The global freshwater system: Patterns and predictability of green-blue water flux partitioning

The purpose of this document is to show how to load and visualize the data generated by the research, and how some of the procedures in this study were performed.

First, load the required packages to reproduce the code

# Package manager (install if needed)
if(!require(pacman)) install.packages('pacman')
# Load all packages
pacman::p_load(dplyr, tidyr, stringr, lubridate,
               terra, sf, kableExtra, rnaturalearth, 
               ggplot2, ggpubr, 
               update = F)

Also load the catchments boundaries to help with data visualization.

Obs: WGS84 is used here as coordinate reference system for figures

# Read world shapefile (excluding Antarctica)
world <- ne_countries(scale = 50, returnclass = 'sf')[-12,]

# Read shapefile
catchments <- read_sf('./Study_catchments.shp')

Show code

# Visualize
ggplot() +
  geom_sf(data = world, 
          fill = 'grey80', 
          lwd = 0.2) +
  geom_sf(data = catchments,
          lwd = 0.2, 
          color = 'transparent', 
          fill = alpha('orangered', 0.2)) +
  theme_void()

For simplicity, we’ll use catchments centroids.

Show code

# Obtaining catchments centroids
centroids <- catchments %>% 
  # Convert to projected coordinate system to compute centroids
  st_transform(crs = st_crs("+proj=eqearth")) %>%
  # Compute centroids
  st_centroid() %>% 
  # Convert back to WGS84
  st_transform(crs = 4326)

# Visualize
ggplot() +
  geom_sf(data = world, 
          fill = 'grey80', 
          lwd = 0.2) +
  geom_sf(data = centroids, 
          color = alpha('orangered', 0.25), 
          size = 0.3) +
  theme_void()

Independently estimated hydrological characteristics

The independently quantified hydrological characteristics are:

• Aridity index;
  
• Water flux equilibration time;
  
• Groundwater contribution to streams under zero precipitation.

Aridity index

Load data

# Read the file and convert to tibble format
AI <- read.table('./Hydrological_characteristics/AI_data.txt', 
                 sep = ';', dec = '.', header = T) %>% 
  as_tibble()

Quick look at data

Catchmend ID	Dataset	Aridity index
102101A	CAMELS	0.9554
105101A	CAMELS	1.0485
108002A	CAMELS	0.7869
108003A	CAMELS	0.7502
112002A	CAMELS	0.4717
112102A	CAMELS	0.4677
113004A	CAMELS	0.6236
116006B	CAMELS	1.3233
116010A	CAMELS	0.8271
116011A	CAMELS	0.9511
116012A	CAMELS	1.1354
116013A	CAMELS	1.0289
116014A	CAMELS	1.1988
116015A	CAMELS	1.0781
121001A	CAMELS	1.3632
122004A	CAMELS	0.7924
126003A	CAMELS	1.0316
136202D	CAMELS	1.5568
136208A	CAMELS	1.9325
137101A	CAMELS	1.5482
137201A	CAMELS	1.4280
138004B	CAMELS	1.5114
138009A	CAMELS	1.0304
138113A	CAMELS	1.1546
143009A	CAMELS	1.4646
143110A	CAMELS	1.1469
143303A	CAMELS	0.9505
145010A	CAMELS	1.1236
145011A	CAMELS	1.3333
145018A	CAMELS	1.0718
145101D	CAMELS	1.1729
145107A	CAMELS	0.9618
146010A	CAMELS	0.9343
146012A	CAMELS	0.8241
146014A	CAMELS	0.9378
146095A	CAMELS	0.8263
204034	CAMELS	1.3294
206014	CAMELS	1.3960
206018	CAMELS	1.3774
208007	CAMELS	1.1531
208009	CAMELS	1.2318
210006	CAMELS	1.7225
210011	CAMELS	0.8990
211008	CAMELS	1.1640
212209	CAMELS	0.8820
212260	CAMELS	1.2138
215002	CAMELS	1.3121
215004	CAMELS	1.2428
216002	CAMELS	1.1886
216004	CAMELS	1.1044
218001	CAMELS	1.2334
219001	CAMELS	1.2004
221207	CAMELS	1.0220
221210	CAMELS	1.1633
222206	CAMELS	1.0597
222213	CAMELS	1.0045
223202	CAMELS	1.2312
224206	CAMELS	0.8601
224213A	CAMELS	0.9717
224214A	CAMELS	1.1103
225110A	CAMELS	0.8010
225219	CAMELS	0.8079
226220	CAMELS	0.7820
226222	CAMELS	0.7143
227225A	CAMELS	0.9479
227226	CAMELS	0.8785
227227	CAMELS	0.9315
229650A	CAMELS	0.7264
229661A	CAMELS	0.6943
230210	CAMELS	1.1772
231213	CAMELS	1.0995
235205	CAMELS	0.7035
236213	CAMELS	1.5828
238208	CAMELS	1.4391
302214	CAMELS	0.9772
304497	CAMELS	0.5696
304499	CAMELS	0.6262
305202	CAMELS	0.8175
308145	CAMELS	0.3613
308799	CAMELS	0.3574
312061	CAMELS	0.4439
314207	CAMELS	0.5141
314213	CAMELS	0.6584
315450	CAMELS	0.4214
318076	CAMELS	0.9169
401009	CAMELS	0.9297
401012	CAMELS	0.9151
401015	CAMELS	1.6765
401203	CAMELS	0.9264
401208	CAMELS	0.9670
401210	CAMELS	0.8640
401212	CAMELS	0.8298
401216	CAMELS	0.7693
401217	CAMELS	0.9228
402204	CAMELS	1.1694
402206	CAMELS	0.8701
402213	CAMELS	1.1168
403213A	CAMELS	1.0388
403214	CAMELS	0.9083
403217	CAMELS	0.8146
403221	CAMELS	1.2277
403222	CAMELS	0.8668
403226	CAMELS	1.1099
403232	CAMELS	0.9270
404207	CAMELS	1.0200
405205	CAMELS	0.7908
405209	CAMELS	0.8118
405215	CAMELS	0.8205
405217	CAMELS	1.0198
405218	CAMELS	0.7922
405219	CAMELS	0.7615
405226	CAMELS	1.7446
405227	CAMELS	0.7005
405238	CAMELS	1.4246
405245	CAMELS	0.8458
405248	CAMELS	1.8406
405251	CAMELS	1.2260
405263	CAMELS	0.8354
405264	CAMELS	0.7007
405274	CAMELS	1.3157
406208	CAMELS	1.2105
406213	CAMELS	1.4525
406214	CAMELS	1.9150
406224	CAMELS	2.1110
407214	CAMELS	1.4167
407215	CAMELS	1.5204
407220	CAMELS	1.7604
407230	CAMELS	1.5268
407253	CAMELS	2.0819
408200	CAMELS	2.2404
408202	CAMELS	1.5978
410057	CAMELS	0.9739
410061	CAMELS	1.2776
410705	CAMELS	1.5256
410730	CAMELS	1.2240
410731	CAMELS	1.4261
410734	CAMELS	1.4156
410761	CAMELS	1.5245
412028	CAMELS	1.4028
412050	CAMELS	1.4366
412066	CAMELS	1.3510
415207	CAMELS	1.4728
415226	CAMELS	2.3135
415237	CAMELS	1.7694
416003	CAMELS	1.5577
416008	CAMELS	1.6042
418005	CAMELS	1.4047
418014	CAMELS	1.5350
419005	CAMELS	1.4548
422202B	CAMELS	2.2513
422306A	CAMELS	1.4137
422313B	CAMELS	1.5520
422319B	CAMELS	1.7857
422321B	CAMELS	1.3687
422394A	CAMELS	1.1943
424002	CAMELS	3.8167
424201A	CAMELS	3.0817
604053	CAMELS	1.7520
606001	CAMELS	1.2674
608002	CAMELS	1.1335
613002	CAMELS	1.3975
613146	CAMELS	1.4352
614044	CAMELS	1.4490
616002	CAMELS	2.0738
616013	CAMELS	2.3796
804001	CAMELS	1.9876
809310	CAMELS	2.7107
912101A	CAMELS	3.0905
912105A	CAMELS	3.2009
915011A	CAMELS	2.0697
919003A	CAMELS	1.6026
919201A	CAMELS	1.5034
925001A	CAMELS	1.1088
926002A	CAMELS	0.9567
A0020101	CAMELS	4.9704
A0030501	CAMELS	4.0003
A2390531	CAMELS	2.0694
A5030502	CAMELS	1.4367
A5040517	CAMELS	1.4734
A5040523	CAMELS	1.3797
A5050517	CAMELS	2.0601
A5130501	CAMELS	1.6165
G0050115	CAMELS	4.6117
G0060005	CAMELS	4.7119
G8110004	CAMELS	2.3913
G8110016	CAMELS	2.9133
G8140001	CAMELS	1.5609
G8140040	CAMELS	1.6506
G8140161	CAMELS	1.3818
G8150018	CAMELS	1.0340
G8170002	CAMELS	1.3644
G8190001	CAMELS	1.2952
G9070142	CAMELS	2.2034
10500000	CAMELS	0.6127
11400000	CAMELS	0.6932
11500000	CAMELS	0.6696
12370000	CAMELS	0.8843
12500000	CAMELS	0.7965
12520000	CAMELS	0.7499
12700000	CAMELS	0.7460
13150000	CAMELS	0.6492
13470000	CAMELS	0.8250
13600002	CAMELS	0.8932
13710001	CAMELS	0.8275
13750000	CAMELS	0.7820
13870000	CAMELS	0.7888
13880000	CAMELS	0.7590
14100000	CAMELS	0.6554
14110000	CAMELS	0.5277
14230000	CAMELS	0.4639
14250000	CAMELS	0.5030
14260000	CAMELS	0.5490
14280001	CAMELS	0.5382
14310000	CAMELS	0.5102
14330000	CAMELS	0.5108
14350000	CAMELS	0.5011
14440000	CAMELS	0.7662
14515000	CAMELS	0.6883
14526000	CAMELS	1.0537
14680001	CAMELS	0.6601
15030000	CAMELS	0.6483
15130000	CAMELS	0.9528
15400000	CAMELS	0.9204
15550000	CAMELS	0.7946
15700000	CAMELS	0.9026
15800000	CAMELS	0.7485
15910000	CAMELS	0.8327
15930000	CAMELS	0.7007
17050001	CAMELS	0.6983
17090000	CAMELS	0.7681
17345000	CAMELS	0.7321
17350000	CAMELS	0.7096
18200000	CAMELS	0.7970
18850000	CAMELS	0.8553
19150000	CAMELS	0.8023
20200000	CAMELS	0.9705
20250000	CAMELS	0.9850
21500000	CAMELS	1.2369
21750000	CAMELS	1.1749
22500000	CAMELS	1.0666
22680000	CAMELS	1.3317
22700000	CAMELS	1.3045
22850000	CAMELS	1.1727
22900000	CAMELS	1.2075
23100000	CAMELS	1.0877
23150000	CAMELS	1.1052
23220000	CAMELS	1.3380
23230000	CAMELS	1.2241
23250000	CAMELS	1.2573
23300000	CAMELS	1.0881
23600000	CAMELS	1.0848
23700000	CAMELS	1.0999
23710000	CAMELS	1.0911
24050000	CAMELS	0.9317
24200000	CAMELS	0.9766
24500000	CAMELS	0.9242
24700000	CAMELS	0.9484
24750000	CAMELS	0.9584
24780000	CAMELS	0.9945
24800000	CAMELS	0.9448
24850000	CAMELS	0.9508
24900000	CAMELS	0.9549
24950000	CAMELS	0.9707
25100000	CAMELS	0.9505
25130000	CAMELS	1.0050
25200000	CAMELS	0.9502
25700000	CAMELS	0.9611
25950000	CAMELS	0.9663
26040000	CAMELS	0.8550
26050000	CAMELS	0.8796
26100000	CAMELS	0.9122
26200000	CAMELS	0.9445
26300000	CAMELS	0.9723
26350000	CAMELS	0.9703
26720000	CAMELS	1.0208
27500000	CAMELS	0.9772
27550000	CAMELS	0.8888
28150000	CAMELS	0.8673
28300000	CAMELS	0.9621
28850000	CAMELS	0.9628
29050000	CAMELS	1.0203
29100000	CAMELS	0.8664
29700000	CAMELS	1.0156
30080000	CAMELS	0.7358
30400000	CAMELS	0.7351
31490000	CAMELS	0.8374
31520000	CAMELS	0.8266
31680000	CAMELS	0.9219
31700000	CAMELS	0.9165
32400000	CAMELS	0.8468
32550000	CAMELS	0.9093
32620000	CAMELS	0.9622
32830000	CAMELS	0.8902
33025000	CAMELS	1.1401
33170000	CAMELS	1.3810
33190000	CAMELS	1.1889
33205000	CAMELS	1.2865
33215000	CAMELS	1.4053
33250000	CAMELS	1.4059
33260000	CAMELS	1.4004
33270000	CAMELS	1.3610
33281000	CAMELS	1.3659
33286000	CAMELS	1.3447
33290000	CAMELS	1.3416
33321000	CAMELS	1.3230
33330000	CAMELS	1.3368
33380000	CAMELS	1.2791
33450000	CAMELS	1.3576
33460000	CAMELS	1.3638
33480000	CAMELS	1.3502
33520000	CAMELS	1.3917
33530000	CAMELS	1.3635
33550000	CAMELS	1.3734
33620000	CAMELS	1.2833
33630000	CAMELS	1.3083
33680000	CAMELS	1.2910
33730000	CAMELS	1.0983
33760000	CAMELS	1.0790
33780000	CAMELS	1.0766
34020000	CAMELS	1.5139
34060000	CAMELS	1.4457
34070000	CAMELS	1.4595
34090000	CAMELS	1.6415
34130000	CAMELS	1.3874
34170000	CAMELS	1.4172
34251000	CAMELS	1.9519
34571000	CAMELS	2.5931
34660000	CAMELS	1.9194
34690000	CAMELS	1.9015
34750000	CAMELS	2.3391
34770000	CAMELS	2.3377
34789000	CAMELS	2.1592
34879500	CAMELS	1.9247
34930000	CAMELS	1.4861
34940000	CAMELS	1.4160
34980000	CAMELS	1.5638
35235000	CAMELS	2.1100
35240000	CAMELS	2.5810
35258000	CAMELS	3.0164
35260000	CAMELS	2.5901
35263000	CAMELS	1.7435
35740000	CAMELS	1.4625
35830000	CAMELS	2.4472
36020000	CAMELS	3.1898
36045000	CAMELS	3.1310
36125000	CAMELS	2.5020
36130000	CAMELS	2.4328
36160000	CAMELS	2.6726
36210000	CAMELS	1.6054
36250000	CAMELS	2.3712
36290000	CAMELS	2.0044
36320000	CAMELS	2.4244
36390000	CAMELS	2.4060
36580000	CAMELS	2.5593
37220000	CAMELS	1.9778
37380000	CAMELS	2.1164
37410000	CAMELS	2.1770
37470000	CAMELS	2.1718
37710150	CAMELS	3.0039
38790000	CAMELS	1.8987
38830000	CAMELS	3.5488
38860000	CAMELS	3.8339
39084010	CAMELS	1.8376
39084020	CAMELS	1.6270
39130000	CAMELS	3.7293
39140000	CAMELS	3.0908
39145000	CAMELS	2.9659
39150000	CAMELS	2.6834
39170000	CAMELS	1.7800
39185000	CAMELS	2.5432
39187800	CAMELS	2.5655
39360000	CAMELS	2.4883
39480000	CAMELS	1.1806
39540000	CAMELS	2.9027
39560000	CAMELS	2.0004
39580000	CAMELS	1.2034
39760000	CAMELS	1.5133
39770000	CAMELS	1.4597
39870000	CAMELS	1.3854
40025000	CAMELS	0.8446
40037000	CAMELS	0.8480
40040000	CAMELS	0.9738
40050000	CAMELS	0.9623
40053000	CAMELS	1.0152
40060001	CAMELS	0.9461
40100000	CAMELS	0.9620
40150000	CAMELS	0.9255
40170000	CAMELS	0.9886
40185000	CAMELS	1.0151
40330000	CAMELS	0.9928
40500000	CAMELS	1.2415
40549998	CAMELS	0.9395
40579995	CAMELS	0.9483
40680000	CAMELS	0.9246
40710000	CAMELS	0.9182
40740000	CAMELS	0.9162
40800001	CAMELS	0.9636
40810350	CAMELS	0.9570
40810800	CAMELS	0.9930
40811100	CAMELS	0.9241
40822995	CAMELS	0.9276
40823500	CAMELS	0.9439
40850000	CAMELS	0.9777
40975000	CAMELS	1.0209
41050000	CAMELS	1.0289
41135000	CAMELS	1.0975
41199998	CAMELS	0.8973
41260000	CAMELS	0.9432
41300000	CAMELS	0.9327
41380000	CAMELS	0.9957
41410000	CAMELS	0.9924
41440005	CAMELS	1.1199
41539998	CAMELS	1.0655
41650002	CAMELS	1.1474
41685000	CAMELS	1.6000
41780002	CAMELS	0.9894
41818000	CAMELS	1.4302
41890000	CAMELS	1.5567
41990000	CAMELS	1.2183
42089998	CAMELS	1.5786
42100000	CAMELS	1.3617
42187000	CAMELS	1.4924
42210000	CAMELS	1.1817
42250000	CAMELS	1.0587
42255000	CAMELS	1.1906
42257000	CAMELS	1.1471
42290000	CAMELS	1.1111
42395000	CAMELS	1.1227
42440000	CAMELS	1.2822
42490000	CAMELS	1.1752
42540000	CAMELS	1.2444
42546000	CAMELS	1.3180
42690001	CAMELS	1.2050
42750000	CAMELS	1.1740
42840000	CAMELS	1.1058
42930000	CAMELS	1.2891
43200000	CAMELS	1.1682
43300000	CAMELS	1.1416
43670000	CAMELS	1.2035
43675000	CAMELS	1.3893
43880000	CAMELS	1.3050
44200000	CAMELS	1.2221
44250000	CAMELS	1.5575
44290002	CAMELS	1.2368
44500000	CAMELS	1.2444
44540000	CAMELS	1.7041
44670000	CAMELS	1.7028
45131000	CAMELS	1.2592
45170001	CAMELS	1.5758
45210000	CAMELS	1.4754
45220000	CAMELS	1.6032
45260000	CAMELS	1.5619
45298000	CAMELS	1.3182
45480000	CAMELS	1.4539
45590000	CAMELS	1.5205
45770000	CAMELS	1.5760
45840000	CAMELS	1.5145
45880000	CAMELS	1.6009
45910001	CAMELS	1.5487
45960001	CAMELS	1.5569
46035000	CAMELS	1.3716
46105000	CAMELS	1.3844
46360000	CAMELS	1.4272
46570000	CAMELS	1.2816
46610000	CAMELS	1.4035
46650000	CAMELS	1.4461
46770000	CAMELS	1.5542
46830000	CAMELS	1.5472
46902000	CAMELS	1.4963
47480000	CAMELS	2.8643
48020000	CAMELS	1.6028
48290000	CAMELS	1.6691
48590000	CAMELS	1.6968
49330000	CAMELS	1.7975
49370000	CAMELS	1.8130
49705000	CAMELS	1.8159
50040000	CAMELS	1.8287
50047000	CAMELS	1.5104
50146000	CAMELS	3.5716
50150000	CAMELS	3.4635
50191000	CAMELS	2.9667
50250000	CAMELS	2.2634
50290000	CAMELS	2.0499
50330000	CAMELS	2.1278
50380000	CAMELS	2.2118
50420000	CAMELS	2.1594
50430000	CAMELS	2.2768
50465000	CAMELS	2.3041
50540000	CAMELS	2.7122
50595000	CAMELS	2.6040
50620000	CAMELS	2.1934
50660000	CAMELS	1.8581
50720000	CAMELS	1.9552
50730000	CAMELS	1.9079
50740000	CAMELS	1.6043
50755000	CAMELS	1.6514
50785000	CAMELS	1.5284
50795000	CAMELS	1.4992
51060100	CAMELS	1.6056
51120000	CAMELS	1.6736
51140000	CAMELS	2.2407
51170000	CAMELS	2.0151
51230000	CAMELS	1.7426
51240000	CAMELS	1.9484
51280000	CAMELS	2.0688
51330000	CAMELS	2.1431
51350000	CAMELS	2.2340
51430000	CAMELS	2.1584
51440000	CAMELS	2.4121
51460000	CAMELS	2.4368
51560000	CAMELS	1.5381
51685000	CAMELS	1.8707
51750000	CAMELS	1.2128
51795000	CAMELS	0.9919
51820000	CAMELS	1.0260
51840000	CAMELS	1.2458
51870000	CAMELS	1.3118
51940000	CAMELS	0.7916
52050000	CAMELS	1.8974
52370000	CAMELS	2.4957
52404000	CAMELS	2.5325
52405000	CAMELS	2.5211
52570000	CAMELS	2.5827
52680000	CAMELS	2.4728
52695000	CAMELS	2.4392
52760000	CAMELS	1.8549
52790000	CAMELS	1.6310
52831000	CAMELS	2.2587
53050000	CAMELS	1.1556
53091000	CAMELS	1.0883
53125000	CAMELS	1.7406
53140000	CAMELS	1.6112
53160000	CAMELS	1.3741
53170000	CAMELS	1.4501
53180000	CAMELS	1.4440
53540001	CAMELS	1.8531
53620000	CAMELS	1.8455
53630000	CAMELS	1.8566
53650000	CAMELS	1.8914
53780000	CAMELS	1.8462
53880000	CAMELS	1.8608
53950000	CAMELS	1.8366
54010005	CAMELS	1.3189
54110002	CAMELS	1.5482
54150000	CAMELS	1.4581
54165000	CAMELS	1.7462
54195000	CAMELS	1.5593
54230000	CAMELS	1.2576
54260000	CAMELS	1.2601
54300000	CAMELS	1.3307
54390000	CAMELS	1.3530
54485000	CAMELS	1.5477
54500000	CAMELS	1.4686
54580000	CAMELS	1.5590
54590000	CAMELS	1.7041
54710000	CAMELS	1.5506
54730005	CAMELS	1.7540
54770000	CAMELS	1.6697
54780000	CAMELS	1.5847
55330000	CAMELS	1.6052
55340000	CAMELS	1.4882
55360000	CAMELS	1.3764
55370000	CAMELS	1.3603
55380000	CAMELS	1.3482
55460000	CAMELS	1.5356
55520001	CAMELS	1.3353
55560000	CAMELS	1.4331
55610000	CAMELS	1.3952
55630000	CAMELS	1.4057
55660000	CAMELS	1.5987
55699998	CAMELS	1.4778
55790000	CAMELS	1.4063
55895000	CAMELS	1.2701
55900000	CAMELS	1.3213
55920000	CAMELS	1.2597
55960000	CAMELS	1.2596
56028000	CAMELS	0.9339
56055000	CAMELS	0.8693
56065000	CAMELS	1.0606
56075000	CAMELS	0.9232
56085000	CAMELS	1.0720
56090000	CAMELS	1.0738
56110005	CAMELS	0.9688
56240000	CAMELS	0.9434
56335001	CAMELS	0.9621
56415000	CAMELS	1.0363
56425000	CAMELS	0.9952
56484998	CAMELS	1.1004
56510000	CAMELS	1.0991
56539000	CAMELS	1.0230
56570000	CAMELS	1.0990
56610000	CAMELS	0.8725
56640000	CAMELS	0.7432
56659998	CAMELS	0.8877
56696000	CAMELS	0.9268
56719998	CAMELS	0.9949
56750000	CAMELS	0.9546
56775000	CAMELS	0.9460
56787000	CAMELS	0.9408
56800000	CAMELS	0.9912
56825000	CAMELS	0.9828
56845000	CAMELS	0.9844
56846000	CAMELS	1.0347
56850000	CAMELS	1.0438
56860000	CAMELS	1.0748
56870000	CAMELS	1.2064
56891900	CAMELS	1.2367
56915500	CAMELS	1.3389
56920000	CAMELS	1.0900
56940002	CAMELS	1.1829
56960005	CAMELS	0.9908
56976000	CAMELS	1.0343
56978000	CAMELS	1.0686
56983000	CAMELS	1.0581
56988500	CAMELS	1.0915
56989001	CAMELS	1.2263
56990000	CAMELS	1.1938
56990990	CAMELS	1.0473
56991500	CAMELS	1.0965
56992000	CAMELS	1.1038
56993551	CAMELS	1.2207
56994500	CAMELS	1.0990
56994510	CAMELS	1.0990
56995500	CAMELS	1.2285
57040008	CAMELS	1.0473
57130000	CAMELS	1.0447
57170000	CAMELS	1.0047
57250000	CAMELS	1.0222
57300000	CAMELS	1.1432
57320000	CAMELS	1.0381
57350000	CAMELS	1.0826
57360000	CAMELS	1.1045
57370000	CAMELS	1.1044
57400000	CAMELS	1.0978
57420000	CAMELS	1.0135
57450000	CAMELS	1.0894
57460000	CAMELS	1.0852
57476500	CAMELS	1.1011
57490000	CAMELS	1.1250
57550000	CAMELS	1.0959
57580000	CAMELS	1.1108
57650000	CAMELS	1.1337
57700000	CAMELS	0.9259
57720000	CAMELS	0.9345
57740000	CAMELS	0.9851
57770000	CAMELS	1.0277
57830000	CAMELS	1.0201
57880000	CAMELS	1.0896
57930000	CAMELS	1.0644
58030000	CAMELS	0.9030
58040000	CAMELS	0.9047
58060000	CAMELS	0.7256
58142200	CAMELS	0.8645
58183000	CAMELS	0.9056
58204000	CAMELS	0.9064
58220000	CAMELS	0.8846
58258000	CAMELS	0.8103
58270000	CAMELS	0.8982
58300000	CAMELS	0.9188
58305001	CAMELS	0.8977
58380001	CAMELS	0.9034
58405000	CAMELS	0.7230
58420000	CAMELS	0.7771
58425000	CAMELS	0.7734
58434000	CAMELS	0.8020
58440000	CAMELS	0.7454
58480500	CAMELS	0.9118
58500000	CAMELS	0.8651
58516500	CAMELS	0.8705
58520000	CAMELS	0.8907
58530000	CAMELS	0.6885
58535000	CAMELS	0.7141
58542000	CAMELS	0.7919
58550001	CAMELS	0.8091
58560000	CAMELS	0.9467
58573000	CAMELS	0.9366
58585000	CAMELS	0.8716
58610000	CAMELS	0.8694
58620000	CAMELS	0.9617
58630002	CAMELS	0.8796
58645000	CAMELS	0.8364
58648001	CAMELS	1.0124
58658000	CAMELS	0.9128
58670002	CAMELS	0.9857
58710000	CAMELS	0.8876
58720000	CAMELS	0.8872
58730001	CAMELS	0.8766
58735000	CAMELS	0.9138
58736000	CAMELS	1.0580
58750000	CAMELS	0.8400
58755000	CAMELS	0.8519
58765001	CAMELS	0.8983
58770000	CAMELS	0.9675
58795000	CAMELS	0.9284
58825000	CAMELS	0.8505
58827000	CAMELS	0.8163
58846000	CAMELS	0.8984
58850000	CAMELS	0.9114
58870000	CAMELS	1.0250
58880001	CAMELS	0.9286
58910000	CAMELS	0.9221
58916000	CAMELS	0.9050
58917000	CAMELS	0.9084
58920000	CAMELS	0.9401
58930000	CAMELS	0.9589
58934000	CAMELS	0.9709
58940000	CAMELS	0.9501
58960000	CAMELS	1.0298
58974000	CAMELS	0.9501
59100000	CAMELS	1.0273
59120000	CAMELS	0.8284
59125000	CAMELS	0.8557
59240000	CAMELS	0.9406
59355000	CAMELS	0.7931
59370000	CAMELS	0.7922
59380000	CAMELS	0.6887
60010000	CAMELS	0.9674
60011000	CAMELS	0.9741
60100000	CAMELS	0.9431
60110000	CAMELS	0.9612
60130000	CAMELS	0.8704
60145000	CAMELS	0.9518
60220000	CAMELS	0.8325
60250000	CAMELS	0.8762
60265000	CAMELS	0.8777
60381000	CAMELS	0.9106
60435000	CAMELS	0.9786
60435100	CAMELS	1.0006
60435200	CAMELS	1.0428
60435300	CAMELS	1.1313
60436000	CAMELS	1.0202
60471200	CAMELS	1.1210
60473000	CAMELS	1.1146
60476100	CAMELS	1.1212
60477400	CAMELS	1.0508
60477600	CAMELS	1.0781
60478500	CAMELS	0.9783
60478600	CAMELS	1.0887
60490000	CAMELS	1.0827
60500000	CAMELS	0.9948
60615000	CAMELS	1.0520
60635000	CAMELS	0.9801
60640000	CAMELS	0.9960
60642000	CAMELS	0.8827
60650000	CAMELS	0.9691
60653000	CAMELS	0.8829
60654000	CAMELS	0.9117
60665000	CAMELS	0.9950
60680000	CAMELS	1.0035
60715000	CAMELS	1.0215
60750000	CAMELS	0.9926
60765000	CAMELS	0.9941
60772000	CAMELS	1.0002
60774000	CAMELS	0.9536
60778000	CAMELS	0.9261
60781000	CAMELS	0.9331
60790000	CAMELS	0.9310
60798000	CAMELS	0.9368
60810000	CAMELS	1.0240
60850000	CAMELS	0.9994
60855000	CAMELS	1.0171
60910000	CAMELS	0.9350
60925001	CAMELS	1.1339
60930000	CAMELS	0.9843
60940000	CAMELS	0.9829
60950000	CAMELS	1.0413
60960000	CAMELS	0.9837
60968000	CAMELS	1.0024
60970000	CAMELS	0.9962
61009000	CAMELS	0.8057
61012000	CAMELS	0.8726
61014000	CAMELS	0.6854
61024000	CAMELS	0.7316
61031000	CAMELS	0.8896
61045000	CAMELS	0.8596
61052000	CAMELS	0.8746
61060000	CAMELS	0.8349
61075000	CAMELS	0.8940
61078000	CAMELS	0.9121
61085000	CAMELS	0.7978
61090000	CAMELS	0.8229
61100000	CAMELS	0.8711
61105000	CAMELS	0.8840
61107000	CAMELS	0.8559
61115000	CAMELS	0.9098
61122000	CAMELS	0.8942
61135000	CAMELS	0.8656
61173000	CAMELS	0.9451
61175000	CAMELS	0.9939
61250000	CAMELS	0.7170
61280000	CAMELS	0.7962
61285000	CAMELS	0.7656
61295000	CAMELS	0.8010
61305000	CAMELS	0.7488
61320000	CAMELS	0.8015
61343000	CAMELS	0.7911
61350000	CAMELS	0.8141
61370000	CAMELS	0.8507
61390000	CAMELS	0.8433
61410000	CAMELS	0.8229
61460000	CAMELS	0.7941
61473000	CAMELS	0.7691
61500000	CAMELS	0.8214
61510000	CAMELS	0.8244
61520000	CAMELS	0.9713
61537000	CAMELS	0.8557
61565000	CAMELS	0.8466
61610000	CAMELS	0.9254
61700000	CAMELS	0.9320
61770000	CAMELS	0.9380
61795000	CAMELS	1.0084
61815000	CAMELS	0.9463
61826000	CAMELS	0.9425
61830000	CAMELS	0.9552
61886000	CAMELS	0.9463
61902000	CAMELS	1.0048
61910000	CAMELS	1.0316
61912000	CAMELS	1.0292
61915000	CAMELS	1.0443
61953001	CAMELS	1.2073
61956001	CAMELS	1.2367
62420000	CAMELS	1.1648
62477100	CAMELS	1.0069
62490000	CAMELS	0.9541
62600000	CAMELS	0.8492
62615000	CAMELS	0.8890
62622000	CAMELS	0.9450
62625000	CAMELS	0.9540
62670000	CAMELS	0.9499
62715000	CAMELS	1.0276
62760005	CAMELS	1.0437
62760150	CAMELS	1.0230
62767500	CAMELS	1.0390
63250000	CAMELS	1.0640
63350100	CAMELS	1.0788
63790000	CAMELS	1.3333
63950010	CAMELS	1.1144
63950100	CAMELS	1.1110
63955000	CAMELS	1.1115
63970000	CAMELS	1.1246
64040000	CAMELS	0.9575
64065000	CAMELS	0.9787
64075000	CAMELS	1.0854
64231000	CAMELS	0.8946
64315000	CAMELS	1.1662
64327000	CAMELS	1.1572
64360000	CAMELS	0.9518
64362000	CAMELS	0.9859
64370000	CAMELS	1.0332
64380000	CAMELS	0.9932
64382000	CAMELS	0.9864
64395000	CAMELS	1.2121
64442800	CAMELS	0.8420
64447000	CAMELS	0.8341
64453000	CAMELS	0.8383
64465000	CAMELS	0.8350
64477600	CAMELS	0.7987
64501000	CAMELS	0.8651
64507000	CAMELS	0.8728
64508500	CAMELS	1.0052
64550000	CAMELS	1.0833
64575003	CAMELS	1.0528
64613000	CAMELS	1.1099
64613800	CAMELS	1.0680
64614000	CAMELS	1.0285
64617000	CAMELS	1.0534
64618000	CAMELS	0.9468
64619950	CAMELS	0.7886
64620000	CAMELS	0.7888
64625000	CAMELS	0.8015
64645000	CAMELS	0.7958
64652000	CAMELS	0.8632
64655000	CAMELS	0.8189
64659000	CAMELS	0.8967
64660500	CAMELS	0.8472
64671000	CAMELS	0.7844
64673000	CAMELS	0.8642
64675002	CAMELS	0.8606
64682000	CAMELS	0.9858
64685000	CAMELS	0.8876
64693000	CAMELS	0.9132
64700000	CAMELS	0.8985
64717000	CAMELS	0.9429
64723000	CAMELS	0.9138
64764000	CAMELS	0.7519
64767000	CAMELS	0.7403
64771500	CAMELS	0.7463
64773000	CAMELS	0.7902
64775000	CAMELS	0.8202
64776100	CAMELS	0.7755
64785000	CAMELS	0.8129
64795000	CAMELS	0.7790
64799500	CAMELS	0.7837
64810000	CAMELS	0.9186
64815000	CAMELS	0.9208
64820000	CAMELS	0.8202
64830000	CAMELS	0.8300
64843000	CAMELS	1.0438
65006075	CAMELS	0.7984
65009000	CAMELS	0.7432
65010000	CAMELS	0.7137
65015400	CAMELS	0.6961
65021000	CAMELS	0.7687
65021770	CAMELS	0.7781
65024000	CAMELS	0.7658
65025000	CAMELS	0.7567
65027000	CAMELS	0.8178
65060000	CAMELS	0.7811
65095000	CAMELS	0.7841
65100000	CAMELS	0.7741
65135000	CAMELS	0.7544
65136550	CAMELS	0.8038
65180000	CAMELS	0.7488
65220000	CAMELS	0.7824
65310000	CAMELS	0.7882
65809000	CAMELS	0.7401
65855000	CAMELS	0.7325
65925000	CAMELS	0.6754
65945000	CAMELS	0.6895
65960000	CAMELS	0.6777
65979000	CAMELS	0.7182
65986000	CAMELS	0.7198
65987000	CAMELS	0.7354
65993000	CAMELS	0.7200
66006000	CAMELS	0.8753
66160000	CAMELS	1.0007
66260001	CAMELS	1.0852
67100000	CAMELS	1.2807
70100000	CAMELS	0.6191
70200000	CAMELS	0.6739
70300000	CAMELS	0.6712
70500000	CAMELS	0.6993
71200000	CAMELS	0.6368
71250000	CAMELS	0.6807
71300000	CAMELS	0.6523
71350001	CAMELS	0.6816
71383000	CAMELS	0.6816
71498000	CAMELS	0.7074
71550000	CAMELS	0.7099
72430000	CAMELS	0.7296
72630000	CAMELS	0.7181
72680000	CAMELS	0.7230
72715000	CAMELS	0.7322
72810000	CAMELS	0.7224
72849000	CAMELS	0.6992
72870000	CAMELS	0.7588
73300000	CAMELS	0.6292
73330000	CAMELS	0.6272
73350000	CAMELS	0.6225
73550000	CAMELS	0.7272
73600000	CAMELS	0.6401
73690001	CAMELS	0.6579
73765000	CAMELS	0.6763
73770000	CAMELS	0.6395
73780000	CAMELS	0.6110
73820000	CAMELS	0.6314
73900000	CAMELS	0.6518
73960000	CAMELS	0.6503
74100000	CAMELS	0.7088
74205000	CAMELS	0.7079
74270000	CAMELS	0.7109
74295000	CAMELS	0.6588
74320000	CAMELS	0.6519
74370000	CAMELS	0.7300
74460000	CAMELS	0.8348
74470000	CAMELS	0.7942
74700000	CAMELS	0.7041
74750000	CAMELS	0.7110
74800000	CAMELS	0.6904
74880000	CAMELS	0.7653
74900000	CAMELS	0.7646
75200000	CAMELS	0.7843
75205000	CAMELS	0.7600
75230000	CAMELS	0.7471
75295000	CAMELS	0.7574
75320000	CAMELS	0.7916
75450000	CAMELS	0.7404
75500000	CAMELS	0.7445
75550000	CAMELS	0.7240
75700000	CAMELS	0.8423
75780000	CAMELS	0.7197
76085000	CAMELS	0.7866
76100000	CAMELS	0.7789
76300000	CAMELS	0.7360
76310000	CAMELS	0.8122
76460000	CAMELS	0.6763
76750000	CAMELS	0.8187
77150000	CAMELS	0.7589
81019350	CAMELS	0.7285
81102000	CAMELS	0.7733
81107000	CAMELS	0.7836
81120000	CAMELS	0.7958
81125000	CAMELS	0.8720
81135000	CAMELS	0.8297
81140000	CAMELS	0.9281
81200000	CAMELS	0.8694
81335000	CAMELS	0.6932
81585000	CAMELS	0.6237
81683000	CAMELS	0.7880
82320000	CAMELS	0.7147
82350000	CAMELS	0.7770
82770000	CAMELS	0.6925
83029900	CAMELS	0.6835
83050000	CAMELS	0.6829
83105000	CAMELS	0.7118
83250000	CAMELS	0.7232
83300200	CAMELS	0.7145
83345000	CAMELS	0.7840
83440000	CAMELS	0.7887
83520000	CAMELS	0.7358
83675000	CAMELS	0.7110
83690000	CAMELS	0.7354
83800002	CAMELS	0.7298
83892990	CAMELS	0.7136
83892998	CAMELS	0.7132
84071000	CAMELS	0.6900
84095000	CAMELS	0.7449
84095500	CAMELS	0.7291
84150100	CAMELS	0.7040
84249998	CAMELS	0.7247
84300000	CAMELS	0.7447
84520000	CAMELS	0.6976
84520010	CAMELS	0.6992
84551000	CAMELS	0.7488
84559800	CAMELS	0.7258
84560000	CAMELS	0.7332
84580000	CAMELS	0.7454
84598002	CAMELS	0.7568
84600000	CAMELS	0.7691
85400000	CAMELS	0.8122
85438000	CAMELS	0.6936
85470000	CAMELS	0.8067
85480000	CAMELS	0.8499
85600000	CAMELS	0.7968
85610000	CAMELS	0.7623
85623000	CAMELS	0.8085
85642000	CAMELS	0.7827
85900000	CAMELS	0.8028
86100000	CAMELS	0.6458
86160000	CAMELS	0.6036
86410000	CAMELS	0.7455
86420000	CAMELS	0.6902
86480000	CAMELS	0.7440
86500000	CAMELS	0.7411
86510000	CAMELS	0.7048
86560000	CAMELS	0.7575
86580000	CAMELS	0.7586
86700000	CAMELS	0.8157
86745000	CAMELS	0.8282
87160000	CAMELS	0.6015
87170000	CAMELS	0.6445
87270000	CAMELS	0.6697
87317060	CAMELS	0.6358
87380000	CAMELS	0.7120
87382000	CAMELS	0.7226
87399000	CAMELS	0.7818
88750000	CAMELS	0.7967
88850000	CAMELS	0.8122
10121001	CAMELS	0.4076
10134001	CAMELS	0.4114
10137001	CAMELS	0.3939
1020003	CAMELS	3.4083
10356001	CAMELS	0.5498
10362001	CAMELS	0.5254
10363002	CAMELS	0.5751
10364001	CAMELS	0.4517
1050002	CAMELS	8.1624
11143001	CAMELS	1.0582
1201005	CAMELS	3.5898
12284002	CAMELS	1.0186
12284006	CAMELS	0.8410
12284007	CAMELS	1.0992
12285001	CAMELS	1.0881
12289002	CAMELS	1.0131
12582001	CAMELS	0.5508
12585001	CAMELS	0.6904
12622001	CAMELS	0.9532
12802001	CAMELS	1.4307
12805001	CAMELS	1.1436
12806001	CAMELS	1.0547
12876001	CAMELS	0.9795
2101001	CAMELS	10.7927
2105002	CAMELS	11.7289
3404001	CAMELS	10.9109
3414001	CAMELS	13.3328
3421001	CAMELS	9.2297
3430001	CAMELS	9.6549
3431001	CAMELS	11.8678
3453001	CAMELS	14.3831
3804002	CAMELS	9.0261
3806001	CAMELS	9.9061
3814003	CAMELS	8.5873
3820003	CAMELS	9.6990
4301002	CAMELS	4.4171
4302001	CAMELS	4.5021
4308001	CAMELS	4.7796
4311001	CAMELS	3.8826
4313001	CAMELS	4.0331
4314002	CAMELS	4.0868
4320001	CAMELS	4.2438
4323001	CAMELS	4.6849
4400001	CAMELS	10.0520
4501001	CAMELS	2.8556
4511002	CAMELS	3.7325
4512001	CAMELS	4.3029
4513001	CAMELS	4.2753
4520001	CAMELS	2.5698
4523002	CAMELS	3.3118
4530001	CAMELS	3.6881
4537001	CAMELS	3.6523
4703002	CAMELS	2.9821
4712001	CAMELS	3.5455
4716004	CAMELS	3.0349
4721001	CAMELS	3.2875
4723001	CAMELS	2.9983
4726001	CAMELS	4.1030
5100001	CAMELS	2.4894
5101001	CAMELS	4.9189
5200001	CAMELS	2.9688
5406001	CAMELS	2.3701
5410005	CAMELS	2.1384
5411001	CAMELS	1.9035
5414001	CAMELS	2.4273
5421002	CAMELS	3.4204
5702001	CAMELS	1.3647
5716001	CAMELS	1.8008
5721001	CAMELS	1.9097
5722001	CAMELS	2.1953
5722002	CAMELS	2.0147
5737002	CAMELS	2.1414
5746001	CAMELS	2.3607
5748001	CAMELS	2.0887
6011001	CAMELS	1.3085
6018001	CAMELS	1.4237
6027001	CAMELS	1.3023
7123001	CAMELS	1.3384
7332001	CAMELS	0.9187
7335002	CAMELS	1.0888
7336001	CAMELS	1.1155
7339001	CAMELS	1.4437
7359001	CAMELS	1.2163
7381001	CAMELS	1.5261
7383001	CAMELS	1.1308
8114001	CAMELS	0.8747
8124001	CAMELS	0.6903
8124002	CAMELS	0.6955
8132001	CAMELS	0.8188
8134003	CAMELS	0.8331
8135002	CAMELS	0.9314
8141001	CAMELS	1.0798
8220001	CAMELS	1.1369
8317002	CAMELS	0.6062
8343001	CAMELS	0.6312
8351001	CAMELS	0.5058
8358001	CAMELS	0.7942
8394001	CAMELS	0.7250
8910001	CAMELS	0.6768
9102001	CAMELS	0.9683
9104001	CAMELS	0.6132
9104002	CAMELS	0.6763
9106001	CAMELS	0.5707
9107001	CAMELS	0.6012
9113001	CAMELS	0.8343
9116001	CAMELS	0.7995
9122002	CAMELS	0.5890
9127001	CAMELS	0.6213
9129002	CAMELS	0.5896
9134001	CAMELS	0.5013
9135001	CAMELS	0.5108
9140001	CAMELS	0.6190
9433001	CAMELS	0.5545
9434001	CAMELS	0.4731
9436001	CAMELS	0.6375
10002	CAMELS	0.6869
10003	CAMELS	0.6648
101002	CAMELS	0.8629
101005	CAMELS	0.8457
102001	CAMELS	0.6429
11001	CAMELS	0.5824
11003	CAMELS	0.5177
11004	CAMELS	0.6327
12001	CAMELS	0.4301
12002	CAMELS	0.4625
12005	CAMELS	0.3939
12006	CAMELS	0.4303
12007	CAMELS	0.3450
12008	CAMELS	0.5697
13001	CAMELS	0.6241
13004	CAMELS	0.4471
13005	CAMELS	0.6914
13007	CAMELS	0.5600
13008	CAMELS	0.4647
14001	CAMELS	0.6927
14002	CAMELS	0.6300
14005	CAMELS	0.7210
15006	CAMELS	0.3273
15007	CAMELS	0.2559
15010	CAMELS	0.4803
15011	CAMELS	0.2344
15012	CAMELS	0.2806
15013	CAMELS	0.4672
15014	CAMELS	0.4113
15021	CAMELS	0.5374
15023	CAMELS	0.3694
15025	CAMELS	0.4248
15030	CAMELS	0.6222
16001	CAMELS	0.3472
16003	CAMELS	0.2956
16004	CAMELS	0.3778
17001	CAMELS	0.3945
17003	CAMELS	0.4121
17004	CAMELS	0.7154
17005	CAMELS	0.4565
17015	CAMELS	0.5180
18001	CAMELS	0.4253
18002	CAMELS	0.4965
18003	CAMELS	0.2669
18010	CAMELS	0.3309
18011	CAMELS	0.3009
18014	CAMELS	0.4084
19001	CAMELS	0.5023
19006	CAMELS	0.5274
19017	CAMELS	0.6128
19020	CAMELS	0.4070
20002	CAMELS	0.7634
20003	CAMELS	0.5923
20007	CAMELS	0.5441
2001	CAMELS	0.4346
21003	CAMELS	0.4232
21006	CAMELS	0.4198
21008	CAMELS	0.4853
21009	CAMELS	0.4977
21011	CAMELS	0.4066
21012	CAMELS	0.4313
21013	CAMELS	0.4994
21015	CAMELS	0.5573
21016	CAMELS	0.7280
21018	CAMELS	0.4881
21022	CAMELS	0.6052
21023	CAMELS	0.7198
21024	CAMELS	0.5010
21027	CAMELS	0.6496
22001	CAMELS	0.5772
22006	CAMELS	0.7805
22007	CAMELS	0.6763
22009	CAMELS	0.5177
23001	CAMELS	0.4864
23004	CAMELS	0.4405
23006	CAMELS	0.4069
23007	CAMELS	0.5994
23008	CAMELS	0.4668
23011	CAMELS	0.4365
23016	CAMELS	0.8589
24001	CAMELS	0.5625
24003	CAMELS	0.4231
24004	CAMELS	0.5368
24005	CAMELS	0.7130
25001	CAMELS	0.4625
25006	CAMELS	0.3697
25012	CAMELS	0.3605
25020	CAMELS	0.7964
25021	CAMELS	0.7676
26003	CAMELS	0.8513
26005	CAMELS	0.8093
26008	CAMELS	0.9114
26009	CAMELS	0.8433
27001	CAMELS	0.5811
27002	CAMELS	0.4453
27003	CAMELS	0.5723
27006	CAMELS	0.5933
27007	CAMELS	0.4482
27009	CAMELS	0.5864
27021	CAMELS	0.6914
27023	CAMELS	0.6336
27025	CAMELS	0.7534
27026	CAMELS	0.6993
27029	CAMELS	0.4712
27030	CAMELS	0.7001
27032	CAMELS	0.4011
27034	CAMELS	0.4079
27035	CAMELS	0.4504
27041	CAMELS	0.7328
27042	CAMELS	0.6434
27043	CAMELS	0.3992
27049	CAMELS	0.6823
27051	CAMELS	0.7088
27062	CAMELS	0.6156
27064	CAMELS	0.8533
27065	CAMELS	0.5204
27071	CAMELS	0.6194
27077	CAMELS	0.6047
27079	CAMELS	0.5777
27080	CAMELS	0.5409
27084	CAMELS	0.4887
27087	CAMELS	0.7812
28001	CAMELS	0.4689
28008	CAMELS	0.6303
28009	CAMELS	0.7591
28012	CAMELS	0.7702
28015	CAMELS	0.8818
28018	CAMELS	0.6726
28022	CAMELS	0.7698
28024	CAMELS	0.9116
28026	CAMELS	0.8883
28031	CAMELS	0.5900
28039	CAMELS	0.6794
28040	CAMELS	0.7178
28043	CAMELS	0.5179
28044	CAMELS	0.8039
28046	CAMELS	0.5477
28048	CAMELS	0.7422
28050	CAMELS	0.9293
28052	CAMELS	0.7708
28056	CAMELS	0.9056
28060	CAMELS	0.9254
28066	CAMELS	0.8325
28067	CAMELS	0.5978
28072	CAMELS	0.9160
28080	CAMELS	0.7668
28081	CAMELS	0.6920
28082	CAMELS	0.9131
28085	CAMELS	0.5867
28091	CAMELS	0.8763
28093	CAMELS	0.9535
29002	CAMELS	0.9430
29003	CAMELS	0.9051
29005	CAMELS	0.9306
29009	CAMELS	0.9720
30001	CAMELS	0.9107
30004	CAMELS	0.9135
30011	CAMELS	0.8604
30012	CAMELS	0.9363
30014	CAMELS	1.0028
30015	CAMELS	0.8965
3003	CAMELS	0.2489
31002	CAMELS	0.9215
31006	CAMELS	0.9694
31010	CAMELS	0.9538
31021	CAMELS	0.9728
31023	CAMELS	0.9124
31025	CAMELS	0.9528
32003	CAMELS	1.0554
32004	CAMELS	0.9546
32006	CAMELS	0.9592
32008	CAMELS	0.9206
33006	CAMELS	0.9057
33007	CAMELS	0.8678
33012	CAMELS	0.9989
33013	CAMELS	0.9959
33014	CAMELS	0.9789
33018	CAMELS	0.9449
33019	CAMELS	0.9524
33020	CAMELS	0.9625
33021	CAMELS	1.0211
33022	CAMELS	0.9875
33023	CAMELS	1.0096
33024	CAMELS	1.0235
33026	CAMELS	1.0027
33028	CAMELS	0.9959
33029	CAMELS	0.9006
33031	CAMELS	0.9410
33032	CAMELS	0.8757
33033	CAMELS	0.9782
33034	CAMELS	0.9702
33035	CAMELS	0.9824
33039	CAMELS	0.9606
33053	CAMELS	0.9921
33054	CAMELS	0.9385
33058	CAMELS	0.9747
34002	CAMELS	0.9921
34003	CAMELS	0.9010
34004	CAMELS	0.8932
34005	CAMELS	0.9104
34006	CAMELS	0.9992
34007	CAMELS	1.0131
34008	CAMELS	0.9306
34010	CAMELS	1.0067
34011	CAMELS	0.8518
34012	CAMELS	0.8643
35003	CAMELS	1.0254
35008	CAMELS	1.0377
36003	CAMELS	1.0404
36006	CAMELS	1.0251
36009	CAMELS	0.9802
36010	CAMELS	0.9920
36011	CAMELS	0.9796
37001	CAMELS	1.0356
37003	CAMELS	1.0566
37005	CAMELS	1.0347
37008	CAMELS	1.0388
37009	CAMELS	1.0839
37010	CAMELS	1.1069
37011	CAMELS	1.0298
37018	CAMELS	1.0450
37019	CAMELS	1.0831
37020	CAMELS	1.0229
37031	CAMELS	1.0850
37033	CAMELS	1.0818
38001	CAMELS	1.0009
38003	CAMELS	0.9551
38004	CAMELS	0.9824
38007	CAMELS	1.0347
38012	CAMELS	0.9673
38014	CAMELS	0.9925
38017	CAMELS	0.9727
38018	CAMELS	0.9897
38021	CAMELS	1.0247
38026	CAMELS	1.0365
38029	CAMELS	0.9976
38030	CAMELS	0.9901
39001	CAMELS	0.8855
39002	CAMELS	0.8770
39004	CAMELS	0.8847
39005	CAMELS	0.9883
39006	CAMELS	0.8150
39007	CAMELS	0.8561
39008	CAMELS	0.8406
39010	CAMELS	0.9389
39011	CAMELS	0.7747
39012	CAMELS	0.9963
39014	CAMELS	0.9241
39015	CAMELS	0.8149
39016	CAMELS	0.8545
39017	CAMELS	0.9714
39019	CAMELS	0.8744
39020	CAMELS	0.7210
39021	CAMELS	0.9164
39022	CAMELS	0.8191
39023	CAMELS	0.8498
39025	CAMELS	0.8573
39027	CAMELS	0.8869
39028	CAMELS	0.8406
39029	CAMELS	0.9038
39034	CAMELS	0.8930
39035	CAMELS	0.7270
39036	CAMELS	0.9019
39037	CAMELS	0.8415
39042	CAMELS	0.8768
39049	CAMELS	0.9892
39052	CAMELS	0.9236
39054	CAMELS	0.8674
39056	CAMELS	0.9055
39065	CAMELS	0.8913
39069	CAMELS	0.8852
39072	CAMELS	0.8792
39078	CAMELS	0.7854
39081	CAMELS	0.9431
39087	CAMELS	0.9078
39088	CAMELS	0.8799
39095	CAMELS	1.0161
39099	CAMELS	0.8047
39101	CAMELS	0.8588
39105	CAMELS	0.9149
40003	CAMELS	0.8852
40004	CAMELS	0.8664
40005	CAMELS	0.9440
40007	CAMELS	0.8460
40009	CAMELS	0.8587
4001	CAMELS	0.2238
40010	CAMELS	0.8664
40011	CAMELS	0.9010
40012	CAMELS	0.9060
40013	CAMELS	0.8840
40016	CAMELS	0.9653
40017	CAMELS	0.9139
40018	CAMELS	0.8391
40020	CAMELS	0.8417
4003	CAMELS	0.2888
40033	CAMELS	0.9693
4005	CAMELS	0.2098
4006	CAMELS	0.2132
41001	CAMELS	0.8557
41003	CAMELS	0.8593
41004	CAMELS	0.9082
41005	CAMELS	0.8707
41006	CAMELS	0.8892
41009	CAMELS	0.8085
41011	CAMELS	0.7729
41012	CAMELS	0.8500
41013	CAMELS	0.8788
41014	CAMELS	0.9479
41016	CAMELS	0.8704
41019	CAMELS	0.8560
41020	CAMELS	0.7476
41022	CAMELS	0.8071
41023	CAMELS	0.8183
41025	CAMELS	0.8407
41027	CAMELS	0.7322
41028	CAMELS	0.8135
41029	CAMELS	0.8544
42001	CAMELS	0.8350
42003	CAMELS	0.8434
42004	CAMELS	0.8784
42006	CAMELS	0.8330
42008	CAMELS	0.7786
42010	CAMELS	0.8169
42011	CAMELS	0.8437
42016	CAMELS	0.8082
42017	CAMELS	0.8341
42024	CAMELS	0.8575
43005	CAMELS	0.8555
43006	CAMELS	0.7906
43007	CAMELS	0.8168
43008	CAMELS	0.8035
43009	CAMELS	0.8060
43014	CAMELS	0.8507
43017	CAMELS	0.8495
43018	CAMELS	0.8447
43021	CAMELS	0.8463
44001	CAMELS	0.7887
44002	CAMELS	0.8212
44006	CAMELS	0.7626
45001	CAMELS	0.5454
45003	CAMELS	0.6793
45004	CAMELS	0.7282
45005	CAMELS	0.6786
45009	CAMELS	0.4792
45012	CAMELS	0.6551
47001	CAMELS	0.6125
47004	CAMELS	0.6095
47005	CAMELS	0.6224
47008	CAMELS	0.6252
47009	CAMELS	0.6662
47018	CAMELS	0.5926
48003	CAMELS	0.6370
48005	CAMELS	0.6901
48011	CAMELS	0.6079
49001	CAMELS	0.6150
49002	CAMELS	0.6725
49004	CAMELS	0.7038
50001	CAMELS	0.5640
50002	CAMELS	0.6008
50006	CAMELS	0.5045
50007	CAMELS	0.5752
50008	CAMELS	0.5965
5003	CAMELS	0.2046
51001	CAMELS	0.5932
52004	CAMELS	0.7439
52005	CAMELS	0.6295
52006	CAMELS	0.7905
52007	CAMELS	0.7815
52009	CAMELS	0.7392
52010	CAMELS	0.7585
52011	CAMELS	0.8174
52015	CAMELS	0.6997
52016	CAMELS	0.6116
53005	CAMELS	0.7597
53006	CAMELS	0.7898
53007	CAMELS	0.7348
53008	CAMELS	0.8093
53009	CAMELS	0.7574
53013	CAMELS	0.8835
53017	CAMELS	0.7710
53018	CAMELS	0.8151
53023	CAMELS	0.7947
53028	CAMELS	0.8035
54001	CAMELS	0.6326
54002	CAMELS	0.9069
54003	CAMELS	0.4190
54004	CAMELS	0.9153
54005	CAMELS	0.5159
54007	CAMELS	0.8079
54008	CAMELS	0.6339
54012	CAMELS	0.8404
54015	CAMELS	0.8027
54016	CAMELS	0.8508
54017	CAMELS	0.8230
54018	CAMELS	0.7063
54019	CAMELS	0.9408
54020	CAMELS	0.7894
54024	CAMELS	0.7417
54025	CAMELS	0.4127
54027	CAMELS	0.7786
54028	CAMELS	0.5058
54029	CAMELS	0.6482
54032	CAMELS	0.6472
54034	CAMELS	0.6970
54036	CAMELS	0.8215
54038	CAMELS	0.4969
54044	CAMELS	0.8033
54048	CAMELS	0.9145
54049	CAMELS	0.9412
54057	CAMELS	0.7063
54060	CAMELS	0.8685
54080	CAMELS	0.3995
54095	CAMELS	0.6194
54096	CAMELS	0.7351
55002	CAMELS	0.4595
55007	CAMELS	0.4109
55013	CAMELS	0.5137
55014	CAMELS	0.5519
55016	CAMELS	0.4802
55018	CAMELS	0.7761
55021	CAMELS	0.6667
55023	CAMELS	0.5712
55025	CAMELS	0.5292
55026	CAMELS	0.3724
55029	CAMELS	0.6383
55032	CAMELS	0.3412
56001	CAMELS	0.4558
56002	CAMELS	0.5032
56012	CAMELS	0.4592
56013	CAMELS	0.4179
57007	CAMELS	0.4197
57008	CAMELS	0.4885
57009	CAMELS	0.5586
58009	CAMELS	0.5362
60002	CAMELS	0.4411
60005	CAMELS	0.4260
60010	CAMELS	0.4253
6007	CAMELS	0.2548
6008	CAMELS	0.2609
61002	CAMELS	0.5920
62001	CAMELS	0.4551
63001	CAMELS	0.3931
64006	CAMELS	0.3570
65005	CAMELS	0.5452
66001	CAMELS	0.5945
66004	CAMELS	0.6517
66006	CAMELS	0.4894
67006	CAMELS	0.4433
67008	CAMELS	0.6586
67015	CAMELS	0.4696
67025	CAMELS	0.6760
68001	CAMELS	0.8276
68003	CAMELS	0.7422
68004	CAMELS	0.8307
68005	CAMELS	0.8410
68020	CAMELS	0.8089
69002	CAMELS	0.4967
69007	CAMELS	0.5864
69012	CAMELS	0.6021
69015	CAMELS	0.5221
69017	CAMELS	0.5294
69023	CAMELS	0.5054
69027	CAMELS	0.5355
69030	CAMELS	0.6723
69032	CAMELS	0.6986
70002	CAMELS	0.5679
7001	CAMELS	0.3359
7002	CAMELS	0.4029
7003	CAMELS	0.6003
7005	CAMELS	0.5067
7006	CAMELS	0.5470
71001	CAMELS	0.4276
71004	CAMELS	0.4614
71006	CAMELS	0.4164
71008	CAMELS	0.3986
71014	CAMELS	0.4895
72002	CAMELS	0.4405
72004	CAMELS	0.3784
72007	CAMELS	0.4587
72009	CAMELS	0.3683
72014	CAMELS	0.4221
73005	CAMELS	0.3628
73011	CAMELS	0.3820
73015	CAMELS	0.4126
75004	CAMELS	0.3518
75017	CAMELS	0.4845
76003	CAMELS	0.3943
76005	CAMELS	0.4235
76007	CAMELS	0.4724
76008	CAMELS	0.5197
76011	CAMELS	0.5005
77002	CAMELS	0.3790
77003	CAMELS	0.4549
77004	CAMELS	0.3933
78003	CAMELS	0.4010
78006	CAMELS	0.3553
79002	CAMELS	0.3392
79003	CAMELS	0.3184
79004	CAMELS	0.3393
79005	CAMELS	0.3516
79006	CAMELS	0.3283
80001	CAMELS	0.4319
8004	CAMELS	0.4429
8005	CAMELS	0.3216
8006	CAMELS	0.3876
8009	CAMELS	0.3718
8011	CAMELS	0.4517
81002	CAMELS	0.3719
81003	CAMELS	0.3941
81004	CAMELS	0.4536
82001	CAMELS	0.4008
82003	CAMELS	0.3877
83003	CAMELS	0.3506
83004	CAMELS	0.3616
83006	CAMELS	0.3865
83007	CAMELS	0.4509
83009	CAMELS	0.3605
83010	CAMELS	0.3791
83013	CAMELS	0.4012
84001	CAMELS	0.3956
84004	CAMELS	0.3771
84005	CAMELS	0.3815
84008	CAMELS	0.4135
84009	CAMELS	0.4045
84012	CAMELS	0.4075
84013	CAMELS	0.3899
84014	CAMELS	0.3863
84016	CAMELS	0.4229
84018	CAMELS	0.3771
84019	CAMELS	0.4123
84020	CAMELS	0.3606
84022	CAMELS	0.3475
84030	CAMELS	0.4101
9002	CAMELS	0.6086
9003	CAMELS	0.6189
9004	CAMELS	0.5810
9005	CAMELS	0.5133
94001	CAMELS	0.2250
96001	CAMELS	0.4283
96002	CAMELS	0.3597
97002	CAMELS	0.4765
10023000	CAMELS	2.2307
1013500	CAMELS	0.6471
10166430	CAMELS	2.3694
10172700	CAMELS	2.9600
10172800	CAMELS	2.3085
10173450	CAMELS	2.0957
10205030	CAMELS	2.3481
1022500	CAMELS	0.6136
10234500	CAMELS	2.3481
10242000	CAMELS	3.0083
10244950	CAMELS	2.4680
10249300	CAMELS	4.0679
10258000	CAMELS	6.4474
10258500	CAMELS	4.8552
10259000	CAMELS	2.8783
10259200	CAMELS	4.3558
10263500	CAMELS	2.6812
1030500	CAMELS	0.6659
10310500	CAMELS	2.1745
1031500	CAMELS	0.6484
10316500	CAMELS	1.9350
10329500	CAMELS	2.8510
10336645	CAMELS	1.0752
10336740	CAMELS	1.8744
10343500	CAMELS	1.2386
10396000	CAMELS	2.4799
1047000	CAMELS	0.6397
1052500	CAMELS	0.5947
1054200	CAMELS	0.5195
1055000	CAMELS	0.6157
1057000	CAMELS	0.6203
1073000	CAMELS	0.7136
1078000	CAMELS	0.6983
11098000	CAMELS	2.5354
11124500	CAMELS	1.9709
11141280	CAMELS	2.2018
11143000	CAMELS	1.2446
11148900	CAMELS	1.7639
11151300	CAMELS	2.6769
11162500	CAMELS	1.3193
11176400	CAMELS	1.6523
11180500	CAMELS	2.3838
11180960	CAMELS	1.9431
1118300	CAMELS	0.7138
1121000	CAMELS	0.6906
11224500	CAMELS	2.4599
1123000	CAMELS	0.6798
11230500	CAMELS	1.4627
11237500	CAMELS	1.2303
11253310	CAMELS	2.5037
11264500	CAMELS	1.2996
11266500	CAMELS	1.3186
11274500	CAMELS	2.3689
11274630	CAMELS	2.0226
11284400	CAMELS	1.2425
11299600	CAMELS	1.5610
1134500	CAMELS	0.6338
1137500	CAMELS	0.5016
11381500	CAMELS	0.8899
11383500	CAMELS	0.7983
1139000	CAMELS	0.7146
1139800	CAMELS	0.6400
1142500	CAMELS	0.6536
1144000	CAMELS	0.6479
11451100	CAMELS	1.0407
11468500	CAMELS	0.8528
11473900	CAMELS	0.7560
11475560	CAMELS	0.6705
11476600	CAMELS	0.5163
11478500	CAMELS	0.6196
11480390	CAMELS	0.7025
11481200	CAMELS	0.6294
11482500	CAMELS	0.5862
11522500	CAMELS	0.7923
11523200	CAMELS	0.8370
11528700	CAMELS	0.7484
1162500	CAMELS	0.7105
1169000	CAMELS	0.6133
1170100	CAMELS	0.6281
1181000	CAMELS	0.6505
1187300	CAMELS	0.6638
1195100	CAMELS	0.7075
12013500	CAMELS	0.3314
12020000	CAMELS	0.3494
12025000	CAMELS	0.4560
12025700	CAMELS	0.4119
12043000	CAMELS	0.2439
12048000	CAMELS	0.2767
12054000	CAMELS	0.2615
12073500	CAMELS	0.5811
12082500	CAMELS	0.3435
12092000	CAMELS	0.3111
12095000	CAMELS	0.4059
12115000	CAMELS	0.3413
12115500	CAMELS	0.3345
12117000	CAMELS	0.3385
12145500	CAMELS	0.3668
12374250	CAMELS	1.3151
12381400	CAMELS	1.3040
12383500	CAMELS	1.4477
12388400	CAMELS	1.7008
12390700	CAMELS	0.8779
12411000	CAMELS	0.8139
12414500	CAMELS	0.8365
12447390	CAMELS	0.9416
12488500	CAMELS	0.4484
13011500	CAMELS	1.2480
13011900	CAMELS	1.3978
13018300	CAMELS	1.3519
13023000	CAMELS	1.5882
13083000	CAMELS	2.2537
13161500	CAMELS	2.2868
13310700	CAMELS	1.2491
13313000	CAMELS	1.2921
1333000	CAMELS	0.6747
13338500	CAMELS	1.1529
13340000	CAMELS	1.2576
1350000	CAMELS	0.6578
1350080	CAMELS	0.7225
1350140	CAMELS	0.7272
1365000	CAMELS	0.6005
14020000	CAMELS	1.1842
14092750	CAMELS	0.5618
14096850	CAMELS	0.9110
1411300	CAMELS	0.8876
1413500	CAMELS	0.6507
14137000	CAMELS	0.3975
14138870	CAMELS	0.3778
14141500	CAMELS	0.3935
1414500	CAMELS	0.6346
1415000	CAMELS	0.6862
14154500	CAMELS	0.5395
14166500	CAMELS	0.5128
14182500	CAMELS	0.3642
14185000	CAMELS	0.4125
14187000	CAMELS	0.4416
14222500	CAMELS	0.3419
1423000	CAMELS	0.6979
14236200	CAMELS	0.3564
14301000	CAMELS	0.3739
14303200	CAMELS	0.3250
14305500	CAMELS	0.3043
14306340	CAMELS	0.3887
14306500	CAMELS	0.3856
14308990	CAMELS	0.7849
14309500	CAMELS	0.5417
14316700	CAMELS	0.5780
14325000	CAMELS	0.4942
1434025	CAMELS	0.5817
1435000	CAMELS	0.6070
14362250	CAMELS	0.9629
1439500	CAMELS	0.7179
1440000	CAMELS	0.7181
1440400	CAMELS	0.6989
1451800	CAMELS	0.7488
1466500	CAMELS	0.8374
1484100	CAMELS	0.8571
1485500	CAMELS	0.8944
1486000	CAMELS	0.9192
1487000	CAMELS	0.8672
1491000	CAMELS	0.8649
1510000	CAMELS	0.6925
1516500	CAMELS	0.8267
1518862	CAMELS	0.7862
1532000	CAMELS	0.8223
1539000	CAMELS	0.7848
1542810	CAMELS	0.7242
1543000	CAMELS	0.7317
1543500	CAMELS	0.7460
1544500	CAMELS	0.7652
1545600	CAMELS	0.7998
1547700	CAMELS	0.7981
1548500	CAMELS	0.7882
1549500	CAMELS	0.8130
1550000	CAMELS	0.8051
1552000	CAMELS	0.7908
1552500	CAMELS	0.7652
1557500	CAMELS	0.7992
1567500	CAMELS	0.8153
1568000	CAMELS	0.8087
1580000	CAMELS	0.8306
1583500	CAMELS	0.8306
1586610	CAMELS	0.8603
1591400	CAMELS	0.8687
1594950	CAMELS	0.7048
1596500	CAMELS	0.8002
1605500	CAMELS	0.8393
1606500	CAMELS	0.8255
1613050	CAMELS	0.8845
1620500	CAMELS	0.8728
1632000	CAMELS	0.9851
1632900	CAMELS	0.9938
1634500	CAMELS	0.9464
1638480	CAMELS	0.9319
1639500	CAMELS	0.8522
1644000	CAMELS	0.9267
1658500	CAMELS	0.9714
1664000	CAMELS	0.9322
1666500	CAMELS	0.9034
1667500	CAMELS	0.9038
1669000	CAMELS	0.9483
1669520	CAMELS	0.9362
2011400	CAMELS	0.8181
2011460	CAMELS	0.7703
2013000	CAMELS	0.9061
2014000	CAMELS	0.9151
2015700	CAMELS	0.8519
2016000	CAMELS	0.8834
2017500	CAMELS	0.9362
2018000	CAMELS	0.9536
2027000	CAMELS	0.8745
2027500	CAMELS	0.8715
2028500	CAMELS	0.9057
2038850	CAMELS	0.9461
2046000	CAMELS	0.9420
2051000	CAMELS	0.9090
2051500	CAMELS	0.9543
2053200	CAMELS	0.9547
2053800	CAMELS	0.8935
2055100	CAMELS	1.0186
2056900	CAMELS	0.9129
2059500	CAMELS	0.9761
2064000	CAMELS	0.9434
2065500	CAMELS	0.9361
2069700	CAMELS	0.8487
2070000	CAMELS	0.8754
2074500	CAMELS	0.9466
2077200	CAMELS	0.9507
2081500	CAMELS	0.9693
2082950	CAMELS	0.9662
2092500	CAMELS	0.8956
2096846	CAMELS	0.9485
2102908	CAMELS	0.9604
2108000	CAMELS	0.8937
2111180	CAMELS	0.7909
2111500	CAMELS	0.8072
2112120	CAMELS	0.8368
2112360	CAMELS	0.8922
2118500	CAMELS	0.9092
2125000	CAMELS	0.9524
2128000	CAMELS	0.9719
2137727	CAMELS	0.7961
2140991	CAMELS	0.8044
2143000	CAMELS	0.8888
2143040	CAMELS	0.8954
2149000	CAMELS	0.8229
2152100	CAMELS	0.8724
2177000	CAMELS	0.6039
2178400	CAMELS	0.6074
2193340	CAMELS	1.0058
2196000	CAMELS	0.9834
2198100	CAMELS	1.0701
2202600	CAMELS	1.0801
2212600	CAMELS	0.9719
2215100	CAMELS	1.0936
2216180	CAMELS	1.0998
2221525	CAMELS	0.9604
2231000	CAMELS	1.0328
2231342	CAMELS	1.1630
2235200	CAMELS	1.1177
2245500	CAMELS	1.0940
2246000	CAMELS	1.0602
2296500	CAMELS	1.2072
2297155	CAMELS	1.1643
2297310	CAMELS	1.1575
2298123	CAMELS	1.2029
2298608	CAMELS	1.1657
2299950	CAMELS	1.1665
2300700	CAMELS	1.1912
2310947	CAMELS	1.1753
2312200	CAMELS	1.1620
2314500	CAMELS	1.0403
2315500	CAMELS	1.0436
2324400	CAMELS	1.0023
2327100	CAMELS	0.8758
2342933	CAMELS	0.9454
2349900	CAMELS	1.0686
2350900	CAMELS	1.0047
2361000	CAMELS	0.9725
2363000	CAMELS	0.9489
2369800	CAMELS	0.8168
2371500	CAMELS	0.9318
2372250	CAMELS	0.9135
2374500	CAMELS	0.8482
2381600	CAMELS	0.7252
2384540	CAMELS	0.7569
2395120	CAMELS	0.8735
2408540	CAMELS	0.8454
2415000	CAMELS	0.8263
2422500	CAMELS	0.8789
2427250	CAMELS	0.9068
2430085	CAMELS	0.8178
2430615	CAMELS	0.8123
2450250	CAMELS	0.7900
2464000	CAMELS	0.8086
2464146	CAMELS	0.8232
2464360	CAMELS	0.8239
2465493	CAMELS	0.8776
2469800	CAMELS	0.8719
2472000	CAMELS	0.8748
2472500	CAMELS	0.8788
2479155	CAMELS	0.8553
2479300	CAMELS	0.8274
2479560	CAMELS	0.8332
2481000	CAMELS	0.8244
2481510	CAMELS	0.8355
3010655	CAMELS	0.7636
3011800	CAMELS	0.6876
3015500	CAMELS	0.6892
3021350	CAMELS	0.6815
3026500	CAMELS	0.6924
3028000	CAMELS	0.6927
3049000	CAMELS	0.8106
3049800	CAMELS	0.8603
3050000	CAMELS	0.6899
3066000	CAMELS	0.7077
3069500	CAMELS	0.7140
3070500	CAMELS	0.7557
3076600	CAMELS	0.7537
3078000	CAMELS	0.7603
3140000	CAMELS	0.8734
3144000	CAMELS	0.8670
3159540	CAMELS	0.8492
3161000	CAMELS	0.7478
3164000	CAMELS	0.8149
3165000	CAMELS	0.9211
3170000	CAMELS	0.9268
3173000	CAMELS	0.9816
3180500	CAMELS	0.7179
3182500	CAMELS	0.7341
3186500	CAMELS	0.6463
3187500	CAMELS	0.6486
3213700	CAMELS	0.8452
3237280	CAMELS	0.8545
3237500	CAMELS	0.8667
3238500	CAMELS	0.8621
3241500	CAMELS	0.9233
3280700	CAMELS	0.8248
3281100	CAMELS	0.7708
3281500	CAMELS	0.8226
3285000	CAMELS	0.8260
3291780	CAMELS	0.8563
3300400	CAMELS	0.8313
3338780	CAMELS	0.9503
3340800	CAMELS	0.9114
3346000	CAMELS	0.9283
3357350	CAMELS	0.8899
3364500	CAMELS	0.8640
3366500	CAMELS	0.8508
3368000	CAMELS	0.8405
3384450	CAMELS	0.8801
3439000	CAMELS	0.5920
3450000	CAMELS	0.7830
3455500	CAMELS	0.5813
3456500	CAMELS	0.6484
3460000	CAMELS	0.6245
3463300	CAMELS	0.7067
3471500	CAMELS	0.8419
3473000	CAMELS	0.8490
3479000	CAMELS	0.7474
3488000	CAMELS	0.8942
3498500	CAMELS	0.7590
3500000	CAMELS	0.5844
3500240	CAMELS	0.5990
3504000	CAMELS	0.5659
3574500	CAMELS	0.7598
3592718	CAMELS	0.7895
3604000	CAMELS	0.7707
4015330	CAMELS	0.9364
4024430	CAMELS	0.9421
4027000	CAMELS	0.9138
4040500	CAMELS	0.8794
4043050	CAMELS	1.0169
4045500	CAMELS	0.8970
4056500	CAMELS	0.9105
4057510	CAMELS	0.9391
4057800	CAMELS	0.8919
4059500	CAMELS	0.9861
4063700	CAMELS	0.9389
4074950	CAMELS	0.9481
4105700	CAMELS	0.9793
4115265	CAMELS	0.9611
4122200	CAMELS	0.9469
4122500	CAMELS	0.9352
4124000	CAMELS	0.9699
4127918	CAMELS	0.8708
4127997	CAMELS	0.9305
4161580	CAMELS	1.0162
4185000	CAMELS	0.9714
4196800	CAMELS	0.9552
4197100	CAMELS	0.9200
4197170	CAMELS	0.9336
4213000	CAMELS	0.7504
4213075	CAMELS	0.7839
4216418	CAMELS	0.7313
4221000	CAMELS	0.7878
4224775	CAMELS	0.8256
4233000	CAMELS	0.8135
4256000	CAMELS	0.6116
4296000	CAMELS	0.6186
5056000	CAMELS	1.4495
5057000	CAMELS	1.4190
5057200	CAMELS	1.3727
5062500	CAMELS	1.0924
5087500	CAMELS	1.2162
5120500	CAMELS	1.4430
5123400	CAMELS	1.3599
5129115	CAMELS	0.9538
5131500	CAMELS	0.9840
5291000	CAMELS	1.2999
5362000	CAMELS	0.9512
5393500	CAMELS	0.9582
5399500	CAMELS	0.9661
5408000	CAMELS	1.0204
5412500	CAMELS	0.9784
5413500	CAMELS	1.0040
5414000	CAMELS	0.9870
5444000	CAMELS	0.9362
5454000	CAMELS	0.9735
5458000	CAMELS	0.9910
5466500	CAMELS	0.9610
5487980	CAMELS	0.9927
5488200	CAMELS	0.9338
5489000	CAMELS	0.9680
5495000	CAMELS	1.0016
5495500	CAMELS	0.9747
5501000	CAMELS	0.9808
5503800	CAMELS	0.9636
5507600	CAMELS	0.9756
5508805	CAMELS	1.0004
5514500	CAMELS	1.0175
5525500	CAMELS	0.9666
5556500	CAMELS	0.9793
5584500	CAMELS	0.9869
5585000	CAMELS	0.9957
5591550	CAMELS	0.9585
5592050	CAMELS	0.9605
5592575	CAMELS	0.9750
5593575	CAMELS	1.0028
5593900	CAMELS	0.9701
5595730	CAMELS	0.9711
6037500	CAMELS	1.1347
6043500	CAMELS	1.2166
6154410	CAMELS	1.9692
6188000	CAMELS	1.2601
6191500	CAMELS	1.2685
6278300	CAMELS	1.4884
6280300	CAMELS	1.5090
6289000	CAMELS	1.5173
6291500	CAMELS	1.5768
6311000	CAMELS	1.5678
6332515	CAMELS	1.6699
6339100	CAMELS	1.6961
6339500	CAMELS	1.7135
6344600	CAMELS	1.7063
6350000	CAMELS	1.7900
6352000	CAMELS	1.7513
6353000	CAMELS	1.7323
6354000	CAMELS	1.7302
6360500	CAMELS	1.8021
6404000	CAMELS	1.5739
6406000	CAMELS	1.6550
6440200	CAMELS	1.9050
6441500	CAMELS	1.8569
6447000	CAMELS	1.9788
6447500	CAMELS	1.8332
6450500	CAMELS	1.7513
6452000	CAMELS	1.8423
6453600	CAMELS	1.4710
6464500	CAMELS	1.6649
6468170	CAMELS	1.4581
6468250	CAMELS	1.4510
6470800	CAMELS	1.3645
6477500	CAMELS	1.4441
6479215	CAMELS	1.2991
6479438	CAMELS	1.3133
6601000	CAMELS	1.2537
6632400	CAMELS	1.7263
6784000	CAMELS	1.5605
6803510	CAMELS	1.2713
6803530	CAMELS	1.2379
6814000	CAMELS	1.2290
6847900	CAMELS	1.8876
6853800	CAMELS	1.4728
6876700	CAMELS	1.4544
6878000	CAMELS	1.3041
6879650	CAMELS	1.1732
6885500	CAMELS	1.2148
6888500	CAMELS	1.1253
6889200	CAMELS	1.1569
6889500	CAMELS	1.1495
6892000	CAMELS	1.0456
6903400	CAMELS	1.0018
6906800	CAMELS	0.9793
6910800	CAMELS	1.1196
6911900	CAMELS	1.1040
6917000	CAMELS	1.0409
6918460	CAMELS	0.9576
6919500	CAMELS	0.9606
6921070	CAMELS	0.9950
6921200	CAMELS	1.0004
6934000	CAMELS	0.9825
7014500	CAMELS	0.9810
7056000	CAMELS	0.9422
7057500	CAMELS	0.9925
7060710	CAMELS	0.9488
7066000	CAMELS	0.9936
7067000	CAMELS	0.9802
7068000	CAMELS	0.9696
7071500	CAMELS	0.9663
7083000	CAMELS	1.4270
7142300	CAMELS	1.7670
7145700	CAMELS	1.3620
7148400	CAMELS	1.7966
7149000	CAMELS	1.6941
7151500	CAMELS	1.4891
7167500	CAMELS	1.1693
7180500	CAMELS	1.2316
7184000	CAMELS	1.0099
7195800	CAMELS	0.9743
7196900	CAMELS	0.8988
7197000	CAMELS	0.9362
7208500	CAMELS	1.5740
7226500	CAMELS	2.8042
7261000	CAMELS	0.9026
7263295	CAMELS	0.9033
7290650	CAMELS	0.8643
7291000	CAMELS	0.8511
7292500	CAMELS	0.8512
7295000	CAMELS	0.8163
7299670	CAMELS	2.0445
7301410	CAMELS	2.0383
7301500	CAMELS	2.0422
7315200	CAMELS	1.6387
7315700	CAMELS	1.5167
7335700	CAMELS	0.8793
7340300	CAMELS	0.8095
7346045	CAMELS	1.0212
7359610	CAMELS	0.8510
7362100	CAMELS	0.9245
7362587	CAMELS	0.8601
7373000	CAMELS	0.8434
7375000	CAMELS	0.8291
7376000	CAMELS	0.8340
8013000	CAMELS	0.9052
8014500	CAMELS	0.8840
8023080	CAMELS	1.0190
8025500	CAMELS	0.9406
8029500	CAMELS	0.9713
8050800	CAMELS	1.3025
8066200	CAMELS	1.0702
8066300	CAMELS	1.0222
8070000	CAMELS	1.1042
8070200	CAMELS	1.0868
8079600	CAMELS	2.5756
8082700	CAMELS	2.0306
8086212	CAMELS	1.9737
8086290	CAMELS	1.8747
8101000	CAMELS	1.6493
8103900	CAMELS	1.6091
8104900	CAMELS	1.5810
8109700	CAMELS	1.5115
8150800	CAMELS	1.9098
8158700	CAMELS	1.5332
8158810	CAMELS	1.5626
8164000	CAMELS	1.3534
8164300	CAMELS	1.3411
8164600	CAMELS	1.3365
8165300	CAMELS	1.8945
8171300	CAMELS	1.5576
8175000	CAMELS	1.5883
8176900	CAMELS	1.4944
8178880	CAMELS	1.7222
8189500	CAMELS	1.6208
8190000	CAMELS	2.0804
8190500	CAMELS	2.2590
8194200	CAMELS	2.7543
8195000	CAMELS	1.9183
8196000	CAMELS	1.9546
8198500	CAMELS	1.8965
8200000	CAMELS	1.8022
8202700	CAMELS	1.9826
8267500	CAMELS	1.7546
8269000	CAMELS	1.9355
8271000	CAMELS	1.7618
8324000	CAMELS	1.8855
8377900	CAMELS	1.5036
8378500	CAMELS	1.5343
8380500	CAMELS	1.9876
9034900	CAMELS	1.3252
9035800	CAMELS	1.4764
9035900	CAMELS	1.5796
9047700	CAMELS	1.5748
9066000	CAMELS	1.5201
9066300	CAMELS	1.5486
9107000	CAMELS	1.5852
9210500	CAMELS	2.5933
9223000	CAMELS	2.2242
9306242	CAMELS	2.5357
9312600	CAMELS	2.1437
9352900	CAMELS	1.0948
9378170	CAMELS	2.4506
9378630	CAMELS	2.3971
9386900	CAMELS	2.4581
9404450	CAMELS	2.6529
9430500	CAMELS	2.5703
9430600	CAMELS	2.2298
9447800	CAMELS	3.0850
9480000	CAMELS	2.7821
9484000	CAMELS	2.6277
9484600	CAMELS	3.2833
9492400	CAMELS	1.9857
9494000	CAMELS	2.1289
9497800	CAMELS	2.4326
9497980	CAMELS	2.2997
9505200	CAMELS	2.1351
9505350	CAMELS	2.4683
9505800	CAMELS	2.0711
9508300	CAMELS	2.5940
9510200	CAMELS	2.9660
9512280	CAMELS	3.1260
9513780	CAMELS	3.0112
1134100	GRDC	1.1595
1147010	GRDC	1.0721
1159100	GRDC	3.6550
1159300	GRDC	2.6196
1159601	GRDC	2.3798
1159650	GRDC	1.5931
1159900	GRDC	1.7838
1160200	GRDC	6.9912
1160220	GRDC	3.5860
1160300	GRDC	2.8684
1160301	GRDC	2.8512
1160320	GRDC	4.7907
1160400	GRDC	2.4218
1160450	GRDC	2.2619
1160500	GRDC	2.2331
1160510	GRDC	2.6338
1160580	GRDC	2.4175
1160600	GRDC	1.8553
1160650	GRDC	1.2076
1160680	GRDC	1.0760
1160700	GRDC	1.1668
1160710	GRDC	1.2536
1160720	GRDC	1.1849
1160750	GRDC	1.2702
1160850	GRDC	1.6135
1196300	GRDC	2.5063
1196350	GRDC	2.0085
1196551	GRDC	2.9499
1196600	GRDC	1.8732
1196700	GRDC	1.2994
1197300	GRDC	1.7637
1199100	GRDC	1.5121
1234150	GRDC	2.7812
1255100	GRDC	1.6758
1257100	GRDC	1.6530
1258100	GRDC	4.7737
1258200	GRDC	3.2176
1258300	GRDC	3.8842
1258350	GRDC	5.0980
1258500	GRDC	6.7024
1258501	GRDC	5.4716
1259100	GRDC	7.9553
1259101	GRDC	6.4386
1259110	GRDC	8.0023
1259350	GRDC	5.1720
1259400	GRDC	6.7545
1259450	GRDC	3.3531
1291100	GRDC	1.4099
1291200	GRDC	2.0643
1531450	GRDC	1.9854
1547310	GRDC	1.4057
1591001	GRDC	1.3288
1591404	GRDC	1.3855
1591441	GRDC	1.4280
1634500	GRDC	1.0328
1749100	GRDC	1.1670
2261500	GRDC	1.1451
2421400	GRDC	2.6401
2421800	GRDC	3.1084
2423350	GRDC	3.3341
2427200	GRDC	6.5935
2903420	GRDC	1.2016
2909150	GRDC	1.1094
3179200	GRDC	2.0801
3179500	GRDC	0.6651
3265300	GRDC	1.1690
3265600	GRDC	1.1713
3265601	GRDC	1.2024
3265910	GRDC	1.0258
3268100	GRDC	1.4279
3268270	GRDC	2.2157
3268900	GRDC	1.7344
3274100	GRDC	2.6495
3274120	GRDC	2.3412
3275100	GRDC	3.4216
3275140	GRDC	3.0854
3275150	GRDC	3.1207
3275210	GRDC	2.5674
3275250	GRDC	1.7265
3275280	GRDC	1.7645
3275400	GRDC	1.9024
3275500	GRDC	1.5985
3275750	GRDC	3.3231
3275800	GRDC	1.9147
3275990	GRDC	2.2137
3276100	GRDC	1.1354
3276150	GRDC	1.5953
3276200	GRDC	2.3881
3617800	GRDC	0.9937
3617810	GRDC	1.1210
3618500	GRDC	0.7916
3618710	GRDC	0.7333
3618711	GRDC	0.8713
3621200	GRDC	0.5221
3623100	GRDC	0.6927
3631215	GRDC	0.8706
3649010	GRDC	0.9221
3649030	GRDC	1.0553
3649210	GRDC	0.9992
3649211	GRDC	1.0093
3649240	GRDC	1.1635
3649419	GRDC	0.9628
3649449	GRDC	0.9776
3649510	GRDC	1.0184
3649850	GRDC	0.9192
3649900	GRDC	0.9948
3650205	GRDC	1.0705
3650221	GRDC	0.8516
3650250	GRDC	0.7312
3650285	GRDC	1.1889
3650350	GRDC	1.3640
3650355	GRDC	1.3486
3650370	GRDC	1.2850
3650410	GRDC	1.3991
3650488	GRDC	1.4811
3650690	GRDC	2.6566
3650811	GRDC	3.1919
3650875	GRDC	4.2581
3650881	GRDC	3.7742
3650990	GRDC	1.9557
3651408	GRDC	1.2007
3651660	GRDC	1.2744
3651670	GRDC	1.3214
3651680	GRDC	1.6077
3651860	GRDC	3.0488
3651870	GRDC	3.4646
3652010	GRDC	2.0777
3653120	GRDC	0.7964
3653180	GRDC	0.7529
3660602	GRDC	0.9836
3664600	GRDC	0.7231
3666050	GRDC	1.0249
3666200	GRDC	1.0117
3666250	GRDC	0.9785
3666400	GRDC	1.0367
3666401	GRDC	1.0402
3666500	GRDC	0.9428
3667400	GRDC	1.0849
3669050	GRDC	0.6789
3669600	GRDC	0.7910
3844450	GRDC	0.5873
4102100	GRDC	0.8222
4103200	GRDC	1.2097
4103550	GRDC	1.3253
4103600	GRDC	1.2562
4103602	GRDC	1.2285
4103630	GRDC	1.3973
4103633	GRDC	1.4028
4103650	GRDC	1.4215
4103710	GRDC	1.3438
4103800	GRDC	1.1904
4113300	GRDC	1.2498
4113301	GRDC	1.2588
4113302	GRDC	1.2886
4113303	GRDC	1.2430
4113304	GRDC	1.2017
4113305	GRDC	1.1916
4113310	GRDC	1.3342
4113315	GRDC	1.1273
4113321	GRDC	1.1207
4113330	GRDC	1.2656
4113340	GRDC	1.3648
4113351	GRDC	1.2509
4113363	GRDC	1.4147
4113364	GRDC	1.4046
4113365	GRDC	1.4013
4113400	GRDC	1.5020
4113401	GRDC	1.5022
4113402	GRDC	1.5012
4113410	GRDC	1.5770
4113420	GRDC	1.5012
4115081	GRDC	0.3868
4115082	GRDC	0.4161
4115100	GRDC	0.5415
4115101	GRDC	0.5297
4115102	GRDC	0.5647
4115105	GRDC	0.5322
4115106	GRDC	0.5483
4115200	GRDC	1.4007
4115201	GRDC	1.2280
4115202	GRDC	1.0230
4115203	GRDC	0.9731
4115204	GRDC	0.9818
4115205	GRDC	0.9846
4115206	GRDC	0.9499
4115210	GRDC	0.9416
4115211	GRDC	0.6059
4115220	GRDC	1.7970
4115221	GRDC	2.0146
4115222	GRDC	1.7941
4115223	GRDC	1.6332
4115224	GRDC	1.6305
4115226	GRDC	2.3568
4115230	GRDC	0.5147
4115231	GRDC	0.5823
4115235	GRDC	0.9849
4115236	GRDC	0.9038
4115240	GRDC	1.8908
4115250	GRDC	1.8177
4115260	GRDC	1.1185
4115261	GRDC	0.8698
4115262	GRDC	0.7533
4115270	GRDC	2.9304
4115280	GRDC	1.5844
4115281	GRDC	1.6637
4115282	GRDC	1.1913
4115290	GRDC	0.7021
4115300	GRDC	1.2157
4115301	GRDC	1.2714
4115305	GRDC	1.0910
4115310	GRDC	1.0004
4115311	GRDC	1.0472
4115322	GRDC	0.9677
4115331	GRDC	1.1690
4115332	GRDC	1.0997
4115340	GRDC	1.6242
4115344	GRDC	1.9212
4115345	GRDC	1.7140
4115346	GRDC	1.3693
4115347	GRDC	1.4188
4115348	GRDC	1.7965
4115349	GRDC	1.7926
4115350	GRDC	0.8158
4115351	GRDC	0.8198
4115400	GRDC	1.0251
4115401	GRDC	0.9121
4115403	GRDC	0.8832
4115450	GRDC	1.8148
4115451	GRDC	1.8347
4116181	GRDC	2.0347
4116183	GRDC	2.2147
4116184	GRDC	2.2321
4116185	GRDC	2.2894
4116186	GRDC	2.1768
4116187	GRDC	2.0461
4116188	GRDC	1.7606
4116189	GRDC	1.6727
4116190	GRDC	1.4466
4116191	GRDC	1.4073
4116192	GRDC	1.2339
4116193	GRDC	1.1131
4116200	GRDC	1.6308
4116201	GRDC	1.1476
4116300	GRDC	1.1912
4116330	GRDC	1.6840
4116332	GRDC	2.0985
4116335	GRDC	1.6713
4116340	GRDC	2.4561
4116350	GRDC	2.6810
4116360	GRDC	1.6830
4116370	GRDC	2.4417
4116400	GRDC	1.5075
4116401	GRDC	1.4091
4116402	GRDC	1.3534
4116405	GRDC	1.2820
4116406	GRDC	1.2593
4116450	GRDC	2.8944
4116451	GRDC	2.7608
4116452	GRDC	2.2112
4116460	GRDC	1.6423
4116461	GRDC	1.5060
4116470	GRDC	1.3584
4116471	GRDC	1.2542
4116480	GRDC	1.8676
4118100	GRDC	1.3005
4118105	GRDC	2.4424
4118110	GRDC	3.1011
4118317	GRDC	5.0532
4118410	GRDC	2.7372
4118440	GRDC	3.1748
4118800	GRDC	2.1859
4118850	GRDC	2.6141
4119070	GRDC	1.1149
4119080	GRDC	0.9578
4119090	GRDC	1.0559
4119100	GRDC	1.1086
4119101	GRDC	1.0197
4119170	GRDC	0.9572
4119200	GRDC	0.9734
4119201	GRDC	1.0135
4119210	GRDC	0.9763
4119220	GRDC	0.9496
4119230	GRDC	0.9500
4119250	GRDC	0.9820
4119251	GRDC	0.9905
4119252	GRDC	1.0021
4119260	GRDC	0.9857
4119261	GRDC	0.9902
4119262	GRDC	0.9830
4119263	GRDC	0.9699
4119264	GRDC	0.9811
4119265	GRDC	0.9948
4119270	GRDC	0.9962
4119271	GRDC	1.0096
4119280	GRDC	1.0488
4119281	GRDC	1.0834
4119282	GRDC	1.0962
4119283	GRDC	1.0661
4119285	GRDC	1.0584
4119286	GRDC	1.0782
4119288	GRDC	1.0341
4119290	GRDC	0.9664
4119295	GRDC	1.0096
4119300	GRDC	1.0127
4119310	GRDC	0.9274
4119311	GRDC	0.9047
4119312	GRDC	0.9015
4119313	GRDC	0.8977
4119315	GRDC	0.9609
4119317	GRDC	0.9631
4119318	GRDC	0.9908
4119321	GRDC	0.9640
4119322	GRDC	0.9699
4119325	GRDC	0.9757
4119400	GRDC	0.9692
4119401	GRDC	0.9534
4119410	GRDC	0.9827
4119430	GRDC	0.9438
4119431	GRDC	0.9290
4119440	GRDC	0.9299
4119441	GRDC	0.9128
4119442	GRDC	0.9004
4119445	GRDC	0.9469
4119447	GRDC	0.9019
4119450	GRDC	0.9568
4119451	GRDC	0.9538
4119452	GRDC	0.9565
4119453	GRDC	0.9383
4119454	GRDC	0.9045
4119460	GRDC	1.1896
4119461	GRDC	1.2864
4119510	GRDC	0.9597
4119600	GRDC	0.9761
4119650	GRDC	1.0208
4120100	GRDC	1.8093
4120110	GRDC	1.9204
4120111	GRDC	1.7794
4120112	GRDC	1.5144
4120120	GRDC	2.3712
4120121	GRDC	2.6510
4120125	GRDC	1.9017
4120200	GRDC	1.9385
4120202	GRDC	1.9444
4120301	GRDC	1.9797
4120320	GRDC	1.9163
4120321	GRDC	1.8941
4120322	GRDC	1.6682
4120330	GRDC	2.0869
4120331	GRDC	2.1594
4120800	GRDC	2.3046
4120900	GRDC	1.8944
4120902	GRDC	1.8602
4120903	GRDC	1.8046
4120951	GRDC	1.5424
4120952	GRDC	1.2617
4120955	GRDC	2.0184
4120956	GRDC	2.7106
4120960	GRDC	2.0638
4121100	GRDC	1.8575
4121101	GRDC	1.9166
4121102	GRDC	1.9582
4121110	GRDC	1.6664
4121130	GRDC	1.8242
4121140	GRDC	2.2366
4121142	GRDC	2.0463
4121145	GRDC	2.1807
4121146	GRDC	1.7494
4121147	GRDC	1.8659
4121162	GRDC	2.0337
4121300	GRDC	1.4435
4121301	GRDC	1.4501
4121304	GRDC	1.4637
4121311	GRDC	1.3294
4121320	GRDC	1.2839
4121321	GRDC	1.3208
4121330	GRDC	1.2159
4121340	GRDC	1.1449
4121341	GRDC	1.1598
4121350	GRDC	1.1081
4121400	GRDC	1.7778
4121401	GRDC	1.9240
4121420	GRDC	1.7824
4121430	GRDC	1.6491
4121431	GRDC	1.6907
4121801	GRDC	1.7727
4121802	GRDC	1.9198
4122100	GRDC	1.3515
4122105	GRDC	1.2927
4122130	GRDC	2.2022
4122131	GRDC	2.0945
4122132	GRDC	1.9867
4122133	GRDC	1.9914
4122134	GRDC	2.1019
4122141	GRDC	1.8108
4122151	GRDC	1.8066
4122152	GRDC	2.3208
4122153	GRDC	2.4725
4122154	GRDC	1.3668
4122155	GRDC	2.4790
4122160	GRDC	1.0896
4122165	GRDC	1.0982
4122170	GRDC	1.1978
4122180	GRDC	1.1970
4122190	GRDC	1.0492
4122201	GRDC	1.3245
4122211	GRDC	1.3678
4122212	GRDC	1.4541
4122220	GRDC	2.0208
4122221	GRDC	2.3329
4122222	GRDC	1.7370
4122230	GRDC	1.6669
4122240	GRDC	1.6145
4122250	GRDC	1.0468
4122251	GRDC	1.0102
4122255	GRDC	1.0133
4122260	GRDC	1.0145
4122270	GRDC	1.1070
4122271	GRDC	1.0756
4122280	GRDC	0.9777
4122300	GRDC	1.0071
4122350	GRDC	1.9272
4122351	GRDC	2.1309
4122352	GRDC	2.2790
4122360	GRDC	1.9915
4122370	GRDC	2.0725
4122600	GRDC	1.8900
4122601	GRDC	1.8914
4122602	GRDC	2.1445
4122603	GRDC	2.1764
4122620	GRDC	1.2619
4122630	GRDC	1.6023
4122635	GRDC	1.6069
4122636	GRDC	1.6777
4122637	GRDC	1.6439
4122638	GRDC	1.7936
4122650	GRDC	1.7922
4122700	GRDC	1.6312
4122701	GRDC	1.6962
4122900	GRDC	1.6302
4122901	GRDC	1.6823
4122902	GRDC	1.7335
4122903	GRDC	1.7788
4123050	GRDC	0.8306
4123062	GRDC	0.7516
4123063	GRDC	0.7581
4123081	GRDC	0.7675
4123082	GRDC	0.7937
4123083	GRDC	0.7869
4123090	GRDC	0.9282
4123095	GRDC	0.8018
4123110	GRDC	0.9414
4123111	GRDC	0.9195
4123120	GRDC	0.8990
4123130	GRDC	0.9065
4123131	GRDC	0.9347
4123135	GRDC	0.9329
4123136	GRDC	0.8975
4123137	GRDC	0.9354
4123140	GRDC	0.8858
4123200	GRDC	0.9232
4123201	GRDC	0.9013
4123202	GRDC	0.8791
4123205	GRDC	0.8897
4123206	GRDC	0.8825
4123207	GRDC	0.8648
4123208	GRDC	0.8777
4123209	GRDC	0.9068
4123220	GRDC	0.7831
4123225	GRDC	0.8455
4123230	GRDC	0.9207
4123235	GRDC	0.9318
4123240	GRDC	0.8289
4123245	GRDC	0.8084
4123250	GRDC	0.8282
4123251	GRDC	0.8206
4123260	GRDC	0.9224
4123265	GRDC	0.7869
4123268	GRDC	0.8440
4123270	GRDC	0.8015
4123271	GRDC	0.7871
4123275	GRDC	0.9093
4123277	GRDC	0.8575
4123280	GRDC	0.8774
4123300	GRDC	0.8270
4123320	GRDC	0.8569
4123330	GRDC	0.6952
4123331	GRDC	0.6986
4123335	GRDC	0.7195
4123345	GRDC	0.7162
4123347	GRDC	0.7773
4123350	GRDC	0.7253
4123351	GRDC	0.7281
4123352	GRDC	0.7294
4123355	GRDC	0.7162
4123357	GRDC	0.7255
4123365	GRDC	0.6515
4123370	GRDC	0.8635
4123375	GRDC	0.7252
4123380	GRDC	0.7181
4123382	GRDC	0.6112
4123385	GRDC	0.7915
4123510	GRDC	0.8809
4125010	GRDC	0.9637
4125020	GRDC	0.9586
4125025	GRDC	1.1798
4125026	GRDC	1.1530
4125027	GRDC	1.1291
4125028	GRDC	1.0542
4125050	GRDC	1.1177
4125055	GRDC	1.1585
4125061	GRDC	1.9916
4125062	GRDC	2.1240
4125063	GRDC	2.2713
4125064	GRDC	2.5507
4125070	GRDC	1.2645
4125075	GRDC	2.6083
4125080	GRDC	1.4426
4125100	GRDC	1.9421
4125110	GRDC	1.6402
4125200	GRDC	0.9886
4125205	GRDC	1.0287
4125210	GRDC	0.9607
4125500	GRDC	1.9540
4125550	GRDC	2.0319
4125552	GRDC	2.2381
4125555	GRDC	2.1443
4125560	GRDC	2.5218
4125565	GRDC	1.2731
4125801	GRDC	2.2012
4125802	GRDC	2.3559
4125803	GRDC	2.1381
4125804	GRDC	1.6414
4125810	GRDC	1.3694
4125900	GRDC	0.9549
4125901	GRDC	0.9582
4125903	GRDC	0.9231
4125904	GRDC	0.9468
4125917	GRDC	0.9431
4125925	GRDC	0.9795
4125930	GRDC	0.9861
4125941	GRDC	0.9333
4125942	GRDC	0.9171
4125943	GRDC	0.9251
4125944	GRDC	0.9287
4126100	GRDC	0.9067
4126150	GRDC	1.1113
4126300	GRDC	1.1416
4126301	GRDC	1.1314
4126350	GRDC	1.9859
4126351	GRDC	2.0660
4126750	GRDC	0.8897
4126801	GRDC	1.6732
4126802	GRDC	1.7398
4126803	GRDC	2.1594
4126805	GRDC	1.9834
4126810	GRDC	1.9538
4126815	GRDC	2.0227
4126850	GRDC	2.2098
4127100	GRDC	0.9782
4127150	GRDC	0.8283
4127201	GRDC	0.9567
4127202	GRDC	0.9569
4127400	GRDC	0.8117
4127501	GRDC	1.3960
4127502	GRDC	1.3964
4127503	GRDC	1.4074
4127700	GRDC	0.8671
4127701	GRDC	0.8359
4127800	GRDC	1.1973
4132010	GRDC	0.8954
4132200	GRDC	0.9576
4132800	GRDC	0.8679
4133200	GRDC	1.0201
4133250	GRDC	0.9906
4133260	GRDC	0.9803
4133300	GRDC	1.0322
4133400	GRDC	0.9553
4133401	GRDC	0.9432
4133500	GRDC	0.9285
4133501	GRDC	0.9314
4133550	GRDC	0.9347
4133651	GRDC	0.9669
4133700	GRDC	0.9584
4133701	GRDC	0.9840
4133750	GRDC	0.9776
4133751	GRDC	1.0157
4134300	GRDC	1.0194
4134350	GRDC	0.9795
4134500	GRDC	1.0571
4134600	GRDC	1.0247
4134700	GRDC	0.9957
4135100	GRDC	0.9986
4135200	GRDC	0.9761
4135205	GRDC	0.9742
4135210	GRDC	0.9417
4135300	GRDC	1.0363
4135400	GRDC	1.0223
4135500	GRDC	0.7828
4135800	GRDC	0.7157
4136300	GRDC	0.8644
4136301	GRDC	0.7714
4136400	GRDC	0.7761
4136500	GRDC	0.5969
4143310	GRDC	0.6943
4143500	GRDC	0.6691
4143550	GRDC	0.8599
4143710	GRDC	0.6609
4143750	GRDC	0.7041
4143770	GRDC	0.6428
4143790	GRDC	0.5760
4146110	GRDC	1.0514
4146111	GRDC	1.3456
4146112	GRDC	1.4490
4146115	GRDC	0.8080
4146130	GRDC	1.3325
4146140	GRDC	1.5435
4146141	GRDC	1.3764
4146145	GRDC	1.8123
4146180	GRDC	0.7287
4146210	GRDC	1.0851
4146230	GRDC	0.9707
4146270	GRDC	0.9068
4146281	GRDC	1.2533
4146360	GRDC	2.0383
4146400	GRDC	2.6756
4146410	GRDC	2.4791
4146900	GRDC	3.3092
4146920	GRDC	3.3053
4146950	GRDC	3.1253
4147010	GRDC	0.6580
4147050	GRDC	0.6492
4147051	GRDC	0.6298
4147110	GRDC	0.6256
4147111	GRDC	0.6182
4147210	GRDC	0.5174
4147310	GRDC	0.7476
4147380	GRDC	0.7083
4147381	GRDC	0.6985
4147410	GRDC	0.7142
4147440	GRDC	0.7190
4147450	GRDC	0.7031
4147460	GRDC	0.6704
4147461	GRDC	0.6615
4147462	GRDC	0.6446
4147463	GRDC	0.5930
4147465	GRDC	0.6415
4147475	GRDC	0.7334
4147490	GRDC	0.7051
4147491	GRDC	0.7089
4147500	GRDC	0.6726
4147501	GRDC	0.6469
4147502	GRDC	0.6273
4147505	GRDC	0.6276
4147510	GRDC	0.7114
4147540	GRDC	0.7172
4147600	GRDC	0.7232
4147601	GRDC	0.7070
4147605	GRDC	0.6732
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4147650	GRDC	0.7733
4147651	GRDC	0.7809
4147700	GRDC	0.7980
4147701	GRDC	0.7217
4147703	GRDC	0.8013
4147704	GRDC	0.7861
4147710	GRDC	0.7176
4147715	GRDC	0.8616
4147720	GRDC	0.8475
4147721	GRDC	0.8376
4147725	GRDC	0.7880
4147726	GRDC	0.7694
4147900	GRDC	0.9113
4147901	GRDC	0.8974
4147902	GRDC	0.8785
4147903	GRDC	0.8884
4147904	GRDC	0.9113
4147905	GRDC	0.8702
4147907	GRDC	0.9242
4147950	GRDC	0.9197
4148070	GRDC	0.9427
4148090	GRDC	0.9433
4148091	GRDC	0.9546
4148092	GRDC	0.9511
4148110	GRDC	0.9608
4148121	GRDC	0.9440
4148122	GRDC	0.9575
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4148210	GRDC	0.9668
4148230	GRDC	0.9646
4148231	GRDC	0.9671
4148232	GRDC	0.9660
4148300	GRDC	0.9518
4148310	GRDC	0.9571
4148321	GRDC	0.8944
4148325	GRDC	0.9826
4148410	GRDC	0.9022
4148530	GRDC	0.9390
4148535	GRDC	0.9406
4148541	GRDC	0.9193
4148545	GRDC	0.9348
4148546	GRDC	0.9143
4148570	GRDC	1.0118
4148610	GRDC	1.0642
4148650	GRDC	0.9240
4148655	GRDC	0.9016
4148720	GRDC	1.0273
4148750	GRDC	1.0739
4148855	GRDC	1.1119
4149110	GRDC	0.8254
4149120	GRDC	0.8571
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4149122	GRDC	0.8683
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4149300	GRDC	0.8655
4149310	GRDC	0.7880
4149350	GRDC	0.8748
4149355	GRDC	0.8688
4149360	GRDC	0.8791
4149401	GRDC	0.8593
4149405	GRDC	0.8365
4149410	GRDC	0.8346
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4149415	GRDC	0.8146
4149420	GRDC	0.8632
4149421	GRDC	0.8835
4149430	GRDC	0.7627
4149440	GRDC	0.8268
4149441	GRDC	0.7973
4149510	GRDC	0.9100
4149610	GRDC	0.9410
4149630	GRDC	0.9493
4149631	GRDC	0.9708
4149632	GRDC	0.9455
4149670	GRDC	0.8410
4149682	GRDC	0.9397
4149690	GRDC	0.9325
4149691	GRDC	0.9837
4149710	GRDC	0.9986
4149780	GRDC	1.0558
4149810	GRDC	1.0493
4149850	GRDC	1.1414
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4149910	GRDC	1.1632
4149950	GRDC	1.1701
4150250	GRDC	1.5638
4150280	GRDC	2.2345
4150281	GRDC	2.2513
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4150283	GRDC	2.2643
4150310	GRDC	1.5629
4150311	GRDC	1.7238
4150315	GRDC	1.5350
4150330	GRDC	1.6910
4150331	GRDC	1.7237
4150400	GRDC	1.2930
4150450	GRDC	2.2636
4150451	GRDC	2.3829
4150461	GRDC	2.2108
4150462	GRDC	2.2847
4185100	GRDC	1.0376
4185200	GRDC	1.0044
4185250	GRDC	0.9207
4185251	GRDC	0.8925
4185252	GRDC	0.8969
4185300	GRDC	0.9310
4185301	GRDC	0.9644
4185350	GRDC	1.1298
4185400	GRDC	0.9202
4185450	GRDC	0.9360
4185500	GRDC	0.8784
4185550	GRDC	1.0115
4185600	GRDC	0.9703
4185650	GRDC	0.9606
4185700	GRDC	0.7883
4203860	GRDC	0.7329
4207710	GRDC	0.7100
4207900	GRDC	0.9044
4207950	GRDC	1.1002
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4208025	GRDC	1.2055
4208030	GRDC	1.6018
4208040	GRDC	1.1763
4208270	GRDC	0.9194
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4208307	GRDC	1.0280
4208308	GRDC	1.0305
4208730	GRDC	1.1269
4208810	GRDC	1.1181
4208971	GRDC	1.1761
4213070	GRDC	0.9411
4213340	GRDC	1.5736
4215040	GRDC	0.9623
4220100	GRDC	1.7253
4231800	GRDC	0.6104
4234100	GRDC	0.7609
4234500	GRDC	0.7921
4234550	GRDC	0.7090
4243160	GRDC	0.7367
4243200	GRDC	0.6099
4244910	GRDC	0.4917
4584700	GRDC	1.1931
5101020	GRDC	0.9254
5101050	GRDC	1.6242
5101100	GRDC	1.1170
5101110	GRDC	0.7100
5101116	GRDC	0.5132
5101118	GRDC	0.5065
5101130	GRDC	0.6047
5101161	GRDC	1.3151
5101170	GRDC	1.6193
5101180	GRDC	1.6203
5101190	GRDC	2.3124
5101200	GRDC	2.6403
5101205	GRDC	1.5772
5101290	GRDC	1.5016
5101301	GRDC	2.5653
5101303	GRDC	2.5718
5101305	GRDC	2.4914
5101307	GRDC	3.2654
5101310	GRDC	1.0920
5101320	GRDC	2.1025
5101365	GRDC	2.3570
5101381	GRDC	1.3319
5101420	GRDC	1.2174
5101430	GRDC	1.6158
5101450	GRDC	1.3607
5104223	GRDC	2.4036
5104228	GRDC	2.0351
5104230	GRDC	2.5756
5109150	GRDC	3.0028
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5109200	GRDC	1.9760
5110030	GRDC	3.8782
5202030	GRDC	1.1945
5202040	GRDC	0.8839
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5202046	GRDC	1.3263
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5202065	GRDC	1.0840
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5202100	GRDC	1.1190
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5202110	GRDC	1.1236
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5202200	GRDC	1.2752
5202225	GRDC	1.3219
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5204101	GRDC	1.5763
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5204210	GRDC	1.5620
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5204300	GRDC	2.0008
5204301	GRDC	1.5040
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5204400	GRDC	1.7048
5204401	GRDC	1.4683
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5204450	GRDC	2.0232
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5204460	GRDC	2.7476
5302229	GRDC	1.2649
5302242	GRDC	1.0253
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5402100	GRDC	1.8885
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5402390	GRDC	1.8653
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5405030	GRDC	1.4013
5405031	GRDC	1.4036
5405040	GRDC	1.5922
5405041	GRDC	1.6310
5405050	GRDC	2.2056
5405070	GRDC	2.3382
5405095	GRDC	4.3390
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5606020	GRDC	3.0374
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5606042	GRDC	2.1083
5606050	GRDC	1.5974
5606090	GRDC	1.2006
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5607080	GRDC	3.4509
5607400	GRDC	5.1311
5607410	GRDC	4.8228
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5607500	GRDC	4.8708
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5710060	GRDC	4.8775
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5712100	GRDC	5.3590
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5868050	GRDC	0.3780
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6140300	GRDC	0.7647
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6144300	GRDC	0.9609
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6144400	GRDC	0.8894
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6212410	GRDC	1.8670
6212510	GRDC	1.2024
6212700	GRDC	1.7104
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6220500	GRDC	0.8112
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6226400	GRDC	1.5111
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6226800	GRDC	1.5666
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6233360	GRDC	0.8762
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6233600	GRDC	0.8977
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6242200	GRDC	0.8358
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6242401	GRDC	0.6662
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6246611	GRDC	0.5498
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6335020	GRDC	0.7260
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6335300	GRDC	0.8032
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6335350	GRDC	0.8172
6335400	GRDC	0.5553
6335500	GRDC	0.8337
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6337400	GRDC	0.7766
6337500	GRDC	0.7395
6337501	GRDC	0.8980
6337502	GRDC	0.9070
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6337510	GRDC	0.7857
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6337512	GRDC	0.7628
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6337514	GRDC	0.7706
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6337516	GRDC	0.7740
6337517	GRDC	0.7673
6337518	GRDC	0.7649
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6338100	GRDC	0.7854
6338110	GRDC	0.7998
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6340050	GRDC	0.8847
6340110	GRDC	0.9706
6340120	GRDC	0.9641
6340130	GRDC	0.9667
6340140	GRDC	0.9438
6340150	GRDC	0.9673
6340160	GRDC	0.9437
6340170	GRDC	0.9456
6340180	GRDC	0.9452
6340190	GRDC	0.9617
6340200	GRDC	0.9253
6340300	GRDC	0.9238
6340301	GRDC	0.9005
6340302	GRDC	0.7291
6340501	GRDC	1.0426
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6340600	GRDC	0.7797
6340610	GRDC	1.0054
6340611	GRDC	1.0198
6340700	GRDC	0.9369
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6341300	GRDC	0.9837
6341500	GRDC	1.0571
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6342510	GRDC	0.5869
6342520	GRDC	0.8859
6342600	GRDC	0.7439
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6342910	GRDC	0.7356
6342920	GRDC	0.7609
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6343500	GRDC	0.4992
6343900	GRDC	0.5940
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6357500	GRDC	0.9912
6357501	GRDC	0.9132
6357502	GRDC	0.8526
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6457200	GRDC	1.0371
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6457850	GRDC	0.9984
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6457955	GRDC	1.0383
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6457982	GRDC	0.8962
6457985	GRDC	0.9618
6457990	GRDC	1.0102
6458010	GRDC	1.0150
6458203	GRDC	0.6797
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6458713	GRDC	1.0860
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6458805	GRDC	1.0348
6458863	GRDC	1.1124
6458924	GRDC	1.1123
6502151	GRDC	0.4745
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6503201	GRDC	0.4761
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6503280	GRDC	0.4622
6503281	GRDC	0.4773
6503282	GRDC	0.4954
6503290	GRDC	0.5734
6503300	GRDC	0.5339
6503351	GRDC	0.6596
6503353	GRDC	0.6174
6503354	GRDC	0.5779
6503500	GRDC	0.4598
6503851	GRDC	0.5468
6542200	GRDC	0.8299
6544100	GRDC	1.0152
6545050	GRDC	0.5591
6545101	GRDC	0.4835
6545190	GRDC	0.3957
6545300	GRDC	0.6269
6545400	GRDC	0.4362
6545700	GRDC	0.7989
6546610	GRDC	0.6112
6593500	GRDC	2.5195
6593800	GRDC	7.0850
6594050	GRDC	1.7239
6594070	GRDC	1.5936
6603100	GRDC	0.3976
6603110	GRDC	0.3569
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6603300	GRDC	0.5074
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6603320	GRDC	0.4869
6603330	GRDC	0.4234
6603340	GRDC	0.4424
6603350	GRDC	0.5443
6603500	GRDC	0.5754
6603510	GRDC	0.6536
6604230	GRDC	0.4324
6605510	GRDC	0.7359
6606400	GRDC	0.9572
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6731010	GRDC	0.2700
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6731500	GRDC	0.5432
6742451	GRDC	1.0296
6742500	GRDC	0.9306
6742552	GRDC	1.1223
6742600	GRDC	0.8387
6742700	GRDC	1.1263
6742701	GRDC	1.0241
6742900	GRDC	0.9939
6742912	GRDC	1.1987
6744100	GRDC	1.0678
6744200	GRDC	1.0175
6744201	GRDC	1.0384
6744500	GRDC	0.9144
6744600	GRDC	0.6079
6794255	GRDC	6.5728
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6854101	GRDC	0.8159
6854200	GRDC	0.8931
6854210	GRDC	0.8472
6854300	GRDC	0.8368
6854301	GRDC	0.8210
6854320	GRDC	0.8230
6854500	GRDC	0.7216
6854590	GRDC	0.7275
6854591	GRDC	0.7146
6854600	GRDC	0.7042
6854700	GRDC	0.7405
6854701	GRDC	0.7300
6854710	GRDC	0.7563
6854800	GRDC	0.8566
6854900	GRDC	0.8530
6855401	GRDC	0.7231
6855402	GRDC	0.7593
6934050	GRDC	0.7524
6934100	GRDC	0.7371
6934150	GRDC	0.7358
6934200	GRDC	0.8083
6934250	GRDC	0.8219
6934300	GRDC	0.8587
6934310	GRDC	0.9168
6934350	GRDC	0.7315
6934400	GRDC	0.9066
6934460	GRDC	0.8753
6934500	GRDC	1.0471
6934530	GRDC	0.9896
6934571	GRDC	0.9980
6934700	GRDC	0.9674
6934750	GRDC	0.9603
6934800	GRDC	0.7143
6935051	GRDC	0.5597
6935053	GRDC	0.5564
6935054	GRDC	0.5667
6935055	GRDC	0.5666
6935145	GRDC	0.5027
6935300	GRDC	0.5473
6935301	GRDC	0.5998
6935302	GRDC	0.6046
6935310	GRDC	0.4636
6935320	GRDC	0.5190
6935400	GRDC	0.5293
6935401	GRDC	0.4705
6935402	GRDC	0.4334
6935410	GRDC	0.4499
6935500	GRDC	0.5145
6939050	GRDC	0.6119
6939200	GRDC	0.6237
6943100	GRDC	0.7169
6948100	GRDC	0.5286
6948120	GRDC	0.5937
6970500	GRDC	0.7626
6970700	GRDC	0.7013
6971130	GRDC	0.6827

Show code

# Visualize 
centroids %>% 
  left_join(AI) %>%
  ggplot() +
  geom_sf(data = world, 
          fill = 'grey80', 
          lwd = 0.2) +
  geom_sf(aes(color = AI), 
          size = 0.3) +
  scale_color_viridis_c(trans = 'log', 
                        breaks = c(0.2, 0.4, 0.8, 1.6, 4, 10)) +
  theme_void()

Water flux equilibration time

Load data

# Read the file and convert to tibble format
Teq <- read.table('./Hydrological_characteristics/Teq_data.txt', 
                 sep = ';', dec = '.', header = T) %>% 
  as_tibble()

Quick look at data (first 30 rows)

Catchmend ID	Dataset	DT (months)	N° obs	avg(R/P)	Rel. change (DTi & DTi-1
102101A	CAMELS	1	383	0.4314	NA
102101A	CAMELS	2	371	0.3594	0.1669
102101A	CAMELS	3	360	0.3572	0.0061
102101A	CAMELS	4	349	0.3690	0.0331
102101A	CAMELS	5	339	0.3841	0.0409
102101A	CAMELS	6	330	0.3999	0.0411
102101A	CAMELS	7	321	0.4146	0.0368
102101A	CAMELS	8	312	0.4300	0.0371
102101A	CAMELS	9	303	0.4417	0.0273
102101A	CAMELS	10	294	0.4499	0.0185
102101A	CAMELS	11	286	0.4545	0.0101
102101A	CAMELS	12	278	0.4577	0.0072
102101A	CAMELS	13	270	0.4621	0.0095
102101A	CAMELS	14	263	0.4658	0.0079
102101A	CAMELS	15	256	0.4689	0.0068
102101A	CAMELS	16	250	0.4704	0.0032
102101A	CAMELS	17	244	0.4717	0.0027
102101A	CAMELS	18	238	0.4735	0.0039
102101A	CAMELS	19	232	0.4763	0.0058
102101A	CAMELS	20	226	0.4789	0.0054
102101A	CAMELS	21	220	0.4806	0.0037
102101A	CAMELS	22	214	0.4816	0.0021
102101A	CAMELS	23	208	0.4819	0.0005
102101A	CAMELS	24	202	0.4816	0.0006
102101A	CAMELS	25	196	0.4818	0.0004
102101A	CAMELS	26	190	0.4824	0.0011
102101A	CAMELS	27	184	0.4824	0.0001
102101A	CAMELS	28	178	0.4823	0.0002
102101A	CAMELS	29	172	0.4817	0.0013
102101A	CAMELS	30	166	0.4811	0.0012

# Update Teq to present only DT = Teq
Teq <- Teq %>% 
  group_by(RefID, Dataset) %>% 
  # Change between consecutive avg(R/P) < 1%
  filter(Change <= 0.01) %>% 
  # Teq = DTmin
  filter(DT_months == min(DT_months))

Show code

# Visualize 
centroids %>% 
  left_join(Teq) %>%
  ggplot() +
  geom_sf(data = world, 
          fill = 'grey80', 
          lwd = 0.2) +
  geom_sf(aes(color = DT_months), 
          size = 0.3) +
  scale_color_viridis_c(name = expression('T'[eq])) +
  theme_void()

Groundwater contribution to streams under zero precipitation

Load data

# Read the file and convert to tibble format
Rgw0 <- read.table('./Hydrological_characteristics/Rgw0_data.txt', 
                   sep = ';', dec = '.', header = T) %>% 
  as_tibble()

# Update Rgw0 to present only catchments where relative Rgw0 can be estimated for
Rgw0 <- Rgw0 %>% 
  # 0 ≤ IntR ≤ 1
  filter(relative_Rgw0 <= 1,
         relative_Rgw0 >= 0)

Quick look at data

Catchmend ID	Dataset	N° obs	Rgw0/Ravg
108003A	CAMELS	420	0.0762
113004A	CAMELS	413	0.1041
116015A	CAMELS	394	0.0659
208009	CAMELS	405	0.1045
212209	CAMELS	377	0.2532
226220	CAMELS	388	0.2679
226222	CAMELS	360	0.5418
229650A	CAMELS	358	0.1038
401012	CAMELS	415	0.0759
401203	CAMELS	420	0.1280
401210	CAMELS	420	0.0628
401212	CAMELS	420	0.0273
401216	CAMELS	420	0.2292
405205	CAMELS	419	0.3357
410057	CAMELS	419	0.1412
410730	CAMELS	418	0.1732
608002	CAMELS	420	0.0852
613002	CAMELS	420	0.2871
613146	CAMELS	420	0.0392
616013	CAMELS	419	0.0289
926002A	CAMELS	393	0.3756
A0020101	CAMELS	409	0.4272
A0030501	CAMELS	420	0.5593
G8140040	CAMELS	409	0.0714
G8140161	CAMELS	366	0.0295
10500000	CAMELS	442	0.2524
11400000	CAMELS	449	0.7463
11500000	CAMELS	446	0.8311
12700000	CAMELS	413	0.1573
13470000	CAMELS	386	0.0316
13750000	CAMELS	434	0.1207
13870000	CAMELS	434	0.4403
13880000	CAMELS	436	0.5606
14230000	CAMELS	449	0.1694
14260000	CAMELS	460	0.2003
14280001	CAMELS	456	0.1927
14310000	CAMELS	424	0.4901
14350000	CAMELS	428	0.2029
14515000	CAMELS	432	0.0932
14680001	CAMELS	438	0.2321
15130000	CAMELS	395	0.6856
15400000	CAMELS	466	0.5748
15550000	CAMELS	444	0.4478
15700000	CAMELS	435	0.7480
15800000	CAMELS	434	0.3175
15910000	CAMELS	421	0.0731
15930000	CAMELS	322	0.2526
17345000	CAMELS	381	0.5737
17350000	CAMELS	433	0.1210
18850000	CAMELS	413	0.4980
19150000	CAMELS	408	0.1600
20200000	CAMELS	463	0.4300
20250000	CAMELS	408	0.4289
21500000	CAMELS	446	0.3327
21750000	CAMELS	451	0.7757
22500000	CAMELS	420	0.4670
22680000	CAMELS	465	0.6070
22700000	CAMELS	464	0.5754
22850000	CAMELS	355	0.2967
22900000	CAMELS	461	0.5007
23100000	CAMELS	463	0.4952
23150000	CAMELS	450	0.3587
23220000	CAMELS	371	0.5338
23230000	CAMELS	413	0.4895
23250000	CAMELS	452	0.5287
23300000	CAMELS	368	0.5124
23600000	CAMELS	420	0.5091
23700000	CAMELS	466	0.4969
23710000	CAMELS	361	0.4832
24050000	CAMELS	417	0.8026
24200000	CAMELS	448	0.3212
24500000	CAMELS	458	0.3479
24700000	CAMELS	460	0.3315
24750000	CAMELS	460	0.2478
24780000	CAMELS	460	0.2115
24800000	CAMELS	447	0.2749
24850000	CAMELS	464	0.3375
24900000	CAMELS	463	0.4646
24950000	CAMELS	464	0.3857
25100000	CAMELS	432	0.1627
25130000	CAMELS	464	0.1702
25200000	CAMELS	461	0.4160
25700000	CAMELS	456	0.5267
25950000	CAMELS	420	0.5637
26040000	CAMELS	359	0.8074
26050000	CAMELS	460	0.6883
26100000	CAMELS	462	0.6450
26200000	CAMELS	445	0.5681
26300000	CAMELS	458	0.6933
26350000	CAMELS	456	0.6771
26720000	CAMELS	389	0.1565
27500000	CAMELS	457	0.7227
27550000	CAMELS	398	0.2314
28150000	CAMELS	454	0.2927
28300000	CAMELS	454	0.6719
28850000	CAMELS	456	0.6802
29050000	CAMELS	465	0.6682
29100000	CAMELS	439	0.0944
29700000	CAMELS	421	0.7042
30080000	CAMELS	404	0.0457
30400000	CAMELS	424	0.1760
31490000	CAMELS	467	0.3494
31520000	CAMELS	467	0.2463
31680000	CAMELS	434	0.7180
31700000	CAMELS	468	0.7601
32550000	CAMELS	406	0.4478
32620000	CAMELS	468	0.3473
33025000	CAMELS	436	0.3878
33170000	CAMELS	454	0.1238
33190000	CAMELS	464	0.3159
33205000	CAMELS	464	0.5719
33215000	CAMELS	445	0.8973
33250000	CAMELS	464	0.7429
33260000	CAMELS	466	0.7128
33270000	CAMELS	447	0.3506
33281000	CAMELS	468	0.4984
33286000	CAMELS	350	0.4875
33290000	CAMELS	467	0.4796
33380000	CAMELS	425	0.0962
33450000	CAMELS	463	0.8994
33460000	CAMELS	465	0.8835
33480000	CAMELS	468	0.8016
33530000	CAMELS	461	0.7080
33550000	CAMELS	466	0.5691
33630000	CAMELS	464	0.1704
33680000	CAMELS	444	0.0741
33760000	CAMELS	462	0.4319
33780000	CAMELS	463	0.0250
34020000	CAMELS	466	0.7124
34060000	CAMELS	467	0.6956
34070000	CAMELS	416	0.7025
34090000	CAMELS	468	0.8004
34130000	CAMELS	466	0.7326
34170000	CAMELS	468	0.5454
34251000	CAMELS	436	0.4482
34660000	CAMELS	468	0.6388
34690000	CAMELS	446	0.6122
34879500	CAMELS	441	0.5369
35235000	CAMELS	454	0.1669
35740000	CAMELS	416	0.3622
37220000	CAMELS	383	0.2849
37380000	CAMELS	462	0.1928
37710150	CAMELS	393	0.1312
39360000	CAMELS	461	0.0989
39480000	CAMELS	356	0.3575
39560000	CAMELS	468	0.2206
39580000	CAMELS	359	0.1180
40025000	CAMELS	451	0.4696
40037000	CAMELS	440	0.2228
40040000	CAMELS	452	0.4236
40050000	CAMELS	455	0.3575
40060001	CAMELS	466	0.5740
40100000	CAMELS	466	0.4124
40150000	CAMELS	408	0.5367
40170000	CAMELS	456	0.3356
40185000	CAMELS	462	0.3766
40330000	CAMELS	454	0.3495
40500000	CAMELS	446	0.4634
40549998	CAMELS	439	0.3423
40579995	CAMELS	382	0.2597
40680000	CAMELS	459	0.3677
40710000	CAMELS	447	0.3386
40740000	CAMELS	458	0.3711
40800001	CAMELS	468	0.3640
40810350	CAMELS	416	0.5640
40810800	CAMELS	468	0.4101
40811100	CAMELS	456	0.4179
40822995	CAMELS	430	0.3565
40823500	CAMELS	457	0.3375
40850000	CAMELS	465	0.3715
40975000	CAMELS	414	0.0969
41050000	CAMELS	467	0.2357
41135000	CAMELS	468	0.6431
41199998	CAMELS	454	0.4993
41260000	CAMELS	457	0.4158
41300000	CAMELS	457	0.2771
41380000	CAMELS	462	0.1201
41410000	CAMELS	457	0.3742
41440005	CAMELS	467	0.4547
41539998	CAMELS	317	0.4545
41650002	CAMELS	457	0.3793
41685000	CAMELS	464	0.1500
41780002	CAMELS	461	0.0539
41818000	CAMELS	458	0.2763
41890000	CAMELS	444	0.0584
41990000	CAMELS	460	0.2147
42089998	CAMELS	411	0.0025
42187000	CAMELS	462	0.3221
42210000	CAMELS	445	0.5694
42250000	CAMELS	463	0.4907
42255000	CAMELS	355	0.4275
42257000	CAMELS	435	0.4820
42290000	CAMELS	459	0.3077
42395000	CAMELS	463	0.3590
42440000	CAMELS	439	0.3955
42490000	CAMELS	454	0.5485
42540000	CAMELS	346	0.4570
42546000	CAMELS	455	0.3543
42690001	CAMELS	441	0.3916
42750000	CAMELS	349	0.3630
42840000	CAMELS	448	0.4504
42930000	CAMELS	328	0.3490
43200000	CAMELS	467	0.5041
43300000	CAMELS	453	0.3836
43670000	CAMELS	464	0.3223
43675000	CAMELS	409	0.0571
43880000	CAMELS	443	0.3389
44200000	CAMELS	468	0.4788
44250000	CAMELS	468	0.6738
44290002	CAMELS	466	0.5131
44500000	CAMELS	465	0.5256
44540000	CAMELS	379	0.5194
44670000	CAMELS	448	0.3772
45131000	CAMELS	463	0.7607
45170001	CAMELS	456	0.8556
45210000	CAMELS	467	0.7992
45220000	CAMELS	467	0.7221
45260000	CAMELS	466	0.7718
45298000	CAMELS	459	0.5668
45480000	CAMELS	460	0.6178
45590000	CAMELS	467	0.8769
45770000	CAMELS	462	0.8693
45840000	CAMELS	450	0.8767
45880000	CAMELS	459	0.8410
45910001	CAMELS	462	0.8289
45960001	CAMELS	463	0.8104
46035000	CAMELS	467	0.6416
46105000	CAMELS	464	0.6423
46360000	CAMELS	466	0.6829
46570000	CAMELS	461	0.7249
46610000	CAMELS	423	0.8258
46650000	CAMELS	441	0.8132
46770000	CAMELS	463	0.8740
46830000	CAMELS	467	0.8355
46902000	CAMELS	455	0.8624
47480000	CAMELS	364	0.5348
48020000	CAMELS	415	0.9407
48290000	CAMELS	465	0.9167
48590000	CAMELS	462	0.9148
49330000	CAMELS	468	0.8888
49370000	CAMELS	465	0.8906
49705000	CAMELS	452	0.8996
50330000	CAMELS	313	0.4091
50380000	CAMELS	411	0.1830
50430000	CAMELS	397	0.1015
51060100	CAMELS	345	0.3537
51140000	CAMELS	458	0.2424
51170000	CAMELS	457	0.4511
51240000	CAMELS	467	0.1304
51280000	CAMELS	467	0.0305
51685000	CAMELS	463	0.1090
51750000	CAMELS	458	0.4745
51795000	CAMELS	448	0.3581
51820000	CAMELS	459	0.3377
51840000	CAMELS	447	0.5591
51870000	CAMELS	463	0.6046
51940000	CAMELS	464	0.5750
52680000	CAMELS	466	0.3164
52760000	CAMELS	416	0.3140
52831000	CAMELS	370	0.0594
53540001	CAMELS	403	0.3759
53620000	CAMELS	465	0.2540
53630000	CAMELS	461	0.3058
53650000	CAMELS	454	0.1818
53780000	CAMELS	464	0.2056
53880000	CAMELS	461	0.1216
53950000	CAMELS	457	0.1785
54010005	CAMELS	468	0.1187
54110002	CAMELS	458	0.1632
54150000	CAMELS	312	0.1095
54165000	CAMELS	461	0.0171
54195000	CAMELS	312	0.1574
54230000	CAMELS	468	0.2866
54260000	CAMELS	452	0.3135
54300000	CAMELS	358	0.3257
54390000	CAMELS	467	0.2261
54485000	CAMELS	386	0.0693
54500000	CAMELS	468	0.2656
54580000	CAMELS	464	0.2433
54590000	CAMELS	433	0.2873
54710000	CAMELS	458	0.1996
54730005	CAMELS	392	0.3541
54780000	CAMELS	464	0.2159
55330000	CAMELS	450	0.3850
55340000	CAMELS	466	0.2858
55360000	CAMELS	468	0.5094
55370000	CAMELS	463	0.4051
55380000	CAMELS	454	0.4359
55460000	CAMELS	460	0.2855
55520001	CAMELS	458	0.4519
55560000	CAMELS	468	0.3432
55610000	CAMELS	462	0.2019
55630000	CAMELS	455	0.2848
55660000	CAMELS	467	0.2356
55699998	CAMELS	468	0.2022
55790000	CAMELS	464	0.1687
55895000	CAMELS	363	0.2424
55900000	CAMELS	439	0.3811
55920000	CAMELS	453	0.1830
55960000	CAMELS	460	0.2816
56028000	CAMELS	459	0.4776
56055000	CAMELS	462	0.5236
56065000	CAMELS	457	0.4985
56075000	CAMELS	455	0.5339
56085000	CAMELS	458	0.4856
56090000	CAMELS	455	0.5976
56110005	CAMELS	466	0.4936
56240000	CAMELS	465	0.5342
56335001	CAMELS	467	0.5535
56415000	CAMELS	453	0.4131
56425000	CAMELS	444	0.5364
56484998	CAMELS	459	0.4017
56510000	CAMELS	434	0.4221
56539000	CAMELS	458	0.5129
56570000	CAMELS	466	0.4540
56610000	CAMELS	466	0.4519
56640000	CAMELS	453	0.3353
56659998	CAMELS	357	0.3808
56696000	CAMELS	382	0.4468
56719998	CAMELS	379	0.4895
56750000	CAMELS	467	0.3117
56775000	CAMELS	464	0.2355
56787000	CAMELS	461	0.3337
56800000	CAMELS	457	0.4203
56825000	CAMELS	466	0.4316
56845000	CAMELS	455	0.4602
56846000	CAMELS	455	0.6484
56850000	CAMELS	467	0.4765
56860000	CAMELS	467	0.5366
56870000	CAMELS	466	0.4882
56891900	CAMELS	467	0.4065
56915500	CAMELS	340	0.2266
56920000	CAMELS	464	0.4829
56940002	CAMELS	463	0.3301
56960005	CAMELS	421	0.3416
56976000	CAMELS	465	0.4433
56978000	CAMELS	467	0.4531
56983000	CAMELS	459	0.4149
56988500	CAMELS	438	0.3948
56989001	CAMELS	467	0.2841
56990000	CAMELS	465	0.4299
56990990	CAMELS	459	0.3599
56991500	CAMELS	467	0.4011
56992000	CAMELS	462	0.3349
56993551	CAMELS	448	0.1088
56994500	CAMELS	407	0.4206
56994510	CAMELS	341	0.6154
56995500	CAMELS	453	0.0687
57040008	CAMELS	429	0.1708
57130000	CAMELS	468	0.3193
57170000	CAMELS	468	0.5203
57250000	CAMELS	468	0.6027
57300000	CAMELS	460	0.3083
57320000	CAMELS	456	0.2886
57350000	CAMELS	468	0.2808
57360000	CAMELS	468	0.4585
57370000	CAMELS	468	0.4199
57400000	CAMELS	468	0.3817
57420000	CAMELS	466	0.1025
57450000	CAMELS	464	0.2465
57460000	CAMELS	306	0.2303
57476500	CAMELS	414	0.1973
57490000	CAMELS	468	0.2414
57550000	CAMELS	463	0.2718
57580000	CAMELS	454	0.2450
57650000	CAMELS	397	0.1723
57700000	CAMELS	457	0.3394
57720000	CAMELS	465	0.2671
57740000	CAMELS	467	0.2875
57770000	CAMELS	461	0.2749
57830000	CAMELS	467	0.2420
57880000	CAMELS	458	0.3821
57930000	CAMELS	466	0.2727
58030000	CAMELS	467	0.5567
58040000	CAMELS	368	0.4700
58060000	CAMELS	464	0.5307
58142200	CAMELS	466	0.5545
58183000	CAMELS	463	0.8105
58204000	CAMELS	465	0.8008
58220000	CAMELS	467	0.5445
58258000	CAMELS	452	0.3459
58270000	CAMELS	464	0.5207
58300000	CAMELS	300	0.7297
58305001	CAMELS	364	0.6911
58380001	CAMELS	466	0.4092
58405000	CAMELS	462	0.3722
58420000	CAMELS	466	0.4071
58425000	CAMELS	465	0.4328
58434000	CAMELS	445	0.5282
58440000	CAMELS	432	0.2910
58480500	CAMELS	466	0.6116
58500000	CAMELS	468	0.4449
58516500	CAMELS	466	0.5274
58520000	CAMELS	464	0.5379
58530000	CAMELS	468	0.4178
58535000	CAMELS	465	0.4191
58542000	CAMELS	466	0.4618
58550001	CAMELS	466	0.4655
58560000	CAMELS	467	0.3683
58573000	CAMELS	462	0.5003
58585000	CAMELS	468	0.4491
58610000	CAMELS	460	0.5234
58620000	CAMELS	355	0.5157
58630002	CAMELS	413	0.4778
58645000	CAMELS	468	0.5000
58648001	CAMELS	353	0.5392
58658000	CAMELS	464	0.4066
58670002	CAMELS	465	0.3182
58710000	CAMELS	468	0.5350
58720000	CAMELS	463	0.4416
58730001	CAMELS	458	0.5147
58735000	CAMELS	465	0.5072
58736000	CAMELS	357	0.1320
58750000	CAMELS	378	0.6862
58755000	CAMELS	461	0.5767
58765001	CAMELS	465	0.4137
58770000	CAMELS	468	0.4147
58795000	CAMELS	468	0.4445
58825000	CAMELS	461	0.3573
58827000	CAMELS	461	0.3917
58846000	CAMELS	466	0.4220
58850000	CAMELS	460	0.3610
58870000	CAMELS	464	0.3927
58880001	CAMELS	467	0.4007
58910000	CAMELS	452	0.3712
58916000	CAMELS	465	0.3399
58917000	CAMELS	464	0.3321
58920000	CAMELS	468	0.2857
58930000	CAMELS	468	0.3390
58934000	CAMELS	408	0.2212
58940000	CAMELS	464	0.2685
58960000	CAMELS	468	0.2322
58974000	CAMELS	458	0.3998
59100000	CAMELS	467	0.1308
59120000	CAMELS	466	0.2869
59125000	CAMELS	465	0.3975
59240000	CAMELS	392	0.4162
59355000	CAMELS	467	0.5110
59370000	CAMELS	466	0.4987
59380000	CAMELS	460	0.4145
60010000	CAMELS	468	0.4332
60011000	CAMELS	462	0.4120
60100000	CAMELS	459	0.5331
60110000	CAMELS	459	0.5096
60130000	CAMELS	455	0.6586
60145000	CAMELS	459	0.6115
60220000	CAMELS	468	0.3159
60250000	CAMELS	468	0.5880
60265000	CAMELS	466	0.5467
60381000	CAMELS	464	0.5398
60435000	CAMELS	458	0.6282
60435100	CAMELS	460	0.6899
60435200	CAMELS	459	0.3709
60435300	CAMELS	458	0.6504
60436000	CAMELS	435	0.4403
60471200	CAMELS	326	0.5989
60473000	CAMELS	465	0.6554
60476100	CAMELS	430	0.6270
60477400	CAMELS	453	0.3569
60477600	CAMELS	389	0.7115
60478500	CAMELS	418	0.6702
60478600	CAMELS	460	0.4706
60490000	CAMELS	363	0.5279
60500000	CAMELS	434	0.5086
60615000	CAMELS	464	0.6037
60635000	CAMELS	449	0.5724
60640000	CAMELS	455	0.5319
60642000	CAMELS	432	0.6739
60650000	CAMELS	463	0.5580
60653000	CAMELS	449	0.8013
60654000	CAMELS	459	0.6778
60665000	CAMELS	457	0.5045
60680000	CAMELS	412	0.5519
60715000	CAMELS	466	0.4892
60750000	CAMELS	466	0.4741
60765000	CAMELS	463	0.5023
60772000	CAMELS	436	0.5236
60774000	CAMELS	466	0.6105
60778000	CAMELS	466	0.6598
60781000	CAMELS	460	0.6479
60790000	CAMELS	467	0.6277
60798000	CAMELS	467	0.6181
60810000	CAMELS	445	0.7174
60850000	CAMELS	444	0.4349
60855000	CAMELS	467	0.4052
60910000	CAMELS	436	0.6005
60925001	CAMELS	464	0.3777
60930000	CAMELS	461	0.7780
60940000	CAMELS	466	0.8222
60950000	CAMELS	458	0.7593
60960000	CAMELS	408	0.9228
60968000	CAMELS	398	0.7756
60970000	CAMELS	457	0.7533
61009000	CAMELS	419	0.5118
61012000	CAMELS	419	0.4672
61014000	CAMELS	417	0.5235
61024000	CAMELS	417	0.4873
61031000	CAMELS	416	0.5312
61045000	CAMELS	414	0.4903
61052000	CAMELS	416	0.5876
61060000	CAMELS	416	0.5202
61075000	CAMELS	412	0.4007
61078000	CAMELS	412	0.4390
61085000	CAMELS	413	0.4099
61090000	CAMELS	413	0.4866
61100000	CAMELS	410	0.5265
61105000	CAMELS	414	0.4263
61107000	CAMELS	417	0.4155
61115000	CAMELS	413	0.2128
61122000	CAMELS	412	0.3647
61135000	CAMELS	413	0.3641
61173000	CAMELS	468	0.6126
61175000	CAMELS	372	0.5146
61250000	CAMELS	419	0.5996
61280000	CAMELS	414	0.5597
61285000	CAMELS	419	0.5229
61295000	CAMELS	419	0.3173
61305000	CAMELS	419	0.5621
61320000	CAMELS	417	0.5117
61343000	CAMELS	419	0.4754
61350000	CAMELS	419	0.4230
61370000	CAMELS	419	0.3939
61390000	CAMELS	419	0.3688
61410000	CAMELS	419	0.4086
61460000	CAMELS	420	0.4234
61473000	CAMELS	420	0.5383
61500000	CAMELS	417	0.4430
61510000	CAMELS	420	0.4474
61520000	CAMELS	341	0.4553
61537000	CAMELS	414	0.4381
61565000	CAMELS	463	0.3989
61610000	CAMELS	394	0.5863
61700000	CAMELS	468	0.4156
61770000	CAMELS	457	0.3737
61795000	CAMELS	365	0.5039
61815000	CAMELS	453	0.4459
61826000	CAMELS	420	0.4362
61830000	CAMELS	416	0.5768
61886000	CAMELS	420	0.3710
61902000	CAMELS	430	0.4296
61910000	CAMELS	440	0.4710
61912000	CAMELS	420	0.5494
61915000	CAMELS	420	0.5388
61953001	CAMELS	456	0.2887
61956001	CAMELS	449	0.2414
62420000	CAMELS	425	0.3586
62477100	CAMELS	457	0.5843
62490000	CAMELS	411	0.1437
62600000	CAMELS	420	0.3136
62615000	CAMELS	420	0.2683
62622000	CAMELS	461	0.4252
62625000	CAMELS	413	0.8031
62670000	CAMELS	414	0.5256
62715000	CAMELS	462	0.3038
62760005	CAMELS	409	0.7105
62760150	CAMELS	411	0.6754
62767500	CAMELS	324	0.6464
63250000	CAMELS	424	0.8704
63350100	CAMELS	458	0.8209
63790000	CAMELS	428	0.1495
63950010	CAMELS	416	0.6586
63950100	CAMELS	416	0.6817
63955000	CAMELS	454	0.7682
63970000	CAMELS	403	0.7853
64040000	CAMELS	449	0.3250
64065000	CAMELS	409	0.3608
64075000	CAMELS	359	0.3717
64231000	CAMELS	360	0.3139
64315000	CAMELS	456	0.5999
64327000	CAMELS	446	0.6222
64360000	CAMELS	420	0.2460
64362000	CAMELS	420	0.1211
64380000	CAMELS	420	0.0420
64382000	CAMELS	364	0.0013
64395000	CAMELS	452	0.7245
64442800	CAMELS	414	0.2099
64447000	CAMELS	386	0.1827
64453000	CAMELS	371	0.2483
64465000	CAMELS	420	0.1993
64477600	CAMELS	410	0.1779
64501000	CAMELS	420	0.2107
64507000	CAMELS	420	0.2192
64508500	CAMELS	360	0.3123
64550000	CAMELS	398	0.6101
64575003	CAMELS	360	0.8684
64613000	CAMELS	455	0.5705
64613800	CAMELS	366	0.6367
64614000	CAMELS	422	0.6855
64617000	CAMELS	375	0.6621
64618000	CAMELS	402	0.8542
64671000	CAMELS	359	0.6723
64673000	CAMELS	417	0.6183
64682000	CAMELS	417	0.7806
64685000	CAMELS	420	0.0984
64693000	CAMELS	420	0.1873
64700000	CAMELS	401	0.7198
64717000	CAMELS	408	0.7223
64723000	CAMELS	399	0.7128
64785000	CAMELS	420	0.6042
64810000	CAMELS	420	0.5849
64815000	CAMELS	420	0.5912
64820000	CAMELS	420	0.1557
64830000	CAMELS	420	0.1832
64843000	CAMELS	415	0.8708
65006075	CAMELS	310	0.1897
65009000	CAMELS	353	0.0865
65010000	CAMELS	420	0.3373
65015400	CAMELS	392	0.2300
65021000	CAMELS	359	0.5879
65021770	CAMELS	359	0.3991
65024000	CAMELS	368	0.3782
65025000	CAMELS	420	0.1983
65027000	CAMELS	420	0.2966
65060000	CAMELS	420	0.2242
65095000	CAMELS	366	0.1679
65100000	CAMELS	419	0.1941
65135000	CAMELS	420	0.3399
65136550	CAMELS	369	0.3118
65220000	CAMELS	420	0.1921
65310000	CAMELS	419	0.1633
65945000	CAMELS	420	0.0937
65979000	CAMELS	420	0.0047
65986000	CAMELS	316	0.2640
65987000	CAMELS	354	0.1245
65993000	CAMELS	417	0.1733
66006000	CAMELS	445	0.4891
66160000	CAMELS	416	0.0574
66260001	CAMELS	444	0.3169
71300000	CAMELS	467	0.1468
71350001	CAMELS	408	0.0956
71383000	CAMELS	456	0.0146
74370000	CAMELS	468	0.0391
74460000	CAMELS	468	0.4535
74470000	CAMELS	468	0.1181
74700000	CAMELS	468	0.0497
74750000	CAMELS	466	0.0518
75200000	CAMELS	461	0.1165
75205000	CAMELS	463	0.0831
75230000	CAMELS	452	0.0416
77150000	CAMELS	466	0.0493
81019350	CAMELS	351	0.4411
81102000	CAMELS	370	0.3937
81107000	CAMELS	370	0.3526
81120000	CAMELS	369	0.5603
81125000	CAMELS	372	0.5872
81135000	CAMELS	362	0.3735
81140000	CAMELS	370	0.4734
81200000	CAMELS	369	0.4116
81335000	CAMELS	359	0.1932
81585000	CAMELS	450	0.4278
81683000	CAMELS	437	0.4738
83050000	CAMELS	419	0.0534
83675000	CAMELS	420	0.2839
83800002	CAMELS	348	0.0374
83892990	CAMELS	322	0.1465
83892998	CAMELS	340	0.1744
84071000	CAMELS	418	0.2184
84095000	CAMELS	389	0.1332
84095500	CAMELS	367	0.1718
84150100	CAMELS	322	0.1041
84249998	CAMELS	380	0.0813
84300000	CAMELS	348	0.0269
84520000	CAMELS	420	0.4073
84520010	CAMELS	343	0.2891
84551000	CAMELS	348	0.1574
84559800	CAMELS	365	0.2354
84560000	CAMELS	350	0.2091
84580000	CAMELS	398	0.1344
84598002	CAMELS	388	0.3118
84600000	CAMELS	408	0.3389
85400000	CAMELS	467	0.1712
85642000	CAMELS	446	0.1333
85900000	CAMELS	462	0.0157
87317060	CAMELS	398	0.7581
87380000	CAMELS	463	0.0030
10134001	CAMELS	455	0.0507
10137001	CAMELS	355	0.0546
1020003	CAMELS	363	0.2627
10364001	CAMELS	342	0.1719
1050002	CAMELS	410	0.9510
11143001	CAMELS	322	0.7056
1201005	CAMELS	437	0.7176
12284002	CAMELS	409	0.9698
12284006	CAMELS	416	0.6998
12284007	CAMELS	327	0.8151
12285001	CAMELS	386	0.9347
12289002	CAMELS	362	0.8098
12582001	CAMELS	411	0.6965
12585001	CAMELS	372	0.7344
12622001	CAMELS	408	0.8079
12802001	CAMELS	428	0.9929
2101001	CAMELS	421	0.8618
2105002	CAMELS	383	0.7759
3404001	CAMELS	411	0.9851
3414001	CAMELS	420	0.9969
3421001	CAMELS	371	0.9406
3804002	CAMELS	388	0.9665
3806001	CAMELS	393	0.9817
3820003	CAMELS	378	0.8991
4323001	CAMELS	398	0.9960
4400001	CAMELS	360	0.9018
4511002	CAMELS	423	0.9684
4512001	CAMELS	407	0.9989
4513001	CAMELS	435	0.9529
4523002	CAMELS	403	0.8836
4530001	CAMELS	382	0.9299
4537001	CAMELS	377	0.4993
4712001	CAMELS	297	0.9267
4716004	CAMELS	405	0.8608
4723001	CAMELS	419	0.9782
4726001	CAMELS	384	0.8830
5100001	CAMELS	399	0.8872
5101001	CAMELS	341	0.7568
5200001	CAMELS	408	0.9350
5411001	CAMELS	360	0.6605
5421002	CAMELS	354	0.8783
5716001	CAMELS	427	0.6370
5722001	CAMELS	431	0.8440
5722002	CAMELS	446	0.8885
5737002	CAMELS	426	0.8298
5746001	CAMELS	361	0.5847
5748001	CAMELS	412	0.6555
6011001	CAMELS	365	0.8905
6018001	CAMELS	313	0.3101
6027001	CAMELS	397	0.5538
7123001	CAMELS	359	0.4054
7335002	CAMELS	425	0.0804
7359001	CAMELS	435	0.0665
7381001	CAMELS	355	0.3595
7383001	CAMELS	349	0.3934
8114001	CAMELS	426	0.0617
8124001	CAMELS	364	0.1337
8124002	CAMELS	395	0.0437
8132001	CAMELS	406	0.0457
8135002	CAMELS	417	0.1321
8141001	CAMELS	347	0.1865
8220001	CAMELS	409	0.2784
8343001	CAMELS	426	0.1931
8351001	CAMELS	407	0.0278
8358001	CAMELS	441	0.0730
8394001	CAMELS	407	0.3972
8910001	CAMELS	415	0.4841
9102001	CAMELS	432	0.1886
9104001	CAMELS	436	0.0018
9113001	CAMELS	416	0.1634
9116001	CAMELS	453	0.0826
9122002	CAMELS	322	0.2397
9127001	CAMELS	447	0.0794
9129002	CAMELS	449	0.2487
9135001	CAMELS	417	0.1834
9140001	CAMELS	420	0.1542
9433001	CAMELS	395	0.0312
9434001	CAMELS	413	0.0827
9436001	CAMELS	333	0.1538
10002	CAMELS	429	0.1778
10003	CAMELS	388	0.2944
101002	CAMELS	416	0.2425
101005	CAMELS	400	0.1403
11001	CAMELS	429	0.2689
11003	CAMELS	429	0.3791
11004	CAMELS	342	0.3030
12001	CAMELS	429	0.2737
12002	CAMELS	429	0.1825
12005	CAMELS	429	0.1688
12006	CAMELS	429	0.3475
12007	CAMELS	396	0.3311
13001	CAMELS	429	0.0635
13004	CAMELS	369	0.0184
13008	CAMELS	393	0.0794
14001	CAMELS	429	0.2110
14002	CAMELS	417	0.2423
14005	CAMELS	381	0.1454
15006	CAMELS	429	0.0950
15007	CAMELS	429	0.0818
15010	CAMELS	417	0.0455
15011	CAMELS	429	0.0457
15012	CAMELS	429	0.1083
15014	CAMELS	369	0.0119
15021	CAMELS	368	0.1254
15025	CAMELS	369	0.0278
15030	CAMELS	309	0.1448
17003	CAMELS	429	0.0513
17004	CAMELS	417	0.1250
19006	CAMELS	405	0.0470
20002	CAMELS	408	0.0482
20003	CAMELS	415	0.1135
20007	CAMELS	408	0.2334
21015	CAMELS	396	0.1190
21016	CAMELS	417	0.0327
21022	CAMELS	429	0.1658
21027	CAMELS	429	0.0780
23007	CAMELS	423	0.2068
24005	CAMELS	428	0.0122
25020	CAMELS	429	0.0624
25021	CAMELS	425	0.0083
26003	CAMELS	429	0.8915
26005	CAMELS	409	0.8588
26008	CAMELS	357	0.6948
26009	CAMELS	318	0.9123
27021	CAMELS	429	0.0763
27025	CAMELS	429	0.1011
27030	CAMELS	427	0.0511
27041	CAMELS	429	0.3265
27042	CAMELS	429	0.2216
27049	CAMELS	428	0.2774
27064	CAMELS	428	0.2257
27071	CAMELS	429	0.0140
27077	CAMELS	384	0.0379
27079	CAMELS	313	0.0078
27080	CAMELS	360	0.0295
27087	CAMELS	293	0.5454
28008	CAMELS	429	0.1837
28009	CAMELS	429	0.2701
28012	CAMELS	395	0.3797
28015	CAMELS	391	0.6405
28018	CAMELS	429	0.1877
28022	CAMELS	429	0.3025
28024	CAMELS	414	0.0827
28026	CAMELS	429	0.2347
28039	CAMELS	429	0.1589
28040	CAMELS	429	0.0251
28044	CAMELS	359	0.8653
28046	CAMELS	428	0.3615
28048	CAMELS	429	0.0744
28050	CAMELS	425	0.4222
28052	CAMELS	422	0.2292
28056	CAMELS	429	0.1362
28060	CAMELS	395	0.4637
28066	CAMELS	429	0.1162
28067	CAMELS	429	0.1140
28072	CAMELS	429	0.4288
28080	CAMELS	429	0.4864
28081	CAMELS	368	0.4310
28082	CAMELS	429	0.2854
28085	CAMELS	429	0.1014
28091	CAMELS	372	0.4594
28093	CAMELS	344	0.2557
29002	CAMELS	424	0.7511
29003	CAMELS	429	0.7902
29005	CAMELS	427	0.1294
29009	CAMELS	415	0.2132
30001	CAMELS	429	0.4360
30004	CAMELS	428	0.3645
30011	CAMELS	428	0.4944
30012	CAMELS	418	0.1908
30014	CAMELS	428	0.1411
30015	CAMELS	429	0.7555
31002	CAMELS	413	0.2705
31006	CAMELS	426	0.8537
31010	CAMELS	428	0.3822
31021	CAMELS	427	0.1854
31025	CAMELS	427	0.0620
32003	CAMELS	423	0.3185
32004	CAMELS	412	0.1834
32006	CAMELS	429	0.3518
32008	CAMELS	429	0.3708
33006	CAMELS	429	0.7256
33007	CAMELS	427	0.8549
33013	CAMELS	429	0.4849
33014	CAMELS	426	0.6625
33018	CAMELS	429	0.2188
33019	CAMELS	429	0.6499
33021	CAMELS	429	0.5388
33022	CAMELS	429	0.5090
33023	CAMELS	417	0.5167
33024	CAMELS	429	0.5556
33026	CAMELS	413	0.1539
33028	CAMELS	428	0.5664
33029	CAMELS	429	0.6956
33032	CAMELS	427	0.9774
33033	CAMELS	429	0.7039
33034	CAMELS	429	0.6522
33035	CAMELS	416	0.5632
33039	CAMELS	429	0.1920
33053	CAMELS	357	0.4041
33054	CAMELS	427	0.9195
33058	CAMELS	404	0.2145
34002	CAMELS	418	0.3635
34003	CAMELS	429	0.6968
34004	CAMELS	414	0.6359
34005	CAMELS	423	0.4517
34006	CAMELS	429	0.1231
34007	CAMELS	420	0.1992
34008	CAMELS	401	0.7809
34010	CAMELS	414	0.1514
34011	CAMELS	428	0.7002
35003	CAMELS	427	0.0597
35008	CAMELS	426	0.1053
36003	CAMELS	428	0.3710
36006	CAMELS	429	0.3204
36011	CAMELS	425	0.1434
37003	CAMELS	429	0.0828
37005	CAMELS	428	0.1929
37008	CAMELS	429	0.2003
37009	CAMELS	429	0.3889
37010	CAMELS	427	0.3685
37011	CAMELS	429	0.0174
37018	CAMELS	429	0.1529
37019	CAMELS	423	0.0201
37020	CAMELS	428	0.0420
37033	CAMELS	408	0.0107
38001	CAMELS	429	0.2401
38003	CAMELS	429	0.8635
38004	CAMELS	427	0.2244
38007	CAMELS	429	0.0545
38017	CAMELS	429	0.9680
38018	CAMELS	429	0.6398
38030	CAMELS	429	0.5334
39001	CAMELS	429	0.1615
39002	CAMELS	429	0.2285
39004	CAMELS	400	0.5894
39005	CAMELS	423	0.5525
39006	CAMELS	429	0.5237
39007	CAMELS	429	0.3754
39008	CAMELS	429	0.2551
39010	CAMELS	429	0.7353
39011	CAMELS	429	0.3921
39012	CAMELS	415	0.6152
39014	CAMELS	429	0.7901
39015	CAMELS	429	0.8239
39016	CAMELS	429	0.6606
39019	CAMELS	429	0.9196
39020	CAMELS	429	0.7030
39021	CAMELS	429	0.4060
39022	CAMELS	429	0.5117
39023	CAMELS	429	0.8894
39025	CAMELS	429	0.0664
39027	CAMELS	429	0.6791
39028	CAMELS	429	0.7502
39029	CAMELS	429	0.7111
39034	CAMELS	429	0.3701
39035	CAMELS	417	0.5648
39036	CAMELS	422	0.8118
39037	CAMELS	429	0.7057
39042	CAMELS	425	0.5129
39049	CAMELS	426	0.0410
39052	CAMELS	429	0.1641
39056	CAMELS	429	0.2934
39072	CAMELS	429	0.3789
39078	CAMELS	424	0.3087
39081	CAMELS	429	0.3488
39087	CAMELS	422	0.2684
39088	CAMELS	429	0.9065
39095	CAMELS	429	0.1471
39099	CAMELS	389	0.3088
39101	CAMELS	403	0.8402
39105	CAMELS	305	0.1555
40009	CAMELS	415	0.1264
4001	CAMELS	429	0.1673
40011	CAMELS	428	0.3369
40012	CAMELS	417	0.3506
40016	CAMELS	426	0.5992
40018	CAMELS	410	0.4242
41004	CAMELS	344	0.0095
41009	CAMELS	395	0.2481
41011	CAMELS	427	0.3003
41023	CAMELS	429	0.0962
41027	CAMELS	427	0.0563
42004	CAMELS	428	0.7816
42006	CAMELS	428	0.6350
42008	CAMELS	429	0.6981
42010	CAMELS	429	0.8146
42011	CAMELS	429	0.3534
42016	CAMELS	405	0.8766
42024	CAMELS	313	0.8543
43005	CAMELS	429	0.6265
43006	CAMELS	429	0.3972
43007	CAMELS	429	0.0502
43008	CAMELS	429	0.5516
43014	CAMELS	427	0.6683
43017	CAMELS	428	0.2635
43018	CAMELS	429	0.4154
43021	CAMELS	428	0.4976
44001	CAMELS	429	0.5101
44002	CAMELS	429	0.4756
44006	CAMELS	429	0.4999
45003	CAMELS	429	0.0835
45004	CAMELS	429	0.0063
45005	CAMELS	429	0.0743
48003	CAMELS	429	0.0983
48011	CAMELS	429	0.0119
49002	CAMELS	426	0.3002
49004	CAMELS	429	0.0017
5003	CAMELS	324	0.2401
51001	CAMELS	425	0.1762
52005	CAMELS	429	0.0733
52009	CAMELS	423	0.2688
52015	CAMELS	362	0.2272
52016	CAMELS	429	0.3301
53005	CAMELS	426	0.0991
53007	CAMELS	429	0.0070
53009	CAMELS	428	0.1189
53013	CAMELS	429	0.2893
53023	CAMELS	429	0.1074
53028	CAMELS	405	0.0944
54002	CAMELS	429	0.2306
54004	CAMELS	429	0.4237
54007	CAMELS	429	0.2179
54012	CAMELS	429	0.3691
54016	CAMELS	429	0.2484
54019	CAMELS	429	0.2219
54020	CAMELS	429	0.2174
54024	CAMELS	429	0.4050
54027	CAMELS	429	0.5714
54036	CAMELS	429	0.1999
54044	CAMELS	429	0.5771
54048	CAMELS	429	0.1072
54049	CAMELS	428	0.0858
54057	CAMELS	429	0.0377
54060	CAMELS	342	0.3474
54096	CAMELS	329	0.1798
55014	CAMELS	429	0.0608
55018	CAMELS	428	0.0706
55021	CAMELS	398	0.0652
56012	CAMELS	387	0.0435
58009	CAMELS	429	0.1281
6007	CAMELS	429	0.0762
66004	CAMELS	412	0.4271
67008	CAMELS	429	0.0245
67025	CAMELS	429	0.0783
68001	CAMELS	429	0.2099
68003	CAMELS	429	0.1646
68004	CAMELS	427	0.2983
68005	CAMELS	429	0.1623
68020	CAMELS	428	0.0751
69002	CAMELS	429	0.0011
69007	CAMELS	429	0.0284
69012	CAMELS	429	0.2251
69027	CAMELS	429	0.0792
69030	CAMELS	428	0.1177
69032	CAMELS	422	0.1850
70002	CAMELS	403	0.0764
7001	CAMELS	429	0.1376
7002	CAMELS	429	0.0909
7003	CAMELS	429	0.1608
7005	CAMELS	400	0.1134
7006	CAMELS	342	0.2109
8004	CAMELS	429	0.3598
8005	CAMELS	429	0.1049
8006	CAMELS	429	0.2581
8009	CAMELS	429	0.0722
8011	CAMELS	414	0.4147
9002	CAMELS	429	0.1534
9003	CAMELS	417	0.0871
9004	CAMELS	418	0.2894
9005	CAMELS	429	0.2440
94001	CAMELS	429	0.0945
10023000	CAMELS	339	0.6698
1013500	CAMELS	417	0.5417
10166430	CAMELS	339	0.3458
10172700	CAMELS	420	0.7956
10172800	CAMELS	420	0.7415
1022500	CAMELS	417	0.0576
10244950	CAMELS	420	0.8022
10249300	CAMELS	418	0.7864
10258000	CAMELS	408	0.5574
10259000	CAMELS	420	0.3218
10263500	CAMELS	417	0.3860
1030500	CAMELS	417	0.2462
10310500	CAMELS	311	0.7236
1031500	CAMELS	417	0.0048
10316500	CAMELS	420	0.9130
10329500	CAMELS	417	0.3361
10336645	CAMELS	411	0.8726
10336740	CAMELS	336	0.9710
10343500	CAMELS	420	0.8846
10396000	CAMELS	419	0.5655
1047000	CAMELS	420	0.0984
1052500	CAMELS	420	0.4090
1054200	CAMELS	420	0.0333
1055000	CAMELS	420	0.0818
1057000	CAMELS	420	0.3265
1073000	CAMELS	417	0.0585
1078000	CAMELS	418	0.2832
11141280	CAMELS	420	0.2115
11143000	CAMELS	420	0.1286
1118300	CAMELS	402	0.0581
1121000	CAMELS	402	0.1027
1123000	CAMELS	405	0.1303
1134500	CAMELS	418	0.4512
1137500	CAMELS	417	0.2864
11381500	CAMELS	420	0.4910
11383500	CAMELS	418	0.2961
1139000	CAMELS	419	0.5328
1139800	CAMELS	418	0.6420
1142500	CAMELS	417	0.4545
1144000	CAMELS	417	0.4626
11473900	CAMELS	418	0.0931
11522500	CAMELS	420	0.4813
11523200	CAMELS	417	0.7054
11528700	CAMELS	420	0.1418
1162500	CAMELS	418	0.2385
1169000	CAMELS	419	0.0837
1170100	CAMELS	419	0.1783
12048000	CAMELS	420	0.7787
12054000	CAMELS	420	0.5184
12073500	CAMELS	418	0.2437
12082500	CAMELS	417	0.6743
12092000	CAMELS	417	0.8292
12095000	CAMELS	324	0.0882
12115000	CAMELS	420	0.4083
12115500	CAMELS	420	0.1687
12117000	CAMELS	418	0.2253
12374250	CAMELS	386	0.6363
12383500	CAMELS	336	0.8772
12388400	CAMELS	336	0.1509
12390700	CAMELS	417	0.9000
12411000	CAMELS	420	0.6977
12414500	CAMELS	420	0.9013
13018300	CAMELS	419	0.7811
13083000	CAMELS	420	0.7614
13161500	CAMELS	419	0.5129
1333000	CAMELS	417	0.4037
13338500	CAMELS	420	0.0033
13340000	CAMELS	420	0.5033
1350080	CAMELS	326	0.3745
1350140	CAMELS	405	0.2897
1365000	CAMELS	405	0.0897
14020000	CAMELS	420	0.3762
14092750	CAMELS	387	0.7599
14096850	CAMELS	372	0.5729
1411300	CAMELS	411	0.3510
1413500	CAMELS	405	0.1571
14137000	CAMELS	419	0.3422
14138870	CAMELS	417	0.0503
14141500	CAMELS	420	0.0938
1414500	CAMELS	405	0.2300
1415000	CAMELS	405	0.2965
14182500	CAMELS	417	0.0762
14185000	CAMELS	420	0.0594
14222500	CAMELS	420	0.0253
1423000	CAMELS	405	0.2053
14236200	CAMELS	417	0.0347
14303200	CAMELS	375	0.0704
1434025	CAMELS	363	0.1946
1435000	CAMELS	405	0.1155
14362250	CAMELS	378	0.0415
1439500	CAMELS	417	0.1689
1440000	CAMELS	420	0.1670
1440400	CAMELS	419	0.1513
1466500	CAMELS	415	0.5511
1484100	CAMELS	417	0.3090
1485500	CAMELS	420	0.0260
1486000	CAMELS	419	0.1724
1487000	CAMELS	419	0.4317
1510000	CAMELS	414	0.3372
1518862	CAMELS	374	0.1667
1532000	CAMELS	417	0.1003
1539000	CAMELS	420	0.1003
1542810	CAMELS	419	0.1934
1543000	CAMELS	420	0.1863
1543500	CAMELS	420	0.2328
1544500	CAMELS	420	0.2249
1545600	CAMELS	420	0.1897
1547700	CAMELS	420	0.0387
1548500	CAMELS	418	0.2421
1549500	CAMELS	418	0.1021
1550000	CAMELS	419	0.0974
1552000	CAMELS	420	0.0532
1552500	CAMELS	420	0.1169
1557500	CAMELS	420	0.2294
1568000	CAMELS	419	0.0043
1580000	CAMELS	419	0.3807
1583500	CAMELS	417	0.4019
1586610	CAMELS	384	0.2942
1591400	CAMELS	417	0.1980
1596500	CAMELS	417	0.0323
1632900	CAMELS	405	0.0412
1639500	CAMELS	420	0.1177
1669000	CAMELS	417	0.2572
1669520	CAMELS	397	0.0558
2015700	CAMELS	419	0.0267
2018000	CAMELS	417	0.0004
2027000	CAMELS	419	0.0026
2038850	CAMELS	417	0.1142
2051000	CAMELS	407	0.0375
2053800	CAMELS	419	0.0770
2055100	CAMELS	417	0.0912
2056900	CAMELS	419	0.0910
2065500	CAMELS	419	0.1052
2069700	CAMELS	419	0.3058
2070000	CAMELS	419	0.2667
2074500	CAMELS	417	0.0009
2102908	CAMELS	417	0.6238
2108000	CAMELS	417	0.1038
2111180	CAMELS	417	0.0505
2111500	CAMELS	405	0.2516
2112120	CAMELS	417	0.3128
2112360	CAMELS	417	0.3459
2118500	CAMELS	420	0.1308
2137727	CAMELS	410	0.0542
2140991	CAMELS	353	0.0174
2143000	CAMELS	419	0.1681
2143040	CAMELS	417	0.1130
2149000	CAMELS	420	0.3037
2152100	CAMELS	420	0.2310
2177000	CAMELS	417	0.2229
2178400	CAMELS	405	0.2311
2235200	CAMELS	373	0.4734
2300700	CAMELS	417	0.0203
2310947	CAMELS	405	0.1184
2312200	CAMELS	417	0.2322
2314500	CAMELS	417	0.2670
2315500	CAMELS	417	0.1993
2324400	CAMELS	417	0.0466
2350900	CAMELS	354	0.0655
2374500	CAMELS	417	0.2159
2465493	CAMELS	420	0.1357
3010655	CAMELS	417	0.3993
3011800	CAMELS	417	0.3734
3015500	CAMELS	420	0.4975
3021350	CAMELS	417	0.6306
3026500	CAMELS	420	0.2018
3028000	CAMELS	417	0.2271
3049000	CAMELS	419	0.1974
3049800	CAMELS	418	0.0791
3069500	CAMELS	406	0.0078
3070500	CAMELS	407	0.0466
3076600	CAMELS	420	0.0478
3078000	CAMELS	420	0.1390
3140000	CAMELS	420	0.0505
3161000	CAMELS	417	0.2213
3164000	CAMELS	420	0.1664
3165000	CAMELS	420	0.3284
3170000	CAMELS	420	0.2882
3186500	CAMELS	406	0.0027
3187500	CAMELS	389	0.0419
3439000	CAMELS	417	0.2209
3455500	CAMELS	417	0.0101
3460000	CAMELS	419	0.0826
3471500	CAMELS	420	0.1721
3473000	CAMELS	420	0.0588
3500000	CAMELS	417	0.1571
3500240	CAMELS	417	0.1333
3504000	CAMELS	417	0.1980
4015330	CAMELS	417	0.0909
4024430	CAMELS	417	0.2003
4027000	CAMELS	417	0.3738
4040500	CAMELS	420	0.5341
4043050	CAMELS	418	0.9237
4045500	CAMELS	418	0.8295
4056500	CAMELS	418	0.9028
4057510	CAMELS	420	0.7266
4057800	CAMELS	417	0.4622
4059500	CAMELS	417	0.4655
4063700	CAMELS	417	0.4539
4074950	CAMELS	408	0.6921
4105700	CAMELS	420	0.8281
4115265	CAMELS	324	0.7343
4122200	CAMELS	417	0.7629
4122500	CAMELS	420	0.8127
4124000	CAMELS	420	0.8763
4127918	CAMELS	372	0.6984
4127997	CAMELS	417	0.8603
4161580	CAMELS	409	0.6387
4185000	CAMELS	417	0.3458
4197100	CAMELS	417	0.0738
4197170	CAMELS	364	0.0408
4213000	CAMELS	418	0.3174
4213075	CAMELS	343	0.4906
4216418	CAMELS	417	0.5897
4221000	CAMELS	417	0.4178
4224775	CAMELS	417	0.7411
4233000	CAMELS	393	0.2853
4256000	CAMELS	417	0.4206
4296000	CAMELS	418	0.4919
5056000	CAMELS	417	0.5340
5057000	CAMELS	418	0.5962
5057200	CAMELS	418	0.5387
5062500	CAMELS	345	0.4001
5087500	CAMELS	412	0.2285
5120500	CAMELS	420	0.4473
5123400	CAMELS	420	0.2516
5129115	CAMELS	418	0.5270
5131500	CAMELS	420	0.3395
5291000	CAMELS	420	0.1326
5362000	CAMELS	418	0.2388
5393500	CAMELS	418	0.2257
5399500	CAMELS	417	0.1340
5408000	CAMELS	417	0.6334
5412500	CAMELS	420	0.1752
5413500	CAMELS	417	0.5886
5414000	CAMELS	417	0.5025
5444000	CAMELS	420	0.4139
5454000	CAMELS	419	0.0166
5466500	CAMELS	419	0.0186
5556500	CAMELS	419	0.1522
6037500	CAMELS	351	0.8799
6043500	CAMELS	381	0.3110
6154410	CAMELS	357	0.2246
6188000	CAMELS	323	0.3680
6191500	CAMELS	417	0.7255
6278300	CAMELS	417	0.1905
6280300	CAMELS	418	0.8790
6289000	CAMELS	419	0.5673
6291500	CAMELS	324	0.2463
6332515	CAMELS	417	0.5473
6339100	CAMELS	417	0.3836
6339500	CAMELS	417	0.3038
6344600	CAMELS	417	0.2268
6350000	CAMELS	418	0.5410
6352000	CAMELS	418	0.6964
6353000	CAMELS	418	0.5576
6354000	CAMELS	418	0.5091
6447500	CAMELS	417	0.6833
6450500	CAMELS	418	0.6276
6452000	CAMELS	417	0.0419
6453600	CAMELS	417	0.0799
6464500	CAMELS	417	0.5116
6468170	CAMELS	418	0.5952
6468250	CAMELS	349	0.6171
6470800	CAMELS	418	0.4144
6479215	CAMELS	363	0.2626
6479438	CAMELS	417	0.2480
6601000	CAMELS	418	0.4106
6784000	CAMELS	419	0.6821
7057500	CAMELS	420	0.1951
7067000	CAMELS	420	0.1419
7068000	CAMELS	420	0.2195
7071500	CAMELS	420	0.2503
7083000	CAMELS	417	0.8126
7142300	CAMELS	420	0.2437
7148400	CAMELS	420	0.0849
7149000	CAMELS	418	0.3417
7208500	CAMELS	417	0.5825
7301410	CAMELS	419	0.4892
7301500	CAMELS	420	0.0549
8165300	CAMELS	420	0.0960
8267500	CAMELS	417	0.8028
8269000	CAMELS	417	0.8874
8271000	CAMELS	419	0.8039
8377900	CAMELS	417	0.7092
8378500	CAMELS	420	0.7715
8380500	CAMELS	417	0.2997
9047700	CAMELS	420	0.8570
9210500	CAMELS	420	0.7064
9223000	CAMELS	419	0.9906
9312600	CAMELS	417	0.9904
9386900	CAMELS	418	0.4920
9404450	CAMELS	417	0.8369
9430500	CAMELS	418	0.4680
9430600	CAMELS	419	0.1602
9494000	CAMELS	420	0.9119
9497800	CAMELS	408	0.0114
1134100	GRDC	302	0.3333
1147010	GRDC	371	0.7237
1159100	GRDC	466	0.3614
1159300	GRDC	469	0.3830
1160300	GRDC	469	0.0227
1160510	GRDC	479	0.3860
1160580	GRDC	468	0.4941
1196350	GRDC	462	0.0732
1196700	GRDC	461	0.2574
1197300	GRDC	438	0.1753
1255100	GRDC	414	0.7193
1257100	GRDC	385	0.8041
1258100	GRDC	419	0.1088
1258300	GRDC	452	0.0999
1259400	GRDC	394	0.1016
1291100	GRDC	462	0.6205
1531450	GRDC	283	0.2056
1547310	GRDC	303	0.9890
1591404	GRDC	294	0.6752
1591441	GRDC	278	0.5481
1749100	GRDC	442	0.5132
2261500	GRDC	348	0.3344
2421400	GRDC	408	0.0979
2421800	GRDC	431	0.0240
2423350	GRDC	440	0.3350
2427200	GRDC	363	0.3533
2909150	GRDC	384	0.1947
3179200	GRDC	405	0.6722
3179500	GRDC	403	0.3215
3265300	GRDC	414	0.9269
3265600	GRDC	413	0.9890
3265910	GRDC	337	0.2852
3268100	GRDC	428	0.1069
3268270	GRDC	372	0.1662
3268900	GRDC	384	0.3795
3274100	GRDC	427	0.1462
3274120	GRDC	427	0.1150
3275800	GRDC	423	0.6444
3275990	GRDC	417	0.7954
3276100	GRDC	417	0.6125
3276150	GRDC	404	0.3555
3276200	GRDC	400	0.6582
3617800	GRDC	308	0.7323
3617810	GRDC	295	0.6222
3618500	GRDC	474	0.0305
3618710	GRDC	311	0.2830
3618711	GRDC	469	0.0833
3621200	GRDC	331	0.6077
3623100	GRDC	455	0.4861
3649010	GRDC	456	0.3632
3649030	GRDC	399	0.4503
3649210	GRDC	423	0.0282
3649211	GRDC	439	0.3284
3649240	GRDC	462	0.1454
3649419	GRDC	478	0.6730
3649449	GRDC	478	0.3798
3649510	GRDC	480	0.1610
3649850	GRDC	444	0.1362
3649900	GRDC	324	0.7691
3650205	GRDC	384	0.6733
3650285	GRDC	463	0.0280
3650350	GRDC	414	0.7097
3650355	GRDC	465	0.4548
3650410	GRDC	335	0.7324
3650488	GRDC	300	0.7096
3650811	GRDC	418	0.1231
3650990	GRDC	447	0.0264
3651408	GRDC	334	0.3780
3651660	GRDC	348	0.8213
3651670	GRDC	352	0.8194
3651680	GRDC	330	0.8018
3651870	GRDC	330	0.0374
3653120	GRDC	480	0.3716
3653180	GRDC	476	0.6964
3660602	GRDC	314	0.3951
3664600	GRDC	320	0.0278
3666050	GRDC	480	0.5083
3666200	GRDC	416	0.7687
3666250	GRDC	459	0.5883
3666400	GRDC	429	0.9067
3666401	GRDC	434	0.6829
3666500	GRDC	427	0.5554
3667400	GRDC	432	0.0221
3844450	GRDC	268	0.1316
4102100	GRDC	291	0.5403
4103200	GRDC	425	0.0414
4103600	GRDC	480	0.1949
4103602	GRDC	480	0.1832
4103630	GRDC	480	0.4053
4103633	GRDC	480	0.2487
4103650	GRDC	474	0.2214
4103710	GRDC	387	0.1793
4113300	GRDC	478	0.5239
4113301	GRDC	478	0.5352
4113302	GRDC	478	0.4845
4113303	GRDC	479	0.5060
4113304	GRDC	478	0.5579
4113305	GRDC	466	0.5947
4113310	GRDC	480	0.2741
4113315	GRDC	475	0.4459
4113321	GRDC	477	0.5891
4113330	GRDC	360	0.3448
4113340	GRDC	298	0.4564
4113351	GRDC	479	0.5665
4113363	GRDC	480	0.5630
4113364	GRDC	478	0.6219
4113365	GRDC	477	0.6193
4113400	GRDC	480	0.1257
4113401	GRDC	480	0.2023
4113402	GRDC	480	0.1241
4113420	GRDC	480	0.4005
4115081	GRDC	480	0.5512
4115082	GRDC	480	0.7737
4115100	GRDC	480	0.2158
4115101	GRDC	478	0.1771
4115102	GRDC	480	0.3380
4115105	GRDC	361	0.2326
4115106	GRDC	480	0.5651
4115200	GRDC	469	0.8707
4115201	GRDC	340	0.7038
4115202	GRDC	480	0.9349
4115203	GRDC	480	0.9324
4115204	GRDC	480	0.9261
4115205	GRDC	480	0.9249
4115206	GRDC	480	0.9261
4115210	GRDC	480	0.7953
4115211	GRDC	341	0.9971
4115220	GRDC	480	0.2362
4115221	GRDC	468	0.2322
4115222	GRDC	460	0.4699
4115223	GRDC	480	0.2650
4115224	GRDC	480	0.4705
4115226	GRDC	480	0.8835
4115240	GRDC	480	0.0567
4115250	GRDC	477	0.0977
4115260	GRDC	479	0.7529
4115270	GRDC	475	0.9950
4115280	GRDC	480	0.8157
4115281	GRDC	480	0.8554
4115282	GRDC	480	0.7003
4115290	GRDC	480	0.9937
4115300	GRDC	480	0.6758
4115301	GRDC	480	0.6581
4115305	GRDC	480	0.8651
4115310	GRDC	480	0.0292
4115311	GRDC	480	0.0632
4115322	GRDC	480	0.6997
4115331	GRDC	435	0.6662
4115332	GRDC	480	0.6492
4115340	GRDC	480	0.5455
4115344	GRDC	477	0.4222
4115345	GRDC	480	0.3333
4115346	GRDC	417	0.5386
4115347	GRDC	480	0.5100
4115348	GRDC	480	0.2490
4115349	GRDC	480	0.2740
4115350	GRDC	399	0.5747
4115351	GRDC	480	0.5274
4115400	GRDC	480	0.6557
4115401	GRDC	480	0.6608
4115403	GRDC	480	0.6268
4115450	GRDC	366	0.4406
4115451	GRDC	480	0.5658
4116181	GRDC	480	0.5245
4116183	GRDC	480	0.5884
4116184	GRDC	480	0.6848
4116185	GRDC	451	0.6389
4116186	GRDC	480	0.7363
4116187	GRDC	480	0.8438
4116188	GRDC	480	0.8659
4116190	GRDC	480	0.7167
4116200	GRDC	480	0.1492
4116300	GRDC	480	0.8063
4116330	GRDC	480	0.6313
4116332	GRDC	480	0.7304
4116335	GRDC	314	0.9219
4116340	GRDC	480	0.6343
4116350	GRDC	480	0.2818
4116370	GRDC	423	0.9892
4116400	GRDC	480	0.7829
4116401	GRDC	480	0.7727
4116405	GRDC	480	0.9579
4116451	GRDC	480	0.0525
4116452	GRDC	325	0.4173
4116460	GRDC	454	0.6097
4116470	GRDC	480	0.6082
4116471	GRDC	480	0.7667
4116480	GRDC	469	0.7276
4118105	GRDC	480	0.5988
4118110	GRDC	480	0.6772
4118410	GRDC	480	0.5294
4118440	GRDC	480	0.6992
4119070	GRDC	477	0.1576
4119080	GRDC	480	0.5089
4119100	GRDC	480	0.4133
4119101	GRDC	480	0.6950
4119170	GRDC	480	0.2564
4119200	GRDC	480	0.6087
4119201	GRDC	479	0.6179
4119210	GRDC	480	0.5256
4119220	GRDC	480	0.2897
4119230	GRDC	480	0.3190
4119250	GRDC	480	0.2262
4119251	GRDC	480	0.2587
4119252	GRDC	480	0.0595
4119260	GRDC	480	0.1633
4119261	GRDC	480	0.1621
4119262	GRDC	480	0.1283
4119263	GRDC	420	0.1499
4119264	GRDC	480	0.1381
4119265	GRDC	395	0.1232
4119270	GRDC	480	0.2289
4119280	GRDC	480	0.1728
4119281	GRDC	480	0.0666
4119282	GRDC	480	0.1654
4119283	GRDC	480	0.0726
4119285	GRDC	480	0.1461
4119286	GRDC	480	0.0672
4119290	GRDC	480	0.2431
4119300	GRDC	477	0.4979
4119310	GRDC	480	0.2685
4119311	GRDC	480	0.6218
4119312	GRDC	480	0.6885
4119313	GRDC	480	0.6948
4119315	GRDC	472	0.0397
4119317	GRDC	480	0.3629
4119321	GRDC	480	0.0036
4119322	GRDC	480	0.1987
4119325	GRDC	480	0.0185
4119400	GRDC	480	0.4481
4119401	GRDC	459	0.4437
4119410	GRDC	480	0.0067
4119430	GRDC	480	0.7070
4119431	GRDC	468	0.2116
4119440	GRDC	480	0.5404
4119441	GRDC	443	0.6065
4119442	GRDC	480	0.6904
4119445	GRDC	480	0.7572
4119447	GRDC	480	0.6314
4119450	GRDC	480	0.6459
4119451	GRDC	477	0.5882
4119452	GRDC	441	0.6969
4119453	GRDC	465	0.5978
4119454	GRDC	479	0.9280
4119460	GRDC	477	0.1979
4119461	GRDC	477	0.3938
4119510	GRDC	480	0.3323
4119600	GRDC	480	0.2604
4119650	GRDC	480	0.5550
4120100	GRDC	459	0.6098
4120110	GRDC	480	0.2177
4120112	GRDC	480	0.2550
4120120	GRDC	480	0.6583
4120121	GRDC	477	0.6093
4120125	GRDC	477	0.5385
4120200	GRDC	480	0.3913
4120202	GRDC	468	0.4130
4120301	GRDC	477	0.0769
4120330	GRDC	468	0.1774
4120331	GRDC	308	0.0590
4120800	GRDC	346	0.4138
4120900	GRDC	480	0.9095
4120902	GRDC	480	0.5284
4120903	GRDC	480	0.3222
4120951	GRDC	480	0.1714
4120952	GRDC	480	0.5609
4120955	GRDC	453	0.7523
4120956	GRDC	433	0.7911
4120960	GRDC	480	0.0187
4121100	GRDC	478	0.1774
4121110	GRDC	480	0.5456
4121145	GRDC	420	0.0416
4121300	GRDC	478	0.0882
4121301	GRDC	480	0.2383
4121304	GRDC	480	0.4431
4121320	GRDC	477	0.1110
4121321	GRDC	477	0.1402
4121330	GRDC	480	0.2113
4121340	GRDC	480	0.3550
4121341	GRDC	480	0.2047
4121350	GRDC	480	0.3746
4121400	GRDC	480	0.8657
4121401	GRDC	480	0.9102
4121420	GRDC	480	0.2808
4121430	GRDC	480	0.5272
4121431	GRDC	480	0.5117
4121801	GRDC	480	0.6770
4121802	GRDC	480	0.9059
4122100	GRDC	480	0.5694
4122105	GRDC	458	0.3391
4122130	GRDC	447	0.0384
4122131	GRDC	333	0.1282
4122132	GRDC	333	0.2268
4122133	GRDC	333	0.2770
4122134	GRDC	297	0.4799
4122151	GRDC	478	0.5769
4122152	GRDC	477	0.5709
4122153	GRDC	444	0.6261
4122154	GRDC	480	0.6413
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4122160	GRDC	480	0.1306
4122165	GRDC	480	0.2437
4122190	GRDC	480	0.0483
4122201	GRDC	480	0.2160
4122240	GRDC	478	0.0121
4122300	GRDC	480	0.3161
4122350	GRDC	470	0.0309
4122351	GRDC	480	0.6881
4122352	GRDC	480	0.8228
4122360	GRDC	480	0.3050
4122600	GRDC	480	0.5011
4122601	GRDC	377	0.5172
4122602	GRDC	480	0.5979
4122603	GRDC	480	0.6556
4122630	GRDC	480	0.8004
4122635	GRDC	480	0.8308
4122636	GRDC	480	0.9023
4122637	GRDC	480	0.8976
4122638	GRDC	480	0.9573
4122650	GRDC	480	0.6015
4122700	GRDC	480	0.0542
4122701	GRDC	480	0.0187
4122900	GRDC	480	0.4486
4122901	GRDC	480	0.4284
4122902	GRDC	480	0.4864
4122903	GRDC	480	0.5956
4123050	GRDC	420	0.1058
4123063	GRDC	347	0.2620
4123081	GRDC	333	0.1255
4123110	GRDC	480	0.0161
4123120	GRDC	480	0.3811
4123130	GRDC	480	0.1902
4123131	GRDC	480	0.2155
4123135	GRDC	480	0.2082
4123136	GRDC	480	0.4624
4123201	GRDC	480	0.0250
4123202	GRDC	480	0.0181
4123245	GRDC	467	0.2435
4123251	GRDC	408	0.2739
4123268	GRDC	480	0.1054
4123270	GRDC	480	0.0556
4123275	GRDC	480	0.6835
4123277	GRDC	480	0.1706
4123300	GRDC	480	0.1345
4123320	GRDC	480	0.1451
4123330	GRDC	480	0.0172
4123331	GRDC	480	0.0702
4123345	GRDC	480	0.6322
4123347	GRDC	480	0.0340
4123350	GRDC	480	0.4313
4123351	GRDC	480	0.4129
4123352	GRDC	480	0.5144
4123355	GRDC	480	0.5765
4123357	GRDC	480	0.2867
4123365	GRDC	480	0.1103
4123380	GRDC	480	0.1369
4123382	GRDC	480	0.2300
4125020	GRDC	480	0.0102
4125050	GRDC	480	0.0362
4125063	GRDC	480	0.1260
4125064	GRDC	468	0.9851
4125110	GRDC	480	0.0940
4125500	GRDC	480	0.0783
4125550	GRDC	480	0.4273
4125555	GRDC	480	0.3500
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4125802	GRDC	480	0.1670
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4125900	GRDC	374	0.5790
4125901	GRDC	480	0.5025
4125903	GRDC	305	0.5285
4125917	GRDC	413	0.1979
4125941	GRDC	480	0.2321
4125942	GRDC	452	0.2974
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4126100	GRDC	480	0.0745
4126150	GRDC	419	0.3404
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4126801	GRDC	479	0.3476
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4127501	GRDC	480	0.4450
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4127800	GRDC	456	0.6570
4132010	GRDC	478	0.3070
4132200	GRDC	480	0.4330
4132800	GRDC	480	0.6126
4133200	GRDC	405	0.7176
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4133260	GRDC	480	0.6156
4133300	GRDC	476	0.8597
4133400	GRDC	408	0.8152
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4133500	GRDC	480	0.7545
4133501	GRDC	480	0.7964
4133550	GRDC	480	0.5480
4133651	GRDC	480	0.8952
4133700	GRDC	291	0.6988
4133701	GRDC	480	0.7761
4133750	GRDC	480	0.6822
4133751	GRDC	480	0.6806
4134300	GRDC	478	0.4333
4134350	GRDC	480	0.6253
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4134600	GRDC	333	0.3771
4134700	GRDC	389	0.9169
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4135210	GRDC	480	0.0170
4135300	GRDC	480	0.4740
4135400	GRDC	480	0.6533
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4135800	GRDC	460	0.6655
4136300	GRDC	309	0.6896
4136301	GRDC	480	0.6642
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4143310	GRDC	480	0.7257
4143500	GRDC	467	0.7910
4143550	GRDC	480	0.9019
4143710	GRDC	480	0.7873
4143750	GRDC	480	0.6191
4143770	GRDC	480	0.7167
4143790	GRDC	480	0.4485
4146110	GRDC	456	0.3336
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4146112	GRDC	480	0.6339
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4146360	GRDC	480	0.6415
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4147050	GRDC	480	0.6190
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4147450	GRDC	480	0.1500
4147460	GRDC	480	0.4960
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4147465	GRDC	480	0.5796
4147475	GRDC	480	0.3604
4147490	GRDC	480	0.2902
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4147500	GRDC	443	0.4578
4147501	GRDC	480	0.5886
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4147510	GRDC	480	0.3564
4147540	GRDC	470	0.1847
4147600	GRDC	479	0.1956
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4147650	GRDC	480	0.1696
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4147710	GRDC	480	0.3397
4147715	GRDC	476	0.2807
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4148530	GRDC	468	0.0442
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4149610	GRDC	480	0.4003
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6140400	GRDC	468	0.7818
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6142100	GRDC	468	0.7256
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6142200	GRDC	456	0.5319
6142300	GRDC	468	0.4238
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6142620	GRDC	456	0.6300
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6142650	GRDC	346	0.4823
6142660	GRDC	456	0.5384
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6144300	GRDC	456	0.4519
6144350	GRDC	456	0.4442
6144400	GRDC	346	0.4907
6157100	GRDC	468	0.3131
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6212410	GRDC	451	0.2409
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6212700	GRDC	453	0.0351
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6213800	GRDC	453	0.5471
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6220500	GRDC	398	0.6510
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6226800	GRDC	440	0.5265
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6233551	GRDC	464	0.7881
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6233780	GRDC	468	0.6590
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6233870	GRDC	405	0.6869
6242200	GRDC	456	0.5097
6242250	GRDC	456	0.4095
6242401	GRDC	456	0.5041
6242420	GRDC	456	0.5013
6243030	GRDC	456	0.3212
6243800	GRDC	456	0.4577
6243850	GRDC	456	0.3549
6246611	GRDC	372	0.3981
6246612	GRDC	456	0.3869
6246700	GRDC	456	0.5234
6321100	GRDC	466	0.7585
6335020	GRDC	480	0.5767
6335050	GRDC	480	0.5457
6335060	GRDC	480	0.5372
6335070	GRDC	466	0.5259
6335100	GRDC	480	0.5609
6335115	GRDC	444	0.0823
6335125	GRDC	471	0.0326
6335150	GRDC	450	0.5652
6335170	GRDC	480	0.5203
6335180	GRDC	480	0.5317
6335200	GRDC	480	0.5102
6335240	GRDC	480	0.5063
6335290	GRDC	480	0.1213
6335300	GRDC	456	0.3698
6335301	GRDC	468	0.5211
6335302	GRDC	457	0.5314
6335303	GRDC	480	0.5300
6335304	GRDC	480	0.4664
6335350	GRDC	480	0.1776
6335400	GRDC	456	0.4720
6335500	GRDC	444	0.5562
6335600	GRDC	480	0.3397
6335601	GRDC	480	0.3721
6335602	GRDC	480	0.3600
6335800	GRDC	480	0.3139
6336050	GRDC	480	0.1045
6336500	GRDC	480	0.0783
6336800	GRDC	480	0.0586
6336900	GRDC	480	0.1181
6337100	GRDC	468	0.5512
6337200	GRDC	480	0.6178
6337250	GRDC	468	0.6598
6337400	GRDC	468	0.4947
6337500	GRDC	456	0.5147
6337501	GRDC	468	0.6820
6337502	GRDC	468	0.6871
6337505	GRDC	468	0.4367
6337506	GRDC	468	0.3969
6337507	GRDC	468	0.4264
6337508	GRDC	468	0.3479
6337509	GRDC	468	0.4913
6337510	GRDC	468	0.5597
6337511	GRDC	468	0.5468
6337512	GRDC	468	0.5160
6337513	GRDC	468	0.5517
6337514	GRDC	468	0.5383
6337515	GRDC	468	0.5987
6337516	GRDC	468	0.5099
6337517	GRDC	468	0.5652
6337518	GRDC	468	0.5430
6337519	GRDC	468	0.5060
6338100	GRDC	444	0.5428
6338110	GRDC	480	0.4612
6338120	GRDC	454	0.3182
6338130	GRDC	480	0.3557
6340050	GRDC	480	0.7851
6340110	GRDC	480	0.9405
6340120	GRDC	480	0.7763
6340130	GRDC	480	0.8149
6340140	GRDC	480	0.8304
6340150	GRDC	480	0.9161
6340160	GRDC	479	0.6956
6340170	GRDC	479	0.6894
6340180	GRDC	480	0.8380
6340190	GRDC	480	0.7882
6340200	GRDC	444	0.7901
6340300	GRDC	480	0.7882
6340301	GRDC	480	0.7493
6340302	GRDC	456	0.5167
6340501	GRDC	480	0.9532
6340510	GRDC	480	0.9062
6340600	GRDC	480	0.5071
6340611	GRDC	480	0.8294
6340700	GRDC	471	0.7900
6340800	GRDC	382	0.7882
6341300	GRDC	346	0.8992
6341500	GRDC	466	0.9184
6342200	GRDC	480	0.2814
6342500	GRDC	480	0.5476
6342510	GRDC	480	0.4547
6342520	GRDC	480	0.6111
6342600	GRDC	444	0.6163
6342800	GRDC	480	0.6311
6342900	GRDC	480	0.5202
6342910	GRDC	480	0.5819
6342920	GRDC	480	0.6192
6342925	GRDC	480	0.5933
6342926	GRDC	480	0.2492
6343100	GRDC	480	0.3216
6343500	GRDC	480	0.3123
6343900	GRDC	480	0.3954
6357010	GRDC	480	0.9355
6357500	GRDC	480	0.7812
6357501	GRDC	471	0.6982
6357502	GRDC	480	0.4720
6435060	GRDC	456	0.5839
6457010	GRDC	478	0.9360
6457200	GRDC	478	0.9707
6457210	GRDC	418	0.9882
6457220	GRDC	478	0.9285
6457230	GRDC	477	0.4970
6457240	GRDC	477	0.7093
6457260	GRDC	473	0.7437
6457280	GRDC	478	0.8670
6457290	GRDC	477	0.7230
6457320	GRDC	478	0.9603
6457340	GRDC	478	0.8901
6457350	GRDC	458	0.8831
6457370	GRDC	462	0.8554
6457380	GRDC	478	0.7934
6457707	GRDC	478	0.5894
6457800	GRDC	477	0.9406
6457810	GRDC	468	0.8843
6457820	GRDC	478	0.9307
6457840	GRDC	477	0.7720
6457850	GRDC	477	0.7169
6457860	GRDC	478	0.7231
6457870	GRDC	478	0.8758
6457880	GRDC	478	0.6636
6457955	GRDC	477	0.6932
6457956	GRDC	477	0.6744
6457982	GRDC	478	0.9795
6457990	GRDC	478	0.9479
6458010	GRDC	478	0.9214
6458203	GRDC	477	0.1567
6458406	GRDC	477	0.2033
6458450	GRDC	478	0.3656
6458713	GRDC	478	0.8980
6458753	GRDC	478	0.7952
6458924	GRDC	478	0.9647
6503280	GRDC	334	0.1121
6503290	GRDC	289	0.0072
6503300	GRDC	313	0.0233
6503351	GRDC	341	0.1755
6503353	GRDC	317	0.0889
6503500	GRDC	313	0.0514
6503851	GRDC	294	0.1762
6542200	GRDC	336	0.6841
6544100	GRDC	372	0.7247
6545050	GRDC	480	0.3972
6545101	GRDC	322	0.3329
6545190	GRDC	480	0.2910
6545300	GRDC	446	0.3228
6545400	GRDC	360	0.4227
6545700	GRDC	369	0.5199
6546610	GRDC	480	0.5539
6593500	GRDC	465	0.0306
6594050	GRDC	471	0.6499
6594070	GRDC	464	0.7175
6603130	GRDC	453	0.0176
6603320	GRDC	463	0.1160
6603330	GRDC	476	0.1350
6603340	GRDC	476	0.0764
6603350	GRDC	477	0.0528
6603510	GRDC	428	0.2754
6606400	GRDC	432	0.2215
6731010	GRDC	468	0.2305
6731050	GRDC	467	0.9388
6731160	GRDC	468	0.1652
6731175	GRDC	468	0.7008
6731500	GRDC	468	0.6583
6742451	GRDC	372	0.4279
6742500	GRDC	372	0.7991
6742552	GRDC	348	0.4442
6742600	GRDC	348	0.1812
6742700	GRDC	372	0.3331
6742701	GRDC	348	0.1463
6742900	GRDC	348	0.7714
6742912	GRDC	372	0.3596
6744100	GRDC	348	0.3137
6744200	GRDC	348	0.5042
6744201	GRDC	348	0.5205
6744500	GRDC	348	0.6320
6744600	GRDC	348	0.4865
6794255	GRDC	441	0.5943
6854100	GRDC	456	0.9220
6854101	GRDC	456	0.9220
6854200	GRDC	396	0.8971
6854300	GRDC	396	0.8497
6854301	GRDC	456	0.7043
6854320	GRDC	403	0.8212
6854590	GRDC	456	0.6875
6854600	GRDC	456	0.6808
6854700	GRDC	456	0.6844
6854701	GRDC	455	0.8208
6854710	GRDC	432	0.4822
6854800	GRDC	384	0.6347
6854900	GRDC	456	0.8254
6855401	GRDC	456	0.7934
6855402	GRDC	396	0.8176
6934050	GRDC	456	0.5968
6934100	GRDC	456	0.7471
6934150	GRDC	456	0.8690
6934200	GRDC	455	0.4471
6934250	GRDC	456	0.8569
6934300	GRDC	455	0.6445
6934310	GRDC	456	0.7636
6934350	GRDC	456	0.6577
6934400	GRDC	455	0.6334
6934460	GRDC	456	0.9188
6934500	GRDC	453	0.5308
6934530	GRDC	456	0.7670
6934571	GRDC	455	0.5805
6934700	GRDC	456	0.6501
6934750	GRDC	456	0.6479
6934800	GRDC	468	0.5873
6935051	GRDC	468	0.4544
6935053	GRDC	468	0.4731
6935054	GRDC	468	0.5434
6935055	GRDC	468	0.5637
6935145	GRDC	468	0.5088
6935300	GRDC	468	0.3975
6935301	GRDC	468	0.4441
6935302	GRDC	468	0.4382
6935310	GRDC	468	0.2822
6935320	GRDC	468	0.1219
6935400	GRDC	468	0.1982
6935401	GRDC	468	0.1714
6935402	GRDC	468	0.2001
6935410	GRDC	462	0.2131
6935500	GRDC	468	0.4222
6939050	GRDC	468	0.6890
6939200	GRDC	468	0.9398
6943100	GRDC	468	0.5143
6948100	GRDC	468	0.4104
6970500	GRDC	355	0.8530
6970700	GRDC	354	0.7013
6971130	GRDC	384	0.7831

Show code

# Visualize 
centroids %>% 
  left_join(Rgw0) %>%
  ggplot() +
  geom_sf(data = world, 
          fill = 'grey80', 
          lwd = 0.2) +
  geom_sf(aes(color = relative_Rgw0), 
          size = 0.3) +
  scale_color_viridis_c(name = expression('R'[gw0],'/R'[avg]), na.value = 'transparent') +
  theme_void()

Machine learning modelling

Here we’ll cover the:

• Spatial data split;
  
• Machine learning (ML) model hyperparameter tuning and training;
  
• Model explainability (shapley values);
• Model area of applicability (AoA).

In this study we already provide the curated data with training and test set splits, along with the ML model, its predictions, shapley values, and AoA results. Here we also provide sample codes to obtain these.

Because of randomness in data sampling and model training, results can be slightly different from the data we provide. For reproducibility, use the data provided in the repository.

We start off by loading the required packages…

# Load all packages
pacman::p_load(caret, Cubist, iml, CAST, 
               hydroGOF, doParallel, foreach,
               update = F)

Data split

Load data

# Load curated data
df <- read.table('./Modelling_data.txt',
                 sep = ';', dec = '.', header = T) %>% 
  as_tibble() 

# Explanatory variables column names 
predictors <- names(df)[5:21]
predictors

 [1] "medP"        "medT"        "gamaP"       "gamaT"      
 [5] "TI_T"        "DEM_avg"     "Slope_avg"   "Agriculture"
 [9] "Forest"      "Grassland"   "Shrubland"   "Sparse"     
[13] "Wetland"     "Settlement"  "Bare"        "Water"      
[17] "SnowIce"    

Quick look at data (first 100 rows)

RefID	Dataset	BWP_observed	medP	medT	gamaP	gamaT	TI_T	DEM_avg	Slope_avg	Agriculture	Forest	Grassland	Shrubland	Sparse	Wetland	Settlement	Bare	Water	SnowIce
102101A	CAMELS	0.53	1798.12	25.83	1.30	0.01	0.76	234.80	0.08	0.00	0.75	0	0.25	0	0	0	0	0	0
102101A	CAMELS	0.50	1726.30	25.99	1.29	0.01	0.71	234.80	0.08	0.00	0.75	0	0.25	0	0	0	0	0	0
105101A	CAMELS	0.22	1701.18	26.07	1.30	0.01	0.71	279.42	0.14	0.00	0.33	0	0.66	0	0	0	0	0	0
108002A	CAMELS	0.41	1973.73	24.74	1.09	0.01	0.83	467.93	0.18	0.00	0.98	0	0.02	0	0	0	0	0	0
108002A	CAMELS	0.43	2228.91	24.88	1.09	0.01	0.88	467.93	0.18	0.00	0.98	0	0.02	0	0	0	0	0	0
108002A	CAMELS	0.51	2400.92	24.86	1.10	0.01	0.91	467.93	0.18	0.00	0.98	0	0.02	0	0	0	0	0	0
108002A	CAMELS	0.52	2250.74	25.77	1.18	0.01	0.81	467.93	0.18	0.00	0.98	0	0.02	0	0	0	0	0	0
108002A	CAMELS	0.52	2202.04	25.73	1.14	0.01	0.84	467.93	0.18	0.00	0.98	0	0.02	0	0	0	0	0	0
108002A	CAMELS	0.64	2318.91	25.36	1.15	0.01	0.70	467.93	0.18	0.00	0.98	0	0.02	0	0	0	0	0	0
108003A	CAMELS	0.81	1860.45	24.07	1.08	0.01	0.74	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.76	1862.13	24.19	1.09	0.01	0.79	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.78	2045.25	24.39	1.07	0.01	0.79	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.84	2136.44	24.38	1.08	0.01	0.81	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.84	2181.81	24.75	1.06	0.01	0.81	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.87	2475.71	24.89	1.06	0.01	0.86	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	1.00	2687.77	24.87	1.08	0.01	0.90	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	1.00	2506.29	24.93	1.08	0.01	0.88	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	1.00	2315.26	25.11	1.09	0.01	0.88	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	1.00	2155.74	25.06	1.11	0.01	0.86	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	1.00	2092.18	25.15	1.18	0.01	0.79	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.87	1784.78	25.39	1.21	0.01	0.72	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.87	2065.57	25.42	1.19	0.01	0.68	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.90	2284.14	25.45	1.18	0.01	0.69	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.96	2434.60	25.42	1.21	0.01	0.69	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.88	2240.41	25.55	1.15	0.01	0.74	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.90	2603.90	25.65	1.09	0.01	0.78	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.89	2543.29	25.68	1.13	0.01	0.83	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.91	2487.41	25.79	1.16	0.01	0.77	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.89	2422.47	25.76	1.13	0.01	0.80	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
108003A	CAMELS	0.91	2588.39	25.39	1.15	0.01	0.65	400.39	0.15	0.00	0.99	0	0.01	0	0	0	0	0	0
112002A	CAMELS	0.63	2941.66	22.54	0.90	0.01	0.71	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.62	2953.75	22.50	0.82	0.01	0.74	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.61	2980.57	22.45	0.78	0.01	0.66	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.65	3195.35	22.16	0.78	0.01	0.68	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.67	3381.65	22.28	0.79	0.01	0.74	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.66	3767.96	22.28	0.80	0.01	0.78	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.68	4192.56	22.24	0.87	0.01	0.79	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.69	4031.23	22.32	0.88	0.01	0.80	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.68	3783.15	22.53	0.92	0.01	0.79	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112002A	CAMELS	0.63	3623.11	22.45	0.97	0.01	0.77	191.05	0.09	0.67	0.33	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.60	2878.62	22.54	0.97	0.01	0.77	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.57	2820.27	22.50	0.92	0.01	0.80	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.54	2912.70	22.45	0.86	0.01	0.73	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.57	3232.90	22.16	0.87	0.01	0.79	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.58	3450.17	22.28	0.85	0.01	0.84	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.59	3744.37	22.28	0.88	0.01	0.85	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.62	4186.13	22.24	0.95	0.01	0.88	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.63	4004.91	22.32	0.97	0.01	0.88	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.62	3693.22	22.53	0.97	0.01	0.87	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.59	3452.10	22.45	1.03	0.01	0.81	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.57	3199.25	22.57	1.05	0.01	0.78	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.52	2679.06	22.75	1.01	0.01	0.70	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.53	2907.18	22.73	0.98	0.01	0.68	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.58	3243.41	22.71	0.97	0.01	0.75	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.63	3383.69	22.68	1.01	0.01	0.76	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.66	3384.58	22.76	1.03	0.01	0.82	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.64	3834.18	22.92	0.98	0.01	0.90	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.67	3979.59	23.01	1.02	0.01	0.92	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.67	3899.23	23.22	1.01	0.01	0.88	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.65	3788.21	23.38	0.96	0.01	0.88	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
112102A	CAMELS	0.65	3677.60	23.09	0.90	0.01	0.74	310.04	0.25	0.06	0.94	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.64	2175.08	22.54	0.86	0.01	0.69	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.59	2149.74	22.50	0.73	0.01	0.72	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.57	2192.84	22.45	0.68	0.01	0.67	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.76	2641.86	22.53	1.05	0.01	0.82	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.71	2538.59	22.45	1.10	0.01	0.78	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.68	2383.05	22.57	1.12	0.01	0.75	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.62	2090.33	22.75	1.02	0.01	0.74	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.63	2238.93	22.73	0.98	0.01	0.70	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.69	2494.68	22.71	0.98	0.01	0.72	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.73	2642.50	22.68	1.00	0.01	0.75	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.76	2547.61	22.76	1.01	0.01	0.80	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.76	2911.10	22.92	1.00	0.01	0.88	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.76	3087.46	23.01	1.07	0.01	0.90	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.73	3023.15	23.22	1.08	0.01	0.88	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.71	2983.17	23.38	1.01	0.01	0.87	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
113004A	CAMELS	0.70	3011.88	23.09	0.96	0.01	0.73	727.53	0.20	0.03	0.97	0	0.00	0	0	0	0	0	0
116006B	CAMELS	0.27	1037.35	22.15	1.17	0.01	0.89	668.98	0.09	0.01	0.43	0	0.56	0	0	0	0	0	0
116006B	CAMELS	0.24	1026.34	22.16	1.15	0.01	0.94	668.98	0.09	0.01	0.43	0	0.56	0	0	0	0	0	0
116006B	CAMELS	0.10	895.22	22.17	0.95	0.01	0.90	668.98	0.09	0.01	0.43	0	0.56	0	0	0	0	0	0
116006B	CAMELS	0.14	1008.10	21.93	1.01	0.01	0.88	668.98	0.09	0.01	0.43	0	0.56	0	0	0	0	0	0
116006B	CAMELS	0.19	1164.70	22.06	1.00	0.01	0.94	668.98	0.09	0.01	0.43	0	0.56	0	0	0	0	0	0
116006B	CAMELS	0.23	1353.49	22.03	1.06	0.01	0.94	668.98	0.09	0.01	0.43	0	0.56	0	0	0	0	0	0
116006B	CAMELS	0.28	1521.57	21.95	1.13	0.01	0.94	668.98	0.09	0.01	0.42	0	0.56	0	0	0	0	0	0
116006B	CAMELS	0.30	1516.22	22.00	1.17	0.01	0.93	668.98	0.09	0.01	0.42	0	0.57	0	0	0	0	0	0
116006B	CAMELS	0.29	1375.48	22.14	1.17	0.01	0.94	668.98	0.09	0.01	0.42	0	0.57	0	0	0	0	0	0
116006B	CAMELS	0.25	1239.09	22.05	1.25	0.01	0.91	668.98	0.09	0.01	0.41	0	0.57	0	0	0	0	0	0
116006B	CAMELS	0.22	1141.84	22.15	1.24	0.01	0.90	668.98	0.09	0.01	0.41	0	0.58	0	0	0	0	0	0
116006B	CAMELS	0.15	938.20	22.36	1.16	0.01	0.90	668.98	0.09	0.01	0.41	0	0.58	0	0	0	0	0	0
116006B	CAMELS	0.15	1011.33	22.36	1.07	0.01	0.86	668.98	0.09	0.01	0.41	0	0.58	0	0	0	0	0	0
116006B	CAMELS	0.19	1134.38	22.39	1.08	0.01	0.87	668.98	0.09	0.01	0.40	0	0.58	0	0	0	0	0	0
116006B	CAMELS	0.22	1269.13	22.40	1.10	0.01	0.89	668.98	0.09	0.01	0.40	0	0.59	0	0	0	0	0	0
116006B	CAMELS	0.32	1328.01	22.50	1.19	0.01	0.91	668.98	0.09	0.01	0.40	0	0.59	0	0	0	0	0	0
116006B	CAMELS	0.33	1532.16	22.64	1.22	0.01	0.94	668.98	0.09	0.01	0.39	0	0.59	0	0	0	0	0	0
116006B	CAMELS	0.38	1586.54	22.72	1.31	0.01	0.94	668.98	0.09	0.01	0.38	0	0.60	0	0	0	0	0	0
116010A	CAMELS	0.28	1622.21	22.60	1.04	0.01	0.82	674.54	0.12	0.00	0.86	0	0.14	0	0	0	0	0	0
116010A	CAMELS	0.23	1557.45	22.63	0.98	0.01	0.89	674.54	0.12	0.00	0.86	0	0.14	0	0	0	0	0	0
116010A	CAMELS	0.16	1419.38	22.62	0.82	0.01	0.86	674.54	0.12	0.00	0.86	0	0.14	0	0	0	0	0	0
116010A	CAMELS	0.21	1597.40	22.36	0.92	0.01	0.85	674.54	0.12	0.00	0.86	0	0.14	0	0	0	0	0	0
116010A	CAMELS	0.25	1861.09	22.45	0.92	0.01	0.91	674.54	0.12	0.00	0.86	0	0.14	0	0	0	0	0	0

Obs: check Modelling_data_description.txt file for columns description.

Below is the sample code for creating a 80%-20% split separating catchments either in the training or test set.

Show code

### Sample code ###
# Catchment-wise partitioning
# Create a unique ID for each catchment (here we combine Dataset and RefID)
trainids <- CreateSpacetimeFolds(df %>% mutate(ID = paste0(Dataset,'_',RefID)),
                                 # Inform the column unique IDs for catchments
                                 spacevar = "ID",
                                 # Number of folds=5; 1 fold = ~20%
                                 k = 5)$index[[1]]
df$Set[trainids]  <- 'Train'
df$Set[-trainids] <- 'Test'

For reproducibility, we provide the dataset with the split used in the study (Set column).

# Load data
df <- read.table('./Modelling_data.txt',
                 sep = ';', dec = '.', header = T) %>% 
  as_tibble() 

# Checking the partitioning
df %>% 
  group_by(Set) %>% 
  # Number of observations in each set
  summarise(n = n())

# A tibble: 2 x 2
  Set       n
  <chr> <int>
1 Test  14204
2 Train 55044

# Training and test sets
trainDat <- df %>% filter(Set == 'Train')
testDat  <- df %>% filter(Set == 'Test')

Below is the sample code for creating cross-validation folds for hyperparameter tuning. Once again, catchments may only belong to one fold.

Show code

### Sample code ###
# Create a unique ID for each catchment (here we combine Dataset and RefID)
indices <- CreateSpacetimeFolds(trainDat %>% mutate(ID = paste0(Dataset,'_',RefID)),
                                # Inform the column unique IDs for catchments
                                spacevar = "ID",
                                # 10-folds cross-validation
                                k = 10)

# Train control for caret package
ctrl_sp <- trainControl(method  = "cv",
                        index   = indices$index,
                        savePredictions = TRUE)

Hyperparameter tuning and training

Below is the sample code for creating hyperparameters tuning grid for grid search and model training.

Show code

### Sample code ###
# Hyperparameters grid search 
cbGrid <- expand.grid(neighbors = 0:9,
                      committees = c(1, 5, 10, 20, 30))

# Model training
model <- train(# Predictor variables
               x = trainDat[,predictors],
               # Targe variable
               y = trainDat$BWP_observed,
               # Define model
               method = "cubist",
               # Choose hyperparameter that minimizes RMSE
               metric = "RMSE",
               # Grid serach
               tuneGrid = cbGrid,
               # Train control cross-validation setup
               trControl = ctrl_sp)

For reproducibility, we provide the model developed in the study.

# Load model
model <- readRDS('./ML_model.rds')

# Making predictions
df <- df %>%
  # Create column to receive predictions
  mutate(BWP_predicted = predict(model, df[, predictors])) %>% 
  # Update prediction for physical boundaries [0-1]
  mutate(BWP_predicted = if_else(BWP_predicted > 1, 1, BWP_predicted))

# Test set performance
df %>% 
  # Filter test set
  filter(Set == 'Test') %>% 
  # Compute performance criteria 
  summarise(KGE   = KGE(sim = BWP_predicted, obs = BWP_observed),
            R2    = R2(pred = BWP_predicted, obs = BWP_observed),
            MAE   = mae(sim = BWP_predicted, obs = BWP_observed),
            PBIAS = pbias(sim = BWP_predicted, obs = BWP_observed))

# A tibble: 1 x 4
    KGE    R2    MAE PBIAS
  <dbl> <dbl>  <dbl> <dbl>
1 0.867 0.790 0.0661   1.2

Model explainability

For explainability we computed the shapley values.

Below is a sample code on how to compute them. Here, parallel processing may be used to speed up the process. Note that larger sample.size is required for stable results, but increase processing time

Show code

### Sample code ###
# Choosing sample size
size = 1000

# Create predictor (model for iml package)
predictor <- Predictor$new(model = model, data = df[, predictors], y = df$BWP_observed)

# Select the number of cores to use
cl <- makeCluster(detectCores()-2)
# Register cores
registerDoParallel(cl)

# Begin loop
agshap <- foreach(i = 1:nrow(df), 
                  .packages = c('dplyr', 'tidyr', 'iml'), 
                  .combine = 'bind_rows') %dopar% {
                    
                    # Compute shapley values for one row at a time.
                    Shapley$new(predictor, df[i,predictors], sample.size = size)$results %>%
                      # Convert to tibble format
                      as_tibble() %>%
                      # Arrange data columns
                      separate(col = 'feature.value', sep = '=', into = c('feature', 'value')) %>%
                      # Arrange order of explanatory variables (features)
                      mutate(feature = factor(feature, levels = predictors),
                             value   = as.numeric(value))
}

# End cluster
stopCluster(cl)

Computed shapley values are also already provided in the repository

shap <- read.table('./Shap_data.txt', sep = ';',  dec = '.', header = T) %>% 
  as_tibble()

Quick look at table (first 100 rows)

phi	phi.var	feature	value
0.1860323	0.0370162	Mean precipitation	1798.1153815
-0.1194061	0.0324407	Mean temperature	25.8285640
0.0007192	0.0038717	Amp. precipitation	1.3035948
-0.0042879	0.0158787	Amp. temperature	0.0080996
-0.0030299	0.0016888	Timing P-T	0.7622514
-0.0057944	0.0029148	Avg. elevation	234.8012637
-0.0220819	0.0058693	Avg slope	0.0832184
0.1523279	0.0790814	Agriculture	0.0015087
-0.1437486	0.1149239	Forest	0.7474421
0.0770624	0.0387029	Grassland	0.0000000
-0.1143188	0.0972826	Shrubland	0.2510492
0.0053460	0.0037497	Sparse vegetation	0.0000000
0.0086670	0.0054100	Wetland	0.0000000
0.0223919	0.0064300	Settlement	0.0000000
0.0037361	0.0006405	Bare areas	0.0000000
0.0104396	0.0039859	Water	0.0000000
0.0003493	0.0000393	Snow and ice	0.0000000
0.1655391	0.0355031	Mean precipitation	1726.3005246
-0.1326994	0.0292847	Mean temperature	25.9944277
-0.0002731	0.0047049	Amp. precipitation	1.2921624
0.0101005	0.0130288	Amp. temperature	0.0077488
-0.0042664	0.0029643	Timing P-T	0.7097257
-0.0051241	0.0045424	Avg. elevation	234.8012637
-0.0180012	0.0062368	Avg slope	0.0832184
0.1181718	0.0647837	Agriculture	0.0016733
-0.1415065	0.1204900	Forest	0.7471129
0.0822265	0.0497175	Grassland	0.0000000
-0.1026280	0.0924738	Shrubland	0.2512138
0.0065250	0.0045357	Sparse vegetation	0.0000000
-0.0006886	0.0022544	Wetland	0.0000000
0.0195531	0.0050107	Settlement	0.0000000
0.0027840	0.0015681	Bare areas	0.0000000
0.0100801	0.0047935	Water	0.0000000
-0.0007700	0.0000835	Snow and ice	0.0000000
0.1356702	0.0362532	Mean precipitation	1701.1754679
-0.1469684	0.0398402	Mean temperature	26.0698520
-0.0153771	0.0037749	Amp. precipitation	1.3002285
-0.0342526	0.0182312	Amp. temperature	0.0091223
-0.0076858	0.0023401	Timing P-T	0.7140209
0.0019084	0.0025954	Avg. elevation	279.4227230
0.0243553	0.0062997	Avg slope	0.1364839
0.0953706	0.0979825	Agriculture	0.0042363
-0.0283611	0.0886045	Forest	0.3328738
0.0776439	0.0477914	Grassland	0.0000000
-0.2012111	0.1037422	Shrubland	0.6623508
0.0011813	0.0018905	Sparse vegetation	0.0003466
0.0064343	0.0018731	Wetland	0.0000770
0.0090703	0.0065513	Settlement	0.0000385
0.0028752	0.0008434	Bare areas	0.0000000
0.0150222	0.0052735	Water	0.0000770
-0.0001954	0.0000067	Snow and ice	0.0000000
0.1894287	0.0418432	Mean precipitation	1973.7334960
-0.1200810	0.0251144	Mean temperature	24.7385450
0.0031546	0.0037213	Amp. precipitation	1.0938116
-0.0016509	0.0120088	Amp. temperature	0.0102901
-0.0064927	0.0024727	Timing P-T	0.8321529
-0.0064755	0.0041765	Avg. elevation	467.9259194
0.0158276	0.0089908	Avg slope	0.1777971
0.0998501	0.0716004	Agriculture	0.0000000
-0.1656489	0.0938327	Forest	0.9827371
0.0888866	0.0607799	Grassland	0.0000000
0.0261758	0.0269345	Shrubland	0.0172629
0.0063442	0.0014078	Sparse vegetation	0.0000000
0.0021078	0.0028039	Wetland	0.0000000
0.0078614	0.0069619	Settlement	0.0000000
0.0045389	0.0009645	Bare areas	0.0000000
-0.0048297	0.0053945	Water	0.0000000
-0.0005802	0.0000381	Snow and ice	0.0000000
0.2440026	0.0488653	Mean precipitation	2228.9080263
-0.1134929	0.0359156	Mean temperature	24.8821521
-0.0012744	0.0037828	Amp. precipitation	1.0915985
-0.0231757	0.0145722	Amp. temperature	0.0096446
-0.0025692	0.0032487	Timing P-T	0.8755867
-0.0030910	0.0040665	Avg. elevation	467.9259194
0.0312760	0.0126367	Avg slope	0.1777971
0.1168876	0.0746589	Agriculture	0.0000000
-0.1787367	0.1068169	Forest	0.9827371
0.0704303	0.0425564	Grassland	0.0000000
0.0223159	0.0309842	Shrubland	0.0172629
0.0092640	0.0026876	Sparse vegetation	0.0000000
-0.0015899	0.0026201	Wetland	0.0000000
0.0232612	0.0080743	Settlement	0.0000000
0.0038734	0.0005746	Bare areas	0.0000000
-0.0044833	0.0062156	Water	0.0000000
-0.0005588	0.0000451	Snow and ice	0.0000000
0.2716674	0.0503769	Mean precipitation	2400.9153366
-0.1269103	0.0299212	Mean temperature	24.8646073
0.0031450	0.0040270	Amp. precipitation	1.1046045
-0.0154814	0.0161759	Amp. temperature	0.0092598
-0.0076127	0.0032253	Timing P-T	0.9132455
-0.0058142	0.0043206	Avg. elevation	467.9259194
0.0258353	0.0097963	Avg slope	0.1777971
0.1083419	0.0724404	Agriculture	0.0000000
-0.1708986	0.1061798	Forest	0.9823535
0.0748807	0.0459750	Grassland	0.0000000
0.0287201	0.0323260	Shrubland	0.0176465
0.0089587	0.0025504	Sparse vegetation	0.0000000
0.0002206	0.0043657	Wetland	0.0000000
0.0186935	0.0056273	Settlement	0.0000000
0.0040184	0.0009689	Bare areas	0.0000000

Area of applicability

Below is the sample code to compute area of applicability (AoA) and dissimilarity index (DI). Parallel processing may be used to speed up processing time.

Show code

### Sample code ###
# Select the number of cores to use
cl <- makeCluster(detectCores()-2)
# Register cores
registerDoParallel(cl)

# Compute AoA
AOA <-  aoa(df, model, cl)

# End cluster
stopCluster(cl)

# Add AoA and DI to data.frame
df <- df %>% 
  mutate(AoA = AOA$AOA,
         DI  = AOA$DI)

AoA and DI values are also already present ni the data frame made available (“df” variable)

# Load data
df <- read.table('./Modelling_data.txt',
                 sep = ';', dec = '.', header = T) %>% 
  as_tibble() 

# Example of values for the test set
df %>%
  filter(Set == 'Test') %>% 
  select(AoA, DI) %>%
  summary()

      AoA               DI           
 Min.   :0.0000   Min.   :0.0000564  
 1st Qu.:1.0000   1st Qu.:0.0566629  
 Median :1.0000   Median :0.0921902  
 Mean   :0.9466   Mean   :0.1129518  
 3rd Qu.:1.0000   3rd Qu.:0.1405463  
 Max.   :1.0000   Max.   :0.8307744  

Quick look at table (first 100 rows)

RefID	Dataset	refYear	BWP_observed	medP	medT	gamaP	gamaT	TI_T	DEM_avg	Slope_avg	Agriculture	Forest	Grassland	Shrubland	Sparse	Wetland	Settlement	Bare	Water	SnowIce	BWP_predicted	AoA	DI	Set
102101A	CAMELS	2006	0.5250606	1798.1154	25.82856	1.3035948	0.0080996	0.7622514	234.8013	0.0832184	0.0015087	0.7474421	0.0000000	0.2510492	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.4168641	1	0.0000000	Train
102101A	CAMELS	2007	0.5044019	1726.3005	25.99443	1.2921624	0.0077488	0.7097257	234.8013	0.0832184	0.0016733	0.7471129	0.0000000	0.2512138	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.3986334	1	0.0000000	Train
105101A	CAMELS	2012	0.2163462	1701.1755	26.06985	1.3002285	0.0091223	0.7140209	279.4227	0.1364839	0.0042363	0.3328738	0.0000000	0.6623508	0.0003466	0.0000770	0.0000385	0	7.70e-05	0	0.3060955	1	0.0000000	Train
108002A	CAMELS	1996	0.4074097	1973.7335	24.73854	1.0938116	0.0102901	0.8321529	467.9259	0.1777971	0.0000000	0.9827371	0.0000000	0.0172629	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5102193	1	0.0000000	Train
108002A	CAMELS	1997	0.4279824	2228.9080	24.88215	1.0915985	0.0096446	0.8755867	467.9259	0.1777971	0.0000000	0.9827371	0.0000000	0.0172629	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5497939	1	0.0000000	Train
108002A	CAMELS	1998	0.5123936	2400.9153	24.86461	1.1046045	0.0092598	0.9132455	467.9259	0.1777971	0.0000000	0.9823535	0.0000000	0.0176465	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5796455	1	0.0000000	Train
108002A	CAMELS	2010	0.5202035	2250.7416	25.76743	1.1827433	0.0092386	0.8078362	467.9259	0.1777971	0.0000000	0.9808190	0.0000000	0.0191810	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5639648	1	0.0000000	Train
108002A	CAMELS	2011	0.5176963	2202.0425	25.73370	1.1402440	0.0091235	0.8426206	467.9259	0.1777971	0.0000000	0.9808190	0.0000000	0.0191810	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5530205	1	0.0000000	Train
108002A	CAMELS	2012	0.6385570	2318.9092	25.36396	1.1508478	0.0092137	0.7032989	467.9259	0.1777971	0.0000000	0.9808190	0.0000000	0.0191810	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5762395	1	0.0000000	Train
108003A	CAMELS	1992	0.8079731	1860.4491	24.06683	1.0771824	0.0112263	0.7435459	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6952322	1	0.0000000	Train
108003A	CAMELS	1993	0.7645020	1862.1318	24.19436	1.0860977	0.0110667	0.7885801	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6926501	1	0.0000000	Train
108003A	CAMELS	1994	0.7829869	2045.2469	24.39499	1.0742098	0.0106686	0.7898584	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7308155	1	0.0000000	Train
108003A	CAMELS	1995	0.8391444	2136.4393	24.38175	1.0750950	0.0107155	0.8080723	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7496846	1	0.0000000	Train
108003A	CAMELS	1996	0.8408275	2181.8124	24.74974	1.0637001	0.0102871	0.8074603	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7690883	1	0.0000000	Train
108003A	CAMELS	1997	0.8749446	2475.7148	24.89218	1.0593572	0.0096448	0.8578673	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8304851	1	0.0000000	Train
108003A	CAMELS	1998	1.0000000	2687.7668	24.87354	1.0753973	0.0092618	0.8980229	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8598843	1	0.0000000	Train
108003A	CAMELS	1999	1.0000000	2506.2858	24.92728	1.0788953	0.0093986	0.8846624	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8230842	1	0.0000000	Train
108003A	CAMELS	2000	1.0000000	2315.2569	25.11205	1.0854129	0.0095973	0.8819232	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7765324	1	0.0000000	Train
108003A	CAMELS	2001	0.9962566	2155.7426	25.05918	1.1053476	0.0101645	0.8598814	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7462410	1	0.0000000	Train
108003A	CAMELS	2002	1.0000000	2092.1836	25.15210	1.1839027	0.0105163	0.7853902	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7365922	1	0.0000000	Train
108003A	CAMELS	2003	0.8701076	1784.7778	25.38838	1.2056739	0.0106848	0.7202804	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6861867	1	0.0000000	Train
108003A	CAMELS	2004	0.8748533	2065.5720	25.42209	1.1941298	0.0107074	0.6799091	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7387097	1	0.0000000	Train
108003A	CAMELS	2005	0.8982311	2284.1375	25.44695	1.1820531	0.0105195	0.6933899	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7817098	1	0.0000000	Train
108003A	CAMELS	2006	0.9570800	2434.5986	25.42492	1.2070678	0.0106218	0.6879422	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8138962	1	0.0000000	Train
108003A	CAMELS	2007	0.8813810	2240.4127	25.54955	1.1471726	0.0100377	0.7353072	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7712810	1	0.0000000	Train
108003A	CAMELS	2008	0.9036017	2603.9042	25.65322	1.0920206	0.0092249	0.7835067	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8408563	1	0.0000000	Train
108003A	CAMELS	2009	0.8936691	2543.2935	25.67762	1.1330454	0.0091981	0.8326549	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8347543	1	0.0000000	Train
108003A	CAMELS	2010	0.9107260	2487.4147	25.79374	1.1603823	0.0092175	0.7739258	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8224121	1	0.0000000	Train
108003A	CAMELS	2011	0.8942268	2422.4700	25.76106	1.1301875	0.0091022	0.8021600	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8083723	1	0.0000000	Train
108003A	CAMELS	2012	0.9097984	2588.3887	25.39331	1.1524095	0.0091948	0.6513685	400.3896	0.1514978	0.0000000	0.9905691	0.0000000	0.0094309	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.8411186	1	0.0000000	Train
112002A	CAMELS	1992	0.6281433	2941.6646	22.53857	0.9023811	0.0131610	0.7099304	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6008660	1	0.0000000	Train
112002A	CAMELS	1993	0.6184782	2953.7531	22.49800	0.8203221	0.0130565	0.7446560	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6068348	1	0.0000000	Train
112002A	CAMELS	1994	0.6145514	2980.5670	22.45413	0.7833615	0.0129467	0.6565202	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6055112	1	0.0000000	Train
112002A	CAMELS	1995	0.6515679	3195.3467	22.15700	0.7847578	0.0130563	0.6848994	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6428850	1	0.0000000	Train
112002A	CAMELS	1996	0.6674018	3381.6534	22.28358	0.7904201	0.0128253	0.7385219	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6522887	1	0.0000000	Train
112002A	CAMELS	1997	0.6570778	3767.9615	22.27997	0.8042048	0.0123904	0.7753010	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6610165	1	0.0000000	Train
112002A	CAMELS	1998	0.6811083	4192.5634	22.24222	0.8697888	0.0120632	0.7934561	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7111541	1	0.0000000	Train
112002A	CAMELS	1999	0.6870710	4031.2277	22.31808	0.8819381	0.0120104	0.7960701	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6916336	1	0.0000000	Train
112002A	CAMELS	2000	0.6758390	3783.1492	22.52682	0.9171326	0.0120810	0.7939080	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6556352	1	0.0000000	Train
112002A	CAMELS	2001	0.6259807	3623.1097	22.45161	0.9668847	0.0122861	0.7691206	191.0472	0.0937932	0.6652542	0.3305085	0.0000000	0.0042373	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6341978	1	0.0000000	Train
112102A	CAMELS	1992	0.5984185	2878.6164	22.53857	0.9676421	0.0131610	0.7696959	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5878366	1	0.0000000	Train
112102A	CAMELS	1993	0.5722366	2820.2679	22.49800	0.9186365	0.0130565	0.8022365	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5786118	1	0.0000000	Train
112102A	CAMELS	1994	0.5415868	2912.7038	22.45413	0.8591871	0.0129467	0.7308544	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5850698	1	0.0000000	Train
112102A	CAMELS	1995	0.5701028	3232.8953	22.15700	0.8743167	0.0130563	0.7871304	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6378549	1	0.0000000	Train
112102A	CAMELS	1996	0.5788298	3450.1696	22.28358	0.8514740	0.0128253	0.8382605	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6557643	1	0.0000000	Train
112102A	CAMELS	1997	0.5935204	3744.3673	22.27997	0.8788924	0.0123904	0.8528174	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6898986	1	0.0000000	Train
112102A	CAMELS	1998	0.6208103	4186.1254	22.24222	0.9475422	0.0120632	0.8752920	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7599600	1	0.0000000	Train
112102A	CAMELS	1999	0.6334328	4004.9078	22.31808	0.9660344	0.0120104	0.8835243	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7368529	1	0.0000000	Train
112102A	CAMELS	2000	0.6209378	3693.2207	22.52682	0.9655346	0.0120810	0.8667787	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6925268	1	0.0000000	Train
112102A	CAMELS	2001	0.5900570	3452.0980	22.45161	1.0299137	0.0122861	0.8127543	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6649933	1	0.0000000	Train
112102A	CAMELS	2002	0.5669300	3199.2507	22.56884	1.0538473	0.0125437	0.7834221	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6302652	1	0.0000000	Train
112102A	CAMELS	2003	0.5171090	2679.0648	22.74722	1.0103700	0.0126907	0.6953315	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5555477	1	0.0000000	Train
112102A	CAMELS	2004	0.5255314	2907.1837	22.73468	0.9778739	0.0127320	0.6784163	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5826319	1	0.0000000	Train
112102A	CAMELS	2005	0.5754829	3243.4060	22.70963	0.9722348	0.0126563	0.7455580	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6273549	1	0.0000000	Train
112102A	CAMELS	2006	0.6330443	3383.6943	22.68486	1.0079599	0.0130820	0.7639439	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6561960	1	0.0000000	Train
112102A	CAMELS	2007	0.6562422	3384.5760	22.76217	1.0281543	0.0125707	0.8194497	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6495816	1	0.0000000	Train
112102A	CAMELS	2008	0.6449924	3834.1842	22.91777	0.9816179	0.0119478	0.8988761	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7059227	1	0.0000000	Train
112102A	CAMELS	2009	0.6743810	3979.5861	23.00885	1.0219931	0.0119723	0.9173437	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7256755	1	0.0000000	Train
112102A	CAMELS	2010	0.6695197	3899.2282	23.21983	1.0121864	0.0119528	0.8808415	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7105671	1	0.0000000	Train
112102A	CAMELS	2011	0.6479212	3788.2083	23.37512	0.9633709	0.0117397	0.8802490	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6915627	1	0.0000000	Train
112102A	CAMELS	2012	0.6468434	3677.5978	23.08824	0.8976532	0.0112576	0.7395143	310.0369	0.2528368	0.0575080	0.9414271	0.0000000	0.0010650	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6717811	1	0.0000000	Train
113004A	CAMELS	1992	0.6369265	2175.0803	22.53857	0.8580127	0.0131610	0.6871220	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5804598	1	0.0000000	Train
113004A	CAMELS	1993	0.5908566	2149.7402	22.49800	0.7295707	0.0130565	0.7246530	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5655670	1	0.0000000	Train
113004A	CAMELS	1994	0.5684674	2192.8356	22.45413	0.6761130	0.0129467	0.6657170	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5641328	1	0.0000000	Train
113004A	CAMELS	2000	0.7647489	2641.8648	22.52682	1.0547306	0.0120810	0.8223526	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6580292	1	0.0000000	Train
113004A	CAMELS	2001	0.7086617	2538.5903	22.45161	1.0971601	0.0122861	0.7836750	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6375067	1	0.0000000	Train
113004A	CAMELS	2002	0.6755212	2383.0516	22.56884	1.1178308	0.0125437	0.7549073	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6150931	1	0.0000000	Train
113004A	CAMELS	2003	0.6219105	2090.3330	22.74722	1.0245666	0.0126907	0.7407889	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5717186	1	0.0000000	Train
113004A	CAMELS	2004	0.6258674	2238.9282	22.73468	0.9786073	0.0127320	0.6976621	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.5912758	1	0.0000000	Train
113004A	CAMELS	2005	0.6897710	2494.6773	22.70963	0.9760660	0.0126563	0.7235814	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6297192	1	0.0000000	Train
113004A	CAMELS	2006	0.7309976	2642.5039	22.68486	1.0045686	0.0130820	0.7534741	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6621054	1	0.0000000	Train
113004A	CAMELS	2007	0.7622799	2547.6062	22.76217	1.0067442	0.0125707	0.7951947	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6385601	1	0.0000000	Train
113004A	CAMELS	2008	0.7566535	2911.0997	22.91777	0.9953864	0.0119478	0.8772124	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6889258	1	0.0000000	Train
113004A	CAMELS	2009	0.7593019	3087.4636	23.00885	1.0749282	0.0119723	0.8991275	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7122548	1	0.0000000	Train
113004A	CAMELS	2010	0.7289298	3023.1465	23.21983	1.0828638	0.0119528	0.8778491	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7011026	1	0.0000000	Train
113004A	CAMELS	2011	0.7099487	2983.1730	23.37512	1.0136415	0.0117397	0.8677643	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.6974890	1	0.0000000	Train
113004A	CAMELS	2012	0.7046163	3011.8802	23.08824	0.9596642	0.0112576	0.7305203	727.5307	0.1991537	0.0327144	0.9672856	0.0000000	0.0000000	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.7013480	1	0.0000000	Train
116006B	CAMELS	1992	0.2726575	1037.3474	22.14681	1.1726793	0.0141456	0.8912110	668.9807	0.0851526	0.0129977	0.4309534	0.0002865	0.5551299	0.0000239	0.0002268	0.0003461	0	3.58e-05	0	0.1704465	1	0.0000000	Train
116006B	CAMELS	1993	0.2369546	1026.3394	22.16144	1.1508610	0.0140039	0.9351490	668.9807	0.0851526	0.0129977	0.4297449	0.0002865	0.5563383	0.0000239	0.0002268	0.0003461	0	3.58e-05	0	0.1659954	1	0.0000000	Train
116006B	CAMELS	1994	0.1028884	895.2245	22.17337	0.9533681	0.0138799	0.8990358	668.9807	0.0851526	0.0129953	0.4292586	0.0002865	0.5568175	0.0000239	0.0002268	0.0003557	0	3.58e-05	0	0.1180561	1	0.0000000	Train
116006B	CAMELS	1995	0.1417977	1008.1009	21.92739	1.0051092	0.0139771	0.8817750	668.9807	0.0851526	0.0129929	0.4286403	0.0002865	0.5574215	0.0000239	0.0002268	0.0003724	0	3.58e-05	0	0.1567557	1	0.0000000	Train
116006B	CAMELS	1996	0.1863225	1164.6994	22.05513	0.9988415	0.0137666	0.9352764	668.9807	0.0851526	0.0129882	0.4278860	0.0002865	0.5581448	0.0000239	0.0002268	0.0004082	0	3.58e-05	0	0.2059864	1	0.0000000	Train
116006B	CAMELS	1997	0.2279994	1353.4897	22.03409	1.0596564	0.0132812	0.9412762	668.9807	0.0851526	0.0130168	0.4254703	0.0002865	0.5604674	0.0000239	0.0002268	0.0004726	0	3.58e-05	0	0.3010098	1	0.0000000	Train
116006B	CAMELS	1998	0.2773734	1521.5651	21.95311	1.1334711	0.0129392	0.9364052	668.9807	0.0851526	0.0130407	0.4235463	0.0002865	0.5622553	0.0000239	0.0002268	0.0005848	0	3.58e-05	0	0.3169400	1	0.0000000	Train
116006B	CAMELS	1999	0.2970321	1516.2185	21.99839	1.1738812	0.0129156	0.9278720	668.9807	0.0851526	0.0130956	0.4197627	0.0002865	0.5658813	0.0000239	0.0002268	0.0006875	0	3.58e-05	0	0.3123234	1	0.0000000	Train
116006B	CAMELS	2000	0.2866414	1375.4770	22.13808	1.1702496	0.0130372	0.9431536	668.9807	0.0851526	0.0131505	0.4157834	0.0002865	0.5697102	0.0000239	0.0002268	0.0007830	0	3.58e-05	0	0.2863619	1	0.0000000	Train
116006B	CAMELS	2001	0.2540854	1239.0948	22.04616	1.2459576	0.0133415	0.9111669	668.9807	0.0851526	0.0132078	0.4117373	0.0002865	0.5736226	0.0000239	0.0002268	0.0008594	0	3.58e-05	0	0.2491153	1	0.0000000	Train
116006B	CAMELS	2002	0.2163939	1141.8381	22.15300	1.2423789	0.0136599	0.8962538	668.9807	0.0851526	0.0132316	0.4092094	0.0002865	0.5760790	0.0000239	0.0002268	0.0009071	0	3.58e-05	0	0.2061989	1	0.0000000	Train
116006B	CAMELS	2003	0.1458752	938.1984	22.35748	1.1620826	0.0138111	0.9026185	668.9807	0.0851526	0.0132579	0.4068032	0.0002865	0.5784565	0.0000239	0.0002268	0.0009095	0	3.58e-05	0	0.1398221	1	0.0000000	Train
116006B	CAMELS	2004	0.1454090	1011.3339	22.35568	1.0716002	0.0138157	0.8611325	668.9807	0.0851526	0.0132555	0.4051824	0.0002865	0.5800773	0.0000239	0.0002268	0.0009119	0	3.58e-05	0	0.1606665	1	0.0000000	Train
116006B	CAMELS	2005	0.1886144	1134.3813	22.39172	1.0779647	0.0137248	0.8687154	668.9807	0.0851526	0.0132627	0.4035353	0.0002865	0.5817149	0.0000239	0.0002268	0.0009143	0	3.58e-05	0	0.1991755	1	0.0000000	Train
116006B	CAMELS	2006	0.2216874	1269.1259	22.40394	1.0950521	0.0141079	0.8946465	668.9807	0.0851526	0.0132722	0.3992576	0.0002865	0.5859687	0.0000239	0.0002363	0.0009190	0	3.58e-05	0	0.2684882	1	0.0000000	Train
116006B	CAMELS	2007	0.3156399	1328.0142	22.49767	1.1906368	0.0135964	0.9081526	668.9807	0.0851526	0.0132842	0.3950635	0.0002865	0.5901365	0.0000239	0.0002459	0.0009238	0	3.58e-05	0	0.2698259	1	0.0000000	Train
116006B	CAMELS	2008	0.3268215	1532.1561	22.64243	1.2152673	0.0129557	0.9442006	668.9807	0.0851526	0.0133009	0.3905376	0.0002865	0.5946314	0.0000239	0.0002578	0.0009262	0	3.58e-05	0	0.3020741	1	0.0000000	Train
116006B	CAMELS	2009	0.3821161	1586.5419	22.71770	1.3050077	0.0130352	0.9435062	668.9807	0.0851526	0.0133271	0.3835315	0.0002865	0.6015970	0.0000239	0.0002697	0.0009286	0	3.58e-05	0	0.3033068	1	0.0000000	Train
116010A	CAMELS	1992	0.2782066	1622.2117	22.59684	1.0379086	0.0142494	0.8210847	674.5355	0.1193078	0.0000000	0.8588454	0.0000000	0.1411546	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.4042566	1	0.1428948	Test
116010A	CAMELS	1993	0.2322605	1557.4453	22.62712	0.9753893	0.0140836	0.8887954	674.5355	0.1193078	0.0000000	0.8588454	0.0000000	0.1411546	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.3865781	1	0.1457589	Test
116010A	CAMELS	1994	0.1608712	1419.3790	22.62124	0.8213146	0.0140572	0.8567812	674.5355	0.1193078	0.0000000	0.8588454	0.0000000	0.1411546	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.3468361	1	0.1673010	Test
116010A	CAMELS	1995	0.2134901	1597.4039	22.35633	0.9150338	0.0140881	0.8530369	674.5355	0.1193078	0.0000000	0.8588454	0.0000000	0.1411546	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.3957017	1	0.1524190	Test
116010A	CAMELS	1996	0.2527968	1861.0915	22.45493	0.9225550	0.0138701	0.9071615	674.5355	0.1193078	0.0000000	0.8588454	0.0000000	0.1411546	0.0000000	0.0000000	0.0000000	0	0.00e+00	0	0.4523758	1	0.1813059	Test

Global extrapolation

Load global data

# Load data
global_exp_var <- rast('./Global_data.tif')

Show code

# Visualize 
plot(global_exp_var[[1:7]])

Show code

plot(global_exp_var[[8:17]])

Predicting water flux partitioning

The predictions are already provided in raster layers 18:19. Below is an example of how to re-do this predictions.

# Convert to data.frame
global_exp_var <- global_exp_var %>% 
  as.data.frame(xy = T) %>% 
  as_tibble() %>% 
  # Add column to receive prediction
  mutate(BWPR = predict(model, newdata = .[,predictors])) %>% 
  # Physical boundaries 
  mutate(BWPR = if_else(BWPR > 1, 1, BWPR)) %>% 
  # Green water flux partition ratio
  mutate(GWPR = 1-BWPR) %>% 
  # Convert to raster again
  rast(type = 'xyz', crs = "+proj=longlat +datum=WGS84")

Show code

# Visualize 
plot(global_exp_var[[18:19]])

Global dissimilarity index

Below is the sample code of how to calculate the DI.

Show code

### Sample code ###
# Select the number of cores to use
cl <- makeCluster(detectCores()-2)
# Register cores
registerDoParallel(cl)

# Compute AoA
AOA_global <- aoa(# Select the explanatory variables
                  global_exp_var[[1:17]], 
                  # Set model
                  model,
                  # Cores
                  cl)

# End cluster
stopCluster(cl)

# Add AoA and DI to data.frame
global_exp_var[['DI']] <- AOA_global$DI

Alternatively, load the data readily available in the repository.

# Visualize 
AOA_global <- rast('./Global_AOA_data.tif')

Show code

# Visualize 
plot(AOA_global)

Session info

R version 4.1.1 (2021-08-10)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 22000)

Matrix products: default

locale:
[1] LC_COLLATE=Swedish_Sweden.1252  LC_CTYPE=Swedish_Sweden.1252   
[3] LC_MONETARY=Swedish_Sweden.1252 LC_NUMERIC=C                   
[5] LC_TIME=Swedish_Sweden.1252    

attached base packages:
[1] parallel  stats     graphics  grDevices utils     datasets 
[7] methods   base     

other attached packages:
 [1] doParallel_1.0.16   iterators_1.0.14    foreach_1.5.2      
 [4] hydroGOF_0.4-0      zoo_1.8-9           CAST_0.5.2         
 [7] iml_0.10.1          Cubist_0.3.0        caret_6.0-90       
[10] lattice_0.20-44     ggpubr_0.4.0        ggplot2_3.3.5      
[13] rnaturalearth_0.1.0 kableExtra_1.3.4    sf_1.0-2           
[16] terra_1.4-22        lubridate_1.8.0     stringr_1.4.0      
[19] tidyr_1.2.0         dplyr_1.0.8         pacman_0.5.1       

loaded via a namespace (and not attached):
  [1] readxl_1.3.1            backports_1.2.1        
  [3] systemfonts_1.0.4       plyr_1.8.6             
  [5] sp_1.4-5                splines_4.1.1          
  [7] listenv_0.8.0           gstat_2.0-7            
  [9] digest_0.6.29           htmltools_0.5.2        
 [11] fansi_1.0.2             magrittr_2.0.1         
 [13] checkmate_2.0.0         openxlsx_4.2.4         
 [15] Metrics_0.1.4           recipes_0.1.17         
 [17] globals_0.14.0          gower_1.0.0            
 [19] xts_0.12.1              svglite_2.0.0          
 [21] colorspace_2.0-2        rvest_1.0.1            
 [23] haven_2.4.3             xfun_0.25              
 [25] crayon_1.4.2            jsonlite_1.7.2         
 [27] survival_3.2-11         glue_1.5.1             
 [29] gtable_0.3.0            ipred_0.9-12           
 [31] webshot_0.5.2           car_3.0-11             
 [33] future.apply_1.8.1      abind_1.4-5            
 [35] scales_1.1.1            DBI_1.1.1              
 [37] rstatix_0.7.0           Rcpp_1.0.8             
 [39] viridisLite_0.4.0       units_0.7-2            
 [41] foreign_0.8-81          proxy_0.4-26           
 [43] stats4_4.1.1            prediction_0.3.14      
 [45] intervals_0.15.2        lava_1.6.10            
 [47] prodlim_2019.11.13      httr_1.4.2             
 [49] FNN_1.1.3               wk_0.5.0               
 [51] ellipsis_0.3.2          pkgconfig_2.0.3        
 [53] reshape_0.8.8           farver_2.1.0           
 [55] nnet_7.3-16             sass_0.4.0             
 [57] utf8_1.2.2              tidyselect_1.1.1       
 [59] labeling_0.4.2          rlang_1.0.1            
 [61] reshape2_1.4.4          munsell_0.5.0          
 [63] cellranger_1.1.0        tools_4.1.1            
 [65] cli_3.1.0               generics_0.1.2         
 [67] broom_0.7.9             evaluate_0.14          
 [69] fastmap_1.1.0           yaml_2.2.1             
 [71] ModelMetrics_1.2.2.2    knitr_1.33             
 [73] zip_2.2.0               purrr_0.3.4            
 [75] s2_1.0.6                hydroTSM_0.6-0         
 [77] future_1.23.0           nlme_3.1-152           
 [79] xml2_1.3.2              compiler_4.1.1         
 [81] rstudioapi_0.13         curl_4.3.2             
 [83] e1071_1.7-9             ggsignif_0.6.2         
 [85] tibble_3.1.6            spacetime_1.2-5        
 [87] bslib_0.3.1             stringi_1.7.6          
 [89] highr_0.9               forcats_0.5.1          
 [91] rgeos_0.5-5             Matrix_1.3-4           
 [93] classInt_0.4-3          vctrs_0.3.8            
 [95] pillar_1.7.0            lifecycle_1.0.1        
 [97] jquerylib_0.1.4         data.table_1.14.2      
 [99] maptools_1.1-1          R6_2.5.1               
[101] KernSmooth_2.23-20      rio_0.5.27             
[103] parallelly_1.30.0       codetools_0.2-18       
[105] distill_1.2             MASS_7.3-54            
[107] assertthat_0.2.1        withr_2.4.3            
[109] hms_1.1.0               grid_4.1.1             
[111] rpart_4.1-15            timeDate_3043.102      
[113] rnaturalearthdata_0.1.0 class_7.3-19           
[115] rmarkdown_2.10          carData_3.0-4          
[117] automap_1.0-14          downlit_0.2.1          
[119] pROC_1.18.0