rsquaredacademy / olsrr

Tools for developing OLS regression models
https://olsrr.rsquaredacademy.com/
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Error in extracting variable coefficients in all possible stepwise procedure #184

Closed aravindhebbali closed 3 years ago

aravindhebbali commented 3 years ago

This issue was shared by Rahul via email

# load packages
library(olsrr)
#> 
#> Attaching package: 'olsrr'
#> The following object is masked from 'package:datasets':
#> 
#>     rivers

# import data
data <- read.csv("J:/data.csv")
data <- data[, -1] 

# model
model <- lm(lwage ~ ., data = data)

# all possible regression variable coefficients
ols_step_all_possible_betas(model)
#> Error in data.frame(model = m_index, predictor = beta_names, beta = beta): arguments imply differing number of rows: 575, 767

Created on 2021-08-05 by the reprex package (v0.3.0)

aravindhebbali commented 3 years ago

The error was due to the way model number was assigned without taking into account categorical predictors.

# load packages
library(olsrr)
#> 
#> Attaching package: 'olsrr'
#> The following object is masked from 'package:datasets':
#> 
#>     rivers

# import data
data <- read.csv("J:/data.csv")
data <- data[, -1]

# model
model <- lm(lwage ~ ., data = data)

# all possible regression variable coefficients
ols_step_all_possible_betas(model)
#>     model                         predictor          beta
#> 1       1                       (Intercept)  4.447107e+00
#> 2       1                        femaleMale  4.319851e-01
#> 3       2                       (Intercept)  4.943125e+00
#> 4       2                               Age -5.024170e-03
#> 5       3                       (Intercept)  4.248495e+00
#> 6       3 EducationHigher secondary/diploma  5.389967e-01
#> 7       3         EducationLiterate/primary  4.694814e-01
#> 8       3         EducationMiddle/secondary  5.907407e-01
#> 9       3             EducationNot literate  5.262069e-01
#> 10      4                       (Intercept)  4.741754e+00
#> 11      4             union_memUnion member  6.255561e-01
#> 12      5                       (Intercept)  4.588242e+00
#> 13      5                permanentTemporary  2.975571e-01
#> 14      6                       (Intercept)  4.735403e+00
#> 15      6                publicPubic sector  3.921657e-01
#> 16      7                       (Intercept)  4.555398e+00
#> 17      7                           married  3.108507e-01
#> 18      8                       (Intercept)  4.491586e+00
#> 19      8                        femaleMale  4.233356e-01
#> 20      8                               Age -1.084851e-03
#> 21      9                       (Intercept)  3.711966e+00
#> 22      9                        femaleMale  5.365292e-01
#> 23      9 EducationHigher secondary/diploma  5.389967e-01
#> 24      9         EducationLiterate/primary  5.410186e-01
#> 25      9         EducationMiddle/secondary  6.622780e-01
#> 26      9             EducationNot literate  7.944715e-01
#> 27     10                       (Intercept)  4.447107e+00
#> 28     10                        femaleMale  4.040869e-01
#> 29     10             union_memUnion member  5.161159e-01
#> 30     11                       (Intercept)  4.365916e+00
#> 31     11                        femaleMale  3.705431e-01
#> 32     11                permanentTemporary  2.110971e-01
#> 33     12                       (Intercept)  4.417300e+00
#> 34     12                        femaleMale  4.303739e-01
#> 35     12                publicPubic sector  3.874877e-01
#> 36     13                       (Intercept)  4.227451e+00
#> 37     13                        femaleMale  4.372621e-01
#> 38     13                           married  3.172810e-01
#> 39     14                       (Intercept)  4.439299e+00
#> 40     14                               Age -9.085882e-03
#> 41     14 EducationHigher secondary/diploma  5.480826e-01
#> 42     14         EducationLiterate/primary  5.476200e-01
#> 43     14         EducationMiddle/secondary  6.785709e-01
#> 44     14             EducationNot literate  7.432586e-01
#> 45     15                       (Intercept)  4.902565e+00
#> 46     15                               Age -4.564715e-03
#> 47     15             union_memUnion member  6.108159e-01
#> 48     16                       (Intercept)  4.705765e+00
#> 49     16                               Age -3.100865e-03
#> 50     16                permanentTemporary  2.830864e-01
#> 51     17                       (Intercept)  4.906498e+00
#> 52     17                               Age -4.864257e-03
#> 53     17                publicPubic sector  3.876715e-01
#> 54     18                       (Intercept)  4.745434e+00
#> 55     18                               Age -5.548513e-03
#> 56     18                           married  3.177863e-01
#> 57     19                       (Intercept)  4.248495e+00
#> 58     19 EducationHigher secondary/diploma  5.389967e-01
#> 59     19         EducationLiterate/primary  4.274311e-01
#> 60     19         EducationMiddle/secondary  5.486905e-01
#> 61     19             EducationNot literate  5.262069e-01
#> 62     19             union_memUnion member  6.307541e-01
#> 63     20                       (Intercept)  3.930994e+00
#> 64     20 EducationHigher secondary/diploma  5.389967e-01
#> 65     20         EducationLiterate/primary  6.176487e-01
#> 66     20         EducationMiddle/secondary  6.965745e-01
#> 67     20             EducationNot literate  6.673187e-01
#> 68     20                permanentTemporary  3.175013e-01
#> 69     21                       (Intercept)  4.248495e+00
#> 70     21 EducationHigher secondary/diploma  5.389967e-01
#> 71     21         EducationLiterate/primary  4.439896e-01
#> 72     21         EducationMiddle/secondary  5.142653e-01
#> 73     21             EducationNot literate  5.262069e-01
#> 74     21                publicPubic sector  3.823771e-01
#> 75     22                       (Intercept)  3.885216e+00
#> 76     22 EducationHigher secondary/diploma  5.389967e-01
#> 77     22         EducationLiterate/primary  5.663559e-01
#> 78     22         EducationMiddle/secondary  7.602711e-01
#> 79     22             EducationNot literate  6.271179e-01
#> 80     22                           married  3.632793e-01
#> 81     23                       (Intercept)  4.555357e+00
#> 82     23             union_memUnion member  6.576935e-01
#> 83     23                permanentTemporary  3.085187e-01
#> 84     24                       (Intercept)  4.724439e+00
#> 85     24             union_memUnion member  5.043501e-01
#> 86     24                publicPubic sector  2.770423e-01
#> 87     25                       (Intercept)  4.512391e+00
#> 88     25             union_memUnion member  6.881097e-01
#> 89     25                           married  3.336190e-01
#> 90     26                       (Intercept)  4.570918e+00
#> 91     26                permanentTemporary  2.802334e-01
#> 92     26                publicPubic sector  3.464754e-01
#> 93     27                       (Intercept)  4.322396e+00
#> 94     27                permanentTemporary  3.389109e-01
#> 95     27                           married  3.544606e-01
#> 96     28                       (Intercept)  4.498032e+00
#> 97     28                publicPubic sector  4.589263e-01
#> 98     28                           married  3.412208e-01
#> 99     29                       (Intercept)  3.894165e+00
#> 100    29                        femaleMale  5.277526e-01
#> 101    29                               Age -8.258221e-03
#> 102    29 EducationHigher secondary/diploma  5.472549e-01
#> 103    29         EducationLiterate/primary  6.108691e-01
#> 104    29         EducationMiddle/secondary  7.409372e-01
#> 105    29             EducationNot literate  9.873630e-01
#> 106    30                       (Intercept)  4.485902e+00
#> 107    30                        femaleMale  3.965984e-01
#> 108    30                               Age -9.462031e-04
#> 109    30             union_memUnion member  5.150886e-01
#> 110    31                       (Intercept)  4.372465e+00
#> 111    31                        femaleMale  3.694407e-01
#> 112    31                               Age -1.553383e-04
#> 113    31                permanentTemporary  2.106294e-01
#> 114    32                       (Intercept)  4.455438e+00
#> 115    32                        femaleMale  4.229725e-01
#> 116    32                               Age -9.287131e-04
#> 117    32                publicPubic sector  3.867101e-01
#> 118    33                       (Intercept)  4.291804e+00
#> 119    33                        femaleMale  4.245339e-01
#> 120    33                               Age -1.600201e-03
#> 121    33                           married  3.190941e-01
#> 122    34                       (Intercept)  3.730603e+00
#> 123    34                        femaleMale  5.178925e-01
#> 124    34 EducationHigher secondary/diploma  5.389967e-01
#> 125    34         EducationLiterate/primary  5.014158e-01
#> 126    34         EducationMiddle/secondary  6.226751e-01
#> 127    34             EducationNot literate  7.851532e-01
#> 128    34             union_memUnion member  5.567695e-01
#> 129    35                       (Intercept)  3.558647e+00
#> 130    35                        femaleMale  4.704278e-01
#> 131    35 EducationHigher secondary/diploma  5.389967e-01
#> 132    35         EducationLiterate/primary  6.346011e-01
#> 133    35         EducationMiddle/secondary  7.266044e-01
#> 134    35             EducationNot literate  8.589408e-01
#> 135    35                permanentTemporary  2.194199e-01
#> 136    36                       (Intercept)  3.684946e+00
#> 137    36                        femaleMale  5.635494e-01
#> 138    36 EducationHigher secondary/diploma  5.389967e-01
#> 139    36         EducationLiterate/primary  5.138697e-01
#> 140    36         EducationMiddle/secondary  5.736259e-01
#> 141    36             EducationNot literate  8.079816e-01
#> 142    36                publicPubic sector  4.612740e-01
#> 143    37                       (Intercept)  3.351935e+00
#> 144    37                        femaleMale  5.350164e-01
#> 145    37 EducationHigher secondary/diploma  5.389967e-01
#> 146    37         EducationLiterate/primary  6.372287e-01
#> 147    37         EducationMiddle/secondary  8.307969e-01
#> 148    37             EducationNot literate  8.941441e-01
#> 149    37                           married  3.615441e-01
#> 150    38                       (Intercept)  4.359167e+00
#> 151    38                        femaleMale  3.352426e-01
#> 152    38             union_memUnion member  5.585783e-01
#> 153    38                permanentTemporary  2.286435e-01
#> 154    39                       (Intercept)  4.424011e+00
#> 155    39                        femaleMale  4.100259e-01
#> 156    39             union_memUnion member  3.831475e-01
#> 157    39                publicPubic sector  3.002513e-01
#> 158    40                       (Intercept)  4.214514e+00
#> 159    40                        femaleMale  4.063021e-01
#> 160    40             union_memUnion member  5.785099e-01
#> 161    40                           married  3.359676e-01
#> 162    41                       (Intercept)  4.345692e+00
#> 163    41                        femaleMale  3.745215e-01
#> 164    41                permanentTemporary  1.923320e-01
#> 165    41                publicPubic sector  3.567363e-01
#> 166    42                       (Intercept)  4.108207e+00
#> 167    42                        femaleMale  3.640598e-01
#> 168    42                permanentTemporary  2.533030e-01
#> 169    42                           married  3.487987e-01
#> 170    43                       (Intercept)  4.171571e+00
#> 171    43                        femaleMale  4.358694e-01
#> 172    43                publicPubic sector  4.553970e-01
#> 173    43                           married  3.473971e-01
#> 174    44                       (Intercept)  4.448735e+00
#> 175    44                               Age -9.535251e-03
#> 176    44 EducationHigher secondary/diploma  5.485319e-01
#> 177    44         EducationLiterate/primary  5.081629e-01
#> 178    44         EducationMiddle/secondary  6.395932e-01
#> 179    44             EducationNot literate  7.539935e-01
#> 180    44             union_memUnion member  6.498246e-01
#> 181    45                       (Intercept)  4.101215e+00
#> 182    45                               Age -6.995779e-03
#> 183    45 EducationHigher secondary/diploma  5.459925e-01
#> 184    45         EducationLiterate/primary  6.669343e-01
#> 185    45         EducationMiddle/secondary  7.564303e-01
#> 186    45             EducationNot literate  8.240799e-01
#> 187    45                permanentTemporary  2.941911e-01
#> 188    46                       (Intercept)  4.465058e+00
#> 189    46                               Age -1.031253e-02
#> 190    46 EducationHigher secondary/diploma  5.493092e-01
#> 191    46         EducationLiterate/primary  5.295011e-01
#> 192    46         EducationMiddle/secondary  6.044243e-01
#> 193    46             EducationNot literate  7.725619e-01
#> 194    46                publicPubic sector  4.300210e-01
#> 195    47                       (Intercept)  4.080778e+00
#> 196    47                               Age -9.741767e-03
#> 197    47 EducationHigher secondary/diploma  5.487385e-01
#> 198    47         EducationLiterate/primary  6.525391e-01
#> 199    47         EducationMiddle/secondary  8.586485e-01
#> 200    47             EducationNot literate  8.623420e-01
#> 201    47                           married  3.722944e-01
#> 202    48                       (Intercept)  4.651388e+00
#> 203    48                               Age -2.521425e-03
#> 204    48             union_memUnion member  6.483094e-01
#> 205    48                permanentTemporary  2.965956e-01
#> 206    49                       (Intercept)  4.884496e+00
#> 207    49                               Age -4.541630e-03
#> 208    49             union_memUnion member  4.900968e-01
#> 209    49                publicPubic sector  2.760997e-01
#> 210    50                       (Intercept)  4.687275e+00
#> 211    50                               Age -5.078190e-03
#> 212    50             union_memUnion member  6.728066e-01
#> 213    50                           married  3.394604e-01
#> 214    51                       (Intercept)  4.687480e+00
#> 215    51                               Age -3.074856e-03
#> 216    51                permanentTemporary  2.659093e-01
#> 217    51                publicPubic sector  3.459700e-01
#> 218    52                       (Intercept)  4.450200e+00
#> 219    52                               Age -3.416706e-03
#> 220    52                permanentTemporary  3.232291e-01
#> 221    52                           married  3.567136e-01
#> 222    53                       (Intercept)  4.683795e+00
#> 223    53                               Age -5.410162e-03
#> 224    53                publicPubic sector  4.552027e-01
#> 225    53                           married  3.477371e-01
#> 226    54                       (Intercept)  3.919422e+00
#> 227    54 EducationHigher secondary/diploma  5.389967e-01
#> 228    54         EducationLiterate/primary  5.786480e-01
#> 229    54         EducationMiddle/secondary  6.560309e-01
#> 230    54             EducationNot literate  6.724616e-01
#> 231    54             union_memUnion member  6.660120e-01
#> 232    54                permanentTemporary  3.290730e-01
#> 233    55                       (Intercept)  4.248495e+00
#> 234    55 EducationHigher secondary/diploma  5.389967e-01
#> 235    55         EducationLiterate/primary  4.166378e-01
#> 236    55         EducationMiddle/secondary  5.023428e-01
#> 237    55             EducationNot literate  5.262069e-01
#> 238    55             union_memUnion member  5.259956e-01
#> 239    55                publicPubic sector  2.666581e-01
#> 240    56                       (Intercept)  3.867438e+00
#> 241    56 EducationHigher secondary/diploma  5.389967e-01
#> 242    56         EducationLiterate/primary  5.254173e-01
#> 243    56         EducationMiddle/secondary  7.228881e-01
#> 244    56             EducationNot literate  6.320562e-01
#> 245    56             union_memUnion member  6.851909e-01
#> 246    56                           married  3.810572e-01
#> 247    57                       (Intercept)  3.944772e+00
#> 248    57 EducationHigher secondary/diploma  5.389967e-01
#> 249    57         EducationLiterate/primary  5.885620e-01
#> 250    57         EducationMiddle/secondary  6.240107e-01
#> 251    57             EducationNot literate  6.611951e-01
#> 252    57                permanentTemporary  3.037234e-01
#> 253    57                publicPubic sector  3.398558e-01
#> 254    58                       (Intercept)  3.465509e+00
#> 255    58 EducationHigher secondary/diploma  5.389967e-01
#> 256    58         EducationLiterate/primary  7.520156e-01
#> 257    58         EducationMiddle/secondary  9.069760e-01
#> 258    58             EducationNot literate  8.051513e-01
#> 259    58                permanentTemporary  3.686887e-01
#> 260    58                           married  4.142979e-01
#> 261    59                       (Intercept)  3.871592e+00
#> 262    59 EducationHigher secondary/diploma  5.389967e-01
#> 263    59         EducationLiterate/primary  5.419844e-01
#> 264    59         EducationMiddle/secondary  6.826154e-01
#> 265    59             EducationNot literate  6.309023e-01
#> 266    59                publicPubic sector  4.200674e-01
#> 267    59                           married  3.769031e-01
#> 268    60                       (Intercept)  4.549359e+00
#> 269    60             union_memUnion member  5.620893e-01
#> 270    60                permanentTemporary  2.961464e-01
#> 271    60                publicPubic sector  2.155779e-01
#> 272    61                       (Intercept)  4.266018e+00
#> 273    61             union_memUnion member  7.338354e-01
#> 274    61                permanentTemporary  3.542039e-01
#> 275    61                           married  3.807097e-01
#> 276    62                       (Intercept)  4.479308e+00
#> 277    62             union_memUnion member  5.441011e-01
#> 278    62                publicPubic sector  3.366687e-01
#> 279    62                           married  3.511336e-01
#> 280    63                       (Intercept)  4.282857e+00
#> 281    63                permanentTemporary  3.211374e-01
#> 282    63                publicPubic sector  4.140710e-01
#> 283    63                           married  3.795753e-01
#> 284    64                       (Intercept)  3.922894e+00
#> 285    64                        femaleMale  5.080314e-01
#> 286    64                               Age -8.687157e-03
#> 287    64 EducationHigher secondary/diploma  5.476839e-01
#> 288    64         EducationLiterate/primary  5.735583e-01
#> 289    64         EducationMiddle/secondary  7.040839e-01
#> 290    64             EducationNot literate  9.877492e-01
#> 291    64             union_memUnion member  5.755525e-01
#> 292    65                       (Intercept)  3.728196e+00
#> 293    65                        femaleMale  4.699903e-01
#> 294    65                               Age -6.953893e-03
#> 295    65 EducationHigher secondary/diploma  5.459506e-01
#> 296    65         EducationLiterate/primary  6.835758e-01
#> 297    65         EducationMiddle/secondary  7.860739e-01
#> 298    65             EducationNot literate  1.014585e+00
#> 299    65                permanentTemporary  1.963404e-01
#> 300    66                       (Intercept)  3.895393e+00
#> 301    66                        femaleMale  5.558388e-01
#> 302    66                               Age -9.654123e-03
#> 303    66 EducationHigher secondary/diploma  5.486508e-01
#> 304    66         EducationLiterate/primary  5.929656e-01
#> 305    66         EducationMiddle/secondary  6.572165e-01
#> 306    66             EducationNot literate  1.034753e+00
#> 307    66                publicPubic sector  5.047966e-01
#> 308    67                       (Intercept)  3.540341e+00
#> 309    67                        femaleMale  5.255091e-01
#> 310    67                               Age -8.913271e-03
#> 311    67 EducationHigher secondary/diploma  5.479100e-01
#> 312    67         EducationLiterate/primary  7.148230e-01
#> 313    67         EducationMiddle/secondary  9.195545e-01
#> 314    67             EducationNot literate  1.104618e+00
#> 315    67                           married  3.698233e-01
#> 316    68                       (Intercept)  4.355980e+00
#> 317    68                        femaleMale  3.357710e-01
#> 318    68                               Age  7.556778e-05
#> 319    68             union_memUnion member  5.587033e-01
#> 320    68                permanentTemporary  2.288750e-01
#> 321    69                       (Intercept)  4.459351e+00
#> 322    69                        femaleMale  4.032013e-01
#> 323    69                               Age -8.609010e-04
#> 324    69             union_memUnion member  3.824630e-01
#> 325    69                publicPubic sector  2.996863e-01
#> 326    70                       (Intercept)  4.273850e+00
#> 327    70                        femaleMale  3.946415e-01
#> 328    70                               Age -1.474713e-03
#> 329    70             union_memUnion member  5.772113e-01
#> 330    70                           married  3.375966e-01
#> 331    71                       (Intercept)  4.349627e+00
#> 332    71                        femaleMale  3.738591e-01
#> 333    71                               Age -9.329485e-05
#> 334    71                permanentTemporary  1.920528e-01
#> 335    71                publicPubic sector  3.567028e-01
#> 336    72                       (Intercept)  4.130579e+00
#> 337    72                        femaleMale  3.602346e-01
#> 338    72                               Age -5.379374e-04
#> 339    72                permanentTemporary  2.517335e-01
#> 340    72                           married  3.492129e-01
#> 341    73                       (Intercept)  4.230599e+00
#> 342    73                        femaleMale  4.242195e-01
#> 343    73                               Age -1.464992e-03
#> 344    73                publicPubic sector  4.544830e-01
#> 345    73                           married  3.489966e-01
#> 346    74                       (Intercept)  3.567717e+00
#> 347    74                        femaleMale  4.459692e-01
#> 348    74 EducationHigher secondary/diploma  5.389967e-01
#> 349    74         EducationLiterate/primary  5.990412e-01
#> 350    74         EducationMiddle/secondary  6.889927e-01
#> 351    74             EducationNot literate  8.535509e-01
#> 352    74             union_memUnion member  5.922023e-01
#> 353    74                permanentTemporary  2.348086e-01
#> 354    75                       (Intercept)  3.704020e+00
#> 355    75                        femaleMale  5.444746e-01
#> 356    75 EducationHigher secondary/diploma  5.389967e-01
#> 357    75         EducationLiterate/primary  4.902845e-01
#> 358    75         EducationMiddle/secondary  5.623669e-01
#> 359    75             EducationNot literate  7.984443e-01
#> 360    75             union_memUnion member  4.080758e-01
#> 361    75                publicPubic sector  3.688269e-01
#> 362    76                       (Intercept)  3.356535e+00
#> 363    76                        femaleMale  5.144919e-01
#> 364    76 EducationHigher secondary/diploma  5.389967e-01
#> 365    76         EducationLiterate/primary  5.979933e-01
#> 366    76         EducationMiddle/secondary  7.947463e-01
#> 367    76             EducationNot literate  8.883052e-01
#> 368    76             union_memUnion member  6.111793e-01
#> 369    76                           married  3.774683e-01
#> 370    77                       (Intercept)  3.550461e+00
#> 371    77                        femaleMale  5.025579e-01
#> 372    77 EducationHigher secondary/diploma  5.389967e-01
#> 373    77         EducationLiterate/primary  5.993535e-01
#> 374    77         EducationMiddle/secondary  6.378335e-01
#> 375    77             EducationNot literate  8.643642e-01
#> 376    77                permanentTemporary  1.954763e-01
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#> 762   127         EducationMiddle/secondary  9.062858e-01
#> 763   127             EducationNot literate  1.192762e+00
#> 764   127             union_memUnion member  5.195467e-01
#> 765   127                permanentTemporary  2.388663e-01
#> 766   127                publicPubic sector  3.827127e-01
#> 767   127                           married  4.289536e-01

Created on 2021-08-05 by the reprex package (v0.3.0)