Using Statistical Analysis to Assess Urban Groundwater in Beni Mellal City (Morocco)
Table 5
Parameters for variograms model and Moran’s index for Beni Mellal groundwater.
Variable
Model
Nugget
Sill
N/S
Range
Moran’s I
Spatial class
C0
(C0 + C)
(%)
(m)
EC
Spherical
13450
34396.57
39
2000
0.408
M
pH
Spherical
0.023
0.036518
63
1505
0.068
M
TDS
Spherical
3953
18538.77
21
2560
0.433
S
T (°C)
Spherical
0.427
7.1944
6
3000
0.214
S
DO
Spherical
0.0119
0.05224
23
1090
−0.023
S
Ca
Spherical
1090
2441.62
45
4620
0.142
M
Mg
Spherical
176
208.83
84
5580
−0.003
W
Na
Spherical
76
183.46
41
1500
0.293
M
K
Spherical
0.473
3.7291
13
1900
0.345
S
HCO32−
Spherical
1395
3271.21
43
4571
0.235
M
SO42−
Spherical
906.4
47978.85
2
2000
−0.048
S
NO3−
Spherical
4.21
67.36
6
1580
0.091
S
Cl−
Spherical
0
532.13
0
5730
0.427
S
Ag
Spherical
2.502
6.971
36
1130
0.056
M
Al
Spherical
56.9
3469.74
2
1500
0.087
S
Ba
Spherical
0
1290
0
7790
0.525
S
Cd
Spherical
0.45
0.811
55
2000
0.297
M
Cr
Spherical
1.5
3.745
40
2300
0.275
M
Cu
Spherical
45
90.41
50
1700
0.149
M
Fe
Spherical
5519
8281.12
67
3000
0.0189
M
Li
Spherical
0
1.324
0
3470
0.25
S
Mn
Spherical
2.01
6.931
29
3500
0.425
M
Ni
Spherical
6.7
11.03
61
5180
0.172
M
Pb
Spherical
0.1531
1.036
15
1700
0.383
S
Zn
Spherical
2800
7263.14
39
7200
0.474
M
%Na
Spherical
3
10.23
29
5520
0.236
M
SAR
Spherical
0.4864
1.047
46
2000
0.336
M
RSC
Spherical
5.13
10.909
47
3500
−0.036
M
LSI
Spherical
0.0213
0.1179
18
1520
0.175
S
S = strong spatial dependency (% nugget <25); M = moderate spatial dependency (% nugget between 25 and 75); W = weak spatial dependency (% nugget >75) as proposed by Cambardella et al. (1994).