400	1051
335	1999	22400	1028
336	2000	23200	1027
337	1997	27400	2085
338	1998	26500	2118
339	1999	23600	2169
340	2000	28600	2123
341	1997	11200	2103
342	1998	11300	2414
343	1999	12500	2346
344	2000	13300	2385
345	1997	13000	2712
346	1998	12500	2794
347	1999	12100	2916
348	2000	12900	2983
349	1997	25900	2297
350	1998	27500	2261
351	1999	29500	2270
352	2000	28400	2303
353	1997	21600	1053
354	1998	21400	1106
355	1999	21800	1099
356	2000	13700	1329
357	1997	27200	2500
358	1998	28600	2514
359	1999	31000	2484
360	2000	32000	2526
361	1997	27400	1128
362	1998	26900	1101
363	1999	25000	1079
364	2000	23000	1134
365	1997	14400	1447
366	1998	11000	1653
367	1999	10300	1797
368	2000	11700	1767
369	1997	23000	917
370	1998	11500	1202
371	1999	17500	1033
372	2000	19400	1016
373	1997	20600	961
374	1998	19300	961
375	1999	21800	913
376	2000	19700	943
377	1997	27200	2284
378	1998	24800	2323
379	1999	28500	2312
380	2000	30500	2338
381	1997	24100	2023
382	1998	24000	2077
383	1999	25200	2057
384	2000	23400	2120
385	1997	20300	1242
386	1998	20100	1270
387	1999	19600	1309
388	2000	22400	1292
389	1997	26800	2332
390	1998	29800	2328
391	1999	29600	2377
392	2000	30300	2415
393	1997	30600	3324
394	1998	34100	3184
395	1999	36100	3220
396	2000	37000	3376
397	1997	34400	2382
398	1998	35700	2375
399	1999	36600	2408
400	2000	40700	2489
401	1997	35900	2196
402	1998	35700	2213
403	1999	35800	2204
404	2000	34700	2261
405	1997	9000	566
406	1998	8700	654
407	1999	7900	693
408	2000	9700	668
409	1997	27200	2761
410	1998	31400	2745
411	1999	31800	2715
412	2000	34300	2790
413	1997	20300	1130
414	1998	20000	1157
415	1999	20900	1143
416	2000	22600	1190
417	1997	22200	978
418	1998	19200	991
419	1999	20600	984
420	2000	20200	992
421	1997	11400	2174
422	1998	11300	2300
423	1999	12600	2281
424	2000	13500	2175
425	1997	20200	887
426	1998	18700	913
427	1999	19400	887
428	2000	23300	862
429	1997	10300	399
430	1998	8000	459
431	1999	9500	489
432	2000	11200	481
433	1997	17400	3086
434	1998	14500	3715
435	1999	13100	4108
436	2000	18500	3735
437	1997	11500	1231
438	1998	12700	1173
439	1999	15600	1128
440	2000	15900	1102
441	1997	6200	437
442	1998	19000	284
443	1999	20600	278
444	2000	24100	279
445	1997	5600	574
446	1998	6700	524
447	1999	8400	486
448	2000	25200	409
449	1997	5800	673
450	1998	6400	590
451	1999	15900	510
452	2000	22800	508
453	1997	8300	1245
454	1998	10900	1364
455	1999	12100	1371
456	2000	11900	1342
457	1997	3700	656
458	1998	8300	532
459	1999	8600	589
460	2000	8800	596
461	1997	7500	1071
462	1998	10800	1184
463	1999	11100	1296
464	2000	11400	1229
465	1997	16200	1552
466	1998	17500	1566
467	1999	17700	1635
468	2000	18300	1778
469	1997	24100	1986
470	1998	24000	1959
471	1999	35000	1933
472	2000	37800	1947
473	1997	18000	1492
474	1998	19100	1529
475	1999	20700	1576
476	2000	24600	1617
477	1997	7700	2093
478	1998	7600	2260
479	1999	8200	2253
480	2000	9500	2218
481	1997	20300	1038
482	1998	24300	1058
483	1999	26500	1078
484	2000	26600	1182
485	1997	10900	898
486	1998	12100	873
487	1999	11600	907
488	2000	12500	878
489	1997	6500	480
490	1998	7100	477
491	1999	6700	478
492	2000	7400	488
493	1997	7600	1127
494	1998	8000	1062
495	1999	7800	1073
496	2000	8300	1115
497	1997	11200	1590
498	1998	13400	1518
499	1999	13600	1583
500	2000	15000	1569
501	1997	18000	1582
502	1998	18200	1634
503	1999	16900	1758
504	2000	19700	1744
505	1997	8100	627
506	1998	8900	619
507	1999	9000	619
508	2000	9500	625
509	1997	7900	488
510	1998	8600	445
511	1999	8600	469
512	2000	9000	453
513	1997	10900	955
514	1998	12000	962
515	1999	12100	1005
516	2000	14100	1011
517	1997	11600	634
518	1998	12900	637
519	1999	12800	658
520	2000	14100	661
521	1997	26700	2063
522	1998	28300	2039
523	1999	34600	2128
524	2000	37300	2188
525	1997	14600	1226
526	1998	15200	1232
527	1999	15900	1266
528	2000	17100	1281
529	1997	13400	1420
530	1998	13600	1327
531	1999	13800	1436
532	2000	14700	1448
533	1997	15000	1384
534	1998	15700	1398
535	1999	16600	1403
536	2000	17900	1468
537	1997	20700	1756
538	1998	20800	1740
539	1999	22600	1798
540	2000	23800	1847
541	1997	23800	1948
542	1998	21000	1984
543	1999	24400	2038
544	2000	27800	2155
545	1997	19800	1935
546	1998	18800	1961
547	1999	19900	1976
548	2000	21900	2010
549	1997	15900	929
550	1998	16400	907
551	1999	17600	928
552	2000	19100	935
553	1997	22700	1648
554	1998	21100	1660
555	1999	29100	1644
556	2000	34700	1613
557	1997	10000	1073
558	1998	9700	1099
559	1999	10300	1142
560	2000	11200	1163
561	1997	13100	1224
562	1998	14200	1073
563	1999	14200	1078
564	2000	15000	1067
565	1997	24800	600
566	1998	24100	636
567	1999	23700	635
568	2000	25800	624
569	1997	10100	3245
570	1998	10300	3309
571	1999	10600	3317
572	2000	12000	3224
573	1997	25600	572
574	1998	22600	604
575	1999	25700	583
576	2000	22500	622
577	1997	7200	1458
578	1998	6700	1385
579	1999	6100	1669
580	2000	6800	1647
581	1997	14600	449
582	1998	17300	453
583	1999	13400	430
584	2000	18300	390
585	1997	26900	1716
586	1998	27800	1699
587	1999	26700	1721
588	2000	32000	1771
589	1997	24500	1842
590	1998	22900	2081
591	1999	23600	2194
592	2000	25400	2078
593	1997	10200	1165
594	1998	9600	1542
595	1999	11300	1336
596	2000	15200	1219
597	1997	11800	1836
598	1998	12000	1901
599	1999	11600	1995
600	2000	12400	2041
601	1997	14500	1044
602	1998	14700	1041
603	1999	15800	1023
604	2000	14000	1139
605	1997	14900	531
606	1998	14700	521
607	1999	7200	986
608	2000	6200	1485
609	1997	17500	2103
610	1998	18100	1986
611	1999	18200	2108
612	2000	19800	2174
613	1997	13400	846
614	1998	13600	708
615	1999	14200	744
616	2000	10600	979
617	1997	11000	1095
618	1998	10300	1184
619	1999	9900	1286
620	2000	10300	1309
621	1997	13300	1418
622	1998	13200	1505
623	1999	14000	1466
624	2000	15300	1444
625	1997	15800	2655
626	1998	16700	2758
627	1999	15200	3175
628	2000	15900	3097
629	1997	24000	3306
630	1998	22300	3398
631	1999	21500	3739
632	2000	21800	3770
633	1997	7000	1093
634	1998	7600	1132
635	1999	7400	1179
636	2000	7700	1179
637	1997	17400	1184
638	1998	13900	1376
639	1999	13400	1342
640	2000	14200	1357
641	1997	28800	1192
642	1998	27700	1250
643	1999	29300	1207
644	2000	27800	1236
645	1997	8400	1310
646	1998	8500	1410
647	1999	8900	1434
648	2000	9400	1601
649	1997	12900	1460
650	1998	12400	1463
651	1999	12000	1575
652	2000	13100	1647
653	1997	14900	689
654	1998	14600	649
655	1999	15200	652
656	2000	17800	551
657	1997	15600	1368
658	1998	16000	1370
659	1999	15400	1396
660	2000	16800	1394
661	1997	13200	1149
662	1998	14100	1152
663	1999	14200	1166
664	2000	14800	1156
665	1997	19400	2445
666	1998	20800	2413
667	1999	18400	2499
668	2000	18400	2523
669	1997	11000	2060
670	1998	10400	2143
671	1999	10400	2338
672	2000	11400	2430
673	1997	16200	2764
674	1998	17300	2834
675	1999	16400	3058
676	2000	17100	3107
677	1997	21800	2568
678	1998	22800	2599
679	1999	19100	2695
680	2000	19000	2709
681	1997	5500	1885
682	1998	5800	2192
683	1999	6000	2326
684	2000	6500	2493
685	1997	16500	2182
686	1998	17900	2141
687	1999	16100	2208
688	2000	17800	2220
689	1997	17700	1722
690	1998	17600	1755
691	1999	15500	1858
692	2000	17200	1811
693	1997	18300	2849
694	1998	19300	2881
695	1999	18500	2977
696	2000	19300	3061
697	1997	27100	3195
698	1998	25200	3290
699	1999	25600	3511
700	2000	25500	3565
701	1997	18200	2751
702	1998	19400	2706
703	1999	22000	2744
704	2000	24000	2781
705	1997	19000	2816
706	1998	20400	2847
707	1999	19900	2907
708	2000	20900	2926
709	1997	10800	1794
710	1998	11500	1795
711	1999	10700	1679
712	2000	12900	1820
713	1997	11500	1730
714	1998	11000	1826
715	1999	10300	2068
716	2000	11600	1985
717	1997	13800	1126
718	1998	14300	1030
719	1999	12500	1209
720	2000	15000	1122
721	1997	10400	607
722	1998	10600	607
723	1999	12100	567
724	2000	15400	556
725	1997	14600	394
726	1998	15500	371
727	1999	18500	362
728	2000	24100	337
729	1997	12300	1000
730	1998	12800	1014
731	1999	12300	1039
732	2000	13500	1004
733	1997	19800	821
734	1998	16100	876
735	1999	16300	883
736	2000	18500	859
737	1997	15900	769
738	1998	15200	804
739	1999	14900	801
740	2000	16300	809
741	1997	11800	924
742	1998	12900	904
743	1999	13100	894
744	2000	13100	934
745	1997	20800	1967
746	1998	19700	1988
747	1999	18400	2016
748	2000	20600	1997
749	1997	6800	698
750	1998	6900	697
751	1999	6500	708
752	2000	7200	715
753	1997	26100	1121
754	1998	25500	1145
755	1999	20800	1243
756	2000	21200	1230
757	1997	8800	697
758	1998	9700	752
759	1999	10200	733
760	2000	10800	855
761	1997	11200	563
762	1998	11600	533
763	1999	10000	609
764	2000	12300	554
765	1997	9400	733
766	1998	10200	737
767	1999	9800	762
768	2000	10100	771
769	1997	11900	1123
770	1998	11800	1077
771	1999	12800	1083
772	2000	13800	1056
773	1997	21000	822
774	1998	19600	840
775	1999	23000	825
776	2000	24000	849
777	1997	8600	764
778	1998	9500	746
779	1999	9600	768
780	2000	9900	785
781	1997	11000	892
782	1998	12100	889
783	1999	11800	955
784	2000	12400	987
785	1997	11900	949
786	1998	12400	948
787	1999	13200	978
788	2000	12100	1015
789	1997	6900	1018
790	1998	6800	1086
791	1999	7100	1082
792	2000	7800	1073
793	1997	6400	476
794	1998	7100	486
795	1999	7100	482
796	2000	7200	497
797	1997	5800	647
798	1998	7000	651
799	1999	6400	695
800	2000	6900	696
801	1997	12200	803
802	1998	12500	803
803	1999	12600	781
804	2000	14300	747
805	1997	6900	1178
806	1998	6900	1287
807	1999	6800	1303
808	2000	8000	1230
809	1997	5800	661
810	1998	6000	669
811	1999	6000	714
812	2000	6600	732
813	1997	17600	727
814	1998	18200	689
815	1999	19700	653
816	2000	21000	608
817	1997	22900	1175
818	1998	21900	1167
819	1999	23300	1200
820	2000	27100	1116
821	1997	21100	3338
822	1998	21900	3034
823	1999	27100	2795
824	2000	24300	3176
825	1997	28000	1099
826	1998	29300	1093
827	1999	25600	1165
828	2000	26300	1126
829	1997	25200	977
830	1998	23100	922
831	1999	21900	1044
832	2000	25100	965
833	1997	24900	1903
834	1998	28100	1889
835	1999	31100	1868
836	2000	25000	1922
837	1997	15800	1005
838	1998	15300	1069
839	1999	13600	1164
840	2000	19500	963
841	1997	35200	2619
842	1998	31900	2726
843	1999	31900	2697
844	2000	36400	2778
845	1997	24300	2654
846	1998	26600	2616
847	1999	25800	2724
848	2000	27300	2797
849	1997	25600	1365
850	1998	24500	1363
851	1999	26200	1352
852	2000	27400	1279
853	1997	14200	2078
854	1998	13700	2454
855	1999	13200	2667
856	2000	13500	2919
857	1997	13800	1912
858	1998	13600	1925
859	1999	13600	2016
860	2000	14200	1994
861	1997	20800	819
862	1998	16800	849
863	1999	16800	807
864	2000	15400	887
865	1997	34500	2128
866	1998	33800	2191
867	1999	31700	2243
868	2000	31700	2336
869	1997	24400	1084
870	1998	22000	1063
871	1999	21000	1115
872	2000	20700	1138
873	1997	15000	1267
874	1998	14400	1248
875	1999	12800	1289
876	2000	13200	1283
877	1997	23200	1583
878	1998	22300	1584
879	1999	22900	1596
880	2000	22800	1577
881	1997	33400	4134
882	1998	29000	4411
883	1999	36400	3985
884	2000	36600	4203
885	1997	23200	1352
886	1998	18900	1347
887	1999	19100	1389
888	2000	21100	1382
889	1997	18200	2108
890	1998	18500	2071
891	1999	19000	2065
892	2000	19800	2018
893	1997	21900	1196
894	1998	21300	1153
895	1999	19500	1196
896	2000	22300	1194
897	1997	34300	1785
898	1998	28000	1854
899	1999	22000	2131
900	2000	24700	2134
901	1997	11900	854
902	1998	12900	865
903	1999	10700	908
904	2000	10100	943
905	1997	17400	1209
906	1998	17200	1152
907	1999	16200	1159
908	2000	25100	1105
909	1997	17900	1711
910	1998	15600	1771
911	1999	15600	1766
912	2000	16300	1796
913	1997	12900	6748
914	1998	13400	6600
915	1999	13900	7281
916	2000	14500	7068
917	1997	16000	678
918	1998	17000	651
919	1999	16900	665
920	2000	19200	648
921	1997	12600	3142
922	1998	12300	3160
923	1999	11800	3381
924	2000	12900	3427
925	1997	14600	1942
926	1998	13600	2062
927	1999	14500	2305
928	2000	20700	1882
929	1997	23800	2959
930	1998	26600	2828
931	1999	23600	2916
932	2000	29400	2839
933	1997	21700	1128
934	1998	21700	1124
935	1999	19300	1226
936	2000	23700	1137
937	1997	33900	2787
938	1998	32500	2800
939	1999	38200	2749
940	2000	39800	2766
941	1997	19300	1149
942	1998	18700	1197
943	1999	13200	1353
944	2000	14600	1358
945	1997	20200	661
946	1998	21300	649
947	1999	20000	685
948	2000	22200	707
949	1997	15300	621
950	1998	12500	622
951	1999	15200	586
952	2000	17200	677
953	1997	32400	2763
954	1998	35800	2746
955	1999	37500	2755
956	2000	40700	2760
957	1997	28900	2348
958	1998	30000	2380
959	1999	31100	2390
960	2000	30000	2415
961	1997	27600	3078
962	1998	31200	3022
963	1999	33100	2982
964	2000	35200	3051
965	1997	46000	4252
966	1998	38200	4515
967	1999	45300	4413
968	2000	48800	4519
969	1997	45900	3162
970	1998	40800	3239
971	1999	45200	3219
972	2000	52200	3290
973	1997	36300	2804
974	1998	40300	2767
975	1999	36300	2801
976	2000	41000	2769
977	1997	13600	1415
978	1998	13800	1384
979	1999	14300	1369
980	2000	15300	1343
981	1997	30100	3049
982	1998	29900	3034
983	1999	33400	3024
984	2000	36300	2997
985	1997	31000	1390
986	1998	30900	1384
987	1999	33600	1368
988	2000	37000	1365
989	1997	13700	2288
990	1998	12600	2219
991	1999	12500	2411
992	2000	13300	2409
993	1997	14100	3768
994	1998	12600	4073
995	1999	12100	4458
996	2000	15200	4031
997	1997	14900	2234
998	1998	15200	2060
999	1999	14500	2225
1000	2000	15300	2060
1001	1997	20600	802
1002	1998	20800	780
1003	1999	9900	1163
1004	2000	12000	1010
1005	1997	13300	1324
1006	1998	12600	1338
1007	1999	13000	1349
1008	2000	11500	1471
1009	1997	16800	2204
1010	1998	18000	2230
1011	1999	19500	2216
1012	2000	16600	2309
1013	1997	14200	1425
1014	1998	12500	1514
1015	1999	14500	1433
1016	2000	9600	2314
1017	1997	11600	1454
1018	1998	10200	1563
1019	1999	11100	1530
1020	2000	10700	1711
1021	1997	19600	503
1022	1998	20100	494
1023	1999	21300	457
1024	2000	25500	440
1025	1997	13600	1237
1026	1998	12200	1279
1027	1999	12400	1328
1028	2000	10700	1450
1029	1997	15700	536
1030	1998	16100	511
1031	1999	16000	508
1032	2000	16900	416
1033	1997	16700	999
1034	1998	22000	965
1035	1999	22900	969
1036	2000	23300	974
1037	1997	6700	1875
1038	1998	6700	1916
1039	1999	6700	2078
1040	2000	7100	2046
1041	1997	6800	2479
1042	1998	7300	2593
1043	1999	7800	2654
1044	2000	8300	2751
1045	1997	5700	1528
1046	1998	6100	1620
1047	1999	6000	1726
1048	2000	6600	1623
1049	1997	11900	1201
1050	1998	11900	1225
1051	1999	12200	1240
1052	2000	13600	1257
1053	1997	7500	572
1054	1998	8700	573
1055	1999	9100	551
1056	2000	9500	559
1057	1997	6100	1832
1058	1998	7000	1915
1059	1999	7600	1926
1060	2000	8100	1978
1061	1997	8700	1863
1062	1998	8300	1808
1063	1999	9300	1706
1064	2000	10500	1495
1065	1997	6600	1560
1066	1998	6800	1649
1067	1999	7600	1569
1068	2000	8300	1615
1069	1997	11800	1533
1070	1998	12100	1588
1071	1999	13100	1591
1072	2000	14300	1680
1073	1997	17100	455
1074	1998	16200	465
1075	1999	17500	468
1076	2000	9100	745
1077	1997	17200	940
1078	1998	19400	928
1079	1999	22000	878
1080	2000	17700	869
1081	1997	15600	1124
1082	1998	16000	1112
1083	1999	18000	1092
1084	2000	18600	1087
1085	1997	18600	615
1086	1998	18200	629
1087	1999	21700	626
1088	2000	16700	631
1089	1997	25400	1171
1090	1998	25300	1225
1091	1999	25600	1217
1092	2000	24800	1243
1093	1997	24000	616
1094	1998	23300	622
1095	1999	24500	623
1096	2000	24900	617
1097	1997	22900	1530
1098	1998	27000	1428
1099	1999	29200	1360

2 Nhiệm vụ 2.2

library(xlsx)
Data <- read.xlsx(file.choose("C:/NV/ScrambleAfrica.xlsx"), sheetIndex =1, header =T)
knitr::kable(Data)

NA.	country	group	conflicts	spillover	region	pop	area	borderdist	capdist	seadist	meanelev	agriculture	malaria
1	MAR	ALGERIANS	4	0.3333333	north	2.155080e+05	4.3987273	36.527183	0.4280783	0.0456098	0.6663015	0.4192000	0.0010783
2	MAR	ATTA	0	0.0000000	north	9.921031e+04	21.0651358	69.887878	0.3741608	0.3408551	1.1674184	0.1841176	0.0000000
3	MAR	BERABER	7	0.2222222	north	1.349096e+06	59.5000739	201.574112	0.2051204	0.2082958	1.1878765	0.6759974	0.0009105
4	MAR	DRAWA	0	0.5000000	north	1.459480e+05	14.2384631	99.207062	0.3740224	0.3169419	1.3359188	0.1919231	0.0001925
5	MAR	DUI-MENIA	0	0.0000000	north	6.453187e+03	4.2243535	11.967628	0.4055216	0.3324079	0.9945521	0.0511250	0.0000000
6	MAR	FIGIG	0	0.5000000	north	9.271980e+03	0.4188606	2.085460	0.5582741	0.2822818	1.2979028	0.0200000	0.0000000
7	MAR	FILALA	0	0.3333333	north	1.562024e+05	16.3112857	71.157547	0.3619324	0.3562780	1.1141131	0.1557857	0.0000000
8	MAR	GIL	0	0.1666667	north	6.927866e+04	32.2090005	72.673256	0.4321531	0.1975108	1.2360435	0.1381304	0.0000000
9	MAR	HAMYAN	0	0.6666667	north	1.882517e+03	0.2363892	12.318848	0.4989166	0.1640420	1.2277684	0.1266667	0.0000000
10	MAR	IMRAGEN	9	1.0000000	north	1.344504e+03	4.5264966	22.452974	0.8618382	0.0117250	0.1142778	0.0075000	0.0011552
11	MAR	JEBALA	8	0.0000000	north	1.109320e+06	16.7243530	323.432129	0.1700710	0.0589733	0.4156303	0.9031231	0.0012808
12	MAR	MOROCCANS	291	0.0000000	north	5.606067e+06	70.8651591	316.334381	0.1580867	0.0823166	0.5160922	0.6442568	0.0015623
13	MAR	RIF	31	0.0000000	north	9.013113e+05	20.2398894	160.606583	0.2990414	0.0414384	0.4883871	0.6916125	0.0012444
14	MAR	SHLUH	2	0.4000000	north	1.101947e+06	63.9189973	121.781563	0.4309718	0.1358480	0.9878055	0.1969634	0.0012780
15	MAR	TAJAKANT	0	0.3333333	north	9.750044e+03	15.9714383	12.573877	0.5768443	0.2045542	0.5562549	0.0155294	0.0057158
16	MAR	TEKNA	15	0.6666667	north	1.618177e+05	36.9749339	75.542641	0.7080301	0.0662112	0.3336151	0.0197143	0.0032022
17	MAR	UREGU	0	0.2500000	north	1.239561e+04	3.9877080	143.839325	0.3129839	0.1788956	1.2453001	0.3256000	0.0000000
18	MAR	WARAIN	0	0.0000000	north	1.425082e+05	9.8658372	199.668152	0.2509803	0.1548303	1.2793499	0.6303000	0.0000000
19	MAR	YAHI	0	0.3333333	north	2.170121e+05	7.2446610	130.616318	0.3411268	0.0981563	0.8331805	0.4373750	0.0024203
20	MAR	ZEKARA	2	0.2500000	north	4.578681e+04	2.9213363	41.514866	0.4333497	0.0832907	0.9971667	0.2960000	0.0000000
21	LBY	AZJER	2	0.5000000	north	8.294618e+03	93.5196681	132.049423	0.7981554	0.7421557	0.6821144	0.0025098	0.0002944
22	LBY	CYRENAICANS	387	0.0000000	north	1.761782e+05	17.5548408	355.569824	0.7954448	0.0415246	0.1846568	0.3670429	0.0057443
23	LBY	FEZZAN	50	0.5000000	north	6.750397e+04	143.6853182	308.008362	0.7429546	0.5309138	0.4954504	0.0016000	0.0000000
24	LBY	GADAMES	4	0.5000000	north	2.069573e+03	2.1683366	14.952559	0.4266653	0.3409229	0.3818944	0.0020000	0.0000000
25	LBY	JALO	3	0.0000000	north	2.563177e+03	15.3160879	381.579956	0.8757831	0.2226130	0.1059484	0.0015714	0.0000000
26	LBY	JOFRA	12	0.0000000	north	7.225738e+03	54.5507229	569.847778	0.5358949	0.2431772	0.3713213	0.0023000	0.0001925
27	LBY	KUFRA	27	1.0000000	north	4.312266e+03	99.6051562	283.970795	1.2859885	0.6953593	0.4276144	0.0016471	0.0003258
28	LBY	NEFUSA	52	0.5000000	north	4.103591e+04	13.5861189	59.037697	0.1816074	0.1307634	0.4122278	0.0199333	0.0003667
29	LBY	RIYAH	55	0.4285714	north	4.327132e+04	239.3363746	272.443298	0.3776354	0.3500293	0.4971324	0.0070609	0.0006603
30	LBY	SANUSI	120	0.0000000	north	1.920321e+05	191.8737048	298.503571	0.8641384	0.1928077	0.1229758	0.0312269	0.0005676
31	LBY	SIRTICANS	117	0.2500000	north	4.086381e+04	68.6997054	556.841858	0.4018570	0.0759356	0.1718327	0.0118707	0.0059121
32	LBY	TRIPOLITANIANS	706	0.0000000	north	7.124468e+05	34.2981985	178.635544	0.0389914	0.0545483	0.1438380	0.0576667	0.0095279
33	AGO	AMBO	5	0.1666667	other	8.933540e+04	39.1342541	62.664860	0.9495518	0.4621657	1.1079352	0.3040952	0.8380371
34	AGO	CHOKWE	209	0.2727273	other	2.947454e+05	179.1798013	187.563843	0.7616580	0.6529983	1.0898631	0.2315000	0.7008951
35	AGO	HERERO	0	0.3333333	other	5.807201e+03	23.7532274	22.852800	0.8821752	0.1663322	0.8438954	0.2011176	0.3980739
36	AGO	HOLO	14	0.3333333	other	7.510347e+03	9.8672650	30.771811	0.4597793	0.4115384	0.7392778	0.4523333	1.0000000
37	AGO	KIMBUNDU	567	0.4285714	other	1.065482e+06	81.2639271	225.302551	0.2477257	0.2151608	0.6630006	0.4541628	0.8158289
38	AGO	KISAMA	0	0.0000000	other	1.463860e+04	9.8430566	441.139191	0.1172563	0.0409266	0.1008611	0.7362500	0.5314212
39	AGO	KONGO	327	0.5000000	other	3.920788e+05	97.0362102	126.836121	0.2506906	0.1699988	0.5568731	0.3230869	0.8391526
40	AGO	KOROCA	1	0.0000000	other	1.070721e+04	27.4250982	171.123093	0.7536600	0.0411442	0.4166327	0.1185556	0.2564903
41	AGO	KWANGARE	49	0.6666667	other	3.002690e+04	42.0567990	76.335815	1.1076266	0.7030825	1.1385338	0.4249130	0.8910012
42	AGO	LUCHAZI	3	0.7500000	other	4.328413e+03	36.8235825	188.750061	0.8941708	0.6742408	1.2379311	0.2331304	0.5043584
43	AGO	LUIMBE	51	0.2500000	other	5.968635e+04	20.6990480	436.190094	0.5838873	0.3949058	1.3215315	0.3626667	0.5580283
44	AGO	LUPOLO	36	0.0000000	other	9.669580e+04	26.8128961	359.905640	0.2652133	0.1459708	0.9918481	0.4584706	0.7478669
45	AGO	LUVALE	18	0.6666667	other	7.492509e+04	59.2189509	111.986443	0.9826218	0.8078996	1.1239722	0.5398571	0.9860207
46	AGO	MBANGALA	35	0.6000000	other	5.634512e+04	35.2156902	141.992569	0.5504248	0.4869189	0.9753214	0.4250000	0.9318556
47	AGO	MBUKUSHU	18	0.8000000	other	7.720923e+02	41.8387250	112.845245	1.2420560	0.8988398	1.0788544	0.4393200	0.9118030
48	AGO	MBUNDA	8	0.5000000	other	1.235233e+04	43.8045194	108.776810	1.0449071	0.7939026	1.1355662	0.3096538	0.6635955
49	AGO	MBUNDU	776	0.0000000	other	1.237378e+06	96.8527363	535.870850	0.4850681	0.2160837	1.4710885	0.3226875	0.4414288
50	AGO	MBWELA	12	0.7142857	other	3.097169e+04	81.0842888	253.095947	0.9652686	0.6715188	1.2191159	0.3437317	0.7079948
51	AGO	NDEMBU	16	1.0000000	other	1.119238e+04	26.7150050	59.526829	1.1690238	0.9912316	1.1815317	0.4522727	0.9276422
52	AGO	NDOMBE	56	0.0000000	other	4.185188e+05	41.0846995	415.242432	0.5053167	0.0772069	0.8364917	0.3656500	0.6656583
53	AGO	NGONYELU	98	0.3333333	other	6.073223e+04	64.0339453	333.919830	0.7457368	0.4259267	1.3904111	0.2507143	0.8306808
54	AGO	NGUMBE	18	0.2000000	other	6.086187e+04	34.2637810	254.912140	0.7343781	0.3033328	1.2475013	0.2931739	0.8657997
55	AGO	NUKWE	48	1.0000000	other	8.441320e+02	9.0176817	39.790115	1.3895596	1.0003630	0.9946151	0.5317143	0.9500228
56	AGO	NYANEKA	7	0.2000000	other	3.498690e+05	42.5283109	174.266052	0.7487629	0.1904228	1.0615358	0.3430833	0.6273015
57	AGO	SELE	14	0.0000000	other	1.394611e+05	16.4011680	505.959473	0.2823731	0.0328044	0.5693440	0.5299538	0.6277688
58	AGO	SONGO	11	0.1666667	other	4.608145e+04	36.5312354	292.459595	0.5253319	0.3965717	1.1641402	0.4634286	0.8581234
59	AGO	VILI	25	1.0000000	other	6.418567e+04	4.5698542	18.010614	0.4144349	0.0193434	0.1019907	0.2671667	0.9384654
60	AGO	YAKA	2	0.6000000	other	4.988137e+04	8.9479770	7.810437	0.4522710	0.3955064	0.6489514	0.2689167	1.0000000
61	AGO	YOMBE	19	1.0000000	other	5.853305e+03	2.4442742	15.869638	0.4679954	0.0831958	0.2413611	0.3857500	1.0000000
62	BWA	HIECHWARE	7	0.4000000	south	6.053955e+04	76.8555379	66.729309	0.5328188	0.9159104	0.9862514	0.2132683	0.7314752
63	BWA	KGALAGADI	0	0.3333333	south	1.913231e+04	121.6128071	142.950028	0.3374668	0.8038113	1.0728775	0.0346875	0.1435998
64	BWA	KGATLA	0	0.3333333	south	1.177522e+04	4.3745446	20.156080	0.0905244	0.6333863	0.9791805	0.1623333	0.0000000
65	BWA	KWENA	14	0.4000000	south	9.070754e+04	18.3196629	72.120750	0.0749976	0.7428383	1.0812714	0.1133846	0.0000000
66	BWA	MBUKUSHU	0	0.6666667	south	3.621767e+03	8.3406742	26.451704	0.8126310	0.8792730	1.0154197	0.1940000	0.7342654
67	BWA	NARON	0	0.3333333	south	9.056858e+03	45.8784690	36.534134	0.5720086	0.7071156	1.1127895	0.0571538	0.2512621
68	BWA	NDEBELE	0	0.6666667	south	2.179336e+04	5.2741730	12.533036	0.4542781	0.6974597	1.0242500	0.1611429	0.7699335
69	BWA	NGWAKETSE	20	0.2500000	south	1.160864e+05	13.6550774	52.952290	0.0905799	0.7474023	1.1411012	0.1499286	0.0000000
70	BWA	NGWATO	0	0.5000000	south	1.431314e+05	57.5253425	98.870720	0.2626301	0.6770645	0.9969659	0.1162903	0.4193909
71	BWA	NUSAN	0	0.0000000	south	2.016033e+01	42.1490895	39.125797	0.5069205	0.5840156	1.0587844	0.0170400	0.0000000
72	BWA	OHEKWE	5	0.2857143	south	1.097428e+04	105.2369752	309.711273	0.3751692	0.9577619	0.9753355	0.0617925	0.3963976
73	BWA	ROLONG	0	1.0000000	south	3.127165e+03	0.3573904	5.470448	0.1185509	0.7214270	1.2813889	0.1685000	0.0000000
74	BWA	SUBIA	0	1.0000000	south	5.921480e+02	2.8112810	8.431299	0.7585702	1.0340707	0.9613796	0.6146666	0.9070769
75	BWA	TANNEKWE	0	0.6666667	south	5.141471e+03	17.3022700	100.561897	0.7294306	0.8472362	1.0158441	0.1358462	0.6627507
76	BWA	TAWANA	1	0.2500000	south	1.088609e+04	20.2843914	182.977936	0.6190050	0.8957508	0.9532758	0.1186429	0.6318366
77	BWA	TLHARU	0	0.5000000	south	7.177681e+02	1.1390835	3.005761	0.4073889	0.6297253	0.9825648	0.0203333	0.0000000
78	BWA	TLOKWA	0	0.0000000	south	3.604604e+03	5.0026449	26.271095	0.4062548	0.5625797	0.7294722	0.0921250	0.3779269
79	BEN	ANA	0	1.0000000	west	1.662583e+04	1.4925937	13.016956	0.1732705	0.1775373	0.1759537	0.6480000	1.0000000
80	BEN	BARGU	4	0.6666667	west	2.876613e+05	43.3468563	92.384476	0.4551366	0.4898784	0.2973023	0.3943077	1.0000000
81	BEN	BASILA	0	0.6666667	west	1.002610e+04	1.7001692	26.279291	0.3130422	0.3381718	0.2865000	0.3930000	1.0000000
82	BEN	BUSA	0	1.0000000	west	1.690671e+04	3.5440592	15.854698	0.4945108	0.5139124	0.2747500	0.4271667	1.0000000
83	BEN	DENDI	0	1.0000000	west	3.324451e+04	3.3707044	9.899560	0.6011838	0.6363088	0.2115833	0.4084285	1.0000000
84	BEN	EGBA	1	0.6666667	west	7.855086e+04	11.5465156	54.234718	0.2281184	0.2530849	0.1960000	0.4814000	0.9994215
85	BEN	FON	51	1.0000000	west	9.894259e+05	19.3516486	56.199249	0.0969167	0.1084644	0.0964936	0.5800000	0.9970542
86	BEN	GUN	5	1.0000000	west	3.055517e+05	1.3483927	8.966488	0.0181679	0.0330320	0.0059722	0.5215000	0.5000000
87	BEN	GURMA	0	0.3333333	west	2.670500e+04	8.3103085	33.834606	0.5236155	0.5608484	0.2570463	0.5232222	1.0000000
88	BEN	KABRE	0	0.5000000	west	7.303912e+04	2.2214240	3.111649	0.3930233	0.4160128	0.3312778	0.4946667	1.0000000
89	BEN	KILINGA	0	0.6666667	west	5.965084e+04	6.6301137	66.684448	0.3453474	0.3761190	0.3150674	0.3910000	1.0000000
90	BEN	MOBA	0	0.5000000	west	1.495152e+03	0.1349263	0.556529	0.4985244	0.5173572	0.1600833	0.4920000	1.0000000
91	BEN	NAUDEBA	0	0.5000000	west	2.402049e+04	1.0218257	12.965258	0.4216881	0.4480575	0.3627847	0.5305000	1.0000000
92	BEN	POPO	2	1.0000000	west	1.165010e+05	1.2676607	19.854630	0.0721152	0.0152955	0.0260208	0.6545000	0.9526442
93	BEN	SOMBA	1	0.6666667	west	1.414119e+05	8.8672879	50.517170	0.4629975	0.4927523	0.2986424	0.5310000	1.0000000
94	BEN	TEM	0	0.5000000	west	1.253045e+04	1.3648365	2.304406	0.3102200	0.3304191	0.3429630	0.4986667	1.0000000
95	BDI	BASHI	103	1.0000000	east	8.293673e+04	1.1613970	9.894762	0.0536577	1.0552279	1.6043148	0.6520000	0.5683167
96	BDI	RUANDA	20	1.0000000	east	2.735688e+04	0.3852484	2.357621	0.1177331	0.9932553	1.6217917	0.4620000	0.7237402
97	BDI	RUNDI	2701	0.6666667	east	2.810964e+06	23.5527847	55.384300	0.0713727	0.9607508	1.4859428	0.5212944	0.4808854
98	TCD	ADAMAWA	0	1.0000000	other	1.085403e+04	0.6439044	6.914631	0.3017312	0.7903740	0.3411759	0.4306667	1.0000000
99	TCD	BAGIRMI	2	0.4285714	other	7.040588e+04	23.8491230	134.410614	0.1755441	1.0933583	0.3181879	0.2962353	1.0000000
100	TCD	BIDEYAT	18	0.5000000	other	2.276320e+03	224.2516460	232.696106	0.9870568	1.3231323	0.5873153	0.0059780	0.0257777
101	TCD	BUA	2	0.2000000	other	2.235109e+04	16.0762463	151.691574	0.4135764	1.1250206	0.3790509	0.5345833	1.0000000
102	TCD	BUDUMA	1	1.0000000	other	8.870738e+03	7.3317935	51.992722	0.1683975	1.1910298	0.2924537	0.0114889	0.5964490
103	TCD	BULGEDA	4	0.6000000	other	2.852226e+04	140.8603097	256.372742	0.6375769	1.4194047	0.2850598	0.0032769	0.0455142
104	TCD	DARI	0	0.6666667	other	3.982974e+04	4.7862525	33.038296	0.3442024	0.8050866	0.4176250	0.3687500	1.0000000
105	TCD	DAZA	2	0.4000000	other	2.371561e+04	48.3660445	90.236450	0.3673434	1.4233658	0.3189454	0.0020345	0.2475189
106	TCD	DEKAKIRI	1	0.0000000	other	1.153902e+04	7.0361541	214.248505	0.2650433	1.1419671	0.3849965	0.4150000	1.0000000
107	TCD	FANYAN	0	0.2500000	other	2.956461e+02	7.2777651	201.667679	0.4544991	1.2380363	0.4639815	0.5051666	1.0000000
108	TCD	FUR	0	0.3333333	other	3.017870e+01	0.5901613	8.071420	0.8430682	1.6140556	0.6481481	0.4150000	1.0000000
109	TCD	GABERI	1	0.2000000	other	1.650305e+05	9.9925692	104.166885	0.3420124	0.9310439	0.3848532	0.6751428	1.0000000
110	TCD	GULA	1	0.3333333	other	1.385109e+04	21.9950348	77.023666	0.5885500	1.2495714	0.4002205	0.7505000	1.0000000
111	TCD	HABBANIA	0	0.5000000	other	2.603938e+01	0.3149926	4.958706	0.8645164	1.6016599	0.5513611	0.4175000	1.0000000
112	TCD	HEMAT	37	0.3333333	other	6.361885e+04	43.0926785	202.677338	0.5595939	1.4172828	0.4931900	0.3976400	1.0000000
113	TCD	KANEMBU	3	0.4000000	other	1.348154e+05	19.7038158	103.815109	0.1961117	1.2515919	0.3068148	0.0057000	0.5373580
114	TCD	KENGA	4	0.0000000	other	7.562978e+04	11.7714883	350.420685	0.3720804	1.3083439	0.4612222	0.3377273	0.9067840
115	TCD	KOTOKO	87	0.6666667	other	1.002278e+05	4.9289491	15.435015	0.0451824	1.0695593	0.2999333	0.2114000	0.9994215
116	TCD	KREDA	6	0.4285714	other	5.362192e+04	76.2843199	331.570587	0.3562684	1.4401230	0.2904576	0.0088500	0.5140061
117	TCD	KUN	0	0.2000000	other	1.341599e+04	4.8990391	63.294796	0.2324266	0.9922913	0.3211991	0.5636667	1.0000000
118	TCD	LAKA (ADAMAWA	6	0.5000000	other	2.776474e+05	18.2679651	53.596039	0.4289763	0.8090680	0.4733782	0.5353077	1.0000000
119	TCD	LISI	2	0.1666667	other	1.766934e+05	29.3529024	321.172943	0.3322807	1.3441057	0.3378972	0.1075500	0.9322014
120	TCD	MABA	45	0.1250000	other	4.519906e+05	55.2816045	199.435440	0.5853378	1.5662832	0.4766424	0.0941563	0.7907477
121	TCD	MAHAMID	10	0.3750000	other	2.636889e+04	30.7400522	213.766373	0.6876954	1.6270278	0.5170972	0.0292273	0.2568079
122	TCD	MASA	3	0.7142857	other	1.238486e+05	9.8298438	7.003604	0.2559460	0.9220324	0.3485051	0.5653636	1.0000000
123	TCD	MASALIT	44	0.2000000	other	1.878272e+04	1.9961227	22.199657	0.7807625	1.6611023	0.7199610	0.2834000	0.9556374
124	TCD	MBERE	0	1.0000000	other	2.480912e+03	0.3385376	7.126081	0.5210853	0.7538437	0.6072593	0.5493333	1.0000000
125	TCD	MERARIT	24	0.4000000	other	9.259879e+04	13.0672940	88.571533	0.7483217	1.7213031	0.7611972	0.1415000	0.5933859
126	TCD	MIMI	0	0.0000000	other	1.655034e+04	6.8040954	221.770187	0.6389354	1.6606466	0.3902986	0.0106250	0.4159943
127	TCD	MUBI	2	0.0000000	other	3.333022e+04	9.6996816	229.961945	0.5036362	1.4280086	0.4571250	0.2481667	1.0000000
128	TCD	MUNDANG	4	0.5000000	other	1.384928e+05	9.3265115	41.427296	0.2856686	0.8261712	0.3884846	0.4293333	1.0000000
129	TCD	MUSGU	6	0.4000000	other	4.192176e+04	5.8610145	36.783840	0.1330590	1.0033110	0.3057222	0.3772500	1.0000000
130	TCD	NDUKA	2	0.6666667	other	3.367342e+04	9.7776265	12.078511	0.5660551	1.0956258	0.3558303	0.7962222	1.0000000
131	TCD	NGAMA	0	0.6666667	other	3.174845e+03	4.0021053	8.634296	0.5323792	0.9137056	0.3946349	0.7027143	1.0000000
132	TCD	OKORO	2	0.1111111	other	6.435324e+04	19.6833301	285.007690	0.3294353	1.2076942	0.4490815	0.3736667	1.0000000
133	TCD	RUNGA	11	0.2000000	other	2.565247e+04	37.1778576	55.692478	0.6905156	1.4336306	0.4728355	0.6180400	1.0000000
134	TCD	SALA	10	0.5714286	other	3.499024e+05	38.5452478	97.892578	0.4615449	0.9877334	0.3844122	0.6828000	1.0000000
135	TCD	SHUWA	1	0.3333333	other	1.718482e+05	22.5370948	101.960953	0.1033485	1.1738921	0.3004269	0.0682632	0.9545379
136	TCD	SILA	46	0.5000000	other	1.506440e+04	18.4400079	68.554207	0.7281080	1.5604836	0.5739074	0.3672000	1.0000000
137	TCD	SOLIMAN	0	1.0000000	other	2.336609e+04	6.8907124	147.186523	0.2721591	1.3374718	0.3454398	0.0018333	0.2686841
138	TCD	SOMRAI	0	0.0000000	other	1.958555e+04	12.5946218	145.969452	0.3248093	1.0340667	0.3417601	0.6388182	1.0000000
139	TCD	TAMA	12	0.5000000	other	1.399309e+04	5.4567410	7.803103	0.8386580	1.6447059	0.9218159	0.1312500	0.5038808
140	TCD	TEDA	35	0.6666667	other	3.442691e+03	211.4476987	157.382187	0.9890583	1.0268744	0.7880767	0.0036804	0.0029245
141	TCD	TUBURI	0	0.6666667	other	2.353927e+04	1.2172288	9.895645	0.2068764	0.9234769	0.3355903	0.4637500	1.0000000
142	TCD	ZAGHAWA	12	0.6666667	other	5.479862e+03	11.3816922	2.940137	0.9468393	1.5462101	0.8717250	0.0277000	0.1930474
143	ZAR	ABARAMBO	11	0.5000000	other	1.344795e+04	6.8547479	147.207489	1.5490232	1.5844119	0.6317188	0.2677500	1.0000000
144	ZAR	ALUR	24	0.3333333	other	5.408445e+04	1.1075025	8.477342	1.8811229	1.1195184	1.2664075	0.4263333	0.5427969
145	ZAR	AMBA	191	0.2500000	other	1.369747e+05	6.0638999	33.709965	1.6768056	1.1691607	1.1847976	0.5505714	0.8441797
146	ZAR	AUSHI	1	0.2000000	other	2.245743e+04	12.4616267	8.077494	1.6164435	1.1659065	1.1394782	0.3573571	0.8555456
147	ZAR	AZANDE	180	0.3125000	other	2.925426e+05	91.7511629	119.734772	1.5107349	1.6740957	0.6165701	0.2922542	0.9919575
148	ZAR	BABUKUR	74	0.6666667	other	2.816725e+01	2.4471363	14.241578	1.8233056	1.3950332	0.7918667	0.2802000	1.0000000
149	ZAR	BABWA	13	0.1000000	other	1.354009e+05	35.5277108	290.628174	1.3393462	1.5964900	0.4955972	0.2535000	1.0000000
150	ZAR	BANGBA	51	0.2000000	other	5.262537e+04	7.6277661	114.849114	1.6974108	1.3966142	0.7818919	0.2598889	0.9316704
151	ZAR	BANGI	1	0.5000000	other	5.230248e+03	1.8095810	26.172541	0.4805365	0.7524369	0.3130625	0.2003750	1.0000000
152	ZAR	BANZA	15	0.3333333	other	5.261031e+04	6.8247329	116.074516	1.0467563	1.1200736	0.4345625	0.2520000	1.0000000
153	ZAR	BANZIRI	1	0.3333333	other	3.657665e+03	1.6291368	15.001417	1.1227623	0.9996479	0.4477361	0.2981667	1.0000000
154	ZAR	BASHI	475	0.5000000	other	6.323864e+05	10.8118850	10.145651	1.4951065	1.1103882	1.6957195	0.4986000	0.4396777
155	ZAR	BATI	6	0.2500000	other	8.199129e+04	10.8824431	143.394928	1.2475522	1.4099600	0.4575174	0.2520000	1.0000000
156	ZAR	BINZA	12	0.2500000	other	4.713022e+04	15.4985911	267.441132	1.2382159	1.4829425	0.4256768	0.2494545	1.0000000
157	ZAR	BIRA	80	0.2500000	other	1.388830e+05	24.7894221	107.593948	1.6110975	1.2448295	0.9194892	0.3127778	0.8662309
158	ZAR	BONDJO	35	0.3333333	other	2.708400e+04	2.3614104	13.027368	0.7997769	0.8651252	0.3491343	0.2026667	1.0000000
159	ZAR	BOSAKA	58	0.0000000	other	1.453937e+05	26.6362750	436.440338	0.8350754	1.1197910	0.3796375	0.3096000	1.0000000
160	ZAR	BUDJA	4	0.0000000	other	1.462601e+05	29.4376196	185.199493	1.1267468	1.3324045	0.4205776	0.2463333	1.0000000
161	ZAR	BUDU	7	0.0000000	other	8.792707e+04	8.0481715	245.439606	1.5832243	1.3767434	0.7246235	0.2641111	1.0000000
162	ZAR	BUNDA	3	0.0000000	other	1.699372e+05	9.3117184	227.603531	0.4695801	0.6940923	0.4970250	0.3403000	1.0000000
163	ZAR	BUYE	200	0.2000000	other	2.895486e+05	78.6303328	149.087875	1.4159443	1.1003145	0.8933035	0.3931610	0.6793320
164	ZAR	BWAKA	88	0.2500000	other	5.987326e+05	45.2936937	91.908630	0.9832967	0.9924933	0.4321493	0.2536500	1.0000000
165	ZAR	CHOKWE	10	0.2500000	other	1.879081e+05	42.6276014	61.552975	0.7819957	0.8145926	0.8813007	0.2668529	0.9292968
166	ZAR	DZING	8	0.0000000	other	1.330103e+05	11.4244329	323.414825	0.4430902	0.6956858	0.4114278	0.2411000	1.0000000
167	ZAR	EKONDA	6	0.1250000	other	1.701005e+05	69.0987784	187.042786	0.4511376	0.7545534	0.3293288	0.2414324	1.0000000
168	ZAR	GOBU	3	0.6666667	other	2.821724e+04	8.4405831	40.086525	1.1150012	1.0357912	0.4726852	0.2601111	1.0000000
169	ZAR	HOLO	1	1.0000000	other	1.429970e+02	1.8555756	10.329773	0.4508276	0.4333546	0.6631482	0.1786667	1.0000000
170	ZAR	HOLOHOLO	31	0.5000000	other	3.854199e+04	7.9280428	42.867664	1.5425557	0.9893650	1.1815279	0.3508333	0.6521546
171	ZAR	HUNDE	543	0.5000000	other	3.058782e+05	18.3883782	96.087227	1.5103350	1.1773301	1.3103163	0.4892308	0.4942107
172	ZAR	KAONDE	11	0.5000000	other	1.071455e+05	18.7156827	81.480362	1.3887310	1.2634809	1.3426752	0.4649231	0.6874097
173	ZAR	KARE	8	1.0000000	other	1.515102e+03	7.9623805	27.604860	1.5592743	1.6722647	0.5981111	0.3397143	1.0000000
174	ZAR	KELA	3	0.0000000	other	9.090412e+04	41.7914596	536.826416	0.9561733	1.2049330	0.4807548	0.2787586	1.0000000
175	ZAR	KONGO	49	1.0000000	other	5.287249e+05	28.4015413	54.218845	0.1233082	0.2203600	0.4428519	0.2902778	0.9366092
176	ZAR	KONJO	593	0.6000000	other	4.657525e+05	16.1924748	44.875019	1.6035123	1.1569589	1.4214081	0.5536154	0.6385298
177	ZAR	KUBA	10	0.0000000	other	2.126654e+05	30.9979656	293.486847	0.7150746	0.9326050	0.4895871	0.2929546	1.0000000
178	ZAR	KUMU	72	0.0000000	other	1.646961e+05	60.8347959	293.128540	1.3395655	1.3785293	0.6591405	0.3179118	0.9946218
179	ZAR	KUTSHU	4	0.0000000	other	4.691524e+04	46.9732766	444.167602	0.6213348	0.8824610	0.4065165	0.2408889	1.0000000
180	ZAR	KWESE	5	0.0000000	other	2.410107e+04	6.3769161	155.898422	0.3928355	0.5826675	0.6345509	0.2228333	1.0000000
181	ZAR	LALA	0	1.0000000	other	4.638657e+01	2.5006577	14.943819	1.8232645	0.9352593	1.2525111	0.4782000	0.8075536
182	ZAR	LAMBA	96	0.5000000	other	3.980485e+05	35.2489292	32.838844	1.6082048	1.1254311	1.2385792	0.4560384	0.5849690
183	ZAR	LELE	1	0.0000000	other	7.955710e+04	17.2352340	217.608704	0.5686538	0.7868810	0.4889975	0.4169091	1.0000000
184	ZAR	LENDU	385	0.3750000	other	3.414336e+05	8.1497319	49.649357	1.8162682	1.1435896	1.1645917	0.4280000	0.5388958
185	ZAR	LENGOLA	13	0.0000000	other	3.451032e+04	18.8293252	405.989624	1.1788232	1.4254810	0.4773194	0.2766875	1.0000000
186	ZAR	LESE	7	0.0000000	other	7.268574e+03	12.2778522	152.964127	1.6815565	1.2714900	0.8741825	0.2554286	1.0000000
187	ZAR	LIKA	2	0.0000000	other	4.601979e+04	3.9678282	271.842285	1.5191700	1.4389346	0.6073750	0.2747500	1.0000000
188	ZAR	LOGO	48	0.3750000	other	1.261618e+05	15.4462786	60.081581	1.8365709	1.2808516	1.0206481	0.3564167	0.9168602
189	ZAR	LOKELE	167	0.0000000	other	2.293055e+05	9.3633158	464.205658	1.1803777	1.4525321	0.4123056	0.2476667	1.0000000
190	ZAR	LUAPULA	0	0.5000000	other	3.619575e+03	0.5070124	1.806307	1.6000218	1.1242192	1.0363611	0.4770000	1.0000000
191	ZAR	LUBA	179	0.3636364	other	7.317700e+05	193.3632826	298.847656	1.2161562	1.2694314	0.8863587	0.3585122	0.7688576
192	ZAR	LUGBARA	35	0.3333333	other	1.244952e+05	3.8035198	11.480971	1.8816869	1.2039043	1.1660000	0.4922000	0.9065702
193	ZAR	LULUA	96	0.1250000	other	9.714933e+05	46.3996076	170.000961	0.7849325	0.9695846	0.6071605	0.3279259	1.0000000
194	ZAR	LUNDA	4	0.3333333	other	7.134547e+04	35.7492576	74.027374	0.9256802	0.9494371	0.9116600	0.2986191	1.0000000
195	ZAR	LUVALE	1	1.0000000	other	1.470673e+03	1.0117155	8.129588	1.1132405	0.9420421	1.0900000	0.3912000	1.0000000
196	ZAR	LUWA	0	0.4000000	other	7.168840e+04	15.3522781	102.323532	0.4403024	0.5663328	0.7925370	0.1749167	0.8905255
197	ZAR	MAKERE	0	0.1666667	other	2.297090e+04	12.2546258	272.040497	1.4479961	1.5615095	0.5884805	0.2627000	1.0000000
198	ZAR	MAMVU	24	0.0000000	other	6.162700e+04	11.4241306	143.045792	1.7383823	1.2930118	0.9889333	0.2777000	0.9167128
199	ZAR	MANGBETU	25	0.2000000	other	6.959479e+04	6.2720183	120.088158	1.6221763	1.4763280	0.6586230	0.2711429	1.0000000
200	ZAR	MAYOGO, BADJO (NE)	4	0.0000000	other	8.082597e+04	3.8843194	195.095093	1.5983014	1.4181052	0.6821278	0.2826000	1.0000000
201	ZAR	MBAE	0	0.0000000	other	4.486590e+04	5.9385383	442.020538	1.2542807	1.5258528	0.4423690	0.2501429	1.0000000
202	ZAR	MBAGANI	11	0.2500000	other	2.009027e+05	24.4909334	59.213230	0.8149228	0.9328202	0.7332582	0.3021765	1.0000000
203	ZAR	MBALA	15	0.2500000	other	4.526092e+05	19.7913409	211.614090	0.3117702	0.5572917	0.4903685	0.2441333	1.0000000
204	ZAR	MBESA	0	0.0000000	other	2.785952e+04	6.2398966	309.214722	1.0654391	1.3603977	0.3699445	0.2588000	1.0000000
205	ZAR	MBOLE	3	0.0000000	other	3.706932e+04	39.6980406	365.420044	0.6890877	0.9732361	0.3788322	0.2633750	1.0000000
206	ZAR	MEDJI	48	0.2000000	other	9.026519e+04	5.2459321	224.389053	1.5292661	1.4815195	0.6248611	0.2798571	1.0000000
207	ZAR	MITTU	0	1.0000000	other	5.104049e+00	0.6235446	9.284855	1.8641555	1.3912326	0.7768426	0.2963333	0.9958960
208	ZAR	MONGO	26	0.0000000	other	1.102454e+05	42.4894942	320.633972	0.8625833	1.1606365	0.3490433	0.2982800	1.0000000
209	ZAR	MUNDU	19	0.5000000	other	5.965434e+03	2.3012214	12.794529	1.8628081	1.3446932	0.8905070	0.2735000	0.9865193
210	ZAR	NDAKA	24	0.0000000	other	2.982444e+04	28.6145467	300.523438	1.4477733	1.4365008	0.5730397	0.2568095	1.0000000
211	ZAR	NDEMBU	7	0.7500000	other	1.556497e+05	40.7479903	31.967459	1.1812000	1.0582484	1.1552047	0.3430000	0.8940813
212	ZAR	NDOGO	0	1.0000000	other	4.165430e+01	0.8424371	16.611645	1.6149476	1.6750823	0.6105278	0.4397500	1.0000000
213	ZAR	NDOKO	2	0.1428571	other	9.787669e+04	23.0373358	261.536041	0.9330685	1.1317545	0.3558095	0.2547857	1.0000000
214	ZAR	NGALA	64	0.2857143	other	1.842738e+05	51.8359105	87.947594	0.7355264	0.9362351	0.3458472	0.2343500	1.0000000
215	ZAR	NGANDU	12	0.0000000	other	2.641932e+05	53.9835649	494.834442	1.0071299	1.2855060	0.3998521	0.2818649	1.0000000
216	ZAR	NGBANDI	20	0.4444444	other	1.185273e+05	27.2768571	56.671230	1.1506737	1.2345665	0.4789934	0.2849524	1.0000000
217	ZAR	NGBELE	4	0.0000000	other	1.044141e+04	2.4633698	164.271912	1.6449590	1.3974831	0.7212083	0.2690000	0.9766973
218	ZAR	NGOMBE	7	0.0000000	other	4.465409e+04	12.7640518	390.846283	0.7738888	1.0617423	0.3785581	0.2870909	1.0000000
219	ZAR	NGONGO	0	0.0000000	other	4.670221e+04	3.2523154	197.480820	0.3434576	0.5641577	0.5649500	0.2658000	1.0000000
220	ZAR	NKUNDO	2	0.0000000	other	1.233239e+05	32.5408435	178.709290	0.6380442	0.9437974	0.3271196	0.2956522	1.0000000
221	ZAR	NYARI	91	0.0000000	other	6.186413e+04	4.2378413	69.411560	1.7898576	1.1921051	1.1651555	0.3018000	0.7562827
222	ZAR	NZANKARA	2	0.5000000	other	8.978616e+03	1.4988526	13.081771	1.3004800	1.3573571	0.5045186	0.4473333	1.0000000
223	ZAR	PENDE	6	0.1428571	other	2.700991e+05	18.3061453	114.008568	0.5085308	0.6976926	0.5990866	0.3484118	1.0000000
224	ZAR	POTO	1	0.0000000	other	1.509259e+05	10.1141171	234.677963	1.0306681	1.2560480	0.3623556	0.2404000	1.0000000
225	ZAR	REGA	522	0.2857143	other	3.657027e+05	62.5372397	124.489700	1.3734732	1.1963923	1.0724518	0.4096765	0.6445117
226	ZAR	RUANDA	260	0.6666667	other	1.078582e+05	1.4287663	1.424284	1.5727673	1.0849193	1.9863334	0.6915000	0.1923359
227	ZAR	RUMBI	0	0.0000000	other	1.458600e+04	10.4967895	281.617249	1.4075395	1.4047043	0.5940868	0.2570000	1.0000000
228	ZAR	SAKATA	9	0.2500000	other	1.550902e+05	35.3628442	161.341980	0.3116119	0.6162703	0.3146059	0.2571875	1.0000000
229	ZAR	SHILA	5	0.4000000	other	1.744231e+04	18.7560463	21.516018	1.5141205	1.1527220	1.1224982	0.3324333	0.7029705
230	ZAR	SOKO	1	0.0000000	other	6.444991e+04	7.1508477	341.567535	1.1214989	1.4110782	0.3807986	0.2730000	1.0000000
231	ZAR	SONGE	101	0.0000000	other	4.233819e+05	72.5345054	410.683563	1.1110040	1.2879807	0.6142005	0.3687805	0.9992290
232	ZAR	SONGOLA	89	0.0000000	other	2.242880e+05	36.7062396	287.276520	1.1958432	1.3634152	0.6175382	0.3851667	1.0000000
233	ZAR	SONGOMENO	4	0.0000000	other	5.621679e+04	15.6884299	431.889770	0.8076807	1.0380217	0.4916975	0.2380000	1.0000000
234	ZAR	SUKU	2	0.2000000	other	3.721302e+04	9.3910025	116.078636	0.3133491	0.5001715	0.6448858	0.2703333	1.0000000
235	ZAR	SUNDI	3	1.0000000	other	1.149218e+05	9.1707311	34.116451	0.1725660	0.1559741	0.3376869	0.3616364	0.9379008
236	ZAR	TABWA	123	0.0000000	other	1.328442e+05	26.5837377	66.071091	1.5930601	0.9851264	1.2068281	0.3136375	0.6623804
237	ZAR	TEKE	295	0.3750000	other	5.786150e+05	39.3747423	30.443132	0.1330215	0.4428427	0.4031772	0.2441034	1.0000000
238	ZAR	TETELA	28	0.0000000	other	3.330215e+05	82.3843155	475.235901	1.0030898	1.2167958	0.5565306	0.3187750	1.0000000
239	ZAR	TOPOKE	5	0.0000000	other	4.130790e+04	8.9044686	475.754791	1.0826596	1.3581678	0.3865185	0.2686667	1.0000000
240	ZAR	TORO	43	0.5000000	other	8.252295e+03	1.0371079	6.348416	1.7509706	1.1314461	1.2180346	0.5397500	0.8553220
241	ZAR	VILI	29	1.0000000	other	7.322597e+04	4.8730561	15.576660	0.3339007	0.0419778	0.1237103	0.2732857	0.9499480
242	ZAR	YAKA	2	0.5714286	other	3.272356e+05	46.3419966	51.634441	0.2800731	0.4411998	0.6228454	0.3027333	0.9930925
243	ZAR	YAKOMA	0	0.0000000	other	7.863776e+03	3.0685817	16.397724	1.1878101	1.2502743	0.5017945	0.2732000	1.0000000
244	ZAR	YANZI	3	0.2000000	other	2.044200e+05	15.0424719	209.715027	0.2990356	0.5778264	0.3666230	0.2055000	1.0000000
245	ZAR	YEKE	4	0.6000000	other	1.562149e+04	11.3964638	120.289719	1.4878094	1.2445948	1.1338681	0.4482500	0.7622104
246	ZAR	YOMBE	6	1.0000000	other	3.253040e+05	9.2319502	46.242184	0.2679006	0.0813631	0.2305347	0.3557500	1.0000000
247	CMR	ADAMAWA	1	0.3684210	other	2.034435e+05	49.9385170	118.713417	0.4482705	0.5437122	0.7316924	0.4827381	0.8308772
248	CMR	ANYANG	1	0.2857143	other	1.023191e+05	6.5528049	50.851730	0.3090399	0.1503235	0.6175879	0.5356667	0.6632757
249	CMR	BAMILEKE	1	0.0000000	other	7.008169e+05	7.4017864	163.302902	0.1946568	0.1560235	0.9252951	0.3685000	0.5431788
250	CMR	BANGANDU	0	1.0000000	other	7.204008e+02	2.4804318	53.872532	0.4697033	0.5818253	0.4515139	0.2777500	1.0000000
251	CMR	BATA	0	0.2500000	other	2.202861e+04	1.8737895	1.438981	0.6613092	0.7379549	0.4739930	0.5935000	1.0000000
252	CMR	BAYA	14	0.2000000	other	6.283589e+04	23.3444863	25.160816	0.3769176	0.5148467	0.8408208	0.4218500	0.9286820
253	CMR	BOKI	0	0.5000000	other	5.042132e+03	0.7736337	6.212031	0.3540051	0.1630467	0.3007870	0.5800000	0.9600120
254	CMR	CHAMBA	0	0.0000000	other	8.040178e+02	0.2096340	6.001281	0.5333496	0.5993367	0.5362778	0.4993333	0.6345715
255	CMR	DAMA	1	0.3333333	other	8.783852e+03	3.1825311	33.875389	0.6298366	0.7303661	0.3300926	0.5096667	1.0000000
256	CMR	DARI	0	0.3333333	other	3.206392e+02	1.3283627	8.696423	0.6508576	0.7587368	0.4210972	0.4700000	1.0000000
257	CMR	DUALA	41	0.4000000	other	2.364606e+05	6.0923392	164.844437	0.1735570	0.0289783	0.0610055	0.3206000	0.3333333
258	CMR	DURU	0	0.2000000	other	2.219857e+04	10.8844385	106.397270	0.5519317	0.6571510	0.5881805	0.5125000	0.7315291
259	CMR	DZEM	0	0.4000000	other	1.956888e+04	45.3301437	98.523415	0.3076543	0.4339767	0.5673831	0.2966667	0.9921433
260	CMR	EKOI	0	0.2500000	other	2.706784e+04	2.5567136	10.653225	0.3345943	0.1019929	0.3806041	0.6465000	0.9027515
261	CMR	FALI	0	0.6666667	other	6.025208e+04	3.0556963	38.306602	0.7002021	0.7840422	0.4533445	0.7722000	1.0000000
262	CMR	FANG	31	0.2857143	other	7.456480e+05	61.5234634	133.456406	0.0755288	0.2167563	0.5714924	0.3030000	0.8995565
263	CMR	FIA	1	0.1666667	other	8.844201e+04	6.7758004	198.669724	0.1076303	0.1880182	0.5635417	0.3350000	0.8525710
264	CMR	FUNGON	0	0.3333333	other	3.787352e+04	3.4488692	19.909849	0.3462447	0.2911321	0.8527639	0.4065000	0.8122756
265	CMR	FUT	8	0.0000000	other	9.326410e+04	1.6236861	71.954842	0.2861086	0.2273104	1.2819999	0.3196667	0.3486174
266	CMR	GALIM	0	0.0000000	other	4.544296e+03	1.5397038	62.606811	0.4207852	0.5006422	0.9452847	0.4282500	0.7433023
267	CMR	GISIGA	2	0.8750000	other	2.349689e+05	5.7736480	61.061848	0.8259585	0.9179712	0.4070648	0.6825000	1.0000000
268	CMR	GUDE	0	0.5000000	other	1.308606e+05	4.1967486	40.095459	0.7504469	0.8357489	0.5430417	0.6310000	1.0000000
269	CMR	IBIBIO	31	0.0000000	other	1.209509e+04	0.8862486	10.740111	0.3318239	0.0013204	0.0543056	0.4550000	0.5000000
270	CMR	KAKA	2	0.7500000	other	5.129137e+04	13.0580349	44.862377	0.3227474	0.4827042	0.6168945	0.3622000	1.0000000
271	CMR	KANURI	0	1.0000000	other	2.254245e+03	0.1256007	0.445906	0.9942727	1.0732747	0.2878611	0.1695000	0.9915079
272	CMR	KAPSIKI	0	0.6666667	other	7.531079e+04	1.9293580	26.101452	0.7818385	0.8645781	0.6120417	0.6900000	1.0000000
273	CMR	KENTU	0	1.0000000	other	6.980150e+02	0.1146250	2.384705	0.3684300	0.3418679	0.6732916	0.6150000	1.0000000
274	CMR	KEPERE	0	0.4000000	other	1.446497e+04	9.0111008	124.795006	0.2586684	0.4029208	0.6935973	0.3231250	0.9969220
275	CMR	KOKO	1	0.2857143	other	2.399579e+05	16.1395055	221.583359	0.1003998	0.0953118	0.4072123	0.3402143	0.7590436
276	CMR	KOM	2	0.4285714	other	4.023622e+04	1.7501394	61.817726	0.3086161	0.2609787	1.1712407	0.3493333	0.5544814
277	CMR	KOSSI	0	0.0000000	other	2.707487e+05	7.0864819	109.571030	0.2191467	0.0842782	0.4882604	0.3946250	0.6680848
278	CMR	KOTOKO	7	1.0000000	other	7.863161e+03	2.4082037	17.081537	0.9263116	1.0202450	0.2976055	0.3566000	1.0000000
279	CMR	KOTOPO	0	0.0000000	other	9.568814e+02	4.3127520	31.876938	0.4965833	0.5664194	0.5660371	0.5120000	0.6727455
280	CMR	KPE	11	0.0000000	other	2.111640e+05	3.8827333	102.782013	0.2438051	0.0294110	0.2829028	0.4805000	0.5664552
281	CMR	KUNDU	2	0.3333333	other	1.254443e+05	7.2459246	49.580341	0.2842112	0.0475120	0.4892500	0.5364286	0.8462972
282	CMR	LAKA (ADAMAWA	1	0.6666667	other	5.647560e+03	5.1928774	23.537231	0.6047266	0.7245686	0.6528453	0.5732857	0.9930925
283	CMR	LI	1	0.0000000	other	7.478282e+04	0.9856282	79.893608	0.2788298	0.2020428	1.1682361	0.3730000	0.3739383
284	CMR	MAKA	2	0.6000000	other	8.148491e+04	11.4592114	163.952957	0.1939782	0.3614644	0.6563858	0.2485556	0.9829813
285	CMR	MAMBILA	0	0.2500000	other	1.357952e+04	3.6024535	14.781712	0.3223475	0.3763690	1.1321428	0.3817143	0.6873944
286	CMR	MANDARA	7	0.6666667	other	2.764127e+04	1.6543671	17.233755	0.8820222	0.9711710	0.3764352	0.4340000	1.0000000
287	CMR	MASA	0	1.0000000	other	1.793041e+04	0.8326786	8.149809	0.8131052	0.9184181	0.3336736	0.5997500	1.0000000
288	CMR	MATAKAM	2	0.5000000	other	8.995883e+04	1.8025415	22.482368	0.8141205	0.8970435	0.6455556	0.5480000	0.9877640
289	CMR	MBERE	1	0.5000000	other	2.009809e+03	4.5303423	35.557083	0.5306436	0.6543267	1.0435889	0.5044000	0.7494769
290	CMR	MBUM	0	0.5000000	other	6.725953e+04	21.7389507	158.617416	0.4648972	0.5704615	0.8371889	0.4693500	0.8289579
291	CMR	MUM	0	0.2500000	other	1.161955e+05	6.0992586	101.698280	0.2072901	0.2313847	0.9950556	0.3061666	0.7293876
292	CMR	MUNDANG	1	0.6000000	other	6.135291e+04	2.2892631	14.089187	0.7723181	0.8681499	0.3851389	0.5194286	1.0000000
293	CMR	MUSGU	0	0.7500000	other	1.597973e+04	1.8197495	14.826640	0.8737648	0.9694874	0.3108681	0.6077500	1.0000000
294	CMR	NAMSHI	0	0.0000000	other	2.449492e+04	5.0344332	68.337547	0.5548636	0.6424335	0.4841222	0.5292000	0.5073993
295	CMR	NDOB	3	0.0000000	other	1.088152e+05	2.6458183	88.247315	0.2524447	0.2341970	1.3761736	0.3332500	0.4820217
296	CMR	NEN	0	0.0000000	other	3.156705e+04	3.9217016	211.405167	0.1240131	0.1315024	0.5107222	0.3257143	0.9797823
297	CMR	NGUMBA	0	0.5000000	other	4.041886e+04	9.4141374	85.743469	0.1571427	0.0569627	0.3197685	0.3405555	0.9193753
298	CMR	NSAW	4	0.4000000	other	6.066253e+04	2.2686391	44.010288	0.2760018	0.2778838	1.2539815	0.3093333	0.4545415
299	CMR	NSUNGLI	0	0.5000000	other	2.096935e+04	1.5509790	8.866736	0.2919112	0.3131797	1.1278820	0.4125000	0.7397525
300	CMR	PODOKWO	1	0.7500000	other	5.693915e+04	1.0730673	22.566811	0.8491172	0.9347463	0.5287083	0.4812500	1.0000000
301	CMR	PUKU	1	0.5000000	other	1.013444e+04	3.1393100	38.302345	0.2168356	0.0169144	0.0512569	0.3555000	0.5000000
302	CMR	SANGA	2	0.3333333	other	1.902322e+04	13.8763220	42.261620	0.4655797	0.5822659	0.4703829	0.2882857	1.0000000
303	CMR	SHUWA	2	0.6666667	other	6.251414e+04	6.0637004	0.831282	0.9871460	1.0751851	0.3024228	0.2503555	0.9588566
304	CMR	TIGON	1	0.4000000	other	3.195450e+04	1.8333525	14.860753	0.3265725	0.3214191	1.0263264	0.5147500	0.4210999
305	CMR	TIKAR	0	0.2000000	other	4.012517e+04	9.3479339	79.412224	0.2280613	0.2981921	0.8090938	0.2752500	0.8665344
306	CMR	TUBURI	0	0.5000000	other	1.381939e+05	3.6506781	24.585628	0.8161696	0.9163688	0.3534352	0.5621667	1.0000000
307	CMR	VERE	0	0.3333333	other	1.207735e+03	0.1345762	2.231150	0.5885087	0.6598642	0.4425000	0.6485000	0.8251760
308	CMR	WAKURA	0	0.6666667	other	2.046300e+04	0.4666268	5.271998	0.8497167	0.9312609	0.5321574	0.4280000	1.0000000
309	CMR	WIDEKUM	1	0.1250000	other	1.456977e+05	3.7025339	55.578083	0.3022805	0.1991820	1.0198945	0.3684000	0.4976522
310	CMR	WUM	0	0.2500000	other	1.102560e+04	0.9169567	16.345856	0.3489090	0.2513685	0.8561806	0.3560000	0.7623845
311	CMR	WUTE	0	0.2000000	other	1.708751e+04	14.7081350	165.347275	0.1973751	0.3187966	0.7065808	0.2715455	0.9880664
312	CAF	AZANDE	59	0.7500000	other	1.628862e+04	21.8639331	35.189632	0.7399643	1.5977442	0.5875305	0.3975500	1.0000000
313	CAF	BANDA	132	0.9285714	other	3.553431e+05	257.5518075	238.476517	0.4670312	1.3183638	0.5682465	0.3349748	1.0000000
314	CAF	BANZIRI	2	0.2500000	other	4.113912e+04	10.3846667	20.672604	0.2123442	1.1001843	0.4649560	0.2785833	1.0000000
315	CAF	BAYA	101	0.3750000	other	3.469487e+05	90.6030040	161.645844	0.2841447	0.6925853	0.6799964	0.2982826	0.9204240
316	CAF	BOFI	1	1.0000000	other	1.709672e+04	2.8736843	35.383686	0.1151351	0.7949578	0.4942847	0.2407500	1.0000000
317	CAF	BWAKA	392	0.4000000	other	1.702204e+05	8.3271470	40.308025	0.0530614	0.8648822	0.4140494	0.2871111	1.0000000
318	CAF	GOBU	0	0.5000000	other	8.238259e+02	0.5603039	9.861206	0.2254338	1.1114541	0.4832014	0.2590000	1.0000000
319	CAF	GULA	2	0.7500000	other	3.207775e+03	14.1008655	50.614571	0.5852412	1.3124193	0.4692308	0.6084616	1.0000000
320	CAF	HABBANIA	2	1.0000000	other	3.758538e+02	0.9371063	7.701156	0.8514654	1.5812291	0.5441482	0.2806667	1.0000000
321	CAF	KAKA	3	0.6666667	other	6.084182e+03	1.2009938	4.611120	0.3739181	0.5543544	0.5949723	0.4180000	1.0000000
322	CAF	KARA	72	0.6000000	other	7.139573e+03	39.8224221	89.264801	0.7270927	1.4900060	0.6129537	0.5190952	0.9748980
323	CAF	KARE	13	1.0000000	other	2.891949e+03	2.6972246	14.901297	0.8302042	1.6812861	0.6045070	0.3450000	1.0000000
324	CAF	KREISH	0	0.5000000	other	7.610460e+00	4.2407178	5.189744	0.7694888	1.5917286	0.8254167	0.5316666	1.0000000
325	CAF	LAKA (ADAMAWA	13	1.0000000	other	2.822302e+04	2.9347195	19.696466	0.4135148	0.8111871	0.5926042	0.5503750	1.0000000
326	CAF	MANDJA	119	0.6666667	other	1.400509e+05	37.0317759	145.829239	0.1742468	0.9210896	0.5096528	0.2984167	1.0000000
327	CAF	MBERE	68	0.7500000	other	1.035649e+05	13.9231780	54.557297	0.3922304	0.7571223	0.6747679	0.4492857	0.9256039
328	CAF	NDOGO	44	0.6666667	other	5.505067e+03	12.7728801	34.932362	0.8956103	1.7392628	0.6197602	0.3808182	1.0000000
329	CAF	NDUKA	71	0.6666667	other	5.397290e+04	33.2726649	51.721657	0.4309670	1.1127514	0.4057866	0.6034545	1.0000000
330	CAF	NGAMA	24	0.7500000	other	9.939768e+03	9.5010823	35.195374	0.3663149	0.9059923	0.4276451	0.5765556	1.0000000
331	CAF	NGBANDI	4	0.7500000	other	4.724792e+03	0.5292173	11.321445	0.3222483	1.1986285	0.4848000	0.2698000	1.0000000
332	CAF	NZANKARA	23	0.5000000	other	6.017456e+04	9.3071706	1.376853	0.4764625	1.3466673	0.5210252	0.4179091	1.0000000
333	CAF	PANDE	0	0.6000000	other	1.205878e+04	7.1803083	11.793526	0.2185375	0.7009329	0.4948730	0.1832857	1.0000000
334	CAF	RUNGA	5	0.6666667	other	9.215170e+02	13.2555413	25.058756	0.7620274	1.4718829	0.4606515	0.6681818	1.0000000
335	CAF	SANGA	9	0.3333333	other	1.268991e+04	10.2111900	18.908272	0.3125857	0.6198837	0.4926528	0.2765833	1.0000000
336	CAF	YAKOMA	6	0.5000000	other	4.287284e+04	4.6271899	16.463886	0.3478849	1.2237437	0.4949611	0.2682000	1.0000000
337	CAF	YANGERE	1	0.7500000	other	3.071332e+04	10.4894519	80.015305	0.2504531	0.6654696	0.5530722	0.2136000	1.0000000
338	DJI	AFAR	28	1.0000000	east	7.109674e+04	20.1641591	54.689175	0.0693463	0.0217626	0.3513420	0.0191375	0.1396239
339	DJI	ESA	26	1.0000000	east	1.216952e+04	1.3906097	14.711675	0.0521728	0.0406292	0.3770185	0.0261667	0.0887609
340	EGY	ABABDA	24	0.3333333	north	1.477356e+05	112.1665711	160.684586	0.7297157	0.1481613	0.3514937	0.0035472	0.0033870
341	EGY	BARABRA	0	0.3333333	north	5.729657e+03	39.7859044	94.869415	0.7759752	0.3951363	0.2830568	0.0020870	0.0006676
342	EGY	BIDEYAT	0	0.0000000	north	3.986844e+03	17.4450135	36.287128	1.0018699	0.9402414	0.6806445	0.0043000	0.0011557
343	EGY	DAKHLA	0	0.0000000	north	7.310410e+03	24.0471680	392.441010	0.5373648	0.5103759	0.2800621	0.0024706	0.0002887
344	EGY	EGYPTIANS	3045	0.4000000	north	2.583281e+07	126.2651012	616.823486	0.2267481	0.1822528	0.1798802	0.0072814	0.0006483
345	EGY	KHARGA	2	0.2500000	north	1.820634e+03	67.4165657	236.589203	0.6553773	0.4472185	0.2911746	0.0021143	0.0007061
346	EGY	MAAZA	751	0.5000000	north	1.656346e+06	81.7168507	637.034912	0.2233742	0.0640571	0.2696493	0.0054208	0.0008998
347	EGY	SAADI	14	0.0000000	north	8.866581e+04	169.8532624	301.614441	0.3363141	0.1796060	0.1643766	0.0044693	0.0003575
348	EGY	SANUSI	2	0.0000000	north	2.492442e+02	0.6949515	8.468882	0.6147882	0.0392144	0.1265903	0.0162750	0.0001925
349	EGY	SIWA	0	0.0000000	north	4.346610e+03	18.6160943	95.055061	0.5300502	0.2589949	0.1021652	0.0013684	0.0000000
350	GNQ	BUBI	21	0.0000000	other	3.802560e+04	1.8456868	147.365433	0.0303912	0.0110152	0.0652222	0.4383000	0.5152550
351	GNQ	FANG	3	1.0000000	other	1.112184e+05	12.3124161	45.881104	0.3376034	0.1193839	0.3446528	0.3185833	0.9497593
352	GNQ	NGUMBA	0	1.0000000	other	3.732918e+04	5.0009283	56.664623	0.2860929	0.0590242	0.2247361	0.3000000	0.9434803
353	GNQ	PUKU	7	1.0000000	other	4.831220e+04	4.9682884	63.725845	0.2634921	0.0156392	0.0852222	0.3436000	0.7915748
354	GNQ	SEKE	0	1.0000000	other	5.969850e+03	2.5976986	24.706583	0.3180609	0.0466467	0.2203542	0.3970000	0.9186103
355	ERI	AFAR	33	1.0000000	east	5.800672e+04	26.8318380	30.549833	0.3100047	0.0289608	0.3048889	0.0103200	0.1220524
356	ERI	AMER	0	0.0000000	east	1.201759e+05	18.7600311	49.123184	0.2145659	0.1214687	0.6495595	0.0245000	0.2395718
357	ERI	BAREA	1	0.4000000	east	1.222133e+04	3.2934233	70.553848	0.1660894	0.1971146	0.8275486	0.0560000	0.6613208
358	ERI	BOGO	0	0.5000000	east	8.776421e+04	2.4585574	112.754250	0.0715927	0.0888265	1.2794445	0.0665000	0.5254382
359	ERI	HADENDOWA	7	0.6666667	east	2.810087e+03	3.8983119	6.260092	0.2326164	0.2301779	0.5996076	0.0263750	0.4656065
360	ERI	KUNAMA	28	0.5000000	east	5.204595e+04	5.7915081	65.001770	0.1677734	0.2208133	0.8871991	0.1000000	0.9151502
361	ERI	SAHO	4	0.6666667	east	2.814414e+04	4.5244929	45.907063	0.0940119	0.0150471	0.6751309	0.0288571	0.4022027
362	ERI	TIGRE	14	0.6000000	east	1.773736e+05	22.8718608	140.069565	0.1206201	0.0699228	0.7818222	0.0342333	0.3973118
363	ERI	TIGRINYA	169	0.1666667	east	8.732894e+05	33.0023789	15.524249	0.0992681	0.1602687	1.1098938	0.1135357	0.6578021
364	ETH	AFAR	16	0.4000000	east	5.871879e+05	73.3204369	82.376968	0.4082536	0.1553326	0.5776030	0.0887805	0.3502603
365	ETH	AMHARA	114	0.1250000	east	4.222841e+06	123.9869260	181.793671	0.3554031	0.4100363	1.5962385	0.7303088	0.3523464
366	ETH	ANUAK	58	0.1666667	east	1.578588e+04	20.7009629	39.442566	0.5239208	0.9720379	0.4862286	0.9015385	0.9631600
367	ETH	ARUSI	43	0.2857143	east	1.192191e+06	113.8563616	312.199463	0.3009361	0.5631416	1.3621975	0.5054629	0.3235195
368	ETH	AWIYA	1	0.0000000	east	4.061452e+05	6.1575960	203.287491	0.2934379	0.5645393	1.8565509	0.7991667	0.2762555
369	ETH	BAKO	0	0.3333333	east	1.289585e+05	10.7405244	88.447761	0.4340289	0.9157574	1.1974223	0.7256000	0.6742475
370	ETH	BARARETTA	4	0.2500000	east	6.233405e+04	39.4262579	61.329872	0.5377594	0.5181924	0.6338275	0.1545000	0.0084647
371	ETH	BERTA	1	0.1666667	east	7.603063e+04	12.2047339	37.972008	0.4540015	0.7365013	0.9381010	0.6524546	0.7108253
372	ETH	BORAN	47	0.2857143	east	2.436842e+05	63.9715647	120.216476	0.4795000	0.7008095	1.2407930	0.4636061	0.1566623
373	ETH	DARASA	27	0.2000000	east	9.240732e+05	10.0980050	311.398743	0.2653149	0.7007893	2.0291944	0.9577500	0.2570190
374	ETH	ESA	22	0.3333333	east	2.816990e+05	23.4004223	67.811272	0.3926126	0.1509988	0.8957425	0.1566000	0.6255394
375	ETH	GERI	31	0.4000000	east	1.124592e+05	9.6347061	61.588291	0.4579852	0.2052757	1.4977326	0.3941250	0.5755989
376	ETH	GIBE	13	0.0000000	east	6.961009e+05	14.5270443	251.174194	0.2528999	0.7308831	1.8442800	0.9078333	0.3251054
377	ETH	GIMIRA	4	0.3333333	east	2.153071e+05	7.7270273	72.470223	0.4309516	0.9083024	1.1772466	0.9700000	0.5967069
378	ETH	GUMUZ	0	0.1666667	east	2.994851e+04	20.9589263	61.082104	0.4357502	0.6011183	0.8643333	0.7061333	0.4973408
379	ETH	GURAGE	10	0.0000000	east	6.271583e+05	12.9745526	409.794983	0.1237542	0.5879672	2.1697524	0.9630000	0.1543731
380	ETH	HARARI	52	0.0000000	east	1.602587e+05	2.5981694	118.096397	0.3794872	0.2466711	1.6701250	0.5780000	0.5895572
381	ETH	HAWIYA	0	0.3333333	east	2.532528e+03	0.8558254	12.646767	0.7845577	0.3049468	0.2576945	0.0200000	0.0034650
382	ETH	ISHAAK	20	0.0000000	east	1.233719e+05	23.8471387	31.940027	0.6647163	0.2283756	0.9833670	0.0551053	0.3132213
383	ETH	ITTU	80	0.2857143	east	1.132855e+06	35.5749311	205.659592	0.2889599	0.3172947	1.3569776	0.4121428	0.7414859
384	ETH	JANJERO	0	0.0000000	east	2.031670e+05	4.0623574	302.169708	0.1944551	0.6802461	1.8619075	0.9486667	0.4386558
385	ETH	KAFA	4	0.0000000	east	4.283987e+05	13.4112978	155.924835	0.3455827	0.8246742	1.6382779	0.9785454	0.4336407
386	ETH	KAMBATA	7	0.0000000	east	1.081254e+06	9.5560845	334.770752	0.1851986	0.6633400	1.9500625	0.9422500	0.2725225
387	ETH	KAMIR	0	0.5000000	east	1.092495e+05	7.8718715	144.619415	0.4658722	0.2372448	1.7706231	0.4992857	0.5110244
388	ETH	KEMANT	8	0.0000000	east	5.187853e+05	5.3297302	112.398605	0.4290812	0.3926803	1.6471204	0.8938333	0.3569650
389	ETH	KOMA	6	0.5000000	east	4.709082e+04	8.5658002	23.379059	0.4897124	0.8701363	0.9125056	0.8410000	0.6065944
390	ETH	KONSO	0	0.5000000	east	2.564940e+05	9.4992793	153.668686	0.4005030	0.8465977	1.4604043	0.7442222	0.3575305
391	ETH	MACHA	59	0.0000000	east	1.170703e+06	45.0047026	290.949829	0.1840788	0.6142195	1.8311180	0.7896250	0.2737731
392	ETH	MAO	19	0.6000000	east	1.668559e+05	8.7300465	66.238083	0.4413696	0.8575584	1.2525612	0.7245000	0.3542054
393	ETH	MASONGO	0	0.2000000	east	3.887307e+04	5.1216199	116.430412	0.4361994	0.8923817	1.0217037	0.7715000	0.5930250
394	ETH	MIJERTEIN	0	0.5000000	east	4.158244e+04	18.9691616	52.772915	0.8959302	0.2654621	0.5475152	0.0041818	0.0147603
395	ETH	MURLE	0	0.6666667	east	6.619090e+02	0.6806024	6.849718	0.5145330	0.9863561	0.6747777	0.9610000	1.0000000
396	ETH	NAJI	2	0.5000000	east	1.772134e+04	4.0523859	75.792061	0.4507533	0.9343342	1.0714207	0.9471428	0.7028542
397	ETH	NUER	2	1.0000000	east	2.182958e+03	1.8404169	9.495034	0.6124614	1.0376770	0.3217129	0.9723333	1.0000000
398	ETH	OGADEN	220	0.3333333	east	3.616052e+05	156.3065038	197.198547	0.6207454	0.4432077	0.6154592	0.0448442	0.1449575
399	ETH	OMETO	12	0.2222222	east	1.236492e+06	26.6159038	210.099503	0.3172683	0.7945084	1.5860000	0.8768889	0.5602064
400	ETH	RENDILE	0	1.0000000	east	1.972756e+02	0.2560199	5.835431	0.5497631	0.8269137	0.8972500	0.1845000	0.1351864
401	ETH	RESHIAT	3	0.2000000	east	3.219883e+04	10.3441832	60.006035	0.5202587	0.8901891	0.7637068	0.3002222	0.3455224
402	ETH	RUFFA	0	0.0000000	east	1.057003e+03	0.7509630	3.071858	0.5128241	0.5513266	0.5953959	0.7437500	1.0000000
403	ETH	SAB	0	0.3333333	east	9.443360e+02	1.0219758	19.120089	0.7094983	0.3634410	0.3080879	0.0228333	0.0032067
404	ETH	SAHO	1	0.6666667	east	6.220430e+04	5.9034899	58.940399	0.5623043	0.1179917	1.0245926	0.1051667	0.1830695
405	ETH	SHEBELLE	4	0.0000000	east	2.585771e+04	4.9061037	49.960983	0.7678387	0.3261998	0.3112579	0.0220000	0.0056622
406	ETH	SURI	0	0.0000000	east	3.927552e+04	12.2156914	50.542564	0.4854424	0.9686632	0.9402222	0.8640000	0.7289720
407	ETH	TIGRINYA	45	0.2500000	east	9.944728e+05	28.2118590	53.653461	0.5569863	0.1548361	1.4918991	0.2212105	0.4694189
408	ETH	TOPOTHA	0	0.6666667	east	1.659439e+03	1.1164582	5.525073	0.5179189	0.9720846	0.6632431	0.5080000	0.4351411
409	ETH	TULAMA	212	0.1428571	east	2.464040e+06	48.8144316	302.103607	0.0895675	0.4011014	1.9158815	0.8293077	0.4610624
410	ETH	WALLAGA	14	0.1428571	east	7.437170e+05	30.6469174	154.561112	0.3481033	0.7776306	1.5457728	0.6371176	0.3402815
411	ETH	WALLO	25	0.6000000	east	1.290797e+06	27.2720516	208.843338	0.3260186	0.2845322	1.5997268	0.5777778	0.4595834
412	GMB	DIOLA	64	1.0000000	west	6.509369e+04	1.2362928	11.667542	0.0224445	0.0057516	0.0044306	0.4675000	0.9439116
413	GMB	MALINKE	13	0.5000000	west	2.093292e+05	8.1033787	5.304628	0.1672607	0.0556510	0.0258056	0.4706364	0.9998070
414	GMB	SERER	4	1.0000000	west	4.191481e+04	1.2844355	10.471133	0.0358833	0.0106070	0.0120611	0.4294000	0.7435228
415	GAB	DUMA	1	0.5000000	other	6.062425e+04	36.2508275	58.182896	0.4800047	0.3390477	0.4464352	0.2635417	1.0000000
416	GAB	DZEM	0	1.0000000	other	5.591706e+02	1.6629988	12.998373	0.5028525	0.4271547	0.4691250	0.3255000	1.0000000
417	GAB	FANG	3	0.4285714	other	1.195867e+05	91.4475576	54.173141	0.2453831	0.1826155	0.3222949	0.3644681	0.9873821
418	GAB	KALAI	0	0.5000000	other	6.186530e+02	10.7819961	168.923416	0.2558799	0.1892922	0.3127099	0.4481111	0.6365020
419	GAB	KOTA	1	0.7500000	other	2.004229e+04	30.1903243	48.949486	0.4500783	0.3652336	0.3944137	0.3114211	0.9982670
420	GAB	KUNYI	0	0.5000000	other	3.116982e+02	0.4076054	2.995135	0.5169316	0.0942442	0.1262500	0.3703333	1.0000000
421	GAB	LUMBO	9	0.5000000	other	7.437514e+04	40.9554673	79.394981	0.3644815	0.0810958	0.1504407	0.4097273	1.0000000
422	GAB	MPONGWE	9	0.5000000	other	4.507244e+04	19.1118090	229.488296	0.1620554	0.0654071	0.0413654	0.4344615	0.3333333
423	GAB	PUKU	55	1.0000000	other	6.714890e+04	1.9512698	47.305046	0.0290051	0.0015035	0.0868334	0.4116667	0.5000000
424	GAB	SEKE	0	1.0000000	other	9.176254e+03	5.0818243	65.253792	0.0435473	0.0212744	0.0995926	0.4265000	0.3333333
425	GAB	SHOGO	1	0.6000000	other	2.932137e+04	18.0157146	108.154343	0.3279573	0.2571770	0.3835722	0.3620667	0.6365020
426	GAB	TEKE	0	1.0000000	other	5.914620e+03	4.2091039	14.550659	0.5839999	0.4171012	0.5548055	0.0836667	1.0000000
427	GAB	VILI	0	0.0000000	other	8.516285e+02	2.3883178	2.235681	0.5018885	0.0376785	0.1396042	0.4300000	0.5000000
428	GHA	ADANGME	4	0.3333333	west	2.364239e+05	4.9062102	65.402184	0.0720207	0.0357751	0.0762000	0.7336000	0.8709068
429	GHA	ADELE	0	0.6666667	west	1.593269e+04	0.6778612	6.929439	0.3050782	0.2594532	0.3007917	0.5500000	1.0000000
430	GHA	AKYEM	4	0.2000000	west	7.989983e+05	15.9675700	104.582207	0.0960296	0.0996362	0.1493184	0.4481539	0.9612946
431	GHA	ANYI	1	0.6666667	west	1.955671e+05	13.4693811	36.276241	0.2942002	0.1350722	0.1585128	0.3256923	1.0000000
432	GHA	ASHANTI	37	0.5000000	west	2.065711e+06	61.5536289	166.582046	0.1905850	0.1849671	0.1636830	0.3281059	0.5000000
433	GHA	ASSINI	1	0.5000000	west	6.217903e+04	2.3790231	23.291464	0.2645705	0.0165198	0.0352292	0.1579750	0.5000000
434	GHA	ATYUTI	0	0.3333333	west	5.874528e+03	0.4474705	9.769220	0.3257545	0.2803223	0.2737083	0.5342500	1.0000000
435	GHA	AVATIME	0	1.0000000	west	5.161835e+03	0.1210938	4.309285	0.1499112	0.0945978	0.1784444	0.6410000	1.0000000
436	GHA	BIRIFON	2	0.2500000	west	7.742329e+04	3.4025482	5.918963	0.5831736	0.5955946	0.2517847	0.5605000	1.0000000
437	GHA	BRONG	5	0.5000000	west	2.650230e+05	17.2282333	55.705658	0.3348994	0.3397915	0.2126496	0.4104615	1.0000000
438	GHA	BUEM	3	0.5000000	west	3.167845e+04	0.9683262	1.639931	0.2235362	0.1792711	0.2744236	0.5972500	1.0000000
439	GHA	BUILSA	0	0.5000000	west	4.321132e+04	2.4413546	59.386883	0.5534846	0.5688304	0.1680833	0.4690000	1.0000000
440	GHA	BUSANSI	18	1.0000000	west	4.052783e+04	0.5215807	4.573398	0.6079270	0.5955001	0.2383472	0.4745000	1.0000000
441	GHA	CHAKOSSI	0	0.3333333	west	4.971000e+03	0.5661885	8.409572	0.5221857	0.4955426	0.1550278	0.7330000	1.0000000
442	GHA	DAGARI	0	0.6666667	west	7.995390e+04	5.1663527	43.842915	0.6075544	0.6292422	0.2647555	0.5110000	1.0000000
443	GHA	DAGOMBA	19	0.3333333	west	2.246714e+05	19.6113467	46.144360	0.4330810	0.4235298	0.1705588	0.4583530	1.0000000
444	GHA	EWE	9	0.3333333	west	4.349106e+05	7.1479841	11.814276	0.1307653	0.0721952	0.1219930	0.6746250	0.9175724
445	GHA	FANTI	6	0.0000000	west	6.061688e+05	6.1486193	185.626114	0.0874713	0.0284542	0.0744583	0.3141667	0.9136828
446	GHA	GA	73	0.0000000	west	4.901013e+05	1.6322397	131.052292	0.0119582	0.0179064	0.0495695	0.6715000	0.8762877
447	GHA	GRUNSHI	0	0.4000000	west	1.057470e+05	9.1361365	42.604321	0.5806666	0.6011827	0.2246500	0.5322000	1.0000000
448	GHA	GUANG	5	0.3846154	west	1.882435e+05	33.4961818	136.699264	0.4069241	0.4216863	0.1730429	0.4728636	1.0000000
449	GHA	GURENSI	6	0.2500000	west	2.905987e+05	4.9098945	19.027834	0.5771096	0.5736986	0.2121157	0.5308333	1.0000000
450	GHA	KONKOMBA	1	0.3333333	west	1.089435e+04	1.4134625	15.074431	0.4932764	0.4676481	0.1462083	0.6215000	1.0000000
451	GHA	KRACHI	2	0.6250000	west	1.446244e+05	8.5025942	49.164776	0.2762619	0.2563564	0.1327222	0.3710000	1.0000000
452	GHA	KULANGO	0	0.5000000	west	2.959391e+03	0.9561369	8.014945	0.4809642	0.4800887	0.2428889	0.5855000	1.0000000
453	GHA	LIGBI, DEGHA (SE)	0	0.2500000	west	4.556933e+03	1.7316679	12.418651	0.4272007	0.4290029	0.2564954	0.5388333	1.0000000
454	GHA	MAMPRUSI	5	0.5000000	west	7.885393e+04	5.4655493	58.155495	0.5303676	0.5288286	0.1870000	0.5408571	1.0000000
455	GHA	NAFANA	0	0.6666667	west	3.847968e+03	1.3838809	18.572330	0.3849664	0.3881736	0.2699722	0.5490000	0.9993573
456	GHA	TRIBU	0	0.5000000	west	1.014249e+04	0.7277882	10.136403	0.2680559	0.2238612	0.2977639	0.5730000	1.0000000
457	GHA	VAGALA	0	0.3333333	west	4.243876e+03	1.4225137	39.209846	0.4550116	0.4696141	0.2361019	0.5286667	1.0000000
458	GHA	WABA	4	0.7500000	west	9.764044e+04	5.0219798	55.855049	0.5368113	0.5562894	0.2447685	0.7096667	1.0000000
459	CIV	ABE	9	0.2000000	west	6.470648e+04	3.9986436	114.445244	0.1516325	0.1006246	0.0897084	0.3288333	1.0000000
460	CIV	AJUKRU	0	0.0000000	west	1.639835e+04	1.8907692	166.946030	0.1729961	0.0394914	0.0332778	0.2590000	1.0000000
461	CIV	ANYI	15	0.2500000	west	2.195549e+05	18.8694210	35.286224	0.1963309	0.1659384	0.1498415	0.3064118	1.0000000
462	CIV	ARI	7	0.0000000	west	3.781916e+04	2.7545072	156.398544	0.1484957	0.0723134	0.0753426	0.3463333	1.0000000
463	CIV	ASSINI	3	0.3333333	west	3.523739e+04	2.2489965	23.344334	0.2946999	0.0177350	0.0435972	0.2160000	0.5000000
464	CIV	ATTIE	3	0.3333333	west	7.987548e+04	5.3669528	62.474518	0.2020079	0.0977629	0.1094286	0.3094286	1.0000000
465	CIV	AVIKAM	669	0.0000000	west	1.050533e+05	3.0352086	175.790421	0.1893464	0.0166381	0.0116458	0.2075000	0.5000000
466	CIV	BAKWE	35	0.6000000	west	1.732766e+04	13.9835650	45.264065	0.2516251	0.0705841	0.1116444	0.3531400	0.5000000
467	CIV	BAMBARA	1	0.5000000	west	3.303078e+04	1.8050944	8.511054	0.4165791	0.6404842	0.3512153	0.5682500	1.0000000
468	CIV	BAULE	122	0.1250000	west	7.226593e+05	30.0906539	171.437683	0.0750642	0.2487473	0.1991818	0.3867273	0.9918981
469	CIV	BETE	62	0.1666667	west	2.426349e+05	18.0265936	117.960319	0.1367393	0.1705297	0.1955694	0.3630714	1.0000000
470	CIV	BRONG	15	0.6666667	west	4.609174e+04	3.2088424	12.252984	0.2776035	0.3109478	0.2829306	0.3578333	0.9998070
471	CIV	DAN	25	0.6666667	west	1.969863e+05	9.2794920	47.885162	0.2656952	0.3144707	0.4500333	0.4239000	0.8627579
472	CIV	DIDA	7	0.0000000	west	1.486691e+05	16.2990052	179.627823	0.1492142	0.0604573	0.1029679	0.3534154	0.8565369
473	CIV	DIULA	0	0.3333333	west	2.188686e+03	5.0917358	75.325432	0.2652785	0.4377996	0.2768750	0.5681667	1.0000000
474	CIV	EBRIE	11	0.2857143	west	2.469720e+05	3.3188805	94.054520	0.2240611	0.0274797	0.0436250	0.2473333	0.5000000
475	CIV	GAGU	5	0.0000000	west	4.755249e+04	3.0042456	194.950684	0.0643676	0.1562625	0.1935069	0.4425000	0.9998070
476	CIV	GAN	0	0.0000000	west	2.143774e+04	3.0044186	128.603287	0.1613460	0.2930714	0.1866389	0.3240000	1.0000000
477	CIV	GREBO	6	0.5000000	west	9.345860e+03	3.2613748	18.652985	0.3085123	0.0555226	0.1503889	0.4187500	1.0000000
478	CIV	GURO	52	0.1250000	west	2.187170e+05	18.7579559	206.684982	0.0897022	0.2726324	0.2529484	0.3816428	0.9905912
479	CIV	KOMONO	0	0.2500000	west	2.726921e+03	2.1200938	22.050541	0.3308165	0.5109379	0.2711111	0.6182500	1.0000000
480	CIV	KONYANKE	4	0.6666667	west	6.590529e+04	6.6326354	0.530742	0.3092461	0.3711449	0.5106844	0.3948182	0.9844512
481	CIV	KRAN	2	0.6666667	west	1.620741e+04	1.4915106	9.532684	0.2982817	0.1773079	0.2159321	0.3814445	1.0000000
482	CIV	KULANGO	3	0.6363636	west	7.142792e+04	22.3285195	73.225739	0.2960042	0.4071490	0.2768868	0.5113846	0.9987797
483	CIV	LIGBI, DEGHA (SE)	0	0.5000000	west	1.741224e+03	0.6902227	6.489821	0.3532029	0.4100190	0.3102222	0.5375000	1.0000000
484	CIV	LOBI	0	0.6666667	west	2.445368e+04	5.2457239	26.032957	0.3723386	0.5200600	0.2675602	0.6251667	1.0000000
485	CIV	MALINKE	20	0.2000000	west	1.910074e+05	33.6374417	77.405579	0.2957684	0.4772623	0.3957323	0.4010000	1.0000000
486	CIV	MEKYIBO	3	1.0000000	west	1.468862e+04	1.0883299	27.285614	0.2954772	0.0399666	0.0750347	0.2370000	1.0000000
487	CIV	MINIANKA	1	0.0000000	west	5.429486e+03	0.6517764	8.727720	0.3871587	0.6171758	0.3255416	0.5490000	1.0000000
488	CIV	NAFANA	0	0.6666667	west	4.127791e+03	0.4931731	9.096811	0.3378719	0.3743967	0.2863334	0.5540000	0.9989724
489	CIV	NGERE	165	0.2000000	west	2.237484e+05	17.1463314	55.353264	0.2566138	0.2423727	0.2835516	0.3907857	0.7712346
490	CIV	SENUFO	60	0.3000000	west	5.534119e+05	59.3547891	102.804588	0.2600394	0.4838597	0.3220659	0.4608572	1.0000000
491	CIV	WOBE	0	0.2500000	west	4.552240e+04	2.3234353	105.838745	0.2067924	0.2965879	0.3002847	0.3860000	0.9267765
492	KEN	BAJUN	5	1.0000000	east	3.151616e+03	3.0749764	35.548576	0.4937017	0.0207609	0.0239514	0.2665000	0.2603699
493	KEN	BARARETTA	233	0.5000000	east	1.656631e+05	99.2175894	70.575478	0.5076443	0.3308126	0.3430998	0.1100612	0.0534410
494	KEN	BONI	4	0.5000000	east	1.600879e+04	9.2852970	62.886414	0.4402476	0.0534259	0.0558111	0.3746000	0.2663167
495	KEN	BORAN	102	0.2500000	east	6.259480e+04	74.3400988	173.815552	0.4193163	0.4926082	0.6297444	0.1902273	0.0744299
496	KEN	CHAGA	14	0.3333333	east	3.513796e+04	1.5665026	2.213107	0.2264874	0.2242329	1.1815972	0.9350000	0.5228841
497	KEN	DIDINGA	0	0.5000000	east	8.358948e+01	0.3778585	4.660689	0.6746216	1.0026819	1.0748334	0.4035000	0.3419274
498	KEN	DIGO	6	0.2500000	east	2.585404e+04	3.4022278	30.430008	0.4045279	0.0534499	0.3307454	0.5701666	0.5816138
499	KEN	DOROBO	35	0.1666667	east	1.320910e+05	3.9546779	179.018662	0.1759554	0.5524088	2.0248890	0.8497500	0.2438785
500	KEN	DURUMA	8	0.2500000	east	2.691588e+04	2.4239405	77.100380	0.3888600	0.0442006	0.3843241	0.5336667	0.5039836
501	KEN	GUSII	80	0.2500000	east	5.947319e+05	4.7519990	46.038223	0.2344045	0.6039714	1.4511528	0.6472500	0.3364347
502	KEN	GYRIAMA	8	0.0000000	east	2.824287e+04	6.1345207	153.206116	0.3729697	0.0450800	0.1269768	0.5885000	0.4939802
503	KEN	JIE	3	0.6666667	east	2.277102e+03	2.6272948	3.188424	0.6081435	0.9411060	1.0125722	0.3458000	0.3653594
504	KEN	KAMBA	39	0.2000000	east	7.133673e+05	44.9938345	169.039780	0.1545350	0.2474444	0.7657389	0.5125600	0.2266459
505	KEN	KARAMOJONG	24	0.5000000	east	1.350235e+04	3.9847199	0.736169	0.4639398	0.8068652	1.3143820	0.5348750	0.4901314
506	KEN	KEYU	8	0.0000000	east	9.163806e+04	3.4528003	125.462952	0.2374047	0.6040016	1.5402037	0.8343334	0.6290227
507	KEN	KIKUYU	1066	0.2500000	east	1.693692e+06	15.2759688	180.510498	0.0522999	0.3993467	1.7726666	0.7968462	0.2084298
508	KEN	KIPSIGI	58	0.4000000	east	4.701998e+05	5.6943396	122.036507	0.1996901	0.5812029	1.8881944	0.6488333	0.3594482
509	KEN	LUO	177	0.5000000	east	1.301691e+06	10.6952055	48.955582	0.2889193	0.6652927	1.3293124	0.4792500	0.7837230
510	KEN	MASAI	183	0.2000000	east	3.460186e+05	38.7251728	68.291771	0.0699338	0.4317435	1.6483600	0.8107083	0.3310639
511	KEN	MERU	34	0.2857143	east	4.863485e+05	15.5084233	298.980225	0.2033312	0.3699307	1.0448536	0.4812727	0.1188253
512	KEN	NANDI	104	0.2857143	east	2.871334e+05	7.0207970	93.832481	0.2630918	0.6391969	1.7808889	0.5970000	0.3254897
513	KEN	PARE	0	0.6666667	east	2.257550e+02	0.4515101	3.160987	0.3108868	0.1579139	0.8320833	0.7320000	0.6053580
514	KEN	POKOMO	78	0.4000000	east	5.516906e+04	11.8457327	122.907303	0.3359884	0.1613238	0.1637904	0.3100909	0.2742097
515	KEN	RENDILE	18	0.6666667	east	5.727963e+03	26.0458232	89.630386	0.5274042	0.7204446	0.6439738	0.1104706	0.0700604
516	KEN	RESHIAT	25	0.0000000	east	8.753008e+02	0.7271336	1.318114	0.6398616	0.8609499	0.6001458	0.0850000	0.0834115
517	KEN	SABEI	9	0.4000000	east	3.025741e+04	1.8138000	13.503950	0.3490058	0.7222300	2.0127223	0.4395000	0.1244747
518	KEN	SAMBURU	132	0.2500000	east	2.368945e+05	42.8969507	210.595184	0.2639456	0.5466924	1.2905961	0.4262500	0.1233455
519	KEN	SANYE	15	0.0000000	east	1.354441e+04	30.2685591	194.842255	0.2966799	0.1353627	0.2049028	0.3855000	0.2632812
520	KEN	SEGEJU	329	0.3333333	east	3.396513e+05	10.4136876	190.693420	0.4128518	0.0112426	0.0674676	0.5072000	0.7587635
521	KEN	SHAMBALA	0	0.3333333	east	3.482216e+01	0.6709636	7.813770	0.3796625	0.0814258	0.5678473	0.7965000	0.4703059
522	KEN	SHASHI	0	1.0000000	east	5.786301e+02	0.4363024	5.750292	0.2083583	0.5617084	1.6578680	0.9427500	0.3926384
523	KEN	SONJO	0	1.0000000	east	1.732176e+02	0.1409516	2.712189	0.1277831	0.4376076	1.4866668	0.7890000	0.5843799
524	KEN	SUK	68	0.2857143	east	1.941360e+05	18.8796496	87.144348	0.3098073	0.6576738	1.4116740	0.5468667	0.5015407
525	KEN	TEITA	30	0.4444444	east	7.322415e+04	17.1540022	72.764534	0.2922458	0.1408672	0.6599067	0.6198571	0.4440940
526	KEN	TURKANA	98	0.5714286	east	1.427886e+05	46.9974397	90.150116	0.5355088	0.8355951	0.7320123	0.2010000	0.1443580
527	KEN	WANGA	102	0.2500000	east	4.820936e+05	5.2187140	33.919411	0.3206423	0.6985821	1.6296852	0.3475000	0.5551149
528	LBR	BAKWE	0	1.0000000	west	3.444124e+02	0.2955778	3.357272	0.3767010	0.1286040	0.1289583	0.3820000	1.0000000
529	LBR	BASSA	358	0.5714286	west	3.261667e+05	20.9798641	116.941719	0.1231866	0.0478338	0.1534484	0.3272429	0.5000000
530	LBR	GBANDE	35	0.8000000	west	8.689088e+03	7.1616009	51.546253	0.1901258	0.1791568	0.3898333	0.4488333	0.8373726
531	LBR	GOLA	32	0.6000000	west	2.474009e+04	8.6645811	58.047192	0.0973336	0.0807698	0.2205035	0.3825000	1.0000000
532	LBR	GREBO	24	0.2500000	west	9.682813e+04	6.7373300	21.486691	0.3639691	0.0498394	0.1717111	0.3894000	1.0000000
533	LBR	KISSI	68	0.6666667	west	1.099053e+04	1.1531555	4.046840	0.2452707	0.2246427	0.4810139	0.4437500	1.0000000
534	LBR	KPELLE	60	0.4000000	west	4.166469e+04	7.1025542	43.834579	0.1605803	0.1323413	0.2851805	0.4461667	1.0000000
535	LBR	KRAN	25	0.4000000	west	7.874572e+04	7.9332331	25.787079	0.3045018	0.1478907	0.2316472	0.3830000	1.0000000
536	LBR	KRU	15	0.3333333	west	1.283610e+05	10.3218114	116.035629	0.2653679	0.0355280	0.1271528	0.3040625	0.5000000
537	LBR	MENDE	50	0.3333333	west	5.194519e+04	4.0335981	21.653372	0.1810836	0.1573875	0.2660602	0.4371667	1.0000000
538	LBR	NGERE	49	0.6666667	west	7.669457e+04	7.6548439	31.183081	0.2466387	0.1905321	0.3415889	0.4924000	0.8726922
539	LBR	SAPO	0	0.5000000	west	2.604991e+04	6.6650950	70.738258	0.2586022	0.1025355	0.2063730	0.3204286	1.0000000
540	LBR	TOMA	130	0.6666667	west	1.613876e+04	2.8454281	16.944702	0.2130887	0.2013271	0.4582103	0.5060000	0.9522540
541	LBR	VAI	71	0.0000000	west	1.178540e+05	4.1980956	40.278931	0.0653075	0.0212521	0.0776778	0.3284800	0.5000000
542	LSO	SOTHO	90	0.0000000	south	7.746151e+05	27.6886678	63.629005	0.0270618	0.2508371	1.9785209	0.6572500	0.0000000
543	LSO	XAM	0	1.0000000	south	2.737755e+04	0.4242987	5.905126	0.1134439	0.2131809	1.9275832	0.6740000	0.0000000
544	LSO	ZULU	0	1.0000000	south	2.180808e+04	2.3405754	12.209476	0.1215801	0.1822803	2.0273333	0.7613333	0.0000000
545	MDG	ANTAISAKA	6	0.0000000	east	3.443673e+05	13.6454539	17.794445	0.4685592	0.0177944	0.2408685	0.4235600	0.6448287
546	MDG	ANTANDROY	10	0.0000000	east	2.221514e+05	21.5142360	44.356995	0.7039047	0.0443570	0.2674426	0.6794800	0.7029185
547	MDG	BARA	16	0.0000000	east	3.347572e+05	79.6361099	184.244644	0.5254995	0.1842446	0.5595620	0.5143256	0.8129667
548	MDG	BETSILEO	38	0.0000000	east	4.029388e+05	32.2566546	186.093155	0.2889498	0.1860932	0.9963653	0.4495500	0.5829273
549	MDG	BETSIMISARAKA	38	0.0000000	east	8.000551e+05	57.2081667	21.639273	0.2567991	0.0216393	0.4849828	0.3601647	0.9351509
550	MDG	MAHAFALY	0	0.0000000	east	5.997404e+04	15.7552934	50.702602	0.7051753	0.0507026	0.1851227	0.5493667	0.5556051
551	MDG	MERINA	290	0.0000000	east	1.268165e+06	90.2963947	230.505203	0.0746406	0.2305052	0.9155526	0.4620652	0.5885586
552	MDG	SAKALAVA	71	0.0000000	east	1.004596e+06	204.1459662	186.646118	0.1977946	0.1866461	0.2803792	0.5585074	0.7666902
553	MDG	SIHANAKA	1	0.0000000	east	1.498989e+05	14.4006182	92.695511	0.1900202	0.0926955	0.9166237	0.3391818	0.9425490
554	MDG	TANALA	12	0.0000000	east	5.858460e+05	37.8378559	78.084686	0.2345900	0.0780847	0.8036835	0.3681428	0.6255985
555	MDG	TSIMIHETY	2	0.0000000	east	1.442430e+05	23.0089130	79.943344	0.3976321	0.0799433	0.8849375	0.4101875	0.8512119
556	MWI	CHEWA	67	1.0000000	south	7.895172e+05	26.6527471	73.504021	0.0554671	0.6073654	0.9810764	0.6072708	0.7853467
557	MWI	GOMANI	4	1.0000000	south	2.981518e+05	8.9526588	28.121706	0.0708692	0.5031142	0.9336389	0.6777500	0.6225584
558	MWI	LAMBYA	3	1.0000000	south	1.248297e+04	0.9365161	2.828388	0.4952401	0.6440019	1.5100185	0.6710000	0.8110921
559	MWI	LOMWE	0	1.0000000	south	3.160578e+04	0.2017640	4.229589	0.2822653	0.2821183	1.1220000	0.9040000	0.7305930
560	MWI	MOMBERA	3	1.0000000	south	1.065725e+05	7.4774662	27.345142	0.2228833	0.6753244	1.1793854	0.6418750	0.6622223
561	MWI	MPEZENI	1	1.0000000	south	1.287286e+04	0.8751539	7.120241	0.1027685	0.6482762	1.1444538	0.4263333	0.6621081
562	MWI	NYAKYUSA	0	1.0000000	south	1.651505e+04	0.9257869	7.055714	0.4818832	0.6006284	1.2723796	0.7666667	0.6452300
563	MWI	NYANJA	61	0.6000000	south	1.228960e+06	15.7244914	44.372353	0.2511371	0.3065991	0.5792103	0.8233572	0.8663124
564	MWI	NYASA	0	0.5000000	south	8.267774e+03	0.6211775	29.781923	0.1523808	0.5588486	0.8343667	0.8537000	0.6855167
565	MWI	TUMBUKA	15	1.0000000	south	2.860721e+05	18.1167297	34.536198	0.3464511	0.6142526	1.1207241	0.7759867	0.5483924
566	MWI	YAO	23	1.0000000	south	5.818027e+05	12.7765411	58.816524	0.1787780	0.3963465	0.7885695	0.7911000	0.8510265
567	MWI	ZIMBA	2	1.0000000	south	5.944305e+04	2.9895994	6.641810	0.3019909	0.2722711	0.2251759	0.8653333	0.9321920
568	MLI	ANTESSAR	5	1.0000000	west	5.584115e+04	27.8335390	302.367889	0.7888228	1.3382725	0.2678664	0.0122381	0.3436712
569	MLI	AULLIMINDEN	109	0.7500000	west	2.552517e+05	174.5279772	209.246689	1.1990669	1.2546276	0.3473000	0.0050625	0.2779397
570	MLI	BAMBARA	148	0.5000000	west	1.232159e+06	126.8245242	197.304199	0.1532961	0.8169208	0.3277231	0.3880152	0.9852467
571	MLI	BERABISH	0	0.5000000	west	7.925505e+02	229.8869665	184.583633	0.9258187	1.1638035	0.2691133	0.0022079	0.1204129
572	MLI	BOBO	0	0.2000000	west	6.238264e+04	5.7710827	2.806686	0.4292450	0.9473634	0.2987396	0.2950000	1.0000000
573	MLI	BOZO	9	0.2500000	west	1.719902e+05	10.8243453	129.408936	0.3992555	1.0595889	0.2873333	0.2592000	0.9982397
574	MLI	DAFI	0	0.6666667	west	2.505382e+03	0.1325470	1.523103	0.4978701	0.9360432	0.2548056	0.3470000	1.0000000
575	MLI	DIALONKE	1	1.0000000	west	1.325397e+04	7.2796393	21.113688	0.2851741	0.4245690	0.3792673	0.5973750	1.0000000
576	MLI	DOGON	13	0.4285714	west	2.617056e+05	23.2922656	64.946754	0.5494495	1.0756758	0.3248663	0.0929375	0.9791207
577	MLI	FOUTADJALON	0	1.0000000	west	1.097052e+03	0.4261623	3.005637	0.3544297	0.3586394	0.4566666	0.6593333	1.0000000
578	MLI	KAGORO	1	0.4000000	west	4.520606e+04	15.4624688	155.025116	0.1979884	0.7019719	0.3076435	0.2485833	1.0000000
579	MLI	KASONKE	0	0.6666667	west	1.441706e+05	22.0524425	93.647858	0.3531560	0.5233855	0.2096062	0.3714118	1.0000000
580	MLI	KITA	0	0.3333333	west	3.083930e+04	11.9204767	90.454781	0.1322436	0.6260031	0.3800472	0.4146000	1.0000000
581	MLI	KUNTA	38	0.7500000	west	1.575212e+03	188.2056033	213.120239	1.1250318	1.3805428	0.3429958	0.0030581	0.0600551
582	MLI	MALINKE	2	0.2857143	west	3.696922e+05	69.4212412	9.768546	0.1678286	0.5228766	0.3182403	0.4956522	1.0000000
583	MLI	MASINA	42	0.3750000	west	2.119917e+05	46.7845119	171.671082	0.5339579	1.1646467	0.3057737	0.0609412	0.9093336
584	MLI	MINIANKA	5	0.3333333	west	4.870582e+05	31.4324391	8.069441	0.2829625	0.7910268	0.3438466	0.5444348	1.0000000
585	MLI	NONO	0	0.2500000	west	4.257028e+04	2.8845433	55.283169	0.4435841	1.0154510	0.3151875	0.1977500	1.0000000
586	MLI	SAMO	0	0.0000000	west	9.292429e+03	0.9437813	4.616584	0.5450980	0.9876713	0.2687871	0.1546667	1.0000000
587	MLI	SENUFO	0	0.6666667	west	4.765207e+03	0.6569213	2.325437	0.3145244	0.6150364	0.3691041	0.4840000	1.0000000
588	MLI	SONGHAI	215	0.6666667	west	5.613282e+05	37.2961923	200.706909	0.7388599	1.2294915	0.2621374	0.0191667	0.5432019
589	MLI	SONINKE	14	0.3333333	west	2.761888e+05	54.1415775	53.529839	0.3027479	0.7018546	0.2322833	0.1484286	0.9900723
590	MLI	UDALAN	12	1.0000000	west	1.096882e+05	52.8132227	89.903305	0.8349752	1.1450708	0.2867979	0.0089655	0.6712855
591	MLI	ZENEGA	0	1.0000000	west	1.107202e+03	4.7929327	6.980829	0.5051796	1.1227823	0.2625216	0.0378889	0.6408438
592	MOZ	CHEWA	6	1.0000000	south	2.071386e+05	39.8161373	64.789742	1.2168204	0.4971266	0.7657986	0.5647500	0.8005508
593	MOZ	CHOPI	11	1.0000000	south	6.151142e+05	13.3978654	269.647461	0.2739528	0.0421385	0.0494778	0.3640400	0.9814473
594	MOZ	CHUABO	14	0.5000000	south	7.154078e+05	46.7381219	112.474922	0.9984998	0.0807826	0.2047062	0.4052346	0.9583034
595	MOZ	GOMANI	0	1.0000000	south	9.218088e+04	1.4699075	16.012337	1.2807226	0.4680227	1.1765372	0.6213334	0.5165787
596	MOZ	HLENGWE	7	0.5000000	south	3.930477e+05	108.3488528	198.069931	0.3826583	0.1793568	0.1261431	0.2435000	0.7586657
597	MOZ	KOREKORE	0	1.0000000	south	4.382142e+03	1.1447337	10.539681	1.1388229	0.5924156	0.4548500	0.7148000	0.8229509
598	MOZ	KUNDA	7	0.8000000	south	1.116217e+05	41.5317449	72.372719	1.1529902	0.5331596	0.5722963	0.5762963	0.8649423
599	MOZ	LOMWE	34	0.3333333	south	1.212272e+06	100.9949326	201.106903	1.2890652	0.1970412	0.4873736	0.4263061	0.8933495
600	MOZ	MAKONDE	15	0.0000000	south	2.347420e+05	17.6141139	54.076504	1.8009962	0.0437971	0.2014005	0.4330833	0.5000000
601	MOZ	MAKUA	36	0.6000000	south	1.686296e+06	137.9712521	279.778046	1.5105293	0.1615773	0.3550674	0.4855557	0.9630728
602	MOZ	MANYIKA	11	0.6666667	south	1.679253e+05	12.6468493	46.685936	0.7843685	0.1556085	0.7056921	0.5055000	0.6275434
603	MOZ	NDAU	49	0.5000000	south	3.996941e+05	54.2560664	95.901993	0.6528174	0.0745090	0.2190833	0.4000968	0.8832473
604	MOZ	NSENGA	0	1.0000000	south	6.579172e+03	2.6061687	12.965921	1.2437198	0.6746042	0.7685972	0.4723333	0.9510909
605	MOZ	NYANJA	0	0.4000000	south	1.303737e+05	8.9428242	2.554721	1.2041118	0.2824343	0.6015491	0.7033846	0.9539678
606	MOZ	NYASA	0	0.5000000	south	3.017514e+04	9.2618693	49.782780	1.5020677	0.5571727	0.8437839	0.6803889	0.8263561
607	MOZ	RONGA	136	1.0000000	south	4.614881e+05	12.6874452	38.432015	0.0130130	0.0030948	0.0828549	0.5650000	0.9628139
608	MOZ	SENA	22	0.8333333	south	1.721951e+05	23.3530703	118.621315	0.9048178	0.1483460	0.1340355	0.5590833	0.9237185
609	MOZ	TAWARA	3	0.6000000	south	1.297067e+05	30.1746729	41.289516	0.9597507	0.2843276	0.5238230	0.5488333	0.8466220
610	MOZ	THONGA	10	0.6666667	south	4.597306e+05	33.2151145	48.902080	0.1925064	0.1401848	0.1486122	0.3875360	0.8561412
611	MOZ	YAO	3	0.5000000	south	8.922361e+04	64.8638723	99.506050	1.5435616	0.4137132	0.6765989	0.4799706	0.8865362
612	MOZ	ZIMBA	5	0.6666667	south	1.802184e+05	16.2180018	22.594294	1.0392931	0.2553936	0.2096354	0.6988125	0.8787469
613	NER	ADARAWA	9	0.5000000	west	3.535357e+05	23.7922222	63.498570	0.3541885	0.9378819	0.3508802	0.0183125	0.9145857
614	NER	ASBEN	84	0.4444444	west	1.558221e+05	408.9877590	304.397461	0.8982270	1.4594450	0.5529592	0.0040719	0.2803305
615	NER	AULLIMINDEN	8	0.3333333	west	4.480378e+04	126.7445415	60.470692	0.4466200	1.1863090	0.3405156	0.0071212	0.6738932
616	NER	BARGU	0	0.6666667	west	9.532167e+01	1.4733052	0.417336	0.1383921	0.6873479	0.2522222	0.2773333	1.0000000
617	NER	BERIBERI	3	0.8000000	west	2.921448e+05	30.0418159	126.930160	0.8017886	1.0580413	0.4426180	0.0064000	0.7407302
618	NER	DAZA	12	0.5000000	west	2.285784e+04	127.7897863	155.499496	1.1361922	1.3224902	0.3649149	0.0032698	0.4089263
619	NER	DENDI	2	0.6666667	west	4.417277e+04	2.1783182	9.705068	0.1841104	0.6731361	0.1915444	0.3494000	1.0000000
620	NER	GURMA	1	0.5000000	west	5.947367e+04	6.4006232	22.833620	0.0834050	0.7599654	0.2331215	0.0878750	1.0000000
621	NER	HAUSA	10	0.0000000	west	5.161412e+05	18.3987759	1.322516	0.6074490	0.8850823	0.3886009	0.0618947	0.9963511
622	NER	KANEMBU	13	0.5000000	west	1.339325e+04	6.7057464	29.581661	1.1939093	1.2161576	0.2940243	0.0086250	0.2821953
623	NER	KAWAR	1	1.0000000	west	3.759490e+03	103.6652219	287.446930	1.2531047	1.4345809	0.4669811	0.0020426	0.0293309
624	NER	KOYAM	0	0.7500000	west	1.005354e+03	0.4436112	0.001904	1.1551187	1.1122102	0.2806597	0.0227500	0.6039117
625	NER	KURFEI	0	0.2000000	west	2.382778e+04	6.4614633	79.114761	0.1965798	0.8947215	0.2570397	0.0171429	0.9354660
626	NER	LIPTAKO	1	1.0000000	west	2.942261e+03	0.5746737	10.100053	0.1201150	0.8114088	0.2464167	0.0885000	1.0000000
627	NER	MANGA	3	0.2500000	west	7.209930e+04	15.1421115	28.656109	0.9843609	1.0690821	0.3592546	0.0214167	0.7854571
628	NER	MAURI	0	0.0000000	west	4.943177e+04	5.8823359	36.810753	0.1747680	0.8029311	0.2375417	0.0246250	0.9980106
629	NER	MOBER	33	0.6666667	west	7.632795e+03	2.9264186	20.250483	1.1205057	1.0956992	0.2910070	0.0197500	0.6366786
630	NER	SOKOTO	0	0.0000000	west	1.014374e+04	1.9569970	11.587633	0.2034364	0.7738238	0.2502639	0.0481667	1.0000000
631	NER	SONGHAI	9	0.6000000	west	3.856767e+05	23.5351926	68.942810	0.1282183	0.9163165	0.2612111	0.0355333	0.8938882
632	NER	TAZARAWA	13	0.5000000	west	6.138238e+05	31.1581382	68.595970	0.6256145	0.9539871	0.4140254	0.0136087	0.9369040
633	NER	TIENGA	0	0.5000000	west	2.239049e+04	0.8595652	8.828870	0.2228687	0.6520036	0.1902129	0.3583333	1.0000000
634	NER	UDALAN	0	1.0000000	west	1.701255e+04	3.1618307	25.017958	0.2307729	0.9903816	0.2722431	0.0370000	0.8382095
635	NER	ZERMA	109	0.6666667	west	4.328938e+05	44.2588572	118.414108	0.0608838	0.8376884	0.2268467	0.0496296	0.9230902
636	NGA	ADAMAWA	0	0.2000000	west	4.510901e+03	2.4383934	12.848920	0.5451219	0.4852286	0.6387619	0.6385714	0.8074594
637	NGA	ADARAWA	0	0.5000000	west	1.654964e+04	0.4291982	3.026393	0.5595397	0.8612546	0.2873472	0.0302500	1.0000000
638	NGA	AFO	1	0.0000000	west	1.238832e+04	1.8186005	246.947891	0.1434466	0.3993267	0.1784445	0.3606667	1.0000000
639	NGA	AFUSARE	3	0.0000000	west	3.525752e+04	0.9395823	330.622955	0.2347018	0.6061617	1.0374537	0.5690000	0.8042286
640	NGA	ANGAS	46	0.0000000	west	3.669720e+05	15.9327324	216.307632	0.2629597	0.4823584	0.4412477	0.5127500	0.7266221
641	NGA	ARAGO	9	0.0000000	west	8.732823e+04	4.1355655	204.625824	0.1902578	0.3901972	0.1659306	0.3067500	1.0000000
642	NGA	AUYOKAWA	13	0.1111111	west	5.456630e+05	10.3163423	136.075790	0.4471139	0.8384117	0.3857253	0.1868889	1.0000000
643	NGA	BACHAMA	5	0.0000000	west	7.764008e+04	2.3850737	90.407021	0.5281197	0.6579069	0.3589861	0.6725000	1.0000000
644	NGA	BAKAKARI	3	0.2500000	west	1.382647e+05	9.9830941	182.137787	0.3075295	0.5965091	0.3483981	0.3444445	1.0000000
645	NGA	BARGU	0	0.6666667	west	3.370993e+04	10.7335973	28.789469	0.3997328	0.3621780	0.3028561	0.3866364	1.0000000
646	NGA	BASA	1	0.0000000	west	4.021347e+04	2.7412494	288.639709	0.1409765	0.3331303	0.1709491	0.6213334	1.0000000
647	NGA	BATA	2	0.2000000	west	1.679089e+05	4.5955521	29.038979	0.6365065	0.7466965	0.5205370	0.5320000	1.0000000
648	NGA	BAUCHI	27	0.0000000	west	2.628073e+05	16.3689433	243.798126	0.3775199	0.6359940	0.3679945	0.5854667	1.0000000
649	NGA	BEDE	8	0.3333333	west	2.316267e+05	9.3191365	62.903263	0.5574242	0.9623390	0.3241574	0.0502222	0.9875746
650	NGA	BERIBERI	0	0.6666667	west	1.517420e+03	0.1913414	4.129373	0.5318032	0.9759358	0.4024861	0.0310000	0.9894319
651	NGA	BIROM	219	0.0000000	west	2.664436e+05	3.2614786	329.631836	0.2100528	0.5713015	1.0260764	0.5500000	0.7558529
652	NGA	BOKI	1	0.2500000	west	7.011495e+04	2.7868299	20.045609	0.3848314	0.1868466	0.2502037	0.5006667	0.7446097
653	NGA	BOLEWA	6	0.0000000	west	1.468877e+05	7.7806252	238.286362	0.4955337	0.7935681	0.4240957	0.5361111	1.0000000
654	NGA	BORROM	0	0.0000000	west	5.464485e+04	3.6319039	261.267120	0.3295629	0.5979742	0.4485722	0.5834000	1.0000000
655	NGA	BUNU	4	0.0000000	west	1.085098e+05	8.6441065	329.053558	0.1681666	0.2706126	0.2519445	0.6547778	1.0000000
656	NGA	BURA	25	0.0000000	west	6.774155e+04	6.1907727	104.984474	0.6181651	0.8298763	0.4324945	0.4588000	1.0000000
657	NGA	BUSA	2	0.3750000	west	1.542116e+05	21.6384579	49.400131	0.3453714	0.4734511	0.2275417	0.4520714	1.0000000
658	NGA	BUTAWA	1	0.2500000	west	1.023865e+05	4.5682964	195.505264	0.3008424	0.7386397	0.7098264	0.5400000	1.0000000
659	NGA	CHAMBA	4	0.0000000	west	2.017515e+05	9.5979586	39.506725	0.5199897	0.5450269	0.5284722	0.5056667	0.8100976
660	NGA	DAKA	0	0.0000000	west	9.808866e+03	2.3038354	111.892937	0.4461483	0.4994763	0.4373611	0.4430000	0.9877640
661	NGA	DERA	0	0.0000000	west	2.135477e+04	1.5027086	94.873764	0.5622050	0.7241179	0.4586805	0.5685000	1.0000000
662	NGA	EDO	95	0.0000000	west	6.710445e+05	14.6929029	316.835053	0.3540943	0.1000105	0.0676204	0.5440000	1.0000000
663	NGA	EGBA	144	0.6000000	west	1.099585e+06	14.7414899	34.902786	0.4903516	0.1142696	0.1213083	0.4885000	0.9994600
664	NGA	EGEDE	4	0.3333333	west	6.920364e+04	1.4839288	58.932888	0.3451974	0.2085220	0.1996203	0.4213333	1.0000000
665	NGA	EKITI	117	0.0000000	west	1.166202e+06	22.2567673	267.954193	0.2998362	0.1355791	0.2304087	0.6302857	0.6539797
666	NGA	EKOI	0	0.2000000	west	6.388168e+04	4.1456849	13.885553	0.4257464	0.1051085	0.2282000	0.5968000	0.9218475
667	NGA	FUNGON	0	0.0000000	west	3.129614e+03	0.7849573	5.062610	0.4182727	0.3102605	0.5683472	0.4467500	0.8969460
668	NGA	GBARI	132	0.0909091	west	5.741182e+05	30.7276467	350.601929	0.0591578	0.4796913	0.3761640	0.4811428	1.0000000
669	NGA	GERAWA	53	0.1428571	west	2.310405e+05	10.2241573	253.768219	0.3391300	0.6973955	0.6144965	0.4641250	0.8634975
670	NGA	GILI	0	0.0000000	west	6.236717e+04	1.8988693	217.778748	0.1996297	0.4323264	0.2145695	0.2592500	1.0000000
671	NGA	GUDE	18	0.6666667	west	8.032863e+04	0.8540767	11.675760	0.6813788	0.8078391	0.7322223	0.5360000	0.9969220
672	NGA	GUN	8	1.0000000	west	1.484884e+05	1.4574285	11.656649	0.5570113	0.0235131	0.0212500	0.4625000	1.0000000
673	NGA	GWANDARA	214	0.0000000	west	1.584368e+05	6.6968096	301.338135	0.0928651	0.4479546	0.3195432	0.3412222	1.0000000
674	NGA	HAUSA	329	0.0000000	west	6.503090e+06	115.8369865	89.185074	0.3357432	0.7366694	0.4236578	0.2597143	0.9942765
675	NGA	IBIBIO	73	0.0000000	west	1.125395e+06	7.5064565	56.972942	0.4913067	0.0276806	0.1170794	0.4451429	1.0000000
676	NGA	IBO	325	0.1000000	west	5.854637e+06	35.9352148	156.587082	0.3704704	0.1559092	0.0817434	0.4676667	1.0000000
677	NGA	IDOMA	14	0.0000000	west	2.959995e+05	8.0865300	190.965424	0.2142906	0.3067931	0.1590625	0.4005000	1.0000000
678	NGA	IFE	23	0.0000000	west	4.836649e+05	5.3794843	207.081772	0.3266399	0.1354161	0.2608299	0.6207500	1.0000000
679	NGA	IGALA	20	0.0000000	west	5.482821e+05	9.8392790	227.444016	0.2219198	0.2873078	0.1505833	0.5686250	1.0000000
680	NGA	IGBIRA	31	0.0000000	west	2.127238e+05	6.5020966	328.908722	0.1509233	0.2940710	0.2085625	0.7325000	1.0000000
681	NGA	IJAW	467	0.2500000	west	8.047375e+05	16.0459798	233.740891	0.4980323	0.0577729	0.0055083	0.6672600	0.5000000
682	NGA	IJEBU	448	0.2500000	west	7.157743e+05	7.7254929	135.205109	0.4413632	0.0304297	0.0715595	0.5872857	0.5000000
683	NGA	ISOKO	75	0.0000000	west	3.386477e+05	4.8122780	267.965881	0.4160553	0.0824023	0.0162084	0.6860000	1.0000000
684	NGA	ITSEKIRI	201	0.0000000	west	1.448201e+05	4.5033177	303.397461	0.4422375	0.0264931	0.0063681	0.6252750	0.3333333
685	NGA	IYALA	5	0.0000000	west	1.063427e+05	3.0329762	105.709663	0.2966074	0.2415789	0.1208819	0.3755000	1.0000000
686	NGA	JARAWA	9	0.1428571	west	1.464119e+05	5.8777250	313.208557	0.2789718	0.6294860	0.6838413	0.6395714	0.8917772
687	NGA	JEN	1	0.0000000	west	3.412896e+04	1.4706906	129.197296	0.4951295	0.6657704	0.4164028	0.7015000	1.0000000
688	NGA	JERAWA, CHAWAI (SW)	3	0.1666667	west	7.923167e+04	2.7346576	304.810425	0.2162620	0.6301962	0.8926000	0.6602000	0.9299430
689	NGA	JIBU	1	0.1428571	west	9.460491e+03	4.5542064	74.573944	0.4788217	0.4535384	0.5512936	0.5351428	0.8953897
690	NGA	JUKUN	32	0.0000000	west	3.055773e+05	22.5436942	168.216644	0.3796409	0.4989566	0.2628971	0.5908235	1.0000000
691	NGA	KADARA	3	0.2000000	west	4.367142e+04	5.3790918	352.566620	0.1077928	0.5466687	0.6404074	0.4251667	1.0000000
692	NGA	KAM	0	0.0000000	west	8.405825e+03	1.5271012	126.096733	0.4285268	0.5111771	0.3049931	0.4862500	1.0000000
693	NGA	KAMBERI	4	0.1666667	west	1.517830e+05	15.4550901	173.077820	0.2282067	0.4872686	0.2656726	0.4657143	1.0000000
694	NGA	KAMUKU	7	0.2500000	west	5.193970e+04	10.2075876	264.060028	0.1656732	0.5222720	0.3788389	0.4337000	1.0000000
695	NGA	KANEMBU	2	0.0000000	west	1.048814e+03	0.5015345	6.446025	0.8176435	1.1331365	0.2723055	0.0170000	0.4956979
696	NGA	KANURI	511	0.3846154	west	8.378454e+05	48.1326496	119.978188	0.6849145	0.9580275	0.3408046	0.1975267	0.9145931
697	NGA	KAPSIKI	3	0.6666667	west	9.329070e+04	1.0265466	13.359211	0.6969056	0.8406809	0.6873403	0.4182500	1.0000000
698	NGA	KAREKARE	50	0.0000000	west	1.262675e+05	4.2357261	189.180603	0.5172401	0.8536137	0.4150463	0.2616667	1.0000000
699	NGA	KATAB	20	0.0000000	west	1.786286e+05	5.4677422	362.214661	0.1390458	0.5645314	0.7639643	0.5250000	0.9029754
700	NGA	KENTU	2	0.3333333	west	1.771391e+04	2.4475894	18.739943	0.4219303	0.3619240	0.4860833	0.5048333	0.9266924
701	NGA	KONA	8	0.1666667	west	1.120776e+05	2.7516499	74.536697	0.6123326	0.7829959	0.5301389	0.5185000	1.0000000
702	NGA	KORO	3	0.0000000	west	5.498323e+04	3.7623672	389.987396	0.0474450	0.4835853	0.5510347	0.4040000	1.0000000
703	NGA	KOTOPO	0	0.0000000	west	1.872683e+03	0.3979558	3.862536	0.5641553	0.5482685	0.5306574	0.5246667	0.6727455
704	NGA	KOYAM	5	0.5000000	west	5.909656e+04	4.6252073	26.707981	0.7551556	1.0729419	0.2853264	0.0272500	0.7530937
705	NGA	KUKURUKU	22	0.0000000	west	2.896113e+05	6.3510630	292.644409	0.2571569	0.1966466	0.1642778	0.6488333	1.0000000
706	NGA	KURAMA, GURE (NE)	1	0.2500000	west	8.777576e+04	3.3463932	286.732788	0.1957267	0.6320407	0.7544375	0.6647500	0.9809695
707	NGA	LONGUDA	0	0.0000000	west	5.004418e+04	1.5564020	107.423439	0.5341601	0.7023239	0.4132083	0.6495000	1.0000000
708	NGA	MADA	11	0.0000000	west	2.842270e+05	7.5886124	285.173431	0.1564565	0.4934352	0.5798519	0.4256667	0.7594439
709	NGA	MAGUZAWA	9	0.2500000	west	1.337041e+06	12.7646026	130.588745	0.3347237	0.7766619	0.5101250	0.2915000	1.0000000
710	NGA	MAMA	1	0.0000000	west	3.509968e+04	1.4819211	270.925415	0.2022766	0.5074304	0.5953472	0.4200000	0.7868835
711	NGA	MAMBILA	0	0.4000000	west	7.485835e+03	2.7442669	12.005325	0.5384732	0.3997932	1.1356250	0.5485000	0.6076351
712	NGA	MANDARA	6	0.6666667	west	6.112322e+04	3.0596862	28.348404	0.7950335	0.9781157	0.3557361	0.3722500	1.0000000
713	NGA	MANGA	7	0.0000000	west	1.297197e+05	9.9096639	31.903189	0.6342947	1.0148126	0.3176666	0.0400000	0.9158368
714	NGA	MARGI	2	0.6250000	west	1.613911e+05	5.5289156	37.759567	0.6825006	0.8546313	0.5714484	0.2911429	1.0000000
715	NGA	MATAKAM	2	0.6666667	west	5.415000e+04	0.7657539	8.261184	0.7226058	0.8831270	0.5799352	0.2766667	1.0000000
716	NGA	MBEMBE	3	0.2000000	west	9.968623e+04	2.0465593	51.646625	0.3711425	0.1493929	0.1241250	0.5472500	1.0000000
717	NGA	MBUBULA	0	0.0000000	west	3.341074e+04	0.9585052	56.843742	0.5701368	0.6923761	0.4007708	0.6095000	1.0000000
718	NGA	MOBER	0	0.0000000	west	5.962283e+03	0.2928428	1.908149	0.7532201	1.0850989	0.2798611	0.0280000	0.6863688
719	NGA	MUMUYE	3	0.0000000	west	2.805077e+05	5.3220810	80.394356	0.5090058	0.6032222	0.4033241	0.5776666	1.0000000
720	NGA	NDORO	0	0.0000000	west	1.438752e+03	1.7492377	53.405769	0.4422254	0.4045102	0.5170833	0.5910000	1.0000000
721	NGA	NGE	1	0.0000000	west	7.884047e+04	1.9467309	282.978302	0.1800345	0.2874742	0.1408333	0.6320000	1.0000000
722	NGA	NGIZIM	2	0.0000000	west	1.559217e+05	7.9596416	137.857819	0.5114530	0.8894640	0.3545590	0.0982500	1.0000000
723	NGA	NSUNGLI	0	1.0000000	west	7.812028e+03	0.4464976	7.891747	0.5332266	0.3347227	1.0560555	0.5150000	0.7474352
724	NGA	NUPE	14	0.1666667	west	3.470073e+05	25.5754752	246.077087	0.1562149	0.3511136	0.1827413	0.6148750	1.0000000
725	NGA	ODODOP	1	0.5000000	west	4.694061e+04	1.9889435	37.493729	0.4617487	0.0455473	0.2457870	0.5723333	0.9992290
726	NGA	ORRI	2	0.0000000	west	1.748005e+05	2.3813250	98.429741	0.3190640	0.2030476	0.0885111	0.4334000	1.0000000
727	NGA	RESHE	2	0.4000000	west	7.675501e+04	3.3235432	99.679298	0.3479574	0.5577475	0.2151065	0.4523333	1.0000000
728	NGA	SHUWA	4	0.5000000	west	8.121509e+04	7.6228902	40.871571	0.8018780	1.0282000	0.3028184	0.2356308	0.9755432
729	NGA	SOKOTO	8	0.5000000	west	7.226165e+05	23.0663491	46.327530	0.4948985	0.7395875	0.2443003	0.2481875	1.0000000
730	NGA	TANGALE	4	0.0000000	west	1.332613e+05	3.7570364	155.554581	0.4771502	0.6764069	0.3840556	0.7376000	1.0000000
731	NGA	TERA	23	0.0000000	west	2.125542e+05	8.0975945	164.170212	0.5249878	0.7565201	0.4162698	0.7281429	1.0000000
732	NGA	TIENGA	0	0.5000000	west	5.027868e+04	3.0761368	11.252711	0.4689424	0.6237779	0.1997014	0.4907500	1.0000000
733	NGA	TIGON	2	0.5000000	west	2.614381e+04	3.8556667	29.318796	0.5000653	0.3664348	0.8552153	0.6027500	0.6384414
734	NGA	TIV	59	0.2500000	west	8.255925e+05	22.6931023	90.734894	0.3001946	0.3053580	0.2642426	0.4166000	0.5826462
735	NGA	VERE	25	0.1428571	west	3.539925e+05	5.1341159	32.934120	0.5902488	0.6596080	0.4387445	0.5420000	0.8251760
736	NGA	WAKURA	14	0.5000000	west	6.852314e+04	1.2191659	13.477158	0.7549266	0.9297959	0.4548889	0.2290000	1.0000000
737	NGA	WARJAWA	7	0.0000000	west	3.307316e+05	6.5943843	169.679642	0.3657414	0.7736405	0.5484549	0.2870000	1.0000000
738	NGA	WUM	0	0.0000000	west	8.299456e+02	0.1287847	2.963234	0.4008622	0.2467558	0.4265278	0.3500000	0.6727455
739	NGA	WURKUM	2	0.0000000	west	6.413317e+04	2.7997755	148.823898	0.4515989	0.6145383	0.3472824	0.7593334	1.0000000
740	NGA	YAKO	3	0.2500000	west	9.342095e+04	2.6629939	55.568619	0.4049178	0.1025864	0.1629815	0.5686666	0.9897907
741	NGA	YERGUM	11	0.0000000	west	1.350227e+04	1.8496619	251.563675	0.3054732	0.5441099	0.3473518	0.4210000	1.0000000
742	NGA	YESKWA	1	0.0000000	west	6.508612e+04	2.8397735	338.995148	0.0897028	0.4955709	0.4557222	0.4077500	1.0000000
743	NGA	YORUBA	206	0.3750000	west	3.070987e+06	47.6525520	140.866150	0.3510276	0.2221977	0.2554337	0.4526154	1.0000000
744	NGA	YUNGUR	5	0.2000000	west	8.992889e+04	2.2180140	68.718658	0.5917454	0.7315936	0.5361528	0.4887500	1.0000000
745	NGA	ZERMA	0	0.5000000	west	2.117694e+03	0.1660272	2.936889	0.5224234	0.6957337	0.2067777	0.1855000	1.0000000
746	NGA	ZUANDE, BATU (E)	0	0.4000000	west	8.120614e+03	2.6729090	55.297363	0.4807373	0.4022142	0.7226250	0.6272500	0.6992393
747	NGA	ZUMPER	6	0.2500000	west	3.564347e+04	2.3969465	25.880526	0.3890206	0.3367247	0.3280324	0.3826667	0.9266924
748	GNB	BALANTE	7	0.5000000	west	1.156637e+05	4.0645018	35.596062	0.0490285	0.0294373	0.0187407	0.5758333	1.0000000
749	GNB	BANYUN	13	0.6666667	west	1.828316e+04	0.6956053	9.509693	0.0718374	0.0129391	0.0115833	0.6010000	1.0000000
750	GNB	BIAFADA	135	0.8000000	west	5.463959e+04	4.5094574	43.999600	0.0660594	0.0020407	0.0181444	0.6148200	0.5000000
751	GNB	BIJOGO	1	0.0000000	west	9.955754e+03	1.2146266	106.484345	0.0745435	0.0031738	0.0075555	0.5695500	0.6666667
752	GNB	DIOLA	5	1.0000000	west	6.360802e+03	0.6445566	7.570639	0.0960169	0.0118941	0.0053611	0.6080000	0.5000000
753	GNB	FOUTADJALON	3	0.3333333	west	4.491728e+04	7.8524332	32.865562	0.1593083	0.0873565	0.0614682	0.6091428	1.0000000
754	GNB	MALINKE	12	0.6666667	west	1.267497e+05	9.1155581	36.727959	0.1238834	0.0623879	0.0385556	0.5162000	1.0000000
755	GNB	NALU	0	0.0000000	west	8.254121e+03	0.9602334	14.653509	0.1064113	0.0001305	0.0120833	0.5826666	0.3333333
756	GNB	PEPEL	14	1.0000000	west	1.413085e+05	4.0082755	44.909161	0.0362670	0.0134607	0.0095694	0.5852750	0.2500000
757	RWA	BASHI	8	1.0000000	east	1.867476e+05	1.0307374	12.214343	0.1368057	1.0838623	1.8318125	0.4702500	0.3748402
758	RWA	CHIGA	3	0.5000000	east	2.990638e+04	0.5559527	5.771889	0.0720098	1.0101290	1.9103333	0.6280000	0.3990084
759	RWA	NKOLE	0	1.0000000	east	5.783595e+03	0.2311059	5.551246	0.0976636	1.0022798	1.6399167	0.4780000	0.6538625
760	RWA	RUANDA	515	0.5000000	east	2.426607e+06	21.9514687	42.782688	0.0174587	1.0086406	1.7330495	0.5491428	0.4093194
761	RWA	RUNDI	3	0.5000000	east	2.084278e+05	1.3211030	12.217822	0.0885633	1.0063702	1.6110625	0.4852500	0.4341498
762	ZAF	CAPE HOTTENTOT	1079	0.2500000	south	1.839896e+06	173.7752031	508.754761	1.0185912	0.1042729	0.5716997	0.3099876	0.0904275
763	ZAF	HLENGWE	0	1.0000000	south	3.344721e+01	0.1943124	4.311314	0.4766523	0.3908602	0.3415695	0.2410000	0.5159535
764	ZAF	HURUTSHE	251	0.5000000	south	5.975512e+05	36.0715266	151.264206	0.1258538	0.5567400	1.3467095	0.3900833	0.0000000
765	ZAF	KGALAGADI	0	0.3333333	south	3.288891e+03	6.3632050	37.367783	0.4934436	0.7593507	1.0294305	0.0285000	0.0000000
766	ZAF	KGATLA	14	0.1666667	south	4.128669e+05	29.3966813	72.811363	0.1489816	0.5308369	1.0768944	0.2131500	0.1059679
767	ZAF	KORANA	39	0.4000000	south	1.362115e+05	33.1910491	283.123871	0.5430981	0.5480214	1.2319375	0.0261500	0.0158684
768	ZAF	LAKA (NDEBELE)	7	0.5000000	south	4.806402e+05	14.3692645	141.936645	0.1748906	0.4352838	1.1301833	0.1777000	0.2713049
769	ZAF	LOVEDU	18	0.7500000	south	4.631512e+05	15.0420271	125.382546	0.2920313	0.2658318	0.7530555	0.4795000	0.7003348
770	ZAF	MANALA	884	0.3333333	south	1.548336e+06	14.1096092	233.701675	0.0205723	0.4218354	1.3448964	0.4240000	0.0000000
771	ZAF	NAMA	0	0.3333333	south	4.248540e+04	46.7846011	50.906715	1.0792046	0.1070182	0.6397010	0.0165588	0.0042243
772	ZAF	NGWAKETSE	0	0.2500000	south	2.133407e+04	2.2384583	17.220743	0.2734638	0.7116098	1.1589880	0.1884286	0.0000000
773	ZAF	NGWATO	0	0.6666667	south	4.975907e+04	5.6462237	12.582967	0.2734574	0.5556637	0.9086389	0.0912222	0.5055154
774	ZAF	NUSAN	0	0.2500000	south	9.279154e+03	52.2148828	37.197147	0.7340866	0.4747791	0.9710741	0.0111667	0.0135370
775	ZAF	PEDI	114	0.5000000	south	2.555103e+06	66.6758892	117.523491	0.1607501	0.2696709	1.3278372	0.5665476	0.4220580
776	ZAF	PONDO	59	0.0000000	south	5.271581e+05	11.5387275	142.541824	0.6356505	0.0297245	0.5409694	0.7278100	0.2920715
777	ZAF	ROLONG	79	0.3333333	south	8.259531e+05	68.7806996	126.831902	0.2943337	0.6316753	1.2932397	0.1180000	0.0000000
778	ZAF	RONGA	3	0.5000000	south	8.545517e+04	7.4546549	42.247562	0.4479436	0.0377738	0.1460463	0.4944444	0.9558353
779	ZAF	SOTHO	61	0.0000000	south	8.704382e+05	88.9569464	30.690811	0.3451515	0.3597889	1.5546571	0.4229828	0.0000000
780	ZAF	SWAZI	18	0.5000000	south	6.100253e+05	13.0996478	37.158436	0.3088461	0.1392765	0.8116071	0.7186428	0.5781000
781	ZAF	TEMBU	18	0.1666667	south	4.695725e+05	21.0848275	121.594574	0.6756690	0.1025647	1.0562696	0.6500000	0.1182487
782	ZAF	THONGA	20	0.6000000	south	2.151755e+05	23.8510962	38.143002	0.3766940	0.2301748	0.3188111	0.4266500	0.9036625
783	ZAF	TLHAPING	8	0.2500000	south	2.298365e+05	25.9677527	202.048615	0.4251521	0.6398122	1.2873924	0.0376250	0.0000000
784	ZAF	TLHARU	7	0.2000000	south	9.396753e+04	28.0907315	85.986671	0.5487975	0.6587621	1.1250678	0.0310000	0.0000000
785	ZAF	TLOKWA	45	0.2000000	south	6.191002e+05	27.0422182	100.359917	0.2860557	0.4426783	0.9108417	0.2667000	0.5206450
786	ZAF	VENDA	28	0.7500000	south	4.972793e+05	18.6372998	53.017071	0.3814074	0.4101968	0.6165186	0.3588000	0.7329423
787	ZAF	XAM	40	0.5000000	south	5.563992e+05	285.9020259	362.630402	0.7794894	0.3327594	1.1364607	0.1056815	0.0110256
788	ZAF	XOSA	135	0.0000000	south	5.690661e+05	14.8398223	218.434921	0.7790006	0.0413683	0.4015694	0.6847250	0.2071691
789	ZAF	ZULU	415	0.5000000	south	2.896844e+06	87.4703298	101.714813	0.4329004	0.0907469	0.9576761	0.7520341	0.5014403
790	SLE	BULOM	86	0.0000000	west	1.277637e+05	2.9086882	31.048656	0.0408747	0.0125127	0.0242778	0.3761200	1.0000000
791	SLE	GOLA	0	1.0000000	west	1.967312e+03	0.1746639	2.750740	0.2623110	0.0532882	0.1008333	0.3700000	1.0000000
792	SLE	KISSI	4	1.0000000	west	8.620367e+03	0.1742777	5.796649	0.3182278	0.2100009	0.4022500	0.5050000	1.0000000
793	SLE	KONO	109	0.6666667	west	1.427949e+05	4.2836941	28.958719	0.2645406	0.2023668	0.4132064	0.4901429	0.7915068
794	SLE	KORANKO	20	0.5000000	west	1.123551e+05	8.0813955	44.616718	0.2381967	0.1955228	0.4006984	0.4545714	0.7730590
795	SLE	LIMBA	54	0.4000000	west	1.446927e+05	5.3201101	50.770001	0.1791939	0.1407792	0.2758488	0.5018889	0.9522540
796	SLE	LOKO	17	0.0000000	west	7.450477e+04	2.5361745	62.132942	0.1406943	0.1060397	0.1593981	0.4306667	1.0000000
797	SLE	MENDE	206	0.5000000	west	7.947418e+05	18.8515332	69.062050	0.2170908	0.1088363	0.1698432	0.4418572	1.0000000
798	SLE	SHERBRO	66	0.6666667	west	1.544206e+05	8.0957085	115.054855	0.1409801	0.0116742	0.0349881	0.3989143	0.3333333
799	SLE	SUSU	2	0.5000000	west	2.665266e+04	2.6338835	21.757849	0.1729202	0.1183680	0.2207570	0.5507500	1.0000000
800	SLE	TEMNE	680	0.5000000	west	5.756198e+05	15.5432484	92.599030	0.1113002	0.0715179	0.1482879	0.4460909	0.7186884
801	SLE	VAI	4	0.3333333	west	2.034444e+04	1.3356309	15.724435	0.2447742	0.0183875	0.0422037	0.4206667	0.5000000
802	SLE	YALUNKA	2	0.3333333	west	2.818838e+04	1.9777200	14.918942	0.2494023	0.2045686	0.3758056	0.3545000	1.0000000
803	SOM	BAJUN	441	0.6666667	east	4.206445e+04	5.3192490	94.535339	0.4817786	0.0011302	0.0166158	0.1898667	0.1037083
804	SOM	BARARETTA	818	0.5000000	east	2.304827e+05	85.9473479	88.570267	0.3921959	0.2031290	0.1643328	0.0836708	0.0511365
805	SOM	BONI	39	1.0000000	east	7.968508e+03	4.5473249	39.634945	0.5371772	0.0379372	0.0309222	0.2090000	0.0798373
806	SOM	ESA	64	0.5000000	east	1.525319e+05	19.8751697	63.869549	0.9595726	0.0549241	0.7317547	0.0884167	0.4151526
807	SOM	GERI	0	1.0000000	east	3.932355e+03	0.1526966	3.776675	0.8581713	0.1380712	1.5876806	0.3595000	0.8504775
808	SOM	GOSHA	59	0.5000000	east	3.499826e+04	4.1535521	189.627045	0.3122722	0.0661692	0.0165833	0.0802800	0.1029511
809	SOM	HAWIYA	384	0.2500000	east	3.385670e+05	108.9852092	160.537537	0.3303091	0.1113082	0.1655604	0.0226750	0.0709684
810	SOM	ISHAAK	410	0.3333333	east	4.876583e+05	92.6917278	144.226181	0.8529788	0.1217995	0.8936092	0.0395000	0.2441716
811	SOM	MIJERTEIN	1157	0.3333333	east	3.198046e+05	180.6764252	172.008163	0.8892826	0.1543354	0.4877365	0.0049013	0.0733212
812	SOM	OGADEN	310	0.2500000	east	6.717030e+04	17.0532030	13.644935	0.3991496	0.2572300	0.3374778	0.0151333	0.0057765
813	SOM	SAB	5423	0.4000000	east	1.020843e+06	109.3026767	206.937668	0.1850628	0.1574871	0.2172972	0.1035528	0.1014690
814	SOM	SHEBELLE	454	0.0000000	east	2.335210e+04	3.6223534	39.709965	0.3053566	0.2336294	0.2419537	0.0243333	0.0067518
815	SDN	ABABDA	0	0.3333333	east	1.517379e+01	44.3129910	63.168297	0.6295331	0.3144414	0.4414910	0.0025882	0.0034784
816	SDN	ACHOLI	7	0.7500000	east	2.037974e+03	1.2932473	5.614611	1.3066742	1.0812229	1.1869907	0.7726667	0.4520875
817	SDN	AMARAR	0	0.0000000	east	1.888168e+04	37.5477856	288.839752	0.6232845	0.1093447	0.5278879	0.0050926	0.0251792
818	SDN	AMER	6	0.0000000	east	4.710277e+04	14.5542445	46.911343	0.6099619	0.0548492	0.4200694	0.0117667	0.1597828
819	SDN	AMHARA	0	0.3333333	east	2.561985e+03	2.6494667	9.072730	0.4624041	0.3999620	0.6698657	0.5376667	1.0000000
820	SDN	ANAG	4	0.0000000	east	6.106824e+03	13.7289709	632.499207	0.2774318	0.8888645	0.5462677	0.0140909	0.2073714
821	SDN	ANUAK	2	0.3333333	east	6.120963e+03	6.7289928	27.056028	0.9213862	1.0417770	0.3845660	0.9592500	1.0000000
822	SDN	AZANDE	46	0.5000000	east	1.551460e+05	33.8861441	83.124191	1.2374606	1.5484916	0.6147394	0.3355238	0.9913287
823	SDN	BABUKUR	0	1.0000000	east	1.126574e+02	0.5282947	7.269068	1.2869842	1.4169543	0.7207361	0.2785000	1.0000000
824	SDN	BANDA	1	1.0000000	east	3.752916e+03	7.3294637	29.536234	1.1697298	1.7040253	0.6480238	0.3970000	1.0000000
825	SDN	BARABRA	3	0.1666667	east	1.770975e+05	89.9882913	207.752396	0.5234900	0.5663691	0.3326691	0.0022826	0.0011879
826	SDN	BARI	149	0.1666667	east	7.146921e+04	10.3367082	108.462898	1.2097657	1.2369624	0.6496142	0.6688889	0.9720756
827	SDN	BATAHIN	0	0.0000000	east	8.523501e+04	30.9180667	287.460663	0.1465079	0.4887844	0.3583415	0.0235294	0.2884315
828	SDN	BEDERIA	32	0.0000000	east	4.605674e+05	31.6808551	497.833923	0.3684899	0.9852048	0.5426667	0.2073810	0.8708785
829	SDN	BERTA	17	0.0000000	east	1.443637e+04	3.9654445	20.570190	0.5518728	0.7012935	0.6779000	0.5724000	0.9606134
830	SDN	BERTI	12	0.1428571	east	6.865678e+04	40.5690344	332.638702	0.6618600	1.2544711	0.8140219	0.0117083	0.5719851
831	SDN	BIDEYAT	4	0.3333333	east	3.380193e+04	204.4553662	132.829727	0.8056737	1.0947706	0.6335166	0.0027931	0.0158789
832	SDN	BIRKED	144	0.0000000	east	8.304112e+04	16.3457233	334.319763	0.7957688	1.3971386	0.8927479	0.0597692	0.7804286
833	SDN	BISHARIN	3	0.2000000	east	1.402812e+05	115.2689073	201.904938	0.5615700	0.2401103	0.4798576	0.0045381	0.0333155
834	SDN	BONGO	29	0.4000000	east	1.810401e+05	22.2696338	202.980011	1.0604050	1.4949173	0.4791795	0.5070769	1.0000000
835	SDN	DAGU	205	0.0000000	east	1.622213e+05	11.9190501	234.670044	0.8962051	1.4974382	0.8420404	0.1986364	0.9703062
836	SDN	DIDINGA	32	0.1666667	east	8.646315e+04	8.2262309	40.392204	1.2496151	1.0576591	1.0157083	0.5433750	0.6571656
837	SDN	DILLING	22	0.0000000	east	2.120535e+05	15.3174427	442.717743	0.4235538	1.0016588	0.5648773	0.5298333	0.9470761
838	SDN	DINKA	329	0.0769231	east	5.695901e+05	147.1903836	373.635895	0.8691744	1.3237001	0.3699900	0.7821733	1.0000000
839	SDN	FAJULU	48	0.2500000	east	1.962520e+05	15.0980164	104.138931	1.2264816	1.2875333	0.7211538	0.5393077	0.8100208
840	SDN	FEZARA	4	0.0000000	east	1.609203e+05	58.4421021	586.268127	0.3119607	0.9343022	0.5317259	0.0234595	0.4810819
841	SDN	FUR	330	0.4000000	east	3.589722e+05	55.1540099	136.590073	0.9962918	1.5820585	1.0240108	0.2915806	0.7779890
842	SDN	GAALIIN	467	0.2222222	east	1.452732e+06	59.6428418	397.218689	0.1945776	0.4812793	0.3262474	0.0177857	0.3132715
843	SDN	GIMMA	13	0.0000000	east	4.736238e+05	21.1480463	305.063171	0.2927450	0.7864297	0.3538373	0.2395000	0.7838344
844	SDN	GULE	17	0.2000000	east	1.000269e+05	11.6501402	75.836739	0.4613024	0.6749048	0.4900255	0.7640833	1.0000000
845	SDN	GUMUZ	0	0.0000000	east	8.282125e+01	0.2002922	1.110361	0.4977626	0.5737445	0.6339097	0.6645000	1.0000000
846	SDN	HABBANIA	184	0.2222222	east	4.221639e+05	91.4009551	209.852478	0.9369745	1.5498265	0.6115845	0.1812391	0.9832354
847	SDN	HADENDOWA	91	0.3333333	east	4.773371e+05	95.2447950	94.491547	0.4388242	0.1987398	0.5487269	0.0181319	0.2714555
848	SDN	HAMAR	32	0.0000000	east	2.244243e+05	42.5463225	524.509582	0.5977193	1.2157696	0.7267300	0.0541600	0.8852933
849	SDN	HASANIA	7	0.0000000	east	3.972672e+05	12.8423579	414.781220	0.1140134	0.7143770	0.3295454	0.0367273	0.3071972
850	SDN	HEMAT	0	0.5000000	east	3.031704e+02	0.1097831	2.966164	1.1892977	1.6272799	0.5631111	0.3640000	1.0000000
851	SDN	IDIO	1	0.5000000	east	6.154251e+03	1.3473346	65.323143	1.2482675	1.3205434	0.8128195	0.3600000	0.9631600
852	SDN	INGASSANA	8	0.2500000	east	4.045720e+04	7.2723855	87.528969	0.4933727	0.7448425	0.4465953	0.8507143	0.9877640
853	SDN	JUR	3	0.3333333	east	7.821932e+04	8.1581574	238.739365	0.9687507	1.4623444	0.4331701	0.6945000	1.0000000
854	SDN	KABABISH	3	0.2727273	east	2.597564e+05	208.8374237	569.142822	0.3524554	0.8682106	0.4813931	0.0062151	0.1379595
855	SDN	KARA	1	0.5000000	east	5.475479e+03	6.7596092	9.911068	1.1665076	1.5944418	0.7249584	0.5247500	1.0000000
856	SDN	KATLA	2	0.0000000	east	5.914034e+03	1.6264634	520.506043	0.5451858	1.1306266	0.8064861	0.7819999	1.0000000
857	SDN	KERARISH	1	0.5000000	east	2.025693e+04	75.3009081	181.762543	0.6487435	0.7556410	0.3696687	0.0020488	0.0002887
858	SDN	KOALIB	50	0.0000000	east	8.123259e+04	16.2973305	376.512238	0.5176094	1.0297439	0.5693264	0.8514166	1.0000000
859	SDN	KOMA	20	0.3333333	east	2.495473e+04	6.4349744	8.701794	0.7051860	0.8822092	0.5965075	0.8557273	0.7727737
860	SDN	KREISH	42	0.4000000	east	4.495705e+04	37.1174904	72.948341	1.1151890	1.6792182	0.7116147	0.5781739	1.0000000
861	SDN	KUKU	7	0.3333333	east	1.248416e+04	2.7166535	28.888918	1.2999077	1.1928608	0.7448611	0.5092500	1.0000000
862	SDN	LOGO	8	0.6666667	east	2.808893e+04	1.0384331	13.234673	1.3276781	1.2520933	1.0353240	0.3793333	0.9497712
863	SDN	LOTUKO	84	0.3333333	east	1.375621e+05	15.4755062	82.592804	1.2301880	1.1437916	0.9344848	0.8333637	0.5141180
864	SDN	LUGBARA	0	0.0000000	east	7.854093e+03	0.3170004	5.862852	1.3395550	1.2264122	1.0404166	0.5473333	0.9501615
865	SDN	MADI	31	0.0000000	east	3.742757e+04	5.1019001	36.101932	1.2891772	1.1512694	0.7695833	0.7280000	0.9411492
866	SDN	MASALIT	134	0.1666667	east	2.403594e+05	13.3218467	29.197006	1.1108778	1.6818163	0.7850717	0.2661667	0.9522369
867	SDN	MEBAN	37	0.4000000	east	2.265531e+04	22.5148337	76.398483	0.5998939	0.8474725	0.4470572	0.8605294	0.9836853
868	SDN	MESSIRIA	15	0.0000000	east	2.159462e+05	48.3623316	495.860138	0.6770658	1.2669150	0.5584744	0.2696539	1.0000000
869	SDN	MITTU	101	0.3333333	east	1.306364e+05	24.2387598	138.186569	1.1268548	1.4785281	0.5057760	0.4868125	0.9958960
870	SDN	MONDARI	16	0.0000000	east	3.543419e+04	11.5630752	223.919449	1.0901589	1.3347800	0.3973642	0.8640000	1.0000000
871	SDN	MORU	12	0.2500000	east	3.440320e+04	10.0578140	102.373291	1.1732512	1.3808756	0.5814444	0.4706667	1.0000000
872	SDN	MUNDU	2	0.0000000	east	3.633154e+04	5.3778736	33.408768	1.2665384	1.3360837	0.8452738	0.3297143	0.9770349
873	SDN	MURLE	70	0.3000000	east	5.444329e+04	44.0981978	131.330460	1.0412507	1.1414235	0.4953800	0.9090000	0.9770256
874	SDN	NDOGO	35	0.2857143	east	7.632704e+04	58.6702225	95.449753	1.1053709	1.6043226	0.5580339	0.4848750	1.0000000
875	SDN	NUER	112	0.2857143	east	3.575891e+05	72.9266385	149.784424	0.7895008	1.1251063	0.3085847	0.8978000	1.0000000
876	SDN	NYANGIYA	1	0.5000000	east	3.342938e+02	0.3542646	5.034551	1.3068143	1.0254140	1.2996943	0.4970000	0.5640097
877	SDN	NYIMA	25	0.0000000	east	2.650140e+04	3.6597575	538.902588	0.5267344	1.1273024	0.7516319	0.6485000	1.0000000
878	SDN	PADANG	8	0.0000000	east	1.346272e+05	30.1106621	179.800690	0.6018737	0.9403153	0.2989508	0.8612728	0.9976038
879	SDN	PARI	0	0.0000000	east	7.222165e+02	2.7133972	172.309952	1.1426355	1.2022969	0.5081667	0.9052500	1.0000000
880	SDN	RESHIAT	0	0.0000000	east	3.752487e+03	1.3731305	7.807204	1.2374618	0.9324204	0.5568611	0.2525000	0.1078270
881	SDN	RUFFA	40	0.0000000	east	1.085139e+06	67.2509887	160.058960	0.3249397	0.6075252	0.4452408	0.5315000	0.8328109
882	SDN	SELIM	11	0.0000000	east	8.800736e+04	30.0001518	259.624573	0.4878264	0.9247888	0.3798861	0.7637000	0.9231814
883	SDN	SHAIKIA	3	0.3333333	east	1.339047e+05	32.2269211	433.404968	0.2642705	0.5332233	0.3389083	0.0035500	0.0080053
884	SDN	SHILLUK	44	0.0000000	east	5.578404e+04	14.1428408	230.301376	0.6388433	1.0235751	0.2806995	0.8672727	1.0000000
885	SDN	SHUKRIA	20	0.1428571	east	3.737929e+05	49.7843193	143.057983	0.2999762	0.4617041	0.5294538	0.2758333	0.7700663
886	SDN	SILA	0	0.5000000	east	1.322035e+02	0.3462878	8.373561	1.1587311	1.6291188	0.6300903	0.3512500	1.0000000
887	SDN	SURI	0	0.0000000	east	3.188564e+02	5.0294286	15.829128	1.0879079	1.0248531	0.8616077	0.9092500	0.8936539
888	SDN	TAGALI	22	0.0000000	east	2.354093e+04	6.3452027	348.854950	0.4053453	0.9252884	0.5779127	0.6364286	0.9964439
889	SDN	TALODI	29	0.0000000	east	3.187218e+04	3.8908775	380.245819	0.5880092	1.0808935	0.4214375	0.9070000	1.0000000
890	SDN	TAMA	39	0.5000000	east	3.209019e+04	12.5115515	45.772324	1.0358161	1.5949697	0.9767525	0.1363636	0.7270162
891	SDN	TEMAIN	5	0.0000000	east	1.756542e+04	1.9208114	482.730011	0.5235597	1.0960671	0.6777917	0.8262500	1.0000000
892	SDN	TIGRINYA	5	0.0000000	east	2.829355e+04	3.1792458	10.673202	0.4215615	0.3319160	0.6574583	0.1495000	0.9311702
893	SDN	TOPOTHA	8	0.6000000	east	4.691958e+04	25.8193483	74.470474	1.1682442	1.0578157	0.6786177	0.6657647	0.6211611
894	SDN	TUMTUM	106	0.0000000	east	1.987165e+05	9.9388928	460.611511	0.5951482	1.1353337	0.5539899	0.7073636	1.0000000
895	SDN	TUNGUR	154	0.2500000	east	6.016056e+04	12.3176278	211.419922	0.8220031	1.3986440	1.1194419	0.0597273	0.5389203
896	SDN	TURKANA	0	0.6666667	east	6.047437e+03	2.8235608	8.325104	1.2437434	0.9614455	0.6615000	0.3098000	0.1841838
897	SDN	ZAGHAWA	35	0.2500000	east	1.285576e+04	67.6743275	103.178215	0.8092298	1.3480338	0.8519877	0.0160833	0.2961345
898	TGO	ADELE	0	1.0000000	west	4.336222e+03	0.7361314	8.262249	0.2358153	0.2507339	0.4359722	0.7580000	1.0000000
899	TGO	AKPOSO	0	0.8333333	west	4.818217e+04	2.5741282	50.816620	0.1624623	0.1714844	0.2750500	0.6128000	1.0000000
900	TGO	ANA	0	0.7500000	west	1.835719e+04	2.9916539	18.786232	0.1629624	0.1629144	0.1764611	0.6204000	1.0000000
901	TGO	ATYUTI	0	0.8000000	west	1.674410e+04	2.9708922	33.958988	0.2575941	0.2704974	0.3305903	0.5682500	1.0000000
902	TGO	AVATIME	0	1.0000000	west	5.610070e+03	0.1141978	1.073299	0.0917889	0.0933659	0.1784444	0.6410000	1.0000000
903	TGO	BASARI	0	0.7500000	west	4.095522e+04	3.3701540	27.559956	0.3404673	0.3583675	0.3490463	0.5853333	1.0000000
904	TGO	BUEM	0	0.3333333	west	4.203470e+04	1.4343978	11.244412	0.1535940	0.1645568	0.3987778	0.7505000	1.0000000
905	TGO	BUSANSI	0	0.3333333	west	1.594414e+04	0.3474288	5.322237	0.5559593	0.5842281	0.2383889	0.4586667	1.0000000
906	TGO	CHAKOSSI	1	0.5000000	west	1.730903e+04	1.5581155	19.680372	0.4601062	0.4831926	0.1601667	0.5345000	1.0000000
907	TGO	DAGOMBA	0	0.7500000	west	6.033318e+03	1.5861128	5.316576	0.3304797	0.3497497	0.2059769	0.4926667	1.0000000
908	TGO	EGBA	0	0.8000000	west	1.961447e+04	2.1122481	18.513155	0.2305639	0.2334897	0.2348542	0.5377500	1.0000000
909	TGO	EWE	164	0.8333333	west	5.511004e+05	9.0976849	35.788174	0.0649583	0.0723003	0.1143229	0.6475000	0.9604290
910	TGO	FON	3	1.0000000	west	8.607171e+04	3.2449461	11.109948	0.0886463	0.0846595	0.0864778	0.6092000	0.9983494
911	TGO	GURENSI	0	0.0000000	west	3.053103e+04	0.8499020	8.496621	0.5309422	0.5583773	0.2414305	0.4740000	1.0000000
912	TGO	GURMA	0	0.0000000	west	4.484629e+03	0.6011381	9.949956	0.5300035	0.5539067	0.1548611	0.6480000	1.0000000
913	TGO	KABRE	5	0.8000000	west	1.696773e+05	3.5460361	25.138546	0.4070179	0.4230983	0.2999389	0.5100000	1.0000000
914	TGO	KEBU	0	0.6666667	west	3.313860e+04	1.5321804	23.726431	0.1804350	0.1929852	0.3295000	0.7000000	0.9992290
915	TGO	KONKOMBA	0	0.5000000	west	9.375082e+04	4.4710257	34.982342	0.4068415	0.4275638	0.2187963	0.5073333	1.0000000
916	TGO	MOBA	3	0.5000000	west	9.557209e+04	4.1744664	31.325941	0.5071811	0.5323859	0.1799583	0.5357500	1.0000000
917	TGO	MOSSI	0	0.3333333	west	5.188289e+03	0.2173584	4.289964	0.5452770	0.5720691	0.2174537	0.4486667	1.0000000
918	TGO	NAUDEBA	0	1.0000000	west	2.630882e+03	0.1539744	4.408107	0.4255067	0.4397704	0.3573472	0.6455000	1.0000000
919	TGO	POPO	3	1.0000000	west	7.427604e+04	0.5048369	9.883427	0.0519896	0.0129092	0.0000000	0.5420000	0.9777608
920	TGO	TEM	3	0.6000000	west	1.000429e+05	6.5297102	40.092026	0.3058318	0.3166063	0.2989757	0.5166250	1.0000000
921	TGO	TRIBU	0	0.6000000	west	2.050425e+04	2.2426140	32.141933	0.2126043	0.2258992	0.3295555	0.6407500	1.0000000
922	TUN	ARAD	31	0.5000000	north	2.487142e+05	29.0292106	113.227745	0.4374980	0.0950297	0.2103495	0.0273292	0.0015848
923	TUN	CHAAMBA	0	0.5000000	north	2.779914e+04	12.9945791	26.389950	0.4780282	0.1948800	0.1759741	0.0050667	0.0005392
924	TUN	GADAMES	0	0.0000000	north	5.233261e+02	2.3860116	20.404221	0.6981550	0.3070399	0.3357708	0.0025000	0.0000000
925	TUN	GAFSA	29	1.0000000	north	1.106096e+05	3.5047678	64.091980	0.2936045	0.1248033	0.4925324	0.2286667	0.0037079
926	TUN	HAMAMA	185	0.4000000	north	6.636828e+05	33.3917747	98.469711	0.2110193	0.1048067	0.4096411	0.4608640	0.0117269
927	TUN	JERBA	9	0.0000000	north	6.355418e+03	0.4462869	95.346573	0.3422796	0.0071053	0.0000000	0.0839000	0.0001925
928	TUN	JERID	48	0.2000000	north	1.619240e+05	13.2755742	76.172791	0.3656132	0.1588765	0.1600707	0.0340000	0.0034366
929	TUN	MATMATA	0	0.5000000	north	1.786786e+04	2.1665795	142.306702	0.3725391	0.0712507	0.1770208	0.0247500	0.0010016
930	TUN	NEFUSA	2	0.5000000	north	4.112820e+02	0.5746280	6.818688	0.5504234	0.1469236	0.3836944	0.0143333	0.0001925
931	TUN	SAHEL	75	1.0000000	north	7.858799e+05	10.8636305	214.879349	0.1448460	0.0310456	0.1786574	0.5090000	0.0144419
932	TUN	TRIPOLITANIANS	27	0.0000000	north	7.788065e+04	12.3484140	40.921616	0.4746213	0.0674213	0.2007628	0.0198000	0.0013479
933	TUN	TUNISIANS	619	0.5000000	north	2.000677e+06	23.9347209	85.984558	0.0744517	0.0650936	0.3356013	0.8910118	0.0131263
934	TZA	ALAGYA	3	1.0000000	east	5.079650e+04	1.5715730	59.067062	0.3561843	0.3017600	1.5581944	0.8783333	0.5104279
935	TZA	BENA	1	0.0000000	east	1.558685e+05	15.0589604	122.255791	0.3383795	0.4188763	1.2041636	0.8712222	0.5502289
936	TZA	BENDE	0	0.0000000	east	6.533992e+04	21.9983755	101.244347	0.5727982	0.8502324	1.2379769	0.5840000	0.6894602
937	TZA	BONDEI	0	0.5000000	east	7.970123e+04	1.7824613	74.457016	0.3520925	0.0315204	0.3448241	0.9170000	0.7392698
938	TZA	BURUNGI	0	0.2500000	east	2.004271e+04	3.4622480	234.145950	0.1306834	0.2817442	1.3094001	0.5678000	0.7642640
939	TZA	CHAGA	2	0.3333333	east	3.856977e+05	4.9507516	30.617016	0.3734447	0.2450586	1.2715926	0.9243333	0.5008121
940	TZA	DIGO	0	0.2500000	east	3.290069e+04	2.0958722	25.206703	0.3836320	0.0298182	0.2771667	0.6066667	0.6152468
941	TZA	FIPA	2	0.2500000	east	7.140633e+04	14.4997844	66.372147	0.5256077	0.7988516	1.2886844	0.7193636	0.5362786
942	TZA	GANDA	0	0.0000000	east	7.598087e+03	0.4155409	5.533645	0.7475848	0.9166944	1.2792778	0.4882500	0.6931396
943	TZA	GOGO	7	0.1250000	east	4.186098e+05	33.1429945	372.036529	0.0104485	0.3247441	1.0723553	0.5788421	0.8049150
944	TZA	GOROA	2	0.2000000	east	5.579787e+04	3.7703897	195.329407	0.2162654	0.3423688	1.2969445	0.7990000	0.8582239
945	TZA	GUSII	25	0.0000000	east	2.102762e+05	4.1663648	36.125256	0.5544458	0.6339659	1.3876889	0.8356000	0.8314227
946	TZA	HA	20	0.2000000	east	3.527954e+05	31.8421648	63.979160	0.5968781	0.8627070	1.2413694	0.5944500	0.7842962
947	TZA	HADIMU	95	0.0000000	east	1.412900e+05	1.5175541	173.083115	0.3992745	0.0073952	0.0000000	0.5749000	0.8532655
948	TZA	HAYA	6	0.2500000	east	3.192841e+05	13.7238067	48.169880	0.7062672	0.8945544	1.3189695	0.5614000	0.7166227
949	TZA	HEHE	8	0.0000000	east	2.750533e+05	33.4377664	254.552292	0.1732005	0.3842197	1.1717196	0.6710000	0.6140624
950	TZA	IRAMBA	2	0.0000000	east	1.788484e+05	9.7952520	312.605804	0.2498494	0.4838126	1.3333334	0.8322000	0.8652124
951	TZA	IRAQW	3	0.1428571	east	1.258715e+05	10.1121303	204.428253	0.2648212	0.4049731	1.5039500	0.8080000	0.5549325
952	TZA	IWA	3	0.6666667	east	3.285745e+04	4.2475763	21.885693	0.4732689	0.7052476	1.2654389	0.7214000	0.8194185
953	TZA	KEREWE	0	0.0000000	east	5.244828e+03	0.8182755	128.963089	0.5195910	0.6675104	1.2304028	0.8657500	0.9814903
954	TZA	KIMBU	0	0.1111111	east	1.004705e+03	29.6676459	253.128189	0.2728712	0.5590690	1.2103680	0.4157000	0.9067872
955	TZA	KINDIGA	0	0.2500000	east	2.772953e+04	4.6536812	220.677048	0.3037077	0.4745183	1.3914167	0.8540000	0.7079960
956	TZA	KINGA	0	0.2500000	east	1.196909e+05	8.5601941	46.574879	0.3922314	0.4892986	1.4073125	0.8271250	0.5120466
957	TZA	KISI	1	0.6666667	east	2.649197e+03	4.3488252	10.936159	0.4293862	0.5175025	1.4280555	0.9112500	0.5416539
958	TZA	KONONGO	0	0.0000000	east	5.038704e+03	22.5972696	194.723770	0.4131000	0.7019410	1.1791904	0.4040714	0.9141708
959	TZA	KWERE	2	0.0000000	east	5.675499e+04	6.0451185	210.529251	0.2939627	0.0454098	0.1974213	0.7025000	0.9357503
960	TZA	LAMBYA	0	0.6666667	east	2.977453e+04	1.7658571	15.309302	0.4507737	0.6455197	1.5100185	0.6710000	0.6095033
961	TZA	LUGURU	2	0.0000000	east	1.714935e+05	16.1953975	337.564850	0.2627423	0.1405702	0.3598667	0.7658000	0.6928763
962	TZA	LUNGU	2	0.2500000	east	5.952673e+04	9.4922180	43.556400	0.4955423	0.7565545	1.4174445	0.6451111	0.5618107
963	TZA	LUO	0	1.0000000	east	1.944188e+04	0.6510779	10.121254	0.5850437	0.6510765	1.3009444	0.6380000	0.8111416
964	TZA	MAGWANGARA	5	0.1666667	east	1.160862e+05	28.2299315	110.993324	0.4790652	0.3845977	0.8514115	0.4892500	0.8790746
965	TZA	MAKONDE	7	0.0000000	east	5.596615e+05	13.8320012	47.400044	0.6433143	0.0567050	0.2288813	0.5472727	0.5000000
966	TZA	MAKUA	0	0.5000000	east	1.038896e+05	5.3600405	36.802399	0.6162434	0.1677342	0.3575611	0.3752000	0.9934330
967	TZA	MASAI	29	0.1176471	east	2.493034e+05	62.8988957	115.943565	0.2811871	0.2969511	1.3067894	0.8280263	0.7022676
968	TZA	MATENGO	0	0.5000000	east	1.007616e+05	5.6274430	51.694588	0.5399476	0.4817523	0.9252570	0.7101250	0.7914786
969	TZA	MBUGU	0	0.5000000	east	6.403868e+04	1.6833442	43.729107	0.3376046	0.0960550	0.6358889	0.9330000	0.6360738
970	TZA	MBUGWE	0	0.3333333	east	3.181906e+04	2.9679474	170.717880	0.2693034	0.3576918	1.3509333	0.7932000	0.9018773
971	TZA	MBUNGA	0	0.0000000	east	7.946754e+04	12.7528243	336.750336	0.2549313	0.2365945	0.6524546	0.6443636	0.5442857
972	TZA	MWERA	0	0.3333333	east	2.226636e+05	21.1724641	165.968536	0.5289790	0.0596405	0.2717659	0.6331714	0.5000000
973	TZA	NDAMBA	0	0.0000000	east	3.164596e+04	4.4440481	217.241562	0.2680979	0.3448888	0.7420417	0.9025000	0.4808549
974	TZA	NGINDO	2	0.1111111	east	5.320575e+04	51.4883202	222.738998	0.4259899	0.1696748	0.4080870	0.3861000	0.6661527
975	TZA	NGURU	0	0.2000000	east	1.122330e+05	10.8835432	239.193802	0.2061345	0.1227828	0.6997889	0.7531000	0.8408640
976	TZA	NKOLE	1	0.3333333	east	5.242470e+04	1.1703575	9.876178	0.7853165	0.9655001	1.4376222	0.5250000	0.5060425
977	TZA	NYAKYUSA	0	0.2500000	east	3.656344e+05	6.8847973	40.749191	0.4072179	0.5821462	1.4527395	0.8151250	0.4705884
978	TZA	NYAMWEZI	8	0.0000000	east	5.569248e+05	87.9058106	292.308411	0.3460996	0.6269117	1.2003334	0.5241778	0.9249817
979	TZA	NYASA	0	0.0000000	east	1.666458e+04	3.6583853	19.309589	0.5415462	0.5162730	0.9431111	0.7892000	0.6809807
980	TZA	PARE	2	0.7500000	east	1.111332e+05	6.5990390	35.465332	0.3286982	0.1501543	0.8812937	0.8668572	0.6502475
981	TZA	PEMBA	26	0.0000000	east	1.184236e+05	0.8701500	81.160416	0.4579984	0.0008613	0.0000000	0.4841000	0.9392675
982	TZA	PIMBWE	1	0.0000000	east	3.720144e+03	10.4712338	123.752358	0.4699177	0.7516759	1.1650695	0.5820000	0.8129714
983	TZA	POGORO	0	0.0000000	east	3.655177e+04	9.6845136	262.326141	0.3081507	0.2743948	0.4817882	0.6417500	0.9259514
984	TZA	RANGI	0	0.2000000	east	6.537258e+04	4.3220290	209.313187	0.1744625	0.3143700	1.3359514	0.6867500	0.9135514
985	TZA	RUANDA	0	0.0000000	east	1.212961e+03	0.5509576	4.613428	0.7585909	0.9537885	1.5370463	0.5933334	0.4291056
986	TZA	RUNDI	22	0.0000000	east	1.248134e+05	6.1902377	16.564232	0.6570832	0.8990996	1.4172623	0.5676666	0.7924305
987	TZA	SAFWA	4	0.5714286	east	1.945837e+05	14.5431378	96.288704	0.3888323	0.6325230	1.3195162	0.6919166	0.7168121
988	TZA	SAGARA	3	0.1666667	east	2.035157e+05	17.3319638	351.278686	0.1410210	0.2101850	0.9560641	0.8537692	0.7542605
989	TZA	SANDAWE	0	0.0000000	east	9.470886e+04	6.6368376	290.869904	0.1063521	0.3418634	1.2487779	0.5120000	0.9436591
990	TZA	SANGU	1	0.0000000	east	4.049696e+04	17.1911494	165.558441	0.2800793	0.5271461	1.3039359	0.5486923	0.8751997
991	TZA	SEGEJU	0	0.5000000	east	8.341484e+03	0.2654604	9.840993	0.4088436	0.0050283	0.0000000	0.3320000	0.9235798
992	TZA	SHAMBALA	2	0.3333333	east	2.178560e+05	5.7208376	59.649735	0.3335946	0.0780882	0.5431231	0.8970000	0.6434180
993	TZA	SHASHI	3	0.5000000	east	2.375564e+05	14.9708003	73.011208	0.4895285	0.5841068	1.4518518	0.9390000	0.7845308
994	TZA	SINZA	4	0.2857143	east	1.762957e+05	13.8631345	84.500603	0.5959790	0.8177730	1.2781035	0.6411909	0.8860065
995	TZA	SONJO	5	1.0000000	east	1.450442e+03	1.5109127	17.489319	0.4453637	0.4442066	1.4866668	0.7890000	0.6346167
996	TZA	SUKUMA	17	0.1666667	east	1.060660e+06	39.3654402	227.853226	0.4078685	0.5959843	1.2771945	0.9176739	0.8774235
997	TZA	SUMBWA	2	0.0000000	east	3.081704e+04	7.8788413	102.307404	0.5267848	0.7756554	1.2180070	0.5796250	0.9872759
998	TZA	TATOGA	0	0.0000000	east	1.966590e+04	2.1961402	269.010254	0.1702320	0.3786036	1.5417708	0.7062500	0.6823018
999	TZA	TURU	1	0.0000000	east	1.716846e+05	13.4593751	359.534424	0.1639591	0.4364382	1.3285253	0.5555454	0.9102382
1000	TZA	YAO	0	0.0000000	east	8.750321e+04	22.4474274	51.746281	0.5715941	0.2995501	0.6251320	0.3869500	0.9931346
1001	TZA	ZARAMO	121	0.1428571	east	6.417089e+05	23.8508573	306.674469	0.3666196	0.0477253	0.0961389	0.6180111	0.8921714
1002	TZA	ZIGULA	0	0.3333333	east	1.276792e+05	9.7634167	143.173019	0.2784932	0.0773039	0.5507540	0.7227143	0.8428982
1003	UGA	ACHOLI	624	0.5000000	east	3.542904e+05	25.7945461	70.346466	0.3071740	1.0400304	1.0493022	0.5421177	0.7387257
1004	UGA	ALUR	12	0.4000000	east	1.715257e+05	5.7813453	32.559631	0.2809029	1.1185935	1.0337408	0.6165000	0.6745666
1005	UGA	AMBA	40	0.5000000	east	3.934233e+04	0.9398637	6.548155	0.2675963	1.1251496	1.3334445	0.7160000	0.5208362
1006	UGA	CHIGA	24	0.6666667	east	3.697218e+05	3.9104584	29.674215	0.3171265	1.0498996	1.7090695	0.6542500	0.4425711
1007	UGA	DIDINGA	0	1.0000000	east	3.521051e+02	0.6056894	10.170638	0.4493579	1.0090774	1.1980417	0.4425000	0.4652095
1008	UGA	FAJULU	0	0.5000000	east	2.330315e+02	0.1316041	4.416824	0.4058720	1.2099670	0.7944722	0.5110000	1.0000000
1009	UGA	GANDA	543	0.0000000	east	2.052488e+06	43.4961701	169.102875	0.0506005	0.9300019	1.1643989	0.4402273	0.7970327
1010	UGA	GISU	24	0.6000000	east	3.197613e+05	3.6855249	35.358963	0.2321525	0.7785496	1.3065625	0.4742500	0.7237510
1011	UGA	HAYA	0	0.0000000	east	1.205067e+03	0.1094805	3.921888	0.1622926	0.8918181	1.2286944	0.3150000	0.8756831
1012	UGA	JIE	24	0.6000000	east	4.214042e+04	8.1517510	37.500523	0.3813867	0.9464201	1.2218453	0.4045714	0.6212772
1013	UGA	KARAMOJONG	47	0.4000000	east	1.125663e+05	10.9746405	34.307621	0.3277647	0.8234512	1.3506638	0.5627000	0.7460713
1014	UGA	KONJO	57	0.6000000	east	9.562004e+04	3.7662623	18.365631	0.2800951	1.1054486	1.5020788	0.7906667	0.7465258
1015	UGA	KUKU	0	0.6666667	east	9.124650e+02	0.1804406	3.678392	0.3947645	1.1914409	0.7944722	0.5110000	1.0000000
1016	UGA	LABWOR	7	0.4000000	east	1.280384e+04	2.6021786	81.286545	0.3069319	0.9095802	1.1970485	0.3950000	0.8320675
1017	UGA	LANGO	159	0.0000000	east	4.031536e+05	15.8962236	174.440033	0.2105285	0.9429297	1.0443982	0.3232500	0.9625272
1018	UGA	LOTUKO	1	0.0000000	east	5.744826e+02	0.2003809	6.000891	0.3948403	1.0633357	1.3750694	0.7225000	0.6219827
1019	UGA	LUGBARA	15	0.5000000	east	2.240612e+05	4.2677017	17.734451	0.3637639	1.1860360	0.9924676	0.6210000	0.9362487
1020	UGA	MADI	29	0.5000000	east	9.351910e+04	7.0243574	40.413906	0.3451966	1.1411096	0.7976944	0.7931250	1.0000000
1021	UGA	NKOLE	48	0.5000000	east	6.136207e+05	14.9303611	62.969723	0.2351275	1.0287489	1.3655186	0.5927500	0.5245485
1022	UGA	NYANGIYA	4	0.6666667	east	5.048940e+03	1.7418335	17.008238	0.4097041	1.0031466	1.2996943	0.4970000	0.6820594
1023	UGA	NYORO	49	0.2000000	east	1.871759e+05	13.8390966	56.871029	0.1771494	1.0278723	0.9720328	0.4981818	0.9456034
1024	UGA	RUANDA	16	1.0000000	east	7.708990e+04	0.4271503	3.136024	0.3502668	1.0584559	2.1807499	0.7780000	0.0436145
1025	UGA	SABEI	21	0.5000000	east	3.079263e+04	1.4383444	15.082064	0.2665808	0.7521082	1.6796575	0.4936667	0.3851916
1026	UGA	SOGA	29	0.2000000	east	8.627564e+05	15.1862631	73.894264	0.1467866	0.8133431	1.1524861	0.3335000	0.9554254
1027	UGA	TESO	84	0.2000000	east	1.989249e+05	9.7736970	107.676948	0.2498389	0.8544733	1.1773541	0.4021250	0.8328128
1028	UGA	TORO	41	0.4000000	east	2.518335e+05	12.6436595	56.922455	0.2014160	1.0684274	1.1278858	0.5723333	0.8246861
1029	UGA	WANGA	21	0.0000000	east	1.674389e+05	1.3554348	9.324985	0.2054949	0.7428115	1.2421759	0.3416667	0.7195572
1030	BFA	BARGU	0	1.0000000	west	3.622443e+02	1.0042911	11.835231	0.4130567	0.6402832	0.2760000	0.3060000	1.0000000
1031	BFA	BIRIFON	0	0.5000000	west	5.964208e+04	3.1290787	10.463839	0.2796264	0.5964347	0.2773810	0.5851429	1.0000000
1032	BFA	BOBO	1	0.2500000	west	2.838188e+05	22.8752311	86.840187	0.2265956	0.8135496	0.2980945	0.3639333	1.0000000
1033	BFA	BUSANSI	5	0.6666667	west	2.313536e+05	8.5632498	44.351639	0.1527777	0.6542618	0.2490799	0.4253750	1.0000000
1034	BFA	DAFI	0	0.6666667	west	9.650290e+04	6.2328028	73.799667	0.1773821	0.8611623	0.2813135	0.2894286	1.0000000
1035	BFA	DAGARI	1	0.6000000	west	6.833220e+04	2.5591199	14.124921	0.2055362	0.6947277	0.2813472	0.4080000	1.0000000
1036	BFA	DEFORO	0	0.5000000	west	2.846639e+04	4.8778638	56.644566	0.2201164	0.9766338	0.2981111	0.0346667	0.9966093
1037	BFA	DIAN	0	0.6666667	west	2.854863e+04	2.2574823	61.955643	0.2556418	0.6793669	0.3047292	0.5830000	1.0000000
1038	BFA	DOGON	0	0.5000000	west	2.647030e+04	1.8377657	14.129718	0.2216666	1.0054661	0.2797500	0.0408000	1.0000000
1039	BFA	DOROSIE	0	0.4000000	west	1.864912e+04	4.5903572	56.591549	0.3307963	0.6062013	0.3088556	0.4674000	1.0000000
1040	BFA	GRUNSHI	3	0.4000000	west	4.583470e+04	4.3666543	19.968664	0.1328871	0.6477304	0.2372778	0.3812500	1.0000000
1041	BFA	GUIN	3	0.2000000	west	4.630017e+04	5.4070852	32.958172	0.4218906	0.5848927	0.3031991	0.5223333	1.0000000
1042	BFA	GURENSI	0	0.5000000	west	3.006168e+04	0.8721457	8.939515	0.1696885	0.6111655	0.2050833	0.6203333	1.0000000
1043	BFA	GURMA	4	0.3333333	west	1.854962e+05	39.5249397	73.240570	0.2803802	0.6945865	0.2596731	0.2978462	1.0000000
1044	BFA	KARABORO	0	0.2500000	west	1.307516e+04	2.9624928	78.969070	0.3676625	0.6154845	0.3185347	0.4602500	1.0000000
1045	BFA	KOMONO	0	0.2000000	west	4.102122e+03	2.1942556	15.221867	0.3962957	0.5515752	0.3016805	0.4715000	1.0000000
1046	BFA	LILSE	1	0.4000000	west	1.453241e+05	4.7418263	126.421509	0.1197156	0.8246676	0.2880278	0.1633333	1.0000000
1047	BFA	LIPTAKO	2	0.6000000	west	9.861876e+04	13.4451059	50.401569	0.2274446	0.8879666	0.2844823	0.0695455	0.9961306
1048	BFA	LOBI	6	0.5000000	west	1.146964e+05	7.3105263	41.477241	0.3008208	0.5938612	0.2915124	0.5787778	1.0000000
1049	BFA	MASINA	1	0.3333333	west	5.283436e+04	5.3529061	39.301849	0.1965607	0.9759272	0.2981349	0.0325714	1.0000000
1050	BFA	MINIANKA	1	0.2000000	west	1.218726e+05	11.7962540	27.056648	0.3855459	0.7323028	0.3566759	0.5600833	1.0000000
1051	BFA	MOSSI	159	0.3636364	west	2.119299e+06	66.2012874	188.709717	0.0562701	0.8100740	0.2786285	0.2114000	1.0000000
1052	BFA	NUNUMA	0	0.6000000	west	1.317408e+05	13.5307578	61.644810	0.1122594	0.7144229	0.2785417	0.2151250	1.0000000
1053	BFA	SAMO	2	0.0000000	west	1.234044e+05	7.1828193	34.649589	0.1837237	0.9401423	0.2741736	0.1590000	1.0000000
1054	BFA	SENUFO	0	0.5000000	west	8.926689e+03	1.1257070	3.147599	0.4519664	0.5784903	0.2833518	0.5426667	1.0000000
1055	BFA	SIA	14	0.6666667	west	1.421226e+05	8.1895955	55.804703	0.2976368	0.7653492	0.3188889	0.4577143	1.0000000
1056	BFA	SONGHAI	0	0.5000000	west	2.817096e+04	4.5738518	14.905522	0.2828601	0.9418733	0.2715154	0.0515556	0.9449130
1057	BFA	TUSYAN	0	0.2500000	west	1.180714e+05	6.5397866	101.949600	0.3432631	0.6712279	0.3545317	0.5384285	1.0000000
1058	BFA	UDALAN	1	0.5000000	west	3.955866e+04	8.0568378	36.805695	0.2833276	1.0128446	0.2913584	0.0258000	0.9234805
1059	BFA	WARA	0	0.2500000	west	4.178554e+04	2.0561320	40.598873	0.4246686	0.6415061	0.3534028	0.5802500	1.0000000
1060	ESH	DELIM	0	1.0000000	north	1.503759e+03	64.4471427	131.170563	0.5423424	0.1321446	0.2255988	0.0031389	0.0102525
1061	ESH	IMRAGEN	61	1.0000000	north	2.124729e+04	31.8219468	256.900299	0.3276378	0.0027880	0.0849252	0.0029962	0.0027506
1062	ESH	REGEIBAT	17	1.0000000	north	1.551162e+03	121.4450433	70.975723	0.2645256	0.2197012	0.3043527	0.0038788	0.0128743
1063	ESH	TAJAKANT	2	1.0000000	north	4.243627e+02	15.3369127	47.240635	0.4051608	0.2681165	0.4125602	0.0048333	0.0105393
1064	ESH	TEKNA	0	1.0000000	north	7.880525e+03	32.8657135	53.211395	0.1608283	0.1095831	0.2665865	0.0062308	0.0058126
1065	SWZ	RONGA	1	1.0000000	south	1.040797e+04	1.1326275	3.968614	0.0758594	0.0567529	0.2168982	0.6545000	0.9548927
1066	SWZ	SWAZI	146	1.0000000	south	3.482362e+05	16.1568730	61.072689	0.0345135	0.1145324	0.7374924	0.6917273	0.7512292
1067	ZMB	AUSHI	3	0.3750000	south	2.403940e+05	33.2941221	83.343803	0.4899265	1.0728503	1.1256140	0.4563684	0.8942047
1068	ZMB	BEMBA	11	0.6000000	south	2.491477e+05	50.0704935	198.608810	0.6223877	0.8587357	1.2770804	0.5265173	0.7896259
1069	ZMB	BISA	4	0.4285714	south	4.121884e+04	37.8166799	162.731232	0.4871216	0.8739166	1.0952462	0.5473448	0.7698258
1070	ZMB	CHEWA	3	0.6000000	south	9.883211e+04	12.9243209	30.166388	0.5468321	0.7194985	1.0298680	0.5237500	0.9018150
1071	ZMB	ILA	6	0.5000000	south	1.011055e+05	28.9988705	180.283203	0.1615923	0.9237028	1.0957839	0.6642778	0.9193508
1072	ZMB	IWA	14	0.6000000	south	7.386746e+04	8.7808049	48.874634	0.7829637	0.7114984	1.3760000	0.6525000	0.8510109
1073	ZMB	KAONDE	8	0.2857143	south	6.383667e+04	68.5121243	191.671234	0.3251486	1.1348191	1.1775928	0.4485526	0.7378861
1074	ZMB	KUNDA	3	0.6000000	south	1.043612e+05	7.5901668	46.129147	0.3941486	0.7006123	0.8292099	0.5741111	0.7746903
1075	ZMB	LALA	11	0.6250000	south	5.423310e+04	39.0348353	56.274376	0.2949556	0.8216960	1.0106852	0.5682500	0.8085229
1076	ZMB	LAMBA	205	0.5000000	south	4.939683e+05	55.5126333	79.755913	0.2436092	1.0094736	1.2165234	0.4893947	0.6404843
1077	ZMB	LAMBYA	0	1.0000000	south	1.280214e+04	2.6959871	17.683228	0.8064171	0.6653398	1.3966167	0.6208000	0.8651335
1078	ZMB	LENJE	396	0.6666667	south	2.198878e+05	35.1987930	144.726593	0.0803656	0.8506937	1.0165209	0.5547083	0.9323767
1079	ZMB	LOZI	8	0.6250000	south	2.325659e+05	44.7307990	137.905960	0.5295804	1.0622015	0.9907391	0.5709286	0.9920951
1080	ZMB	LUAPULA	7	0.6666667	south	1.332070e+05	13.9547761	30.423454	0.6111588	1.0818290	1.0065649	0.4530556	0.9547185
1081	ZMB	LUKOKWE	0	0.5000000	south	1.737078e+04	11.2286224	83.146706	0.4761371	1.0971941	1.0764583	0.4714000	1.0000000
1082	ZMB	LUNGU	3	0.7500000	south	8.304065e+04	21.4539630	80.944038	0.7398353	0.8610172	1.3455343	0.5141177	0.6950185
1083	ZMB	LUVALE	14	0.5000000	south	1.592037e+04	12.5107073	60.686897	0.6476558	0.9274571	0.9948298	0.5871250	1.0000000
1084	ZMB	MASHASHA	0	0.4000000	south	1.017119e+04	18.7288150	250.780533	0.3099620	1.0675765	1.0955299	0.4790769	0.8590330
1085	ZMB	MASHI	2	0.7500000	south	2.075173e+04	22.0846958	54.240936	0.6144170	1.0253613	0.9826427	0.6513333	0.9700884
1086	ZMB	MBUNDA	0	0.5000000	south	1.973403e+03	5.5021861	42.010288	0.6450294	0.9287120	0.9861284	0.6487500	1.0000000
1087	ZMB	MOMBERA	0	0.6666667	south	3.474595e+04	2.8626221	10.372314	0.6566774	0.7086447	1.1499677	0.6175000	0.8536457
1088	ZMB	MPEZENI	11	0.5000000	south	1.058773e+05	7.2865981	36.350411	0.4818749	0.6951463	0.9278287	0.5613333	0.7991201
1089	ZMB	NDEMBU	7	0.5000000	south	4.312293e+04	36.5440060	36.252003	0.5381045	1.0978035	1.2167665	0.4401852	0.8757066
1090	ZMB	NKOYA	1	0.2000000	south	3.436090e+04	14.8262917	215.724014	0.4296614	1.1380416	1.0548866	0.5115000	1.0000000
1091	ZMB	NSENGA	2	0.4000000	south	7.883626e+04	13.2622935	6.385247	0.2538972	0.6950498	0.7281059	0.5622500	0.9097900
1092	ZMB	NUKWE	0	1.0000000	south	6.112219e+01	1.0570064	10.546673	0.5751967	1.0664848	0.9840667	0.5654000	0.8967341
1093	ZMB	SENGA	0	0.6666667	south	1.124620e+03	15.3463240	53.701317	0.6620082	0.7371376	1.0990925	0.6035000	0.9035918
1094	ZMB	SHILA	0	0.5000000	south	5.283118e+02	0.9917433	8.743848	0.6818994	1.1126006	1.0027056	0.3753000	1.0000000
1095	ZMB	SUBIA	15	0.6000000	south	6.735215e+04	13.4177231	8.305936	0.4197864	1.0210893	0.9817286	0.6029231	0.8817726
1096	ZMB	TABWA	9	0.5000000	south	5.289713e+04	20.3909987	62.666191	0.7434972	0.9787869	1.0545555	0.4262333	0.9271425
1097	ZMB	TONGA	59	0.3333333	south	3.523599e+05	60.0557046	84.612060	0.1968627	0.8501337	0.9351953	0.6222000	0.8720077
1098	ZMB	TOTELA	1	0.4000000	south	1.300040e+04	18.3412479	130.162659	0.4142992	1.1047686	1.0002148	0.6039333	0.8912184
1099	ZMB	TUMBUKA	0	0.7500000	south	1.739399e+04	6.2458287	31.743542	0.7681430	0.6611642	1.3518437	0.6663750	0.5213909
1100	ZMB	UNGA	0	0.3333333	south	1.245766e+04	7.5724855	78.453423	0.4737921	0.9984823	1.1350695	0.5367500	0.9992290
1101	DZA	AHAGGAREN	23	0.8333333	north	1.167515e+04	493.8175320	434.098358	1.4457531	1.2038491	0.6660026	0.0027488	0.0020349
1102	DZA	ALGERIANS	982	0.3333333	north	6.099029e+06	80.3125014	474.615265	0.1038885	0.0653040	0.5415914	0.6267982	0.0073626
1103	DZA	AZJER	11	0.3333333	north	4.849146e+03	288.6299440	179.585144	1.1749454	0.7152051	0.7111326	0.0025620	0.0009836
1104	DZA	BERABER	0	0.5000000	north	9.306006e+01	0.1233415	2.951010	0.7468624	0.2952536	1.1218333	0.0290000	0.0000000
1105	DZA	CHAAMBA	33	0.3333333	north	1.210658e+05	235.9498381	318.572083	0.6773953	0.5459853	0.2884607	0.0031417	0.0004236
1106	DZA	DUI-MENIA	11	0.2857143	north	3.291732e+04	51.4058686	130.730148	0.8481013	0.4436761	0.6809747	0.0092647	0.0001925
1107	DZA	FIGIG	0	0.2500000	north	2.780474e+04	12.7261444	36.412521	0.6286699	0.3090985	1.0372020	0.0106364	0.0000000
1108	DZA	GADAMES	1	0.5000000	north	1.127683e+03	4.1850386	23.726166	0.9158911	0.3476819	0.3411349	0.0021429	0.0000000
1109	DZA	GIL	0	0.0000000	north	2.679367e+04	8.0668615	0.061110	0.6849245	0.2867646	1.1233969	0.0270000	0.0000000
1110	DZA	HAMAMA	36	0.5000000	north	1.586983e+05	8.2317381	34.950951	0.4829082	0.1737977	0.6410833	0.3802000	0.0088902
1111	DZA	HAMYAN	103	0.2222222	north	1.092478e+06	108.8295198	317.778717	0.2949792	0.1899582	0.9964831	0.2336212	0.0035731
1112	DZA	JERID	1	0.3333333	north	3.899804e+03	1.5372169	9.665158	0.4975031	0.2567088	0.0757916	0.0200000	0.0075124
1113	DZA	KABYLE	594	0.0000000	north	1.088365e+06	9.8743676	405.530426	0.1149905	0.0329887	0.4743472	0.7957500	0.0103045
1114	DZA	LAGUAT	16	0.0000000	north	4.995859e+04	7.1086148	446.850617	0.3295125	0.2718446	0.8149202	0.0491250	0.0000000
1115	DZA	MENASSER	76	0.0000000	north	1.416011e+05	2.0985274	434.381531	0.0940625	0.0125074	0.3186574	0.7883667	0.0011252
1116	DZA	MZAB	42	0.0000000	north	8.629913e+04	30.2655932	412.013763	0.4599228	0.3953786	0.5026929	0.0103333	0.0007704
1117	DZA	NAIL	6	0.0000000	north	8.509093e+04	32.1685871	315.024231	0.3396714	0.2666053	0.5035152	0.0430909	0.0071280
1118	DZA	RUARHA	7	0.0000000	north	3.439768e+04	7.3672917	176.819992	0.4643348	0.3247820	0.1001898	0.0053333	0.0010453
1119	DZA	SHAWIA	68	0.3333333	north	1.093615e+06	36.3297016	152.509781	0.3650996	0.1329409	0.8308643	0.5095000	0.0117748
1120	DZA	SIDI	1	0.0000000	north	4.169593e+04	110.3350592	202.834900	0.5950606	0.4048874	0.7451657	0.0164667	0.0000000
1121	DZA	SUAFA	13	0.3333333	north	8.217242e+04	14.6605003	79.850845	0.4635140	0.2845193	0.0980454	0.0135455	0.0035255
1122	DZA	TAJAKANT	3	0.5000000	north	1.434623e+03	72.6498414	110.841820	1.3329217	0.3208058	0.4655345	0.0058780	0.0035185
1123	DZA	TUAT	12	0.2000000	north	8.380983e+04	153.1148798	463.494110	0.9642599	0.7519184	0.3676818	0.0017215	0.0013729
1124	DZA	TUNISIANS	7	0.3333333	north	1.290095e+05	3.7301625	5.815875	0.4585516	0.0320372	0.4661019	0.9196666	0.0133794
1125	DZA	ZEKARA	0	0.0000000	north	7.254696e+03	0.6172857	10.436377	0.5039596	0.0792391	1.1314721	0.2440000	0.0000000
1126	DZA	ZIBAN	11	0.0000000	north	1.775001e+05	12.1266346	199.777634	0.3427635	0.2005039	0.3521490	0.1065454	0.0117691
1127	COG	BANGI	12	0.5714286	other	4.739200e+04	50.1358236	100.509094	0.4651526	0.7024385	0.3249208	0.2302593	1.0000000
1128	COG	BOMITABA	0	0.6000000	other	2.895120e+03	7.4715800	56.706905	0.7299315	0.7950495	0.3560926	0.1835556	1.0000000
1129	COG	BONDJO	2	0.5000000	other	6.717878e+03	14.2885108	28.258589	0.8152814	0.8327529	0.3471000	0.1909000	1.0000000
1130	COG	BWAKA	1	1.0000000	other	1.427023e+03	2.0863705	20.321823	0.9180951	0.8792098	0.3619667	0.2114000	1.0000000
1131	COG	DUMA	2	0.5000000	other	2.366557e+04	21.7215067	2.303615	0.3221494	0.2677328	0.4397421	0.2795238	1.0000000
1132	COG	DZEM	1	1.0000000	other	1.190112e+04	14.6350379	45.613117	0.6800644	0.4599630	0.4863590	0.3285385	0.9955869
1133	COG	IKASA	0	0.3333333	other	1.776336e+02	4.9071262	74.877876	0.6739652	0.7753546	0.3600139	0.1917500	1.0000000
1134	COG	KOTA	1	0.8000000	other	3.050280e+04	44.1531878	71.282234	0.5395770	0.5414901	0.4124259	0.2994444	1.0000000
1135	COG	KUNYI	6	0.8333333	other	6.516475e+04	16.7767136	80.577896	0.2835052	0.1568386	0.2729509	0.3383846	1.0000000
1136	COG	LUMBO	2	0.5000000	other	1.248231e+04	1.6972543	13.159472	0.4163828	0.1408202	0.1816500	0.3408000	1.0000000
1137	COG	PANDE	0	0.7500000	other	7.591789e+02	11.8915286	42.861378	0.8552051	0.7522694	0.4285000	0.1663636	1.0000000
1138	COG	SANGA	0	0.5000000	other	3.353333e+03	29.5342679	42.089912	0.6729950	0.7000796	0.3812923	0.2146191	1.0000000
1139	COG	SUNDI	30	0.7500000	other	1.691895e+05	15.4318161	22.279430	0.1383951	0.2247760	0.3471086	0.3357273	0.8415782
1140	COG	TEKE	198	0.6000000	other	4.474423e+05	84.9835878	97.296097	0.1851498	0.4151416	0.4684805	0.2520638	1.0000000
1141	COG	VILI	13	0.5000000	other	1.138039e+05	10.6139712	54.910179	0.3806880	0.0306236	0.0910625	0.3809125	0.5000000
1142	COG	YOMBE	17	0.6666667	other	5.058616e+04	7.5580199	10.291807	0.2735394	0.1069911	0.2121701	0.3860000	1.0000000
1143	GIN	BAGA	7	0.3333333	west	7.382591e+04	4.4236343	102.051636	0.1142976	0.0217723	0.0562556	0.5498000	0.3333333
1144	GIN	BIAFADA	0	0.3333333	west	2.018660e+03	0.3684856	11.156892	0.2215017	0.0235728	0.0282500	0.8610000	1.0000000
1145	GIN	BULOM	28	0.0000000	west	9.146967e+03	0.4972180	6.798714	0.0717214	0.0131043	0.0323889	0.4120000	1.0000000
1146	GIN	DAN	0	1.0000000	west	3.678409e+02	0.4214843	5.184499	0.6321558	0.2848734	0.5356250	0.4655000	1.0000000
1147	GIN	DIALONKE	9	1.0000000	west	4.197533e+04	11.5769808	37.368587	0.4618560	0.4355927	0.4434259	0.6962667	1.0000000
1148	GIN	FOUTADJALON	34	0.8000000	west	1.052960e+06	64.8407721	101.940941	0.2561651	0.2297045	0.4191951	0.6554359	0.8734487
1149	GIN	KISSI	109	1.0000000	west	1.765238e+05	8.3639291	51.877705	0.3973024	0.2790862	0.5330436	0.4204286	0.9582536
1150	GIN	KONO	5	1.0000000	west	2.696989e+04	1.4799416	2.651757	0.3540470	0.2339484	0.4691713	0.4455000	0.7499996
1151	GIN	KONYANKE	5	0.8000000	west	1.864460e+05	15.7573746	45.692043	0.5728571	0.3684778	0.6213376	0.4287692	0.8670583
1152	GIN	KORANKO	9	1.0000000	west	9.115718e+04	12.3892718	70.582916	0.3954580	0.3214244	0.5581717	0.3948182	0.9496596
1153	GIN	KPELLE	31	0.7500000	west	1.309177e+05	7.8016508	19.329515	0.5672399	0.2573171	0.5085695	0.5715000	0.9288877
1154	GIN	LANDUMA	8	0.2500000	west	3.111554e+04	2.4990129	68.825470	0.1651056	0.0304137	0.0829556	0.6640000	1.0000000
1155	GIN	MALINKE	23	1.0000000	west	4.273309e+05	63.3533266	89.294693	0.4706099	0.4304018	0.4524368	0.5790250	0.8938314
1156	GIN	NALU	0	0.0000000	west	4.974092e+03	1.3978380	16.657337	0.2023239	0.0003229	0.0141945	0.6375000	0.5000000
1157	GIN	NGERE	2	0.5000000	west	2.941974e+04	1.6983172	4.816293	0.5879539	0.2362043	0.4359514	0.6222500	0.5272480
1158	GIN	SUSU	283	0.4285714	west	6.385582e+05	32.1910898	93.078033	0.0923211	0.0637299	0.2365193	0.6233913	0.8344742
1159	GIN	TENDA	1	1.0000000	west	2.578490e+04	2.5051034	6.027171	0.3247942	0.2079695	0.1250695	0.6233333	1.0000000
1160	GIN	TOMA	29	1.0000000	west	1.047583e+05	7.0613809	19.028046	0.4929187	0.2725212	0.5901667	0.5106667	0.9156373
1161	GIN	YALUNKA	8	0.7500000	west	5.074547e+04	5.7784817	19.614166	0.2780984	0.2461143	0.4499842	0.4488572	0.8294147
1162	SEN	BALANTE	57	1.0000000	west	3.684537e+04	1.4834765	20.893513	0.3051960	0.0583991	0.0149352	0.5566667	1.0000000
1163	SEN	BANYUN	85	1.0000000	west	4.293982e+04	0.7498400	6.536332	0.2892674	0.0271513	0.0127153	0.5462500	1.0000000
1164	SEN	DIALONKE	0	1.0000000	west	4.405625e+03	1.1911379	10.189351	0.6789801	0.3583019	0.2644306	0.5965000	1.0000000
1165	SEN	DIOLA	154	1.0000000	west	1.719687e+05	6.7541763	39.715218	0.2456799	0.0245691	0.0078968	0.4968571	0.9998070
1166	SEN	FOUTADJALON	0	1.0000000	west	1.674654e+03	0.5322800	8.688222	0.6170549	0.2875457	0.3577686	0.7396666	1.0000000
1167	SEN	FOUTATORO	2	0.5000000	west	1.941621e+05	52.2482319	122.219734	0.3159478	0.2081387	0.0365833	0.0492759	0.8950130
1168	SEN	MALINKE	80	0.7777778	west	3.795153e+05	73.2858678	37.734211	0.4598788	0.2240069	0.0854451	0.4246818	1.0000000
1169	SEN	SERER	6	0.3333333	west	5.978670e+05	15.3132033	54.878887	0.1749098	0.0561840	0.0224556	0.2496000	0.5925950
1170	SEN	SONINKE	0	1.0000000	west	3.048347e+04	2.0990314	11.008932	0.5370071	0.3555568	0.0683264	0.1822500	1.0000000
1171	SEN	TENDA	0	1.0000000	west	1.001579e+04	1.9239513	7.028253	0.5555548	0.2385221	0.1997408	0.7026666	1.0000000
1172	SEN	TUKULOR	3	0.5000000	west	1.571832e+05	13.8233867	43.707149	0.3974305	0.2692682	0.0345586	0.0538889	0.7713614
1173	SEN	WOLOF	178	0.3333333	west	1.349181e+06	26.5158299	100.946617	0.1475811	0.0601960	0.0232271	0.0848824	0.8644871
1174	MRT	DELIM	3	0.6666667	west	2.027078e+04	51.9163782	123.859802	0.2454892	0.0955181	0.1335057	0.0023448	0.0202845
1175	MRT	DUAISH	3	0.6000000	west	1.770350e+05	64.5214310	194.691879	0.4109252	0.4095968	0.1678232	0.0116970	0.6608531
1176	MRT	IMRAGEN	9	0.5000000	west	5.299243e+03	6.9133183	90.337822	0.2422668	0.0145450	0.0381562	0.0036250	0.0050923
1177	MRT	MASINA	3	0.5000000	west	8.699004e+03	5.1398361	26.173067	1.0997365	1.0425879	0.3028750	0.0338333	0.8803988
1178	MRT	REGEIBAT	7	0.4000000	west	7.518212e+04	231.2776124	121.425568	0.5906824	0.4435337	0.3159907	0.0029346	0.0336206
1179	MRT	SONINKE	7	0.5000000	west	9.051958e+04	23.1381569	14.611429	0.6825671	0.6145858	0.1962797	0.0521429	0.9741340
1180	MRT	TAJAKANT	0	1.0000000	west	8.016462e+01	5.8711059	33.517796	1.2369975	0.3275700	0.3947570	0.0041250	0.0055130
1181	MRT	TASUMSA	0	0.5000000	west	4.751450e+04	9.9615056	61.266365	0.1153429	0.0508337	0.0159271	0.0043750	0.3421528
1182	MRT	TRARZA	196	0.6666667	west	1.125303e+05	64.0822068	143.494110	0.1528718	0.1593486	0.0581138	0.0038387	0.4518838
1183	MRT	TUKULOR	4	0.2000000	west	2.037476e+05	21.6676259	7.482215	0.2970195	0.2627248	0.0394605	0.0334737	0.7350201
1184	MRT	ZENEGA	5	0.8000000	west	2.107102e+05	213.2798376	205.486343	0.7590606	0.7570065	0.2568972	0.0136701	0.5115494
1185	ZWE	HIECHWARE	2	0.6666667	south	4.905500e+04	18.4695316	34.014835	0.5208434	0.8590574	0.9781285	0.3616875	0.8741391
1186	ZWE	HLENGWE	36	0.7500000	south	1.105872e+05	23.4687710	61.391540	0.3956234	0.3383907	0.4274093	0.3128667	0.7202780
1187	ZWE	KARANGA	459	0.6250000	south	6.930968e+05	63.8375790	206.874893	0.2713756	0.4211303	0.9240397	0.3046571	0.7430142
1188	ZWE	KOREKORE	271	0.5714286	south	2.929268e+05	62.5107055	101.483131	0.1944168	0.6012852	0.8777714	0.5906571	0.9267337
1189	ZWE	MANYIKA	252	0.5000000	south	3.143470e+05	20.0692809	31.519375	0.1632995	0.2500436	1.0700927	0.4764667	0.6285884
1190	ZWE	NDAU	102	0.6666667	south	1.223974e+05	8.8899295	31.472027	0.2911324	0.2147409	0.5887407	0.6083333	0.6875753
1191	ZWE	NDEBELE	362	0.5000000	south	6.342757e+05	88.5741442	108.544899	0.3658890	0.6639434	1.0026914	0.2952667	0.7071584
1192	ZWE	NSENGA	0	0.5000000	south	2.235060e+01	1.0686899	8.869674	0.2856108	0.6743767	0.5310463	0.6726667	0.8425788
1193	ZWE	SUBIA	6	1.0000000	south	6.357091e+03	1.5535947	10.602577	0.5847818	0.9477269	0.9575695	0.6210000	0.9045634
1194	ZWE	TAWARA	298	0.3333333	south	2.304871e+05	23.1112737	54.573937	0.1506366	0.4074081	0.7765139	0.4141250	0.8864354
1195	ZWE	TLOKWA	0	0.3333333	south	2.111033e+03	2.9802343	19.526489	0.4819011	0.5385414	0.6319000	0.0992000	0.4555762
1196	ZWE	TONGA	113	0.6000000	south	1.055435e+04	11.0481861	19.430414	0.3529787	0.7473952	0.7172516	0.6302222	0.8730116
1197	ZWE	VENDA	8	0.6666667	south	3.390996e+04	8.1686441	38.316502	0.4573597	0.4711421	0.5402084	0.1848750	0.5117910
1198	ZWE	ZEZURU	2850	0.5000000	south	1.192848e+06	56.8408393	194.529388	0.0339747	0.4130002	1.1815076	0.4539394	0.7196544
1199	NAM	AMBO	75	0.3333333	south	2.625198e+05	56.3436656	80.411774	0.5137378	0.3530186	1.1211075	0.1371333	0.4562182
1200	NAM	BERGDAMA	2	0.5000000	south	7.729481e+03	30.1440986	463.290039	0.1845278	0.1224806	1.0223925	0.0278696	0.0940513
1201	NAM	HEIKUM	4	0.8000000	south	3.877277e+04	60.6115815	213.428528	0.3520559	0.5077143	1.2896651	0.1339730	0.5619367
1202	NAM	HERERO	196	0.5000000	south	1.389662e+05	243.2220192	324.934601	0.3118576	0.2086575	1.0577935	0.0738000	0.2173709
1203	NAM	KOBA	0	1.0000000	south	3.541669e+02	2.1729274	19.935348	0.8417362	1.0606111	0.9695833	0.4960000	0.8756488
1204	NAM	KUNG	7	0.6000000	south	1.261029e+04	87.9541539	103.040947	0.4024168	0.6220377	1.2157257	0.0803250	0.2639196
1205	NAM	KWANGARE	64	0.7500000	south	1.479285e+04	8.0531313	3.233628	0.5668686	0.6707870	1.1121646	0.2740714	0.8192890
1206	NAM	MBUKUSHU	19	1.0000000	south	4.262636e+03	6.5717667	14.880635	0.6627442	0.8545284	1.0365679	0.3001111	0.8321515
1207	NAM	NAMA	23	0.2500000	south	5.923209e+04	216.2273446	249.849731	0.3513304	0.2625900	1.0236795	0.0146827	0.0285032
1208	NAM	NAMIB	12	0.5000000	south	5.755204e+01	49.5001112	214.003738	0.4505234	0.0593788	0.5864117	0.0035286	0.0058961
1209	NAM	NARON	1	1.0000000	south	6.609225e+02	2.9939162	30.044819	0.3288982	0.5916962	1.2435118	0.0461429	0.0030775
1210	NAM	NUKWE	6	1.0000000	south	1.256230e+03	5.3839578	13.681454	0.8047445	1.0127559	0.9838750	0.4566250	0.8875098
1211	NAM	NUSAN	1	0.4000000	south	1.911078e+03	46.8922860	55.102932	0.3297050	0.4727277	1.1571022	0.0171200	0.0000000
1212	NAM	SUBIA	9	1.0000000	south	1.648865e+04	7.6490716	22.428808	0.9227413	1.0813886	0.9503195	0.6000000	0.8003975

2.1 Mô tả về bộ dữ liệu

library(skimr)
skim(Data)

Data summary

Name	Data
Number of rows	1212
Number of columns	14
_______________________
Column type frequency:
character	4
numeric	10
________________________
Group variables	None

Variable type: character

skim_variable	n_missing	complete_rate	min	max	empty	n_unique	whitespace
NA.	0	1	1	4	0	1212	0
country	0	1	3	3	0	49	0
group	0	1	2	19	0	825	0
region	0	1	4	5	0	5	0

Variable type: numeric

skim_variable	n_missing	complete_rate	mean	sd	p0	p25	p50	p75	p100	hist
conflicts	0	1	53.25	238.78	0.00	0.00	4.00	25.00	5423.00	▇▁▁▁▁
spillover	0	1	0.41	0.32	0.00	0.16	0.38	0.63	1.00	▇▇▆▅▅
pop	0	1	224242.29	882672.62	5.10	15744.78	62350.61	184579.40	25832807.17	▇▁▁▁▁
area	0	1	22.65	40.78	0.11	2.80	8.56	23.49	493.82	▇▁▁▁▁
borderdist	0	1	107.41	117.48	0.00	20.23	61.36	160.18	637.03	▇▂▁▁▁
capdist	0	1	0.51	0.37	0.01	0.26	0.41	0.63	1.88	▇▆▂▁▁
seadist	0	1	0.60	0.43	0.00	0.22	0.56	0.93	1.74	▇▆▅▃▁
meanelev	0	1	0.62	0.44	0.00	0.29	0.49	0.94	2.18	▇▅▃▁▁
agriculture	0	1	0.41	0.24	0.00	0.25	0.42	0.57	0.98	▅▆▇▃▂
malaria	0	1	0.72	0.34	0.00	0.50	0.89	1.00	1.00	▂▁▂▂▇

• Tên của bộ dữ liệu: Data
• Số quan sát/ hàng: 1212
• Số biến/ cột: 14
• Dữ liệu trống: 0

2.2 Rút trích dữ liệu

• Đổi tên biến

names(Data) <- c("a","b","c","d","e","f","g","h","i","j","k","l","m","n")
names(Data)

##  [1] "a" "b" "c" "d" "e" "f" "g" "h" "i" "j" "k" "l" "m" "n"

head(Data)

##   a   b         c d         e     f           g          h         i         j
## 1 1 MAR ALGERIANS 4 0.3333333 north  215507.962  4.3987273  36.52718 0.4280783
## 2 2 MAR      ATTA 0 0.0000000 north   99210.313 21.0651358  69.88788 0.3741608
## 3 3 MAR   BERABER 7 0.2222222 north 1349096.155 59.5000739 201.57411 0.2051204
## 4 4 MAR     DRAWA 0 0.5000000 north  145947.977 14.2384631  99.20706 0.3740224
## 5 5 MAR DUI-MENIA 0 0.0000000 north    6453.187  4.2243535  11.96763 0.4055216
## 6 6 MAR     FIGIG 0 0.5000000 north    9271.980  0.4188606   2.08546 0.5582741
##            k         l         m            n
## 1 0.04560975 0.6663015 0.4192000 0.0010782667
## 2 0.34085512 1.1674184 0.1841176 0.0000000000
## 3 0.20829582 1.1878765 0.6759974 0.0009105455
## 4 0.31694192 1.3359188 0.1919231 0.0001925000
## 5 0.33240786 0.9945521 0.0511250 0.0000000000
## 6 0.28228179 1.2979028 0.0200000 0.0000000000

tail(Data)

##         a   b     c  d    e     f           g          h         i         j
## 1207 1207 NAM  NAMA 23 0.25 south 59232.08864 216.227345 249.84973 0.3513304
## 1208 1208 NAM NAMIB 12 0.50 south    57.55204  49.500111 214.00374 0.4505234
## 1209 1209 NAM NARON  1 1.00 south   660.92251   2.993916  30.04482 0.3288982
## 1210 1210 NAM NUKWE  6 1.00 south  1256.23001   5.383958  13.68145 0.8047445
## 1211 1211 NAM NUSAN  1 0.40 south  1911.07804  46.892286  55.10293 0.3297050
## 1212 1212 NAM SUBIA  9 1.00 south 16488.64571   7.649072  22.42881 0.9227413
##               k         l           m           n
## 1207 0.26259002 1.0236795 0.014682692 0.028503243
## 1208 0.05937879 0.5864117 0.003528571 0.005896077
## 1209 0.59169620 1.2435118 0.046142858 0.003077500
## 1210 1.01275587 0.9838750 0.456624985 0.887509763
## 1211 0.47272772 1.1571022 0.017120000 0.000000000
## 1212 1.08138859 0.9503195 0.600000024 0.800397456

A <- Data[5,2]
str(A)

##  chr "MAR"

B <- Data$b
str(B)

##  chr [1:1212] "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" ...

C <- Data[,2]
str(C)

##  chr [1:1212] "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" "MAR" ...

D <- Data[4,]
str(D)

## 'data.frame':    1 obs. of  14 variables:
##  $ a: chr "4"
##  $ b: chr "MAR"
##  $ c: chr "DRAWA"
##  $ d: num 0
##  $ e: num 0.5
##  $ f: chr "north"
##  $ g: num 145948
##  $ h: num 14.2
##  $ i: num 99.2
##  $ j: num 0.374
##  $ k: num 0.317
##  $ l: num 1.34
##  $ m: num 0.192
##  $ n: num 0.000192

D1 <-Data[,c(2,3)]
str(D1)

## 'data.frame':    1212 obs. of  2 variables:
##  $ b: chr  "MAR" "MAR" "MAR" "MAR" ...
##  $ c: chr  "ALGERIANS" "ATTA" "BERABER" "DRAWA" ...

D2 <- Data[1:5,]
str(D2)

## 'data.frame':    5 obs. of  14 variables:
##  $ a: chr  "1" "2" "3" "4" ...
##  $ b: chr  "MAR" "MAR" "MAR" "MAR" ...
##  $ c: chr  "ALGERIANS" "ATTA" "BERABER" "DRAWA" ...
##  $ d: num  4 0 7 0 0
##  $ e: num  0.333 0 0.222 0.5 0
##  $ f: chr  "north" "north" "north" "north" ...
##  $ g: num  215508 99210 1349096 145948 6453
##  $ h: num  4.4 21.07 59.5 14.24 4.22
##  $ i: num  36.5 69.9 201.6 99.2 12
##  $ j: num  0.428 0.374 0.205 0.374 0.406
##  $ k: num  0.0456 0.3409 0.2083 0.3169 0.3324
##  $ l: num  0.666 1.167 1.188 1.336 0.995
##  $ m: num  0.4192 0.1841 0.676 0.1919 0.0511
##  $ n: num  0.001078 0 0.000911 0.000192 0

D3 <- Data[c(1,3,5,12),]
str(D3)

## 'data.frame':    4 obs. of  14 variables:
##  $ a: chr  "1" "3" "5" "12"
##  $ b: chr  "MAR" "MAR" "MAR" "MAR"
##  $ c: chr  "ALGERIANS" "BERABER" "DUI-MENIA" "MOROCCANS"
##  $ d: num  4 7 0 291
##  $ e: num  0.333 0.222 0 0
##  $ f: chr  "north" "north" "north" "north"
##  $ g: num  215508 1349096 6453 5606067
##  $ h: num  4.4 59.5 4.22 70.87
##  $ i: num  36.5 201.6 12 316.3
##  $ j: num  0.428 0.205 0.406 0.158
##  $ k: num  0.0456 0.2083 0.3324 0.0823
##  $ l: num  0.666 1.188 0.995 0.516
##  $ m: num  0.4192 0.676 0.0511 0.6443
##  $ n: num  0.001078 0.000911 0 0.001562

D4 <- Data[c(2,4,12),c(2,6)]
str(D4)

## 'data.frame':    3 obs. of  2 variables:
##  $ b: chr  "MAR" "MAR" "MAR"
##  $ f: chr  "north" "north" "north"

h1 <- Data[Data$f=='north',]
str(h1)

## 'data.frame':    85 obs. of  14 variables:
##  $ a: chr  "1" "2" "3" "4" ...
##  $ b: chr  "MAR" "MAR" "MAR" "MAR" ...
##  $ c: chr  "ALGERIANS" "ATTA" "BERABER" "DRAWA" ...
##  $ d: num  4 0 7 0 0 0 0 0 0 9 ...
##  $ e: num  0.333 0 0.222 0.5 0 ...
##  $ f: chr  "north" "north" "north" "north" ...
##  $ g: num  215508 99210 1349096 145948 6453 ...
##  $ h: num  4.4 21.07 59.5 14.24 4.22 ...
##  $ i: num  36.5 69.9 201.6 99.2 12 ...
##  $ j: num  0.428 0.374 0.205 0.374 0.406 ...
##  $ k: num  0.0456 0.3409 0.2083 0.3169 0.3324 ...
##  $ l: num  0.666 1.167 1.188 1.336 0.995 ...
##  $ m: num  0.4192 0.1841 0.676 0.1919 0.0511 ...
##  $ n: num  0.001078 0 0.000911 0.000192 0 ...

h2 <- Data[Data$f=='north'|Data$f=='west',]
str(h2)

## 'data.frame':    459 obs. of  14 variables:
##  $ a: chr  "1" "2" "3" "4" ...
##  $ b: chr  "MAR" "MAR" "MAR" "MAR" ...
##  $ c: chr  "ALGERIANS" "ATTA" "BERABER" "DRAWA" ...
##  $ d: num  4 0 7 0 0 0 0 0 0 9 ...
##  $ e: num  0.333 0 0.222 0.5 0 ...
##  $ f: chr  "north" "north" "north" "north" ...
##  $ g: num  215508 99210 1349096 145948 6453 ...
##  $ h: num  4.4 21.07 59.5 14.24 4.22 ...
##  $ i: num  36.5 69.9 201.6 99.2 12 ...
##  $ j: num  0.428 0.374 0.205 0.374 0.406 ...
##  $ k: num  0.0456 0.3409 0.2083 0.3169 0.3324 ...
##  $ l: num  0.666 1.167 1.188 1.336 0.995 ...
##  $ m: num  0.4192 0.1841 0.676 0.1919 0.0511 ...
##  $ n: num  0.001078 0 0.000911 0.000192 0 ...

h3 <- h2[h2$d <50,]
str(h3)

## 'data.frame':    385 obs. of  14 variables:
##  $ a: chr  "1" "2" "3" "4" ...
##  $ b: chr  "MAR" "MAR" "MAR" "MAR" ...
##  $ c: chr  "ALGERIANS" "ATTA" "BERABER" "DRAWA" ...
##  $ d: num  4 0 7 0 0 0 0 0 0 9 ...
##  $ e: num  0.333 0 0.222 0.5 0 ...
##  $ f: chr  "north" "north" "north" "north" ...
##  $ g: num  215508 99210 1349096 145948 6453 ...
##  $ h: num  4.4 21.07 59.5 14.24 4.22 ...
##  $ i: num  36.5 69.9 201.6 99.2 12 ...
##  $ j: num  0.428 0.374 0.205 0.374 0.406 ...
##  $ k: num  0.0456 0.3409 0.2083 0.3169 0.3324 ...
##  $ l: num  0.666 1.167 1.188 1.336 0.995 ...
##  $ m: num  0.4192 0.1841 0.676 0.1919 0.0511 ...
##  $ n: num  0.001078 0 0.000911 0.000192 0 ...

h4 <- Data[Data$f != 'north',]
str(h4)

## 'data.frame':    1127 obs. of  14 variables:
##  $ a: chr  "33" "34" "35" "36" ...
##  $ b: chr  "AGO" "AGO" "AGO" "AGO" ...
##  $ c: chr  "AMBO" "CHOKWE" "HERERO" "HOLO" ...
##  $ d: num  5 209 0 14 567 0 327 1 49 3 ...
##  $ e: num  0.167 0.273 0.333 0.333 0.429 ...
##  $ f: chr  "other" "other" "other" "other" ...
##  $ g: num  89335 294745 5807 7510 1065482 ...
##  $ h: num  39.13 179.18 23.75 9.87 81.26 ...
##  $ i: num  62.7 187.6 22.9 30.8 225.3 ...
##  $ j: num  0.95 0.762 0.882 0.46 0.248 ...
##  $ k: num  0.462 0.653 0.166 0.412 0.215 ...
##  $ l: num  1.108 1.09 0.844 0.739 0.663 ...
##  $ m: num  0.304 0.231 0.201 0.452 0.454 ...
##  $ n: num  0.838 0.701 0.398 1 0.816 ...

2.3 Tạo bảng dữ liệu mới

x <- Data[,c(1,2,3,6)]
tich <- Data$j*Data$k
tong <- Data$h+Data$i
Data1 <- cbind(x,tich,tong)
names(Data1) <- c("STT","Country","Group","Region","Tich","Tong")
knitr::kable(Data1)

STT	Country	Group	Region	Tich	Tong
1	MAR	ALGERIANS	north	0.0195245	40.9259109
2	MAR	ATTA	north	0.1275346	90.9530142
3	MAR	BERABER	north	0.0427257	261.0741858
4	MAR	DRAWA	north	0.1185434	113.4455248
5	MAR	DUI-MENIA	north	0.1347986	16.1919810
6	MAR	FIGIG	north	0.1575906	2.5043205
7	MAR	FILALA	north	0.1289486	87.4688327
8	MAR	GIL	north	0.0853549	104.8822564
9	MAR	HAMYAN	north	0.0818433	12.5552368
10	MAR	IMRAGEN	north	0.0101051	26.9794709
11	MAR	JEBALA	north	0.0100296	340.1564819
12	MAR	MOROCCANS	north	0.0130132	387.1995402
13	MAR	RIF	north	0.0123918	180.8464721
14	MAR	SHLUH	north	0.0585467	185.7005602
15	MAR	TAJAKANT	north	0.1179960	28.5453156
16	MAR	TEKNA	north	0.0468795	112.5175746
17	MAR	UREGU	north	0.0559914	147.8270329
18	MAR	WARAIN	north	0.0388594	209.5339890
19	MAR	YAHI	north	0.0334837	137.8609787
20	MAR	ZEKARA	north	0.0360940	44.4362022
21	LBY	AZJER	north	0.5923556	225.5690913
22	LBY	CYRENAICANS	north	0.0330305	373.1246650
23	LBY	FEZZAN	north	0.3944448	451.6936800
24	LBY	GADAMES	north	0.1454600	17.1208961
25	LBY	JALO	north	0.1949607	396.8960439
26	LBY	JOFRA	north	0.1303174	624.3985012
27	LBY	KUFRA	north	0.8942241	383.5759508
28	LBY	NEFUSA	north	0.0237476	72.6238158
29	LBY	RIYAH	north	0.1321835	511.7796729
30	LBY	SANUSI	north	0.1666125	490.3772753
31	LBY	SIRTICANS	north	0.0305153	625.5415633
32	LBY	TRIPOLITANIANS	north	0.0021269	212.9337423
33	AGO	AMBO	other	0.4388503	101.7991139
34	AGO	CHOKWE	other	0.4973613	366.7436441
35	AGO	HERERO	other	0.1467341	46.6060277
36	AGO	HOLO	other	0.1892168	40.6390756
37	AGO	KIMBUNDU	other	0.0533008	306.5664784
38	AGO	KISAMA	other	0.0047989	450.9822473
39	AGO	KONGO	other	0.0426171	223.8723308
40	AGO	KOROCA	other	0.0310088	198.5481909
41	AGO	KWANGARE	other	0.7787529	118.3926145
42	AGO	LUCHAZI	other	0.6028864	225.5736435
43	AGO	LUIMBE	other	0.2305805	456.8891420
44	AGO	LUPOLO	other	0.0387134	386.7185358
45	AGO	LUVALE	other	0.7938597	171.2053935
46	AGO	MBANGALA	other	0.2680122	177.2082592
47	AGO	MBUKUSHU	other	1.1164093	154.6839703
48	AGO	MBUNDA	other	0.8295544	152.5813291
49	AGO	MBUNDU	other	0.1048153	632.7235859
50	AGO	MBWELA	other	0.6481960	334.1802360
51	AGO	NDEMBU	other	1.1587732	86.2418337
52	AGO	NDOMBE	other	0.0390139	456.3271311
53	AGO	NGONYELU	other	0.3176292	397.9537756
54	AGO	NGUMBE	other	0.2227610	289.1759209
55	AGO	NUKWE	other	1.3900640	48.8077970
56	AGO	NYANEKA	other	0.1425815	216.7943631
57	AGO	SELE	other	0.0092631	522.3606407
58	AGO	SONGO	other	0.2083318	328.9908301
59	AGO	VILI	other	0.0080166	22.5804686
60	AGO	YAKA	other	0.1788761	16.7584142
61	AGO	YOMBE	other	0.0389352	18.3139126
62	BWA	HIECHWARE	south	0.4880143	143.5848470
63	BWA	KGALAGADI	south	0.2712597	264.5628345
64	BWA	KGATLA	south	0.0573369	24.5306248
65	BWA	KWENA	south	0.0557111	90.4404133
66	BWA	MBUKUSHU	south	0.7145245	34.7923783
67	BWA	NARON	south	0.4044762	82.4126029
68	BWA	NDEBELE	south	0.3168407	17.8072092
69	BWA	NGWAKETSE	south	0.0676997	66.6073670
70	BWA	NGWATO	south	0.1778175	156.3960624
71	BWA	NUSAN	south	0.2960495	81.2748868
72	BWA	OHEKWE	south	0.3593227	414.9482484
73	BWA	ROLONG	south	0.0855258	5.8278384
74	BWA	SUBIA	south	0.7844152	11.2425802
75	BWA	TANNEKWE	south	0.6180000	117.8641673
76	BWA	TAWANA	south	0.5544742	203.2623272
77	BWA	TLHARU	south	0.2565431	4.1448444
78	BWA	TLOKWA	south	0.2285507	31.2737402
79	BEN	ANA	west	0.0307620	14.5095501
80	BEN	BARGU	west	0.2229616	135.7313320
81	BEN	BASILA	west	0.1058620	27.9794604
82	BEN	BUSA	west	0.2541353	19.3987574
83	BEN	DENDI	west	0.3825386	13.2702644
84	BEN	EGBA	west	0.0577333	65.7812340
85	BEN	FON	west	0.0105120	75.5508979
86	BEN	GUN	west	0.0006001	10.3148806
87	BEN	GURMA	west	0.2936689	42.1449146
88	BEN	KABRE	west	0.1635027	5.3330731
89	BEN	KILINGA	west	0.1298917	73.3145619
90	BEN	MOBA	west	0.2579152	0.6914553
91	BEN	NAUDEBA	west	0.1889405	13.9870833
92	BEN	POPO	west	0.0011030	21.1222902
93	BEN	SOMBA	west	0.2281431	59.3844579
94	BEN	TEM	west	0.1025026	3.6692424
95	BDI	BASHI	east	0.0566211	11.0561590
96	BDI	RUANDA	east	0.1169390	2.7428694
97	BDI	RUNDI	east	0.0685714	78.9370849
98	TCD	ADAMAWA	other	0.2384805	7.5585353
99	TCD	BAGIRMI	other	0.1919326	158.2597370
100	TCD	BIDEYAT	other	1.3060067	456.9477519
101	TCD	BUA	other	0.4652820	167.7678204
102	TCD	BUDUMA	other	0.2005665	59.3245150
103	TCD	BULGEDA	other	0.9049797	397.2330514
104	TCD	DARI	other	0.2771127	37.8245482
105	TCD	DAZA	other	0.5228641	138.6024947
106	TCD	DEKAKIRI	other	0.3026707	221.2846587
107	TCD	FANYAN	other	0.5626864	208.9454439
108	TCD	FUR	other	1.3607589	8.6615810
109	TCD	GABERI	other	0.3184286	114.1594546
110	TCD	GULA	other	0.7354352	99.0187012
111	TCD	HABBANIA	other	1.3846613	5.2736985
112	TCD	HEMAT	other	0.7931028	245.7700161
113	TCD	KANEMBU	other	0.2454518	123.5189250
114	TCD	KENGA	other	0.4868091	362.1921731
115	TCD	KOTOKO	other	0.0483253	20.3639638
116	TCD	KREDA	other	0.5130703	407.8549070
117	TCD	KUN	other	0.2306349	68.1938351
118	TCD	LAKA (ADAMAWA	other	0.3470710	71.8640039
119	TCD	LISI	other	0.4466204	350.5258455
120	TCD	MABA	other	0.9168047	254.7170446
121	TCD	MAHAMID	other	1.1188996	244.5064248
122	TCD	MASA	other	0.2359905	16.8334477
123	TCD	MASALIT	other	1.2969264	24.1957801
124	TCD	MBERE	other	0.3928169	7.4646186
125	TCD	MERARIT	other	1.2880885	101.6388272
126	TCD	MIMI	other	1.0610460	228.5742828
127	TCD	MUBI	other	0.7191969	239.6616262
128	TCD	MUNDANG	other	0.2360112	50.7538072
129	TCD	MUSGU	other	0.1334996	42.6448546
130	TCD	NDUKA	other	0.6201845	21.8561378
131	TCD	NGAMA	other	0.4864378	12.6364017
132	TCD	OKORO	other	0.3978571	304.6910206
133	TCD	RUNGA	other	0.9899443	92.8703358
134	TCD	SALA	other	0.4558833	136.4378259
135	TCD	SHUWA	other	0.1213200	124.4980476
136	TCD	SILA	other	1.1362006	86.9942148
137	TCD	SOLIMAN	other	0.3640051	154.0772358
138	TCD	SOMRAI	other	0.3358744	158.5640737
139	TCD	TAMA	other	1.3793457	13.2598440
140	TCD	TEDA	other	1.0156386	368.8298855
141	TCD	TUBURI	other	0.1910456	11.1128739
142	TCD	ZAGHAWA	other	1.4640124	14.3218292
143	ZAR	ABARAMBO	other	2.4542907	154.0622369
144	ZAR	ALUR	other	2.1059518	9.5848441
145	ZAR	AMBA	other	1.9604553	39.7738647
146	ZAR	AUSHI	other	1.8846221	20.5391203
147	ZAR	AZANDE	other	2.5291149	211.4859347
148	ZAR	BABUKUR	other	2.5435719	16.6887144
149	ZAR	BABWA	other	2.1382528	326.1558846
150	ZAR	BANGBA	other	2.3706280	122.4768796
151	ZAR	BANGI	other	0.3615734	27.9821216
152	ZAR	BANZA	other	1.1724440	122.8992492
153	ZAR	BANZIRI	other	1.1223669	16.6305540
154	ZAR	BASHI	other	1.6601485	20.9575358
155	ZAR	BATI	other	1.7589987	154.2773711
156	ZAR	BINZA	other	1.8362030	282.9397227
157	ZAR	BIRA	other	2.0055417	132.3833704
158	ZAR	BONDJO	other	0.6919071	15.3887780
159	ZAR	BOSAKA	other	0.9351099	463.0766131
160	ZAR	BUDJA	other	1.5012825	214.6371130
161	ZAR	BUDU	other	2.1796937	253.4877772
162	ZAR	BUNDA	other	0.3259319	236.9152493
163	ZAR	BUYE	other	1.5579841	227.7182081
164	ZAR	BWAKA	other	0.9759154	137.2023241
165	ZAR	CHOKWE	other	0.6370079	104.1805761
166	ZAR	DZING	other	0.3082516	334.8392583
167	ZAR	EKONDA	other	0.3404074	256.1415641
168	ZAR	GOBU	other	1.1549084	48.5271081
169	ZAR	HOLO	other	0.1953682	12.1853485
170	ZAR	HOLOHOLO	other	1.5261507	50.7957072
171	ZAR	HUNDE	other	1.7781629	114.4756051
172	ZAR	KAONDE	other	1.7546351	100.1960447
173	ZAR	KARE	other	2.6075194	35.5672408
174	ZAR	KELA	other	1.1521248	578.6178756
175	ZAR	KONGO	other	0.0271722	82.6203867
176	ZAR	KONJO	other	1.8551979	61.0674938
177	ZAR	KUBA	other	0.6668822	324.4848125
178	ZAR	KUMU	other	1.8466303	353.9633359
179	ZAR	KUTSHU	other	0.5483037	491.1408792
180	ZAR	KWESE	other	0.2288925	162.2753384
181	ZAR	LALA	other	1.7052250	17.4444768
182	ZAR	LAMBA	other	1.8099237	68.0877735
183	ZAR	LELE	other	0.4474629	234.8439376
184	ZAR	LENDU	other	2.0770655	57.7990887
185	ZAR	LENGOLA	other	1.6803901	424.8189492
186	ZAR	LESE	other	2.1380822	165.2419788
187	ZAR	LIKA	other	2.1859863	275.8101133
188	ZAR	LOGO	other	2.3523747	75.5278597
189	ZAR	LOKELE	other	1.7145365	473.5689737
190	ZAR	LUAPULA	other	1.7987752	2.3133194
191	ZAR	LUBA	other	1.5438269	492.2109389
192	ZAR	LUGBARA	other	2.2653709	15.2844911
193	ZAR	LULUA	other	0.7610584	216.4005689
194	ZAR	LUNDA	other	0.8788752	109.7766319
195	ZAR	LUVALE	other	1.0487193	9.1413037
196	ZAR	LUWA	other	0.2493577	117.6758102
197	ZAR	MAKERE	other	2.2610597	284.2951226
198	ZAR	MAMVU	other	2.2477489	154.4699222
199	ZAR	MANGBETU	other	2.3948643	126.3601759
200	ZAR	MAYOGO, BADJO (NE)	other	2.2665596	198.9794122
201	ZAR	MBAE	other	1.9138477	447.9590766
202	ZAR	MBAGANI	other	0.7601765	83.7041635
203	ZAR	MBALA	other	0.1737470	231.4054308
204	ZAR	MBESA	other	1.4494209	315.4546183
205	ZAR	MBOLE	other	0.6706451	405.1180846
206	ZAR	MEDJI	other	2.2656375	229.6349855
207	ZAR	MITTU	other	2.5934740	9.9083995
208	ZAR	MONGO	other	1.0011457	363.1234663
209	ZAR	MUNDU	other	2.5049054	15.0957503
210	ZAR	NDAKA	other	2.0797275	329.1379842
211	ZAR	NDEMBU	other	1.2500030	72.7154490
212	ZAR	NDOGO	other	2.7051701	17.4540818
213	ZAR	NDOKO	other	1.0560044	284.5733770
214	ZAR	NGALA	other	0.6886257	139.7835042
215	ZAR	NGANDU	other	1.2946715	548.8180071
216	ZAR	NGBANDI	other	1.4205832	83.9480874
217	ZAR	NGBELE	other	2.2988024	166.7352815
218	ZAR	NGOMBE	other	0.8216704	403.6103348
219	ZAR	NGONGO	other	0.1937643	200.7331351
220	ZAR	NKUNDO	other	0.6021844	211.2501330
221	ZAR	NYARI	other	2.1336983	73.6494013
222	ZAR	NZANKARA	other	1.7652158	14.5806235
223	ZAR	PENDE	other	0.3547982	132.3147132
224	ZAR	POTO	other	1.2945686	244.7920804
225	ZAR	REGA	other	1.6432127	187.0269400
226	ZAR	RUANDA	other	1.7063256	2.8530502
227	ZAR	RUMBI	other	1.9771768	292.1140381
228	ZAR	SAKATA	other	0.1920372	196.7048241
229	ZAR	SHILA	other	1.7453600	40.2720642
230	ZAR	SOKO	other	1.5825227	348.7183831
231	ZAR	SONGE	other	1.4309517	483.2180687
232	ZAR	SONGOLA	other	1.6304309	323.9827594
233	ZAR	SONGOMENO	other	0.8383900	447.5782004
234	ZAR	SUKU	other	0.1567283	125.4696387
235	ZAR	SUNDI	other	0.0269158	43.2871823
236	ZAR	TABWA	other	1.5693656	92.6548284
237	ZAR	TEKE	other	0.0589076	69.8178747
238	ZAR	TETELA	other	1.2205554	557.6202164
239	ZAR	TOPOKE	other	1.4704334	484.6592599
240	ZAR	TORO	other	1.9811289	7.3855238
241	ZAR	VILI	other	0.0140164	20.4497163
242	ZAR	YAKA	other	0.1235682	97.9764379
243	ZAR	YAKOMA	other	1.4850884	19.4663058
244	ZAR	YANZI	other	0.1727907	224.7574987
245	ZAR	YEKE	other	1.8517199	131.6861825
246	ZAR	YOMBE	other	0.0217972	55.4741339
247	CMR	ADAMAWA	other	0.2437301	168.6519341
248	CMR	ANYANG	other	0.0464560	57.4045352
249	CMR	BAMILEKE	other	0.0303710	170.7046887
250	CMR	BANGANDU	other	0.2732852	56.3529637
251	CMR	BATA	other	0.4880164	3.3127705
252	CMR	BAYA	other	0.1940548	48.5053025
253	CMR	BOKI	other	0.0577194	6.9856645
254	CMR	CHAMBA	other	0.3196560	6.2109148
255	CMR	DAMA	other	0.4600113	37.0579202
256	CMR	DARI	other	0.4938297	10.0247853
257	CMR	DUALA	other	0.0050294	170.9367758
258	CMR	DURU	other	0.3627025	117.2817087
259	CMR	DZEM	other	0.1335148	143.8535583
260	CMR	EKOI	other	0.0341262	13.2099385
261	CMR	FALI	other	0.5489880	41.3622988
262	CMR	FANG	other	0.0163713	194.9798691
263	CMR	FIA	other	0.0202364	205.4455239
264	CMR	FUNGON	other	0.1008029	23.3587184
265	CMR	FUT	other	0.0650355	73.5785277
266	CMR	GALIM	other	0.2106629	64.1465154
267	CMR	GISIGA	other	0.7582062	66.8354957
268	CMR	GUDE	other	0.6271851	44.2922076
269	CMR	IBIBIO	other	0.0004381	11.6263599
270	CMR	KAKA	other	0.1557916	57.9204121
271	CMR	KANURI	other	1.0671278	0.5715067
272	CMR	KAPSIKI	other	0.6759604	28.0308098
273	CMR	KENTU	other	0.1259544	2.4993301
274	CMR	KEPERE	other	0.1042229	133.8061066
275	CMR	KOKO	other	0.0095693	237.7228643
276	CMR	KOM	other	0.0805422	63.5678655
277	CMR	KOSSI	other	0.0184693	116.6575116
278	CMR	KOTOKO	other	0.9450647	19.4897409
279	CMR	KOTOPO	other	0.2812744	36.1896899
280	CMR	KPE	other	0.0071705	106.6647463
281	CMR	KUNDU	other	0.0135034	56.8262659
282	CMR	LAKA (ADAMAWA	other	0.4381659	28.7301089
283	CMR	LI	other	0.0563356	80.8792363
284	CMR	MAKA	other	0.0701162	175.4121686
285	CMR	MAMBILA	other	0.1213216	18.3841660
286	CMR	MANDARA	other	0.8565944	18.8881222
287	CMR	MASA	other	0.7467705	8.9824874
288	CMR	MATAKAM	other	0.7303015	24.2849100
289	CMR	MBERE	other	0.3472143	40.0874254
290	CMR	MBUM	other	0.2652059	180.3563671
291	CMR	MUM	other	0.0479638	107.7975389
292	CMR	MUNDANG	other	0.6704878	16.3784497
293	CMR	MUSGU	other	0.8471040	16.6463896
294	CMR	NAMSHI	other	0.3564630	73.3719805
295	CMR	NDOB	other	0.0591218	90.8931327
296	CMR	NEN	other	0.0163080	215.3268683
297	CMR	NGUMBA	other	0.0089513	95.1576066
298	CMR	NSAW	other	0.0766964	46.2789273
299	CMR	NSUNGLI	other	0.0914207	10.4177145
300	CMR	PODOKWO	other	0.7937091	23.6398779
301	CMR	PUKU	other	0.0036677	41.4416553
302	CMR	SANGA	other	0.2710912	56.1379416
303	CMR	SHUWA	other	1.0613647	6.8949824
304	CMR	TIGON	other	0.1049666	16.6941056
305	CMR	TIKAR	other	0.0680061	88.7601577
306	CMR	TUBURI	other	0.7479124	28.2363066
307	CMR	VERE	other	0.3883358	2.3657261
308	CMR	WAKURA	other	0.7913079	5.7386247
309	CMR	WIDEKUM	other	0.0602088	59.2806169
310	CMR	WUM	other	0.0877047	17.2628124
311	CMR	WUTE	other	0.0629225	180.0554098
312	CAF	AZANDE	other	1.1822737	57.0535655
313	CAF	BANDA	other	0.6157170	496.0283242
314	CAF	BANZIRI	other	0.2336177	31.0572703
315	CAF	BAYA	other	0.1967944	252.2488475
316	CAF	BOFI	other	0.0915275	38.2573703
317	CAF	BWAKA	other	0.0458918	48.6351724
318	CAF	GOBU	other	0.2505593	10.4215100
319	CAF	GULA	other	0.7680818	64.7154362
320	CAF	HABBANIA	other	1.3463619	8.6382625
321	CAF	KAKA	other	0.2072832	5.8121140
322	CAF	KARA	other	1.0833724	129.0872231
323	CAF	KARE	other	1.3958108	17.5985212
324	CAF	KREISH	other	1.2248172	9.4304618
325	CAF	LAKA (ADAMAWA	other	0.3354379	22.6311859
326	CAF	MANDJA	other	0.1604969	182.8610148
327	CAF	MBERE	other	0.2969664	68.4804748
328	CAF	NDOGO	other	1.5577018	47.7052417
329	CAF	NDUKA	other	0.4795591	84.9943217
330	CAF	NGAMA	other	0.3318785	44.6964558
331	CAF	NGBANDI	other	0.3862561	11.8506628
332	CAF	NZANKARA	other	0.6416364	10.6840236
333	CAF	PANDE	other	0.1531801	18.9738340
334	CAF	RUNGA	other	1.1216152	38.3142971
335	CAF	SANGA	other	0.1937668	29.1194618
336	CAF	YAKOMA	other	0.4257219	21.0910762
337	CAF	YANGERE	other	0.1666689	90.5047564
338	DJI	AFAR	east	0.0015092	74.8533338
339	DJI	ESA	east	0.0021197	16.1022844
340	EGY	ABABDA	north	0.1081156	272.8511567
341	EGY	BARABRA	north	0.3066160	134.6553196
342	EGY	BIDEYAT	north	0.9419996	53.7321420
343	EGY	DAKHLA	north	0.2742580	416.4881775
344	EGY	EGYPTIANS	north	0.0413255	743.0885875
345	EGY	KHARGA	north	0.2930968	304.0057686
346	EGY	MAAZA	north	0.0143087	718.7517628
347	EGY	SAADI	north	0.0604040	471.4677034
348	EGY	SANUSI	north	0.0241085	9.1638331
349	EGY	SIWA	north	0.1372803	113.6711556
350	GNQ	BUBI	other	0.0003348	149.2111195
351	GNQ	FANG	other	0.0403044	58.1935197
352	GNQ	NGUMBA	other	0.0168864	61.6655515
353	GNQ	PUKU	other	0.0041208	68.6941337
354	GNQ	SEKE	other	0.0148365	27.3042816
355	ERI	AFAR	east	0.0089780	57.3816713
356	ERI	AMER	east	0.0260630	67.8832153
357	ERI	BAREA	east	0.0327386	73.8472716
358	ERI	BOGO	east	0.0063593	115.2128070
359	ERI	HADENDOWA	east	0.0535432	10.1584037
360	ERI	KUNAMA	east	0.0370466	70.7932781
361	ERI	SAHO	east	0.0014146	50.4315555
362	ERI	TIGRE	east	0.0084341	162.9414256
363	ERI	TIGRINYA	east	0.0159096	48.5266280
364	ETH	AFAR	east	0.0634151	155.6974053
365	ETH	AMHARA	east	0.1457282	305.7805967
366	ETH	ANUAK	east	0.5092709	60.1435288
367	ETH	ARUSI	east	0.1694697	426.0558245
368	ETH	AWIYA	east	0.1656572	209.4450868
369	ETH	BAKO	east	0.3974651	99.1882859
370	ETH	BARARETTA	east	0.2786629	100.7561301
371	ETH	BERTA	east	0.3343727	50.1767417
372	ETH	BORAN	east	0.3360382	184.1880411
373	ETH	DARASA	east	0.1859298	321.4967476
374	ETH	ESA	east	0.0592840	91.2116939
375	ETH	GERI	east	0.0940132	71.2229973
376	ETH	GIBE	east	0.1848403	265.7012387
377	ETH	GIMIRA	east	0.3914344	80.1972498
378	ETH	GUMUZ	east	0.2619374	82.0410300
379	ETH	GURAGE	east	0.0727634	422.7695356
380	ETH	HARARI	east	0.0936085	120.6945668
381	ETH	HAWIYA	east	0.2392484	13.5025921
382	ETH	ISHAAK	east	0.1518050	55.7871659
383	ETH	ITTU	east	0.0916854	241.2345228
384	ETH	JANJERO	east	0.1322773	306.2320656
385	ETH	KAFA	east	0.2849931	169.3361330
386	ETH	KAMBATA	east	0.1228496	344.3268364
387	ETH	KAMIR	east	0.1105257	152.4912868
388	ETH	KEMANT	east	0.1684917	117.7283356
389	ETH	KOMA	east	0.4261166	31.9448591
390	ETH	KONSO	east	0.3390649	163.1679652
391	ETH	MACHA	east	0.1130648	335.9545317
392	ETH	MAO	east	0.3785002	74.9681294
393	ETH	MASONGO	east	0.3892564	121.5520322
394	ETH	MIJERTEIN	east	0.2378355	71.7420765
395	ETH	MURLE	east	0.5075128	7.5303205
396	ETH	NAJI	east	0.4211542	79.8444468
397	ETH	NUER	east	0.6355371	11.3354512
398	ETH	OGADEN	east	0.2751192	353.5050512
399	ETH	OMETO	east	0.2520724	236.7154063
400	ETH	RENDILE	east	0.4546066	6.0914510
401	ETH	RESHIAT	east	0.4631286	70.3502180
402	ETH	RUFFA	east	0.2827336	3.8228210
403	ETH	SAB	east	0.2578608	20.1420643
404	ETH	SAHO	east	0.0663473	64.8438891
405	ETH	SHEBELLE	east	0.2504689	54.8670870
406	ETH	SURI	east	0.4702302	62.7582558
407	ETH	TIGRINYA	east	0.0862416	81.8653205
408	ETH	TOPOTHA	east	0.5034610	6.6415312
409	ETH	TULAMA	east	0.0359257	350.9180388
410	ETH	WALLAGA	east	0.2706958	185.2080288
411	ETH	WALLO	east	0.0927628	236.1153896
412	GMB	DIOLA	west	0.0001291	12.9038353
413	GMB	MALINKE	west	0.0093082	13.4080066
414	GMB	SERER	west	0.0003806	11.7555687
415	GAB	DUMA	other	0.1627445	94.4337231
416	GAB	DZEM	other	0.2147958	14.6613718
417	GAB	FANG	other	0.0448108	145.6206991
418	GAB	KALAI	other	0.0484361	179.7054122
419	GAB	KOTA	other	0.1643837	79.1398101
420	GAB	KUNYI	other	0.0487178	3.4027405
421	GAB	LUMBO	other	0.0295579	120.3504487
422	GAB	MPONGWE	other	0.0105996	248.6001055
423	GAB	PUKU	other	0.0000436	49.2563159
424	GAB	SEKE	other	0.0009264	70.3356161
425	GAB	SHOGO	other	0.0843431	126.1700573
426	GAB	TEKE	other	0.2435871	18.7597631
427	GAB	VILI	other	0.0189104	4.6239988
428	GHA	ADANGME	west	0.0025765	70.3083937
429	GHA	ADELE	west	0.0791535	7.6073003
430	GHA	AKYEM	west	0.0095680	120.5497767
431	GHA	ANYI	west	0.0397383	49.7456224
432	GHA	ASHANTI	west	0.0352520	228.1356754
433	GHA	ASSINI	west	0.0043706	25.6704869
434	GHA	ATYUTI	west	0.0913162	10.2166909
435	GHA	AVATIME	west	0.0141813	4.4303790
436	GHA	BIRIFON	west	0.3473351	9.3215111
437	GHA	BRONG	west	0.1137960	72.9338913
438	GHA	BUEM	west	0.0400736	2.6082571
439	GHA	BUILSA	west	0.3148389	61.8282373
440	GHA	BUSANSI	west	0.3620206	5.0949788
441	GHA	CHAKOSSI	west	0.2587653	8.9757602
442	GHA	DAGARI	west	0.3822988	49.0092673
443	GHA	DAGOMBA	west	0.1834227	65.7557063
444	GHA	EWE	west	0.0094406	18.9622598
445	GHA	FANTI	west	0.0024889	191.7747332
446	GHA	GA	west	0.0002141	132.6845316
447	GHA	GRUNSHI	west	0.3490867	51.7404571
448	GHA	GUANG	west	0.1715943	170.1954463
449	GHA	GURENSI	west	0.3310870	23.9377284
450	GHA	KONKOMBA	west	0.2306798	16.4878940
451	GHA	KRACHI	west	0.0708215	57.6673701
452	GHA	KULANGO	west	0.2309055	8.9710820
453	GHA	LIGBI, DEGHA (SE)	west	0.1832703	14.1503185
454	GHA	MAMPRUSI	west	0.2804736	63.6210440
455	GHA	NAFANA	west	0.1494338	19.9562113
456	GHA	TRIBU	west	0.0600073	10.8641912
457	GHA	VAGALA	west	0.2136799	40.6323602
458	GHA	WABA	west	0.2986224	60.8770290
459	CIV	ABE	west	0.0152580	118.4438875
460	CIV	AJUKRU	west	0.0068319	168.8367989
461	CIV	ANYI	west	0.0325788	54.1556454
462	CIV	ARI	west	0.0107382	159.1530515
463	CIV	ASSINI	west	0.0052265	25.5933301
464	CIV	ATTIE	west	0.0197489	67.8414706
465	CIV	AVIKAM	west	0.0031504	178.8256291
466	CIV	BAKWE	west	0.0177607	59.2476298
467	CIV	BAMBARA	west	0.2668123	10.3161484
468	CIV	BAULE	west	0.0186720	201.5283370
469	CIV	BETE	west	0.0233181	135.9869131
470	CIV	BRONG	west	0.0863202	15.4618264
471	CIV	DAN	west	0.0835534	57.1646544
472	CIV	DIDA	west	0.0090211	195.9268281
473	CIV	DIULA	west	0.1161388	80.4171676
474	CIV	EBRIE	west	0.0061571	97.3734001
475	CIV	GAGU	west	0.0100582	197.9549292
476	CIV	GAN	west	0.0472859	131.6077053
477	CIV	GREBO	west	0.0171294	21.9143594
478	CIV	GURO	west	0.0244557	225.4429382
479	CIV	KOMONO	west	0.1690267	24.1706347
480	CIV	KONYANKE	west	0.1147751	7.1633774
481	CIV	KRAN	west	0.0528877	11.0241950
482	CIV	KULANGO	west	0.1205178	95.5542580
483	CIV	LIGBI, DEGHA (SE)	west	0.1448199	7.1800436
484	CIV	LOBI	west	0.1936384	31.2786809
485	CIV	MALINKE	west	0.1411591	111.0430203
486	CIV	MEKYIBO	west	0.0118092	28.3739439
487	CIV	MINIANKA	west	0.2389450	9.3794967
488	CIV	NAFANA	west	0.1264982	9.5899844
489	CIV	NGERE	west	0.0621962	72.4995953
490	CIV	SENUFO	west	0.1258226	162.1593774
491	CIV	WOBE	west	0.0613321	108.1621805
492	KEN	BAJUN	east	0.0102497	38.6235527
493	KEN	BARARETTA	east	0.1679351	169.7930670
494	KEN	BONI	east	0.0235206	72.1717105
495	KEN	BORAN	east	0.2065587	248.1556505
496	KEN	CHAGA	east	0.0507859	3.7796097
497	KEN	DIDINGA	east	0.6764308	5.0385474
498	KEN	DIGO	east	0.0216220	33.8322357
499	KEN	DOROBO	east	0.0971993	182.9733394
500	KEN	DURUMA	east	0.0171879	79.5243204
501	KEN	GUSII	east	0.1415736	50.7902223
502	KEN	GYRIAMA	east	0.0168135	159.3406364
503	KEN	JIE	east	0.5723275	5.8157189
504	KEN	KAMBA	east	0.0382388	214.0336141
505	KEN	KARAMOJONG	east	0.3743369	4.7208889
506	KEN	KEYU	east	0.1433928	128.9157519
507	KEN	KIKUYU	east	0.0208858	195.7864669
508	KEN	KIPSIGI	east	0.1160605	127.7308462
509	KEN	LUO	east	0.1922159	59.6507872
510	KEN	MASAI	east	0.0301934	107.0169438
511	KEN	MERU	east	0.0752185	314.4886479
512	KEN	NANDI	east	0.1681675	100.8532783
513	KEN	PARE	east	0.0490933	3.6124970
514	KEN	POKOMO	east	0.0542029	134.7530356
515	KEN	RENDILE	east	0.3799655	115.6762095
516	KEN	RESHIAT	east	0.5508888	2.0452476
517	KEN	SABEI	east	0.2520625	15.3177502
518	KEN	SAMBURU	east	0.1442971	253.4921351
519	KEN	SANYE	east	0.0401594	225.1108137
520	KEN	SEGEJU	east	0.0046415	201.1071080
521	KEN	SHAMBALA	east	0.0309143	8.4847334
522	KEN	SHASHI	east	0.1170366	6.1865942
523	KEN	SONJO	east	0.0559188	2.8531405
524	KEN	SUK	east	0.2037521	106.0239978
525	KEN	TEITA	east	0.0411678	89.9185362
526	KEN	TURKANA	east	0.4474685	137.1475557
527	KEN	WANGA	east	0.2239949	39.1381247
528	LBR	BAKWE	west	0.0484453	3.6528497
529	LBR	BASSA	west	0.0058925	137.9215832
530	LBR	GBANDE	west	0.0340623	58.7078541
531	LBR	GOLA	west	0.0078616	66.7117728
532	LBR	GREBO	west	0.0181400	28.2240205
533	LBR	KISSI	west	0.0550983	5.1999956
534	LBR	KPELLE	west	0.0212514	50.9371337
535	LBR	KRAN	west	0.0450330	33.7203120
536	LBR	KRU	west	0.0094280	126.3574407
537	LBR	MENDE	west	0.0285003	25.6869699
538	LBR	NGERE	west	0.0469926	38.8379246
539	LBR	SAPO	west	0.0265159	77.4033533
540	LBR	TOMA	west	0.0429005	19.7901303
541	LBR	VAI	west	0.0013879	44.4770262
542	LSO	SOTHO	south	0.0067881	91.3176733
543	LSO	XAM	south	0.0241841	6.3294248
544	LSO	ZULU	south	0.0221616	14.5500519
545	MDG	ANTAISAKA	east	0.0083378	31.4398990
546	MDG	ANTANDROY	east	0.0312231	65.8712307
547	MDG	BARA	east	0.0968205	263.8807541
548	MDG	BETSILEO	east	0.0537716	218.3498095
549	MDG	BETSIMISARAKA	east	0.0055569	78.8474394
550	MDG	MAHAFALY	east	0.0357542	66.4578958
551	MDG	MERINA	east	0.0172051	320.8015980
552	MDG	SAKALAVA	east	0.0369176	390.7920843
553	MDG	SIHANAKA	east	0.0176140	107.0961291
554	MDG	TANALA	east	0.0183179	115.9225422
555	MDG	TSIMIHETY	east	0.0317880	102.9522571
556	MWI	CHEWA	south	0.0336888	100.1567678
557	MWI	GOMANI	south	0.0356553	37.0743648
558	MWI	LAMBYA	south	0.3189356	3.7649041
559	MWI	LOMWE	south	0.0796322	4.4313530
560	MWI	MOMBERA	south	0.1505185	34.8226085
561	MWI	MPEZENI	south	0.0666224	7.9953951
562	MWI	NYAKYUSA	south	0.2894327	7.9815010
563	MWI	NYANJA	south	0.0769984	60.0968440
564	MWI	NYASA	south	0.0851578	30.4031008
565	MWI	TUMBUKA	south	0.2128085	52.6529274
566	MWI	YAO	south	0.0708580	71.5930656
567	MWI	ZIMBA	south	0.0822234	9.6314093
568	MLI	ANTESSAR	west	1.0556598	330.2014284
569	MLI	AULLIMINDEN	west	1.5043824	383.7746660
570	MLI	BAMBARA	west	0.1252308	324.1287234
571	MLI	BERABISH	west	1.0774710	414.4705999
572	MLI	BOBO	west	0.4066510	8.5777687
573	MLI	BOZO	west	0.4230467	140.2332808
574	MLI	DAFI	west	0.4660279	1.6556500
575	MLI	DIALONKE	west	0.1210761	28.3933268
576	MLI	DOGON	west	0.5910296	88.2390201
577	MLI	FOUTADJALON	west	0.1271125	3.4317992
578	MLI	KAGORO	west	0.1389823	170.4875847
579	MLI	KASONKE	west	0.1848367	115.7003002
580	MLI	KITA	west	0.0827849	102.3752573
581	MLI	KUNTA	west	1.5531545	401.3258426
582	MLI	MALINKE	west	0.0877536	79.1897873
583	MLI	MASINA	west	0.6218723	218.4555935
584	MLI	MINIANKA	west	0.2238309	39.5018799
585	MLI	NONO	west	0.4504379	58.1677121
586	MLI	SAMO	west	0.5383776	5.5603651
587	MLI	SENUFO	west	0.1934440	2.9823584
588	MLI	SONGHAI	west	0.9084219	238.0031015
589	MLI	SONINKE	west	0.2124850	107.6714160
590	MLI	UDALAN	west	0.9561057	142.7165277
591	MLI	ZENEGA	west	0.5672067	11.7737615
592	MOZ	CHEWA	south	0.6049138	104.6058788
593	MOZ	CHOPI	south	0.0115439	283.0453263
594	MOZ	CHUABO	south	0.0806614	159.2130441
595	MOZ	GOMANI	south	0.5994072	17.4822443
596	MOZ	HLENGWE	south	0.0686324	306.4187838
597	MOZ	KOREKORE	south	0.6746565	11.6844151
598	MOZ	KUNDA	south	0.6147278	113.9044637
599	MOZ	LOMWE	south	0.2539990	302.1018356
600	MOZ	MAKONDE	south	0.0788784	71.6906176
601	MOZ	MAKUA	south	0.2440672	417.7492977
602	MOZ	MANYIKA	south	0.1220544	59.3327852
603	MOZ	NDAU	south	0.0486408	150.1580592
604	MOZ	NSENGA	south	0.8390187	15.5720901
605	MOZ	NYANJA	south	0.3400825	11.4975454
606	MOZ	NYASA	south	0.8369111	59.0446490
607	MOZ	RONGA	south	0.0000403	51.1194596
608	MOZ	SENA	south	0.1342261	141.9743853
609	MOZ	TAWARA	south	0.2728836	71.4641893
610	MOZ	THONGA	south	0.0269865	82.1171950
611	MOZ	YAO	south	0.6385917	164.3699224
612	MOZ	ZIMBA	south	0.2654288	38.8122954
613	NER	ADARAWA	west	0.3321870	87.2907917
614	NER	ASBEN	west	1.3109129	713.3852199
615	NER	AULLIMINDEN	west	0.5298293	187.2152332
616	NER	BARGU	west	0.0951235	1.8906412
617	NER	BERIBERI	west	0.8483254	156.9719764
618	NER	DAZA	west	1.5026031	283.2892828
619	NER	DENDI	west	0.1239314	11.8833859
620	NER	GURMA	west	0.0633849	29.2342433
621	NER	HAUSA	west	0.5376424	19.7212919
622	NER	KANEMBU	west	1.4519818	36.2874076
623	NER	KAWAR	west	1.7976801	391.1121519
624	NER	KOYAM	west	1.2847348	0.4455152
625	NER	KURFEI	west	0.1758842	85.5762247
626	NER	LIPTAKO	west	0.0974623	10.6747265
627	NER	MANGA	west	1.0523627	43.7982204
628	NER	MAURI	west	0.1403266	42.6930887
629	NER	MOBER	west	1.2277372	23.1769011
630	NER	SOKOTO	west	0.1574239	13.5446301
631	NER	SONGHAI	west	0.1174885	92.4780026
632	NER	TAZARAWA	west	0.5968281	99.7541084
633	NER	TIENGA	west	0.1453112	9.6884350
634	NER	UDALAN	west	0.2285533	28.1797883
635	NER	ZERMA	west	0.0510017	162.6729654
636	NGA	ADAMAWA	west	0.2645087	15.2873132
637	NGA	ADARAWA	west	0.4819062	3.4555911
638	NGA	AFO	west	0.0572821	248.7664917
639	NGA	AFUSARE	west	0.1422672	331.5625376
640	NGA	ANGAS	west	0.1268408	232.2403649
641	NGA	ARAGO	west	0.0742381	208.7613895
642	NGA	AUYOKAWA	west	0.3748655	146.3921327
643	NGA	BACHAMA	west	0.3474536	92.7920943
644	NGA	BAKAKARI	west	0.1834442	192.1208809
645	NGA	BARGU	west	0.1447744	39.5230660
646	NGA	BASA	west	0.0469635	291.3809588
647	NGA	BATA	west	0.4752772	33.6345307
648	NGA	BAUCHI	west	0.2401004	260.1670695
649	NGA	BEDE	west	0.5364311	72.2223995
650	NGA	BERIBERI	west	0.5190058	4.3207145
651	NGA	BIROM	west	0.1200035	332.8933145
652	NGA	BOKI	west	0.0719044	22.8324385
653	NGA	BOLEWA	west	0.3932397	246.0669869
654	NGA	BORROM	west	0.1970701	264.8990243
655	NGA	BUNU	west	0.0455080	337.6976648
656	NGA	BURA	west	0.5130006	111.1752469
657	NGA	BUSA	west	0.1635164	71.0385891
658	NGA	BUTAWA	west	0.2222142	200.0735607
659	NGA	CHAMBA	west	0.2834084	49.1046839
660	NGA	DAKA	west	0.2228405	114.1967721
661	NGA	DERA	west	0.4071027	96.3764726
662	NGA	EDO	west	0.0354131	331.5279553
663	NGA	EGBA	west	0.0560323	49.6442762
664	NGA	EGEDE	west	0.0719813	60.4168168
665	NGA	EKITI	west	0.0406515	290.2109605
666	NGA	EKOI	west	0.0447496	18.0312382
667	NGA	FUNGON	west	0.1297735	5.8475675
668	NGA	GBARI	west	0.0283775	381.3295754
669	NGA	GERAWA	west	0.2365077	263.9923763
670	NGA	GILI	west	0.0863052	219.6776168
671	NGA	GUDE	west	0.5504445	12.5298370
672	NGA	GUN	west	0.0130971	13.1140771
673	NGA	GWANDARA	west	0.0415994	308.0349444
674	NGA	HAUSA	west	0.2473317	205.0220604
675	NGA	IBIBIO	west	0.0135997	64.4793989
676	NGA	IBO	west	0.0577597	192.5222968
677	NGA	IDOMA	west	0.0657429	199.0519535
678	NGA	IFE	west	0.0442323	212.4612561
679	NGA	IGALA	west	0.0637593	237.2832945
680	NGA	IGBIRA	west	0.0443822	335.4108185
681	NGA	IJAW	west	0.0287728	249.7868703
682	NGA	IJEBU	west	0.0134305	142.9306015
683	NGA	ISOKO	west	0.0342839	272.7781593
684	NGA	ITSEKIRI	west	0.0117162	307.9007786
685	NGA	IYALA	west	0.0716541	108.7426396
686	NGA	JARAWA	west	0.1756088	319.0862821
687	NGA	JEN	west	0.3296425	130.6679867
688	NGA	JERAWA, CHAWAI (SW)	west	0.1362875	307.5450824
689	NGA	JIBU	west	0.2171640	79.1281505
690	NGA	JUKUN	west	0.1894243	190.7603385
691	NGA	KADARA	west	0.0589269	357.9457117
692	NGA	KAM	west	0.2190531	127.6238343
693	NGA	KAMBERI	west	0.1111979	188.5329099
694	NGA	KAMUKU	west	0.0865265	274.2676156
695	NGA	KANEMBU	west	0.9265017	6.9475594
696	NGA	KANURI	west	0.6561669	168.1108372
697	NGA	KAPSIKI	west	0.5858752	14.3857576
698	NGA	KAREKARE	west	0.4415233	193.4163291
699	NGA	KATAB	west	0.0784957	367.6824028
700	NGA	KENTU	west	0.1527067	21.1875320
701	NGA	KONA	west	0.4794539	77.2883473
702	NGA	KORO	west	0.0229437	393.7497634
703	NGA	KOTOPO	west	0.3093086	4.2604917
704	NGA	KOYAM	west	0.8102380	31.3331885
705	NGA	KUKURUKU	west	0.0505690	298.9954722
706	NGA	KURAMA, GURE (NE)	west	0.1237072	290.0791813
707	NGA	LONGUDA	west	0.3751534	108.9798410
708	NGA	MADA	west	0.0772011	292.7620438
709	NGA	MAGUZAWA	west	0.2599671	143.3533477
710	NGA	MAMA	west	0.1026413	272.4073361
711	NGA	MAMBILA	west	0.2152779	14.7495922
712	NGA	MANDARA	west	0.7776347	31.4080901
713	NGA	MANGA	west	0.6436902	41.8128526
714	NGA	MARGI	west	0.5832864	43.2884828
715	NGA	MATAKAM	west	0.6381527	9.0269377
716	NGA	MBEMBE	west	0.0554460	53.6931848
717	NGA	MBUBULA	west	0.3947491	57.8022476
718	NGA	MOBER	west	0.8173183	2.2009918
719	NGA	MUMUYE	west	0.3070436	85.7164368
720	NGA	NDORO	west	0.1788847	55.1550070
721	NGA	NGE	west	0.0517553	284.9250329
722	NGA	NGIZIM	west	0.4549191	145.8174602
723	NGA	NSUNGLI	west	0.1784830	8.3382446
724	NGA	NUPE	west	0.0548492	271.6525626
725	NGA	ODODOP	west	0.0210314	39.4826721
726	NGA	ORRI	west	0.0647852	100.8110659
727	NGA	RESHE	west	0.1940724	103.0028416
728	NGA	SHUWA	west	0.8244910	48.4944608
729	NGA	SOKOTO	west	0.3660208	69.3938790
730	NGA	TANGALE	west	0.3227476	159.3116171
731	NGA	TERA	west	0.3971638	172.2678063
732	NGA	TIENGA	west	0.2925159	14.3288481
733	NGA	TIGON	west	0.1832413	33.1744628
734	NGA	TIV	west	0.0916668	113.4279961
735	NGA	VERE	west	0.3893328	38.0682360
736	NGA	WAKURA	west	0.7019277	14.6963245
737	NGA	WARJAWA	west	0.2829524	176.2740261
738	NGA	WUM	west	0.0989151	3.0920186
739	NGA	WURKUM	west	0.2775248	151.6236738
740	NGA	YAKO	west	0.0415391	58.2316126
741	NGA	YERGUM	west	0.1662110	253.4133368
742	NGA	YESKWA	west	0.0444541	341.8349212
743	NGA	YORUBA	west	0.0779975	188.5187019
744	NGA	YUNGUR	west	0.4329171	70.9366725
745	NGA	ZERMA	west	0.3634676	3.1029161
746	NGA	ZUANDE, BATU (E)	west	0.1933594	57.9702723
747	NGA	ZUMPER	west	0.1309928	28.2774721
748	GNB	BALANTE	west	0.0014433	39.6605635
749	GNB	BANYUN	west	0.0009295	10.2052984
750	GNB	BIAFADA	west	0.0001348	48.5090568
751	GNB	BIJOGO	west	0.0002366	107.6989710
752	GNB	DIOLA	west	0.0011420	8.2151957
753	GNB	FOUTADJALON	west	0.0139166	40.7179956
754	GNB	MALINKE	west	0.0077288	45.8435168
755	GNB	NALU	west	0.0000139	15.6137425
756	GNB	PEPEL	west	0.0004882	48.9174361
757	RWA	BASHI	east	0.1482786	13.2450805
758	RWA	CHIGA	east	0.0727392	6.3278419
759	RWA	NKOLE	east	0.0978863	5.7823521
760	RWA	RUANDA	east	0.0176095	64.7341568
761	RWA	RUNDI	east	0.0891275	13.5389250
762	ZAF	CAPE HOTTENTOT	south	0.1062115	682.5299638
763	ZAF	HLENGWE	south	0.1863044	4.5056265
764	ZAF	HURUTSHE	south	0.0700679	187.3357325
765	ZAF	KGALAGADI	south	0.3746968	43.7309875
766	ZAF	KGATLA	south	0.0790849	102.2080445
767	ZAF	KORANA	south	0.2976294	316.3149200
768	ZAF	LAKA (NDEBELE)	south	0.0761270	156.3059100
769	ZAF	LOVEDU	south	0.0776312	140.4245726
770	ZAF	MANALA	south	0.0086781	247.8112846
771	ZAF	NAMA	south	0.1154945	97.6913165
772	ZAF	NGWAKETSE	south	0.1945995	19.4592015
773	ZAF	NGWATO	south	0.1519504	18.2291905
774	ZAF	NUSAN	south	0.3485290	89.4120302
775	ZAF	PEDI	south	0.0433496	184.1993801
776	ZAF	PONDO	south	0.0188944	154.0805519
777	ZAF	ROLONG	south	0.1859233	195.6126011
778	ZAF	RONGA	south	0.0169205	49.7022173
779	ZAF	SOTHO	south	0.1241816	119.6477575
780	ZAF	SWAZI	south	0.0430150	50.2580836
781	ZAF	TEMBU	south	0.0692998	142.6794015
782	ZAF	THONGA	south	0.0867054	61.9940977
783	ZAF	TLHAPING	south	0.2720175	228.0163672
784	ZAF	TLHARU	south	0.3615270	114.0774029
785	ZAF	TLOKWA	south	0.1266307	127.4021349
786	ZAF	VENDA	south	0.1564521	71.6543706
787	ZAF	XAM	south	0.2593824	648.5324275
788	ZAF	XOSA	south	0.0322259	233.2747436
789	ZAF	ZULU	south	0.0392844	189.1851431
790	SLE	BULOM	west	0.0005115	33.9573446
791	SLE	GOLA	west	0.0139781	2.9254040
792	SLE	KISSI	west	0.0668281	5.9709267
793	SLE	KONO	west	0.0535342	33.2424134
794	SLE	KORANKO	west	0.0465729	52.6981137
795	SLE	LIMBA	west	0.0252268	56.0901106
796	SLE	LOKO	west	0.0149192	64.6691167
797	SLE	MENDE	west	0.0236274	87.9135831
798	SLE	SHERBRO	west	0.0016458	123.1505638
799	SLE	SUSU	west	0.0204682	24.3917322
800	SLE	TEMNE	west	0.0079600	108.1422779
801	SLE	VAI	west	0.0045008	17.0600658
802	SLE	YALUNKA	west	0.0510199	16.8966625
803	SOM	BAJUN	east	0.0005445	99.8545883
804	SOM	BARARETTA	east	0.0796664	174.5176146
805	SOM	BONI	east	0.0203790	44.1822698
806	SOM	ESA	east	0.0527037	83.7447185
807	SOM	GERI	east	0.1184887	3.9293715
808	SOM	GOSHA	east	0.0206628	193.7805968
809	SOM	HAWIYA	east	0.0367661	269.5227458
810	SOM	ISHAAK	east	0.1038924	236.9179088
811	SOM	MIJERTEIN	east	0.1372478	352.6845887
812	SOM	OGADEN	east	0.1026733	30.6981376
813	SOM	SAB	east	0.0291450	316.2403445
814	SOM	SHEBELLE	east	0.0713403	43.3323181
815	SDN	ABABDA	east	0.1979513	107.4812878
816	SDN	ACHOLI	east	1.4128061	6.9078585
817	SDN	AMARAR	east	0.0681529	326.3875378
818	SDN	AMER	east	0.0334559	61.4655872
819	SDN	AMHARA	east	0.1849441	11.7221968
820	SDN	ANAG	east	0.2465993	646.2281775
821	SDN	ANUAK	east	0.9598790	33.7850212
822	SDN	AZANDE	east	1.9161974	117.0103353
823	SDN	BABUKUR	east	1.8235978	7.7973625
824	SDN	BANDA	east	1.9932492	36.8656976
825	SDN	BARABRA	east	0.2964886	297.7406870
826	SDN	BARI	east	1.4964347	118.7996065
827	SDN	BATAHIN	east	0.0716108	318.3787295
828	SDN	BEDERIA	east	0.3630380	529.5147784
829	SDN	BERTA	east	0.3870249	24.5356349
830	SDN	BERTI	east	0.8302843	373.2077368
831	SDN	BIDEYAT	east	0.8820278	337.2850933
832	SDN	BIRKED	east	1.1117993	350.6654865
833	SDN	BISHARIN	east	0.1348388	317.1738450
834	SDN	BONGO	east	1.5852178	225.2496448
835	SDN	DAGU	east	1.3420117	246.5890941
836	SDN	DIDINGA	east	1.3216668	48.6184352
837	SDN	DILLING	east	0.4242564	458.0351856
838	SDN	DINKA	east	1.1505262	520.8262784
839	SDN	FAJULU	east	1.5791358	119.2369477
840	SDN	FEZARA	east	0.2914656	644.7102295
841	SDN	FUR	east	1.5761920	191.7440825
842	SDN	GAALIIN	east	0.0936462	456.8615308
843	SDN	GIMMA	east	0.2302234	326.2112177
844	SDN	GULE	east	0.3113352	87.4868788
845	SDN	GUMUZ	east	0.2855886	1.3106532
846	SDN	HABBANIA	east	1.4521479	301.2534331
847	SDN	HADENDOWA	east	0.0872118	189.7363416
848	SDN	HAMAR	east	0.7266890	567.0559050
849	SDN	HASANIA	east	0.0814485	427.6235774
850	SDN	HEMAT	east	1.9353202	3.0759472
851	SDN	IDIO	east	1.6483915	66.6704776
852	SDN	INGASSANA	east	0.3674849	94.8013543
853	SDN	JUR	east	1.4166471	246.8975220
854	SDN	KABABISH	east	0.3060055	777.9802460
855	SDN	KARA	east	1.8599284	16.6706772
856	SDN	KATLA	east	0.6164016	522.1325059
857	SDN	KERARISH	east	0.4902171	257.0634509
858	SDN	KOALIB	east	0.5330051	392.8095680
859	SDN	KOMA	east	0.6221216	15.1367681
860	SDN	KREISH	east	1.8726456	110.0658317
861	SDN	KUKU	east	1.5506090	31.6055714
862	SDN	LOGO	east	1.6623769	14.2731056
863	SDN	LOTUKO	east	1.4070787	98.0683101
864	SDN	LUGBARA	east	1.6428466	6.1798525
865	SDN	MADI	east	1.4841903	41.2038326
866	SDN	MASALIT	east	1.8682924	42.5188529
867	SDN	MEBAN	east	0.5083935	98.9133169
868	SDN	MESSIRIA	east	0.8577849	544.2224695
869	SDN	MITTU	east	1.6660865	162.4253290
870	SDN	MONDARI	east	1.4551223	235.4825241
871	SDN	MORU	east	1.6201139	112.4311050
872	SDN	MUNDU	east	1.6922012	38.7866413
873	SDN	MURLE	east	1.1885080	175.4286574
874	SDN	NDOGO	east	1.7733714	154.1199753
875	SDN	NUER	east	0.8882724	222.7110623
876	SDN	NYANGIYA	east	1.3400257	5.3888157
877	SDN	NYIMA	east	0.5937889	542.5623454
878	SDN	PADANG	east	0.5659510	209.9113518
879	SDN	PARI	east	1.3737870	175.0233490
880	SDN	RESHIAT	east	1.1538346	9.1803342
881	SDN	RUFFA	east	0.1974090	227.3099487
882	SDN	SELIM	east	0.4511364	289.6247245
883	SDN	SHAIKIA	east	0.1409152	465.6318894
884	SDN	SHILLUK	east	0.6539041	244.4442171
885	SDN	SHUKRIA	east	0.1385002	192.8423027
886	SDN	SILA	east	1.8877106	8.7198487
887	SDN	SURI	east	1.1149458	20.8585569
888	SDN	TAGALI	east	0.3750613	355.2001526
889	SDN	TALODI	east	0.6355754	384.1366966
890	SDN	TAMA	east	1.6520953	58.2838751
891	SDN	TEMAIN	east	0.5738565	484.6508224
892	SDN	TIGRINYA	east	0.1399230	13.8524473
893	SDN	TOPOTHA	east	1.2357871	100.2898225
894	SDN	TUMTUM	east	0.6756918	470.5504040
895	SDN	TUNGUR	east	1.1496897	223.7375497
896	SDN	TURKANA	east	1.1957915	11.1486646
897	SDN	ZAGHAWA	east	1.0908691	170.8525425
898	TGO	ADELE	west	0.0591269	8.9983804
899	TGO	AKPOSO	west	0.0278598	53.3907481
900	TGO	ANA	west	0.0265489	21.7778859
901	TGO	ATYUTI	west	0.0696785	36.9298804
902	TGO	AVATIME	west	0.0085700	1.1874968
903	TGO	BASARI	west	0.1220124	30.9301096
904	TGO	BUEM	west	0.0252749	12.6788103
905	TGO	BUSANSI	west	0.3248071	5.6696658
906	TGO	CHAKOSSI	west	0.2223199	21.2384877
907	TGO	DAGOMBA	west	0.1155852	6.9026888
908	TGO	EGBA	west	0.0538343	20.6254031
909	TGO	EWE	west	0.0046965	44.8858586
910	TGO	FON	west	0.0075048	14.3548943
911	TGO	GURENSI	west	0.2964661	9.3465232
912	TGO	GURMA	west	0.2935725	10.5510941
913	TGO	KABRE	west	0.1722086	28.6845821
914	TGO	KEBU	west	0.0348213	25.2586113
915	TGO	KONKOMBA	west	0.1739507	39.4533674
916	TGO	MOBA	west	0.2700161	35.5004075
917	TGO	MOSSI	west	0.3119361	4.5073226
918	TGO	NAUDEBA	west	0.1871253	4.5620812
919	TGO	POPO	west	0.0006711	10.3882635
920	TGO	TEM	west	0.0968283	46.6217360
921	TGO	TRIBU	west	0.0480271	34.3845475
922	TUN	ARAD	north	0.0415753	142.2569556
923	TUN	CHAAMBA	north	0.0931581	39.3845289
924	TUN	GADAMES	north	0.2143615	22.7902322
925	TUN	GAFSA	north	0.0366428	67.5967478
926	TUN	HAMAMA	north	0.0221162	131.8614860
927	TUN	JERBA	north	0.0024320	95.7928598
928	TUN	JERID	north	0.0580873	89.4483647
929	TUN	MATMATA	north	0.0265437	144.4732812
930	TUN	NEFUSA	north	0.0808702	7.3933160
931	TUN	SAHEL	north	0.0044968	225.7429793
932	TUN	TRIPOLITANIANS	north	0.0319996	53.2700296
933	TUN	TUNISIANS	north	0.0048463	109.9192790
934	TZA	ALAGYA	east	0.1074822	60.6386354
935	TZA	BENA	east	0.1417391	137.3147511
936	TZA	BENDE	east	0.4870116	123.2427221
937	TZA	BONDEI	east	0.0110981	76.2394773
938	TZA	BURUNGI	east	0.0368193	237.6081983
939	TZA	CHAGA	east	0.0915158	35.5677674
940	TZA	DIGO	east	0.0114392	27.3025754
941	TZA	FIPA	east	0.4198826	80.8719310
942	TZA	GANDA	east	0.6853068	5.9491861
943	TZA	GOGO	east	0.0033931	405.1795240
944	TZA	GOROA	east	0.0740425	199.0997964
945	TZA	GUSII	east	0.3514997	40.2916204
946	TZA	HA	east	0.5149309	95.8213251
947	TZA	HADIMU	east	0.0029527	174.6006688
948	TZA	HAYA	east	0.6317945	61.8936866
949	TZA	HEHE	east	0.0665470	287.9900583
950	TZA	IRAMBA	east	0.1208803	322.4010565
951	TZA	IRAQW	east	0.1072455	214.5403835
952	TZA	IWA	east	0.3337718	26.1332689
953	TZA	KEREWE	east	0.3468324	129.7813645
954	TZA	KIMBU	east	0.1525539	282.7958349
955	TZA	KINDIGA	east	0.1441148	225.3307290
956	TZA	KINGA	east	0.1919182	55.1350727
957	TZA	KISI	east	0.2222084	15.2849843
958	TZA	KONONGO	east	0.2899718	217.3210397
959	TZA	KWERE	east	0.0133488	216.5743696
960	TZA	LAMBYA	east	0.2909833	17.0751594
961	TZA	LUGURU	east	0.0369337	353.7602473
962	TZA	LUNGU	east	0.3749048	53.0486183
963	TZA	LUO	east	0.3809082	10.7723319
964	TZA	MAGWANGARA	east	0.1842474	139.2232557
965	TZA	MAKONDE	east	0.0364792	61.2320447
966	TZA	MAKUA	east	0.1033651	42.1624392
967	TZA	MASAI	east	0.0834988	178.8424610
968	TZA	MATENGO	east	0.2601210	57.3220307
969	TZA	MBUGU	east	0.0324286	45.4124511
970	TZA	MBUGWE	east	0.0963276	173.6858276
971	TZA	MBUNGA	east	0.0603154	349.5031600
972	TZA	MWERA	east	0.0315486	187.1410005
973	TZA	NDAMBA	east	0.0924639	221.6856100
974	TZA	NGINDO	east	0.0722797	274.2273186
975	TZA	NGURU	east	0.0253098	250.0773451
976	TZA	NKOLE	east	0.7582231	11.0465353
977	TZA	NYAKYUSA	east	0.2370603	47.6339886
978	TZA	NYAMWEZI	east	0.2169739	380.2142213
979	TZA	NYASA	east	0.2795857	22.9679747
980	TZA	PARE	east	0.0493554	42.0643710
981	TZA	PEMBA	east	0.0003945	82.0305657
982	TZA	PIMBWE	east	0.3532258	134.2235913
983	TZA	POGORO	east	0.0845549	272.0106550
984	TZA	RANGI	east	0.0548458	213.6352157
985	TZA	RUANDA	east	0.7235353	5.1643857
986	TZA	RUNDI	east	0.5907832	22.7544696
987	TZA	SAFWA	east	0.2459454	110.8318417
988	TZA	SAGARA	east	0.0296405	368.6106503
989	TZA	SANDAWE	east	0.0363579	297.5067412
990	TZA	SANGU	east	0.1476427	182.7495906
991	TZA	SEGEJU	east	0.0020558	10.1064533
992	TZA	SHAMBALA	east	0.0260498	65.3705721
993	TZA	SHASHI	east	0.2859369	87.9820079
994	TZA	SINZA	east	0.4873755	98.3637372
995	TZA	SONJO	east	0.1978335	19.0002315
996	TZA	SUKUMA	east	0.2430833	267.2186659
997	TZA	SUMBWA	east	0.4086035	110.1862449
998	TZA	TATOGA	east	0.0644504	271.2063941
999	TZA	TURU	east	0.0715580	372.9937989
1000	TZA	YAO	east	0.1712211	74.1937080
1001	TZA	ZARAMO	east	0.0174970	330.5253263
1002	TZA	ZIGULA	east	0.0215286	152.9364362
1003	UGA	ACHOLI	east	0.3194703	96.1410122
1004	UGA	ALUR	east	0.3142161	38.3409767
1005	UGA	AMBA	east	0.3010859	7.4880186
1006	UGA	CHIGA	east	0.3329510	33.5846738
1007	UGA	DIDINGA	east	0.4534369	10.7763275
1008	UGA	FAJULU	east	0.4910918	4.5484280
1009	UGA	GANDA	east	0.0470586	212.5990449
1010	UGA	GISU	east	0.1807422	39.0444879
1011	UGA	HAYA	east	0.1447355	4.0313686
1012	UGA	JIE	east	0.3609521	45.6522736
1013	UGA	KARAMOJONG	east	0.2698982	45.2822615
1014	UGA	KONJO	east	0.3096308	22.1318934
1015	UGA	KUKU	east	0.4703385	3.8588325
1016	UGA	LABWOR	east	0.2791792	83.8887234
1017	UGA	LANGO	east	0.1985135	190.3362566
1018	UGA	LOTUKO	east	0.4198478	6.2012721
1019	UGA	LUGBARA	east	0.4314370	22.0021530
1020	UGA	MADI	east	0.3939071	47.4382635
1021	UGA	NKOLE	east	0.2418871	77.9000838
1022	UGA	NYANGIYA	east	0.4109933	18.7500714
1023	UGA	NYORO	east	0.1820870	70.7101255
1024	UGA	RUANDA	east	0.3707419	3.5631743
1025	UGA	SABEI	east	0.2004976	16.5204080
1026	UGA	SOGA	east	0.1193878	89.0805273
1027	UGA	TESO	east	0.2134806	117.4506455
1028	UGA	TORO	east	0.2151984	69.5661144
1029	UGA	WANGA	east	0.1526440	10.6804193
1030	BFA	BARGU	west	0.2644733	12.8395219
1031	BFA	BIRIFON	west	0.1667789	13.5929172
1032	BFA	BOBO	west	0.1843467	109.7154181
1033	BFA	BUSANSI	west	0.0999566	52.9148886
1034	BFA	DAFI	west	0.1527548	80.0324701
1035	BFA	DAGARI	west	0.1427917	16.6840407
1036	BFA	DEFORO	west	0.2149731	61.5224294
1037	BFA	DIAN	west	0.1736745	64.2131250
1038	BFA	DOGON	west	0.2228782	15.9674835
1039	BFA	DOROSIE	west	0.2005291	61.1819061
1040	BFA	GRUNSHI	west	0.0860750	24.3353185
1041	BFA	GUIN	west	0.2467608	38.3652570
1042	BFA	GURENSI	west	0.1037077	9.8116608
1043	BFA	GURMA	west	0.1947483	112.7655098
1044	BFA	KARABORO	west	0.2262906	81.9315632
1045	BFA	KOMONO	west	0.2185869	17.4161222
1046	BFA	LILSE	west	0.0987256	131.1633351
1047	BFA	LIPTAKO	west	0.2019632	63.8466753
1048	BFA	LOBI	west	0.1786458	48.7877678
1049	BFA	MASINA	west	0.1918289	44.6547554
1050	BFA	MINIANKA	west	0.2823363	38.8529022
1051	BFA	MOSSI	west	0.0455829	254.9110042
1052	BFA	NUNUMA	west	0.0802007	75.1755675
1053	BFA	SAMO	west	0.1727265	41.8324088
1054	BFA	SENUFO	west	0.2614582	4.2733060
1055	BFA	SIA	west	0.2277961	63.9942982
1056	BFA	SONGHAI	west	0.2664184	19.4793742
1057	BFA	TUSYAN	west	0.2304078	108.4893868
1058	BFA	UDALAN	west	0.2869669	44.8625324
1059	BFA	WARA	west	0.2724275	42.6550052
1060	ESH	DELIM	north	0.0716676	195.6177054
1061	ESH	IMRAGEN	north	0.0009135	288.7222459
1062	ESH	REGEIBAT	north	0.0581166	192.4207665
1063	ESH	TAJAKANT	north	0.1086303	62.5775476
1064	ESH	TEKNA	north	0.0176241	86.0771088
1065	SWZ	RONGA	south	0.0043052	5.1012416
1066	SWZ	SWAZI	south	0.0039529	77.2295621
1067	ZMB	AUSHI	south	0.5256179	116.6379255
1068	ZMB	BEMBA	south	0.5344666	248.6793039
1069	ZMB	BISA	south	0.4257037	200.5479116
1070	ZMB	CHEWA	south	0.3934448	43.0907085
1071	ZMB	ILA	south	0.1492633	209.2820736
1072	ZMB	IWA	south	0.5570774	57.6554387
1073	ZMB	KAONDE	south	0.3689848	260.1833584
1074	ZMB	KUNDA	south	0.2761453	53.7193133
1075	ZMB	LALA	south	0.2423638	95.3092112
1076	ZMB	LAMBA	south	0.2459171	135.2685461
1077	ZMB	LAMBYA	south	0.5365414	20.3792147
1078	ZMB	LENJE	south	0.0683665	179.9253860
1079	ZMB	LOZI	south	0.5625210	182.6367590
1080	ZMB	LUAPULA	south	0.6611693	44.3782303
1081	ZMB	LUKOKWE	south	0.5224148	94.3753280
1082	ZMB	LUNGU	south	0.6370109	102.3980014
1083	ZMB	LUVALE	south	0.6006730	73.1976046
1084	ZMB	MASHASHA	south	0.3309082	269.5093479
1085	ZMB	MASHI	south	0.6299994	76.3256321
1086	ZMB	MBUNDA	south	0.5990465	47.5124743
1087	ZMB	MOMBERA	south	0.4653510	13.2349366
1088	ZMB	MPEZENI	south	0.3349736	43.6370085
1089	ZMB	NDEMBU	south	0.5907330	72.7960088
1090	ZMB	NKOYA	south	0.4889725	230.5503060
1091	ZMB	NSENGA	south	0.1764712	19.6475408
1092	ZMB	NUKWE	south	0.6134386	11.6036792
1093	ZMB	SENGA	south	0.4879912	69.0476409
1094	ZMB	SHILA	south	0.7586816	9.7355912
1095	ZMB	SUBIA	south	0.4286394	21.7236590
1096	ZMB	TABWA	south	0.7277253	83.0571898
1097	ZMB	TONGA	south	0.1673596	144.6677651
1098	ZMB	TOTELA	south	0.4577048	148.5039066
1099	ZMB	TUMBUKA	south	0.5078686	37.9893704
1100	ZMB	UNGA	south	0.4730730	86.0259081
1101	DZA	AHAGGAREN	north	1.7404685	927.9158901
1102	DZA	ALGERIANS	north	0.0067843	554.9277663
1103	DZA	AZJER	north	0.8403269	468.2150881
1104	DZA	BERABER	north	0.2205138	3.0743515
1105	DZA	CHAAMBA	north	0.3698479	554.5219207
1106	DZA	DUI-MENIA	north	0.3762823	182.1360169
1107	DZA	FIGIG	north	0.1943209	49.1386658
1108	DZA	GADAMES	north	0.3184387	27.9112044
1109	DZA	GIL	north	0.1964121	8.1279715
1110	DZA	HAMAMA	north	0.0839283	43.1826887
1111	DZA	HAMYAN	north	0.0560337	426.6082369
1112	DZA	JERID	north	0.1277134	11.2023752
1113	DZA	KABYLE	north	0.0037934	415.4047936
1114	DZA	LAGUAT	north	0.0895762	453.9592313
1115	DZA	MENASSER	north	0.0011765	436.4800581
1116	DZA	MZAB	north	0.1818436	442.2793566
1117	DZA	NAIL	north	0.0905582	347.1928180
1118	DZA	RUARHA	north	0.1508076	184.1872838
1119	DZA	SHAWIA	north	0.0485367	188.8394824
1120	DZA	SIDI	north	0.2409325	313.1699591
1121	DZA	SUAFA	north	0.1318787	94.5113456
1122	DZA	TAJAKANT	north	0.4276091	183.4916612
1123	DZA	TUAT	north	0.7250448	616.6089899
1124	DZA	TUNISIANS	north	0.0146907	9.5460375
1125	DZA	ZEKARA	north	0.0399333	11.0536623
1126	DZA	ZIBAN	north	0.0687254	211.9042683
1127	COG	BANGI	other	0.3267411	150.6449178
1128	COG	BOMITABA	other	0.5803317	64.1784854
1129	COG	BONDJO	other	0.6789280	42.5470996
1130	COG	BWAKA	other	0.8071981	22.4081936
1131	COG	DUMA	other	0.0862500	24.0251218
1132	COG	DZEM	other	0.3128045	60.2481552
1133	COG	IKASA	other	0.5225620	79.7850024
1134	COG	KOTA	other	0.2921756	115.4354220
1135	COG	KUNYI	other	0.0444646	97.3546097
1136	COG	LUMBO	other	0.0586351	14.8567268
1137	COG	PANDE	other	0.6433446	54.7529063
1138	COG	SANGA	other	0.4711501	71.6241804
1139	COG	SUNDI	other	0.0311079	37.7112465
1140	COG	TEKE	other	0.0768634	182.2796846
1141	COG	VILI	other	0.0116580	65.5241504
1142	COG	YOMBE	other	0.0292663	17.8498270
1143	GIN	BAGA	west	0.0024885	106.4752701
1144	GIN	BIAFADA	west	0.0052214	11.5253774
1145	GIN	BULOM	west	0.0009399	7.2959322
1146	GIN	DAN	west	0.1800844	5.6059831
1147	GIN	DIALONKE	west	0.2011811	48.9455683
1148	GIN	FOUTADJALON	west	0.0588423	166.7817130
1149	GIN	KISSI	west	0.1108816	60.2416338
1150	GIN	KONO	west	0.0828287	4.1316986
1151	GIN	KONYANKE	west	0.2110852	61.4494179
1152	GIN	KORANKO	west	0.1271099	82.9721881
1153	GIN	KPELLE	west	0.1459605	27.1311663
1154	GIN	LANDUMA	west	0.0050215	71.3244829
1155	GIN	MALINKE	west	0.2025514	152.6480196
1156	GIN	NALU	west	0.0000653	18.0551752
1157	GIN	NGERE	west	0.1388772	6.5146100
1158	GIN	SUSU	west	0.0058836	125.2691233
1159	GIN	TENDA	west	0.0675473	8.5322745
1160	GIN	TOMA	west	0.1343308	26.0894266
1161	GIN	YALUNKA	west	0.0684440	25.3926480
1162	SEN	BALANTE	west	0.0178232	22.3769892
1163	SEN	BANYUN	west	0.0078540	7.2861721
1164	SEN	DIALONKE	west	0.2432798	11.3804890
1165	SEN	DIOLA	west	0.0060361	46.4693938
1166	SEN	FOUTADJALON	west	0.1774315	9.2205020
1167	SEN	FOUTATORO	west	0.0657610	174.4679660
1168	SEN	MALINKE	west	0.1030160	111.0200787
1169	SEN	SERER	west	0.0098271	70.1920905
1170	SEN	SONINKE	west	0.1909365	13.1079635
1171	SEN	TENDA	west	0.1325121	8.9522044
1172	SEN	TUKULOR	west	0.1070154	57.5305362
1173	SEN	WOLOF	west	0.0088838	127.4624470
1174	MRT	DELIM	west	0.0234486	175.7761805
1175	MRT	DUAISH	west	0.1683137	259.2133103
1176	MRT	IMRAGEN	west	0.0035238	97.2511403
1177	MRT	MASINA	west	1.1465719	31.3129032
1178	MRT	REGEIBAT	west	0.2619875	352.7031801
1179	MRT	SONINKE	west	0.4194960	37.7495861
1180	MRT	TAJAKANT	west	0.4052033	39.3889015
1181	MRT	TASUMSA	west	0.0058633	71.2278707
1182	MRT	TRARZA	west	0.0243599	207.5763169
1183	MRT	TUKULOR	west	0.0780344	29.1498409
1184	MRT	ZENEGA	west	0.5746138	418.7661810
1185	ZWE	HIECHWARE	south	0.4474344	52.4843670
1186	ZWE	HLENGWE	south	0.1338753	84.8603115
1187	ZWE	KARANGA	south	0.1142845	270.7124722
1188	ZWE	KOREKORE	south	0.1168999	163.9938369
1189	ZWE	MANYIKA	south	0.0408320	51.5886557
1190	ZWE	NDAU	south	0.0625181	40.3619563
1191	ZWE	NDEBELE	south	0.2429295	197.1190432
1192	ZWE	NSENGA	south	0.1926093	9.9383637
1193	ZWE	SUBIA	south	0.5542134	12.1561719
1194	ZWE	TAWARA	south	0.0613706	77.6852102
1195	ZWE	TLOKWA	south	0.2595237	22.5067235
1196	ZWE	TONGA	south	0.2638146	30.4786003
1197	ZWE	VENDA	south	0.2154814	46.4851457
1198	ZWE	ZEZURU	south	0.0140316	251.3702278
1199	NAM	AMBO	south	0.1813590	136.7554393
1200	NAM	BERGDAMA	south	0.0226011	493.4341377
1201	NAM	HEIKUM	south	0.1787438	274.0401093
1202	NAM	HERERO	south	0.0650714	568.1566201
1203	NAM	KOBA	south	0.8927548	22.1082759
1204	NAM	KUNG	south	0.2503184	190.9951009
1205	NAM	KWANGARE	south	0.3802481	11.2867594
1206	NAM	MBUKUSHU	south	0.5663338	21.4524019
1207	NAM	NAMA	south	0.0922558	466.0770761
1208	NAM	NAMIB	south	0.0267515	263.5038496
1209	NAM	NARON	south	0.1946078	33.0387351
1210	NAM	NUKWE	south	0.8150098	19.0654115
1211	NAM	NUSAN	south	0.1558607	101.9952179
1212	NAM	SUBIA	south	0.9978419	30.0778798