[R] How To Extracting Summary Stats for Sepwise Regression

Paul Bernal p@u|bern@|07 @end|ng |rom gm@||@com
Wed Mar 20 15:13:28 CET 2019


Hello dear friends,

What I want is to, somehow data.frame the summary of a stepwise regression
(the estimated coefficients and p-values) to show them as a report in table
format. However I have not been able to do that.

Any help and/or guidance will be greatly appreciated, below are all the
details of what I am doing:

I am working with R version 3.5.2 in Power BI.
The Power BI version is: 2.67.5404.581 64-bit (March 2019)
The error I am getting is the following: Error in step(basis_model,
direction = "both", scope = formula(FitAll)) :
  number of rows in use has changed: remove missing values?
In addition: Warning message:
In add1.lm(fit, scope$add, scale = scale, trace = trace, k = k,  :
  using the 106/107 rows from a combined fit
Execution halted


BasisModel <- lm(datos$Transits ~ 1)


FitAllModel_2 <- lm(datos$Transits ~ datos$CPI + datos$ConCharter +
datos$NewBuildingPrice + datos$HFO)

StepWiseModel_3 <- step(BasisModel, direction="both",
scope=formula(FitAllModel_2))

sum <- summary(StepWiseModel_3)
grid.table(sum)

I have also tried doing grid.table(sum$coef) and
grid.table(sum$coefficients) but none of that worked.

> dput(datos)
structure(list(Transits = c(23L, 86L, 29L, 85L, 36L, 80L, 36L,
68L, 26L, 97L, 24L, 85L, 27L, 87L, 26L, 66L, 28L, 76L, 23L, 68L,
67L, 38L, 30L, 68L, 65L, 37L, 31L, 85L, 27L, 85L, 26L, 87L, 96L,
30L, 24L, 85L, 22L, 82L, 23L, 80L, 81L, 26L, 25L, 81L, 29L, 94L,
23L, 83L, 90L, 33L, 27L, 94L, 25L, 90L, 17L, 86L, 40L, 89L, 31L,
81L, 87L, 26L, 18L, 76L, 85L, 17L, 23L, 87L, 88L, 23L, 37L, 82L,
38L, 102L, 39L, 90L, 40L, 93L, 33L, 84L, 41L, 84L, 27L, 71L,
37L, 63L, 26L, 76L, 28L, 63L, 34L, 74L, 37L, 68L, 37L, 76L, 42L,
79L, 41L, 81L, 40L, 77L, 34L, 74L, 39L, 58L, 35L, 55L, 36L, 51L,
34L, 57L, 39L, 61L, 35L, 68L, 43L, 70L, 40L, 59L, 46L, 60L, 34L,
63L, 42L, 67L, 43L, 58L, 44L, 59L, 53L, 26L, 32L, 58L, 34L, 41L,
42L, 39L, 30L, 42L, 30L, 48L, 37L, 42L, 36L, 60L, 44L, 65L, 43L,
55L, 22L, 53L, 31L, 8L, 9L, 25L, 12L, 33L, 25L, 45L, 22L, 47L,
25L, 43L, 28L, 37L, 28L, 48L, 19L, 35L, 11L, 28L, 9L, 22L, 12L,
25L, 9L, 14L, 9L, 13L, 13L, 12L, 13L, 25L, 10L, 24L, 13L, 24L,
10L, 22L, 10L, 19L, 11L, 15L, 8L, 16L, 12L, 9L, 8L, 17L, 9L,
4L, 8L, 11L, 8L, 12L, 6L, 11L, 8L, 11L, 21L, 8L, 14L, 11L, 12L,
11L, 10L, 7L, 13L, 6L, 8L), CargoTons = c(327994L, 1606616L,
392457L, 1712810L, 572909L, 1693921L, 696160L, 1633810L, 427511L,
1990180L, 434473L, 1838645L, 501521L, 1970717L, 548017L, 1588291L,
488718L, 1739769L, 457908L, 1623617L, 1677868L, 709159L, 467997L,
1491590L, 1329897L, 540330L, 454764L, 1696188L, 412585L, 1771492L,
514509L, 1843676L, 2033267L, 499482L, 393591L, 1610270L, 333572L,
1546048L, 417399L, 1901424L, 1686199L, 432638L, 428805L, 1861493L,
511944L, 2011693L, 421151L, 1837227L, 1912533L, 593826L, 453480L,
1921809L, 460072L, 1675982L, 341377L, 1774207L, 473299L, 1526080L,
499347L, 1464667L, 1684398L, 437215L, 309439L, 1739618L, 1764891L,
344394L, 393377L, 1671126L, 1663948L, 419590L, 480516L, 1593703L,
527984L, 1730980L, 505520L, 1537961L, 527088L, 1600723L, 484147L,
1541796L, 662549L, 1506180L, 433022L, 1424827L, 643535L, 1337935L,
424964L, 1622296L, 462553L, 1194666L, 514447L, 1840988L, 641739L,
1382457L, 563509L, 1378973L, 667025L, 1345523L, 649433L, 1338687L,
673892L, 1348285L, 584263L, 1528680L, 600019L, 944145L, 649869L,
912873L, 624110L, 850102L, 607789L, 1208901L, 615976L, 1182815L,
615512L, 1399101L, 697432L, 1325899L, 608629L, 872243L, 750331L,
848187L, 524618L, 872075L, 706920L, 986303L, 687968L, 896847L,
636234L, 724704L, 723088L, 350679L, 460177L, 722250L, 622978L,
723952L, 660514L, 689362L, 483923L, 698217L, 569948L, 813910L,
602531L, 671289L, 494437L, 778160L, 540130L, 717010L, 590081L,
664101L, 368966L, 633134L, 447660L, 159223L, 160920L, 413470L,
271818L, 488672L, 390754L, 640038L, 321733L, 577064L, 443330L,
639336L, 430580L, 451870L, 399601L, 621382L, 256492L, 526333L,
211949L, 467734L, 173952L, 343172L, 263817L, 447959L, 166116L,
257188L, 175630L, 241603L, 239032L, 214663L, 293355L, 421452L,
165754L, 394366L, 254257L, 438731L, 201630L, 340764L, 160402L,
343059L, 203165L, 184462L, 141414L, 247706L, 223107L, 153652L,
153972L, 261942L, 200656L, 59416L, 166912L, 234790L, 177974L,
228005L, 138093L, 219065L, 189138L, 176860L, 391862L, 161972L,
260940L, 152540L, 182772L, 218337L, 225203L, 109038L, 260027L,
118230L, 180304L), RcnstPCUMS = c(814089L, 4018838L, 1039070L,
3962734L, 1307110L, 3715584L, 1272525L, 3159759L, 918793L, 4480777L,
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4737589L, 1375555L, 4176912L, 1448418L, 4329880L, 1186202L, 3896554L,
1473688L, 3918132L, 975482L, 3306258L, 1329400L, 2945480L, 929590L,
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1115930L, 464005L, 1112178L, 355084L, 1016473L, 367861L, 885959L,
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514425L, 556650L, 403736L, 362223L, 313357L, 467175L, 278034L,
288877L), TotalToll = c(5658660L, 25045209L, 8409456L, 28334952L,
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29541774L, 8399644L, 8077564L, 28938572L, 9193712L, 33842728L,
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10079752L, 29351100L, 31599596L, 8405222L, 5867970L, 27722768L,
31299036L, 5551330L, 7411918L, 31425586L, 32109240L, 7644508L,
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13728128L, 14582010L, 9858034L, 15779454L, 9967770L, 17877786L,
11890900L, 15472342L, 11782498L, 21993570L, 14439268L, 24119724L,
14170544L, 20208244L, 7208820L, 19774008L, 11551690L, 2555626L,
2774579L, 9384376L, 3853045L, 12234653L, 8380684L, 16982380L,
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9030589L, 17503524L, 6018223L, 12638167L, 3503589L, 10144213L,
2776575L, 8044772L, 4032809L, 9474450L, 2732395L, 5228934L, 2765976L,
4672118L, 4066749L, 4249184L, 4253170L, 9525707L, 3201832L, 8718645L,
4056891L, 8829727L, 3089209L, 7862348L, 3264051L, 6812088L, 3466098L,
5082556L, 2458062L, 5979517L, 3894452L, 3116222L, 2486857L, 5945299L,
2809445L, 1390359L, 2503865L, 3582466L, 2505757L, 4432436L, 1930800L,
3794537L, 2623668L, 3959920L, 7499419L, 2472087L, 4411731L, 3827331L,
4234585L, 3521434L, 3207605L, 2375325L, 4079966L, 2137927L, 2540208L
), CPI = c(212.193, 212.193, 213.856, 213.856, 215.834, 215.834,
216.687, 216.687, 218.711, 218.711, 218.803, 218.803, 219.179,
219.179, 216.741, 216.741, 217.631, 217.631, 218.009, 218.009,
218.178, 218.178, 217.965, 217.965, 218.011, 218.011, 218.312,
218.312, 218.439, 218.439, 220.223, 220.223, 226.421, 226.421,
226.23, 226.23, 225.672, 225.672, 221.309, 221.309, 223.467,
223.467, 224.906, 224.906, 225.964, 225.964, 225.722, 225.722,
225.922, 225.922, 226.545, 226.545, 226.889, 226.889, 226.665,
226.665, 231.317, 231.317, 230.221, 230.221, 229.601, 229.601,
227.663, 227.663, 229.392, 229.392, 230.085, 230.085, 229.815,
229.815, 229.478, 229.478, 229.104, 229.104, 230.379, 230.379,
231.407, 231.407, 230.28, 230.28, 233.546, 233.546, 233.069,
233.069, 233.049, 233.049, 232.166, 232.166, 232.773, 232.773,
232.531, 232.531, 232.945, 232.945, 233.504, 233.504, 233.596,
233.596, 233.877, 233.877, 234.149, 234.149, 233.916, 233.916,
237.433, 237.433, 236.151, 236.151, 234.812, 234.812, 234.781,
234.781, 236.293, 236.293, 237.072, 237.072, 237.9, 237.9, 238.343,
238.343, 238.25, 238.25, 237.852, 237.852, 238.031, 238.031,
233.707, 233.707, 237.838, 237.838, 237.336, 237.336, 236.525,
236.525, 234.722, 234.722, 236.119, 236.119, 236.599, 236.599,
237.805, 237.805, 238.638, 238.638, 238.654, 238.654, 238.316,
238.316, 237.945, 237.945, 236.916, 236.916, 241.729, 241.729,
241.353, 241.353, 241.432, 241.432, 237.111, 237.111, 238.132,
238.132, 239.261, 239.261, 240.229, 240.229, 241.018, 241.018,
240.628, 240.628, 240.849, 240.849, 241.428, 241.428, 242.839,
242.839, 246.663, 246.663, 246.669, 246.669, 246.524, 246.524,
243.603, 243.603, 243.801, 243.801, 244.524, 244.524, 244.733,
244.733, 244.955, 244.955, 244.786, 244.786, 245.519, 245.519,
246.819, 246.819, 247.867, 247.867, 252.885, 252.885, 252.038,
251.233, 248.991, 248.991, 249.554, 249.554, 250.546, 250.546,
251.588, 251.588, 251.989, 251.989, 252.006, 252.006, 252.146,
252.146, 252.439, 252.439, 251.712), ConCharter = c(9185, 11832.34663,
5650, 7278.47125, 5650, 7278.47125, 4713, 6071, 18567, 23918,
14800, 19065, 13800, 17777, 5117, 6591, 6450, 8309, 7500, 9661,
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10176, 7600, 9790, 8400, 10821, 8400, 10821, 8500, 10949, 7600,
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9500, 9500, 9000, 11594, 9900, 12753, 10500, 13526, 14170, 11000,
11100, 14299, 15973, 12400, 12300, 15845, 12000, 15458, 8500),
    NewBuildingPrice = c(53700000, 68360100, 48000000, 61104000,
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    35705882.35, 45453588.24, 35876470.59, 45670747.06, 36132352.94,
    45996485.29, 46539382.35, 36558823.53, 36558823.53, 46539382.35,
    47625176.47, 37411764.71, 38264705.88, 48710970.59, 39411764.71,
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    ), HFO = c(265.5382699, 265.5382699, 345.6949275, 345.6949275,
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