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*             Semiparametric Geographically Weighted Regression             *
*                         Release 1.0.90 (GWR 4.0.90)                       *
*                               12 May 2015                                 *
*                 (Originally coded by T. Nakaya: 1 Nov 2009)               *
*                                                                           *
*              Tomoki Nakaya(1), Martin Charlton(2), Chris Brunsdon (2)     *
*              Paul Lewis (2), Jing Yao (3), A Stewart Fotheringham (4)     *
*                       (c) GWR4 development team                           *
* (1) Ritsumeikan University, (2) National University of Ireland, Maynooth, *
*         (3) University of Glasgow, (4) Arizona State University           *
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Program began at 7/25/2016 2:13:25 AM

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Session: 
Session control file: C:\Users\IEUser\Desktop\clearwater_GS_NN.ctl
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Data filename: C:\Users\IEUser\Desktop\clearwater\clearwater\landslides.csv
Number of areas/points: 239

Model settings---------------------------------
Model type: Logistic
Geographic kernel: adaptive Gaussian
Method for optimal bandwidth search: Golden section search
Criterion for optimal bandwidth: AICc
Number of varying coefficients: 7
Number of fixed coefficients:   0

Modelling options---------------------------------
Standardisation of independent variables: OFF
Testing geographical variability of local coefficients: OFF
Local to Global Variable selection: OFF
Global to Local Variable selection: OFF
Prediction at non-regression points: OFF

Variable settings---------------------------------
Area key: field1: UserID
Easting (x-coord): field2 : X
Northing (y-coord): field3: Y
Cartesian coordinates: Euclidean distance
Dependent variable: field9: Landslid
Offset variable is not specified
Intercept: varying (Local) intercept
Independent variable with varying (Local) coefficient: field4: Elev
Independent variable with varying (Local) coefficient: field5: Slope
Independent variable with varying (Local) coefficient: field6: SinAspct
Independent variable with varying (Local) coefficient: field7: CosAspct
Independent variable with varying (Local) coefficient: field8: AbsSouth
Independent variable with varying (Local) coefficient: field10: DistStrm
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  Global regression result
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  < Diagnostic information >
Number of parameters:                   7
Deviance:                            264.959861
Classic AIC:                         278.959861
AICc:                                279.444709
BIC/MDL:                             303.295106
Percent deviance explained             0.186174

Variable                  Estimate    Standard Error      z(Est/SE)        Exp(Est)  
-------------------- --------------- --------------- --------------- --------------- 
Intercept                   0.491477        2.249648        0.218469        1.634730
Elev                       -0.002408        0.000548       -4.394976        0.997595
Slope                       0.076097        0.019801        3.842994        1.079067
SinAspct                    0.083827        0.213948        0.391807        1.087440
CosAspct                   -1.191339        1.747013       -0.681929        0.303814
AbsSouth                    0.008819        0.023743        0.371420        1.008858
DistStrm                   -0.001732        0.001605       -1.078779        0.998270

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  GWR (Geographically weighted regression) bandwidth selection
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Bandwidth search <golden section search>
  Limits: 64,  239
 Golden section search begins...
 Initial values
  pL            Bandwidth:    64.000 Criterion:    276.386
  p1            Bandwidth:    67.725 Criterion:    276.407
  p2            Bandwidth:    70.027 Criterion:    276.568
  pU            Bandwidth:    73.752 Criterion:    276.533
 iter    1 (p1) Bandwidth:    67.725 Criterion:    276.407 Diff:      2.302
 iter    2 (p2) Bandwidth:    67.725 Criterion:    276.407 Diff:      1.423
 iter    3 (p1) Bandwidth:    67.725 Criterion:    276.407 Diff:      0.879
The lower limit in your search has been selected as the optimal bandwidth size.
A new sesssion is recommended to try with a smaller lowest limit of the bandwidth search.
Best bandwidth size 64.000
Minimum AICc      276.386

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  GWR (Geographically weighted regression) result
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  Bandwidth and geographic ranges
Bandwidth size:                   64.000000
Coordinate                Min              Max           Range
--------------- --------------- --------------- ---------------
X-coord           599444.687500   632987.750000    33543.062500
Y-coord          5172366.500000  5201169.128000    28802.628000

  Diagnostic information
Effective number of parameters (model: trace(S)):                         16.605439
Effective number of parameters (variance: trace(S'WSW^-1)):                0.186461
Degree of freedom (model: n - trace(S)):                                 222.394561
Degree of freedom (residual: n - 2trace(S) + trace(S'WSW^-1)):           205.975584
Deviance:                            240.533728
Classic AIC:                         273.744605
AICc:                                276.385556
BIC/MDL:                             331.472808
Percent deviance explained             0.261199

***********************************************************
 << Geographically varying (Local) coefficients >>
***********************************************************
Estimates of varying coefficients have been saved in the following file.
    Listwise output file: C:\Users\IEUser\Desktop\clearwater_GS_NN_listwise.csv

Summary statistics for varying (Local) coefficients 
Variable                      Mean             STD 
-------------------- --------------- ---------------
Intercept                   0.939810        0.667065
Elev                       -0.002323        0.000389
Slope                       0.069215        0.021083
SinAspct                    0.130582        0.146202
CosAspct                   -0.779778        0.852770
AbsSouth                    0.004892        0.010695
DistStrm                   -0.001187        0.000715

Variable                       Min              Max           Range
-------------------- --------------- --------------- ---------------
Intercept                  -0.441478        1.976117        2.417595
Elev                       -0.003157       -0.001675        0.001482
Slope                       0.035256        0.104522        0.069266
SinAspct                   -0.147649        0.380231        0.527880
CosAspct                   -2.541313        0.774141        3.315454
AbsSouth                   -0.016221        0.024797        0.041018
DistStrm                   -0.002797        0.000078        0.002875

Variable               Lwr Quartile          Median    Upr Quartile
-------------------- --------------- --------------- ---------------
Intercept                   0.415644        1.050445        1.556356
Elev                       -0.002640       -0.002280       -0.002005
Slope                       0.048848        0.071095        0.085036
SinAspct                    0.016837        0.116498        0.261812
CosAspct                   -1.453046       -0.747009        0.010831
AbsSouth                   -0.004595        0.005464        0.013481
DistStrm                   -0.001758       -0.000978       -0.000639

Variable             Interquartile R     Robust STD
-------------------- --------------- ---------------
Intercept                   1.140712        0.845599
Elev                        0.000636        0.000471
Slope                       0.036188        0.026825
SinAspct                    0.244975        0.181597
CosAspct                    1.463877        1.085157
AbsSouth                    0.018077        0.013400
DistStrm                    0.001119        0.000830
 (Note: Robust STD is given by (interquartile range / 1.349) )

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 GWR Analysis of Deviance Table
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Source                 Deviance        DOF     Deviance/DOF
------------ ------------------- ---------- ----------------
Global model              264.960    232.000             1.142
GWR model                 240.534    205.976             1.168
Difference                 24.426     26.024             0.939

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Program terminated at 7/25/2016 2:13:29 AM
