response_df <- read.csv("response_id-1.csv", header = TRUE, stringsAsFactors=FALSE)
# response_df[is.na(response_df)] <- 0
test_df <- read.csv("test_reg_features-1.csv", header = TRUE, stringsAsFactors=FALSE)
# test_df[is.na(test_df)] <- 0
train_df <- read.csv("train_reg_features-1.csv", header = TRUE, stringsAsFactors=FALSE)
# train_df[is.na(train_df)] <- 0
# Installing and Requiring all necessary packages
libs <- c("dplyr", "ggplot2", "yardstick", "e1071", "randomForest", "caret", "ggpubr", "MASS", "boot", "tidyr")
installed_packages <- libs %in% rownames(installed.packages())
if (any(installed_packages == FALSE)) {
install.packages(libs[!installed_packages])
}
# Packages loading
invisible(lapply(libs, library, character.only = TRUE))
# Data Cleaning and merging
test_df <- test_df %>% replace_na(list(MSZoning = 'None', Street = 'None', Alley = 'None', LotShape = 'None',
LandContour = 'None', Utilities = 'None', LotConfig = 'None',
LandSlope = 'None', Neighborhood = 'None', Condition1 = 'None',
Condition2 = 'None', BldgType = 'None', HouseStyle = 'None',
RoofStyle = 'None', RoofMatl = 'None', Exterior1st = 'None',
Exterior2nd = 'None', MasVnrType = 'None', ExterQual = 'None',
ExterCond = 'None', Foundation = 'None', BsmtQual = 'None',
BsmtCond = 'None', BsmtExposure = 'None', BsmtFinType1 = 'None',
BsmtFinType2 = 'None', Heating = 'None', HeatingQC = 'None',
CentralAir = 'N', Electrical = 'None', KitchenQual = 'None',
Functional = 'None', FireplaceQu = 'None', GarageType = 'None',
GarageFinish = 'None', GarageFinish = 'None', GarageQual = 'None',
GarageCond = 'None', PavedDrive = 'N', PoolQC = 'None',
Fence = 'None', MiscFeature = 'None', SaleType = 'None'))
train_df <- train_df %>% replace_na(list(MSZoning = 'None', Street = 'None', Alley = 'None', LotShape = 'None',
LandContour = 'None', Utilities = 'None', LotConfig = 'None',
LandSlope = 'None', Neighborhood = 'None', Condition1 = 'None',
Condition2 = 'None', BldgType = 'None', HouseStyle = 'None',
RoofStyle = 'None', RoofMatl = 'None', Exterior1st = 'None',
Exterior2nd = 'None', MasVnrType = 'None', ExterQual = 'None',
ExterCond = 'None', Foundation = 'None', BsmtQual = 'None',
BsmtCond = 'None', BsmtExposure = 'None', BsmtFinType1 = 'None',
BsmtFinType2 = 'None', Heating = 'None', HeatingQC = 'None',
CentralAir = 'N', Electrical = 'None', KitchenQual = 'None',
Functional = 'None', FireplaceQu = 'None', GarageType = 'None',
GarageFinish = 'None', GarageFinish = 'None', GarageQual = 'None',
GarageCond = 'None', PavedDrive = 'N', PoolQC = 'None',
Fence = 'None', MiscFeature = 'None', SaleType = 'None'))
# convert to factors
train_df <- train_df %>%
mutate_if(sapply(train_df, is.character), as.factor)
test_df <- test_df %>%
mutate_if(sapply(test_df, is.character), as.factor)
train_df <- train_df %>%
filter(RoofMatl != "ClyTile", RoofMatl != "Membran", RoofMatl != "Metal", RoofMatl != "Roll") %>%
droplevels(train_df$RoofMatl) %>%
filter(Functional != "Sev", Functional != "None") %>%
droplevels(train_df$Functional) %>%
filter(Condition2 != "RRAe", Condition2 != "RRNn", Condition2 != "RRAn") %>%
droplevels(train_df$Condition2) %>%
filter(Heating != "Floor", Heating != "OthW") %>%
droplevels(train_df$Heating) %>%
filter(Exterior2nd != "Other", Exterior2nd != "CBlock") %>%
droplevels(train_df$Exterior2nd) %>%
filter(Exterior1st != "AsphShn",
Exterior1st != "CBlock", Exterior1st != "ImStucc",
Exterior1st != "Stone", Exterior1st != "None") %>%
droplevels(train_df$Exterior1st) %>%
filter( Electrical != "Mix") %>%
droplevels(train_df$Electrical)
test_df <- test_df %>%
filter(RoofMatl != "ClyTile", RoofMatl != "Membran", RoofMatl != "Metal", RoofMatl != "Roll") %>%
droplevels(test_df$RoofMatl) %>%
filter(Functional != "Sev", Functional != "None") %>%
droplevels(test_df$Functional) %>%
filter(Condition2 != "RRAe", Condition2 != "RRNn", Condition2 != "RRAn") %>%
droplevels(test_df$Condition2) %>%
filter(Heating != "Floor", Heating != "OthW") %>%
droplevels(test_df$Heating) %>%
filter(Exterior2nd != "Other", Exterior2nd != "CBlock") %>%
droplevels(test_df$Exterior2nd) %>%
filter(Exterior1st != "AsphShn",
Exterior1st != "CBlock", Exterior1st != "ImStucc",
Exterior1st != "Stone", Exterior1st != "None") %>%
droplevels(test_df$Exterior1st) %>%
filter( Electrical != "Mix") %>%
droplevels(test_df$Electrical)
Total df was changed to include training data and response data. A new data frame was made for response variable so that sales prices corresponded to the training ID column, but did not replace the original data so that we can use the original later for predictions.
# Merge
response_df_new <- response_df
response_df_new$Id <- 1:1459
total <- merge(response_df_new, train_df, by="Id")
total$SalePrice <- log(total$SalePrice.x)
SalesPrice for total is now SalesPrice.x, this was a default by R since it ws being used in other data frames as well.
model5 = lm(SalePrice.x ~ Functional + LotArea + BldgType + HouseStyle + OverallQual +
Exterior1st + Exterior2nd + BsmtQual + BedroomAbvGr + MoSold + YrSold +
Neighborhood + Foundation, data=total)
summary(model5)
##
## Call:
## lm(formula = SalePrice.x ~ Functional + LotArea + BldgType +
## HouseStyle + OverallQual + Exterior1st + Exterior2nd + BsmtQual +
## BedroomAbvGr + MoSold + YrSold + Neighborhood + Foundation,
## data = total)
##
## Residuals:
## Min 1Q Median 3Q Max
## -44485 -10582 89 8280 97875
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.209e+04 6.887e+05 0.134 0.89364
## FunctionalMaj2 -1.520e+04 9.841e+03 -1.545 0.12265
## FunctionalMin1 -2.604e+03 5.671e+03 -0.459 0.64619
## FunctionalMin2 -7.676e+03 5.592e+03 -1.373 0.17011
## FunctionalMod -1.838e+03 6.753e+03 -0.272 0.78551
## FunctionalTyp -7.363e+03 4.713e+03 -1.562 0.11844
## LotArea 4.085e-02 5.173e-02 0.790 0.42990
## BldgType2fmCon -3.254e+03 3.259e+03 -0.998 0.31830
## BldgTypeDuplex 4.731e+03 2.842e+03 1.665 0.09624 .
## BldgTypeTwnhs -4.970e+01 3.582e+03 -0.014 0.98893
## BldgTypeTwnhsE 4.859e+02 2.280e+03 0.213 0.83127
## HouseStyle1.5Unf -4.755e+03 4.819e+03 -0.987 0.32390
## HouseStyle1Story -4.983e+02 1.799e+03 -0.277 0.78180
## HouseStyle2.5Fin 3.374e+03 6.405e+03 0.527 0.59845
## HouseStyle2.5Unf 2.938e+02 5.658e+03 0.052 0.95859
## HouseStyle2Story -1.386e+03 1.876e+03 -0.739 0.46025
## HouseStyleSFoyer -9.292e+03 3.548e+03 -2.619 0.00892 **
## HouseStyleSLvl -1.002e+03 2.762e+03 -0.363 0.71680
## OverallQual -3.615e+02 5.547e+02 -0.652 0.51468
## Exterior1stBrkComm 4.339e+03 1.845e+04 0.235 0.81407
## Exterior1stBrkFace 3.180e+03 8.034e+03 0.396 0.69229
## Exterior1stCemntBd -8.164e+03 1.259e+04 -0.649 0.51669
## Exterior1stHdBoard 3.896e+03 8.083e+03 0.482 0.62987
## Exterior1stMetalSd 1.134e+04 9.338e+03 1.214 0.22487
## Exterior1stPlywood 5.600e+03 7.942e+03 0.705 0.48088
## Exterior1stStucco 1.357e+03 8.881e+03 0.153 0.87861
## Exterior1stVinylSd 6.278e+03 8.451e+03 0.743 0.45769
## Exterior1stWd Sdng 5.358e+03 7.735e+03 0.693 0.48860
## Exterior1stWdShing 1.140e+04 8.386e+03 1.359 0.17443
## Exterior2ndAsphShn 1.729e+03 1.439e+04 0.120 0.90441
## Exterior2ndBrk Cmn 1.946e+03 1.377e+04 0.141 0.88761
## Exterior2ndBrkFace 3.059e+03 8.650e+03 0.354 0.72363
## Exterior2ndCmentBd 9.423e+03 1.263e+04 0.746 0.45583
## Exterior2ndHdBoard 1.923e+03 8.033e+03 0.239 0.81081
## Exterior2ndImStucc -9.445e+03 9.406e+03 -1.004 0.31547
## Exterior2ndMetalSd -6.904e+03 9.354e+03 -0.738 0.46057
## Exterior2ndPlywood -1.529e+03 7.720e+03 -0.198 0.84305
## Exterior2ndStone 8.174e+03 1.162e+04 0.703 0.48188
## Exterior2ndStucco 5.295e+03 8.798e+03 0.602 0.54735
## Exterior2ndVinylSd -1.483e+03 8.377e+03 -0.177 0.85953
## Exterior2ndWd Sdng -1.044e+03 7.717e+03 -0.135 0.89237
## Exterior2ndWd Shng -4.085e+03 8.075e+03 -0.506 0.61307
## BsmtQualFa -6.381e+03 3.984e+03 -1.601 0.10951
## BsmtQualGd -4.375e+03 2.061e+03 -2.123 0.03395 *
## BsmtQualNone -9.041e+03 5.848e+03 -1.546 0.12236
## BsmtQualTA -3.546e+03 2.563e+03 -1.383 0.16676
## BedroomAbvGr -7.641e+01 7.309e+02 -0.105 0.91675
## MoSold 1.952e+02 1.686e+02 1.157 0.24734
## YrSold 5.147e+01 3.430e+02 0.150 0.88075
## NeighborhoodBlueste -1.011e+04 1.278e+04 -0.791 0.42894
## NeighborhoodBrDale -4.326e+03 6.841e+03 -0.632 0.52731
## NeighborhoodBrkSide -4.255e+03 5.508e+03 -0.772 0.44000
## NeighborhoodClearCr -9.638e+03 5.934e+03 -1.624 0.10457
## NeighborhoodCollgCr -6.874e+03 4.684e+03 -1.468 0.14241
## NeighborhoodCrawfor -5.869e+03 5.345e+03 -1.098 0.27236
## NeighborhoodEdwards -5.682e+03 5.067e+03 -1.121 0.26239
## NeighborhoodGilbert -6.410e+03 5.003e+03 -1.281 0.20037
## NeighborhoodIDOTRR -9.541e+03 5.741e+03 -1.662 0.09677 .
## NeighborhoodMeadowV -3.797e+03 6.939e+03 -0.547 0.58428
## NeighborhoodMitchel -8.053e+03 5.236e+03 -1.538 0.12423
## NeighborhoodNAmes -6.149e+03 4.965e+03 -1.238 0.21582
## NeighborhoodNoRidge -3.053e+03 5.358e+03 -0.570 0.56889
## NeighborhoodNPkVill -7.212e+03 9.588e+03 -0.752 0.45209
## NeighborhoodNridgHt -7.350e+03 4.832e+03 -1.521 0.12843
## NeighborhoodNWAmes -2.473e+03 5.173e+03 -0.478 0.63261
## NeighborhoodOldTown -9.710e+03 5.225e+03 -1.858 0.06333 .
## NeighborhoodSawyer -5.522e+03 5.222e+03 -1.057 0.29052
## NeighborhoodSawyerW -6.238e+03 5.067e+03 -1.231 0.21854
## NeighborhoodSomerst -6.570e+03 4.758e+03 -1.381 0.16758
## NeighborhoodStoneBr -6.746e+03 5.516e+03 -1.223 0.22155
## NeighborhoodSWISU -8.597e+03 6.101e+03 -1.409 0.15905
## NeighborhoodTimber -6.290e+03 5.390e+03 -1.167 0.24343
## NeighborhoodVeenker -1.363e+03 6.869e+03 -0.198 0.84276
## FoundationCBlock -2.985e+03 2.002e+03 -1.491 0.13610
## FoundationPConc -1.336e+03 2.180e+03 -0.613 0.54007
## FoundationSlab -2.048e+03 6.590e+03 -0.311 0.75601
## FoundationStone 6.063e+03 7.110e+03 0.853 0.39398
## FoundationWood -9.074e+03 9.978e+03 -0.909 0.36328
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 16630 on 1362 degrees of freedom
## Multiple R-squared: 0.0479, Adjusted R-squared: -0.005922
## F-statistic: 0.89 on 77 and 1362 DF, p-value: 0.7394
training model still uses training df.
train_model <- lm(SalePrice ~ Functional + BldgType + HouseStyle + OverallQual + BsmtFinType1 +
Exterior1st + Exterior2nd + ExterQual + BsmtQual + BedroomAbvGr + MoSold + YrSold +
Neighborhood + Foundation, data=train_df)
predictions <- predict(train_model, test_df)
## Warning in predict.lm(train_model, test_df): prediction from a rank-deficient
## fit may be misleading
# predictions
predictions <- as.data.frame(predictions)
vec <- c(1461:2911)
predictions$Id <- vec
predict_v_response <- merge(predictions, response_df, by="Id")
predict_v_response
## Id predictions SalePrice
## 1 1461 122037.98 169277.1
## 2 1462 158521.43 187758.4
## 3 1463 162059.20 183583.7
## 4 1464 174742.25 179317.5
## 5 1465 244362.51 150730.1
## 6 1466 157283.51 177151.0
## 7 1467 166571.35 172070.7
## 8 1468 162031.40 175111.0
## 9 1469 187840.41 162011.7
## 10 1470 120527.52 160726.2
## 11 1471 154967.89 157933.3
## 12 1472 100528.11 145291.2
## 13 1473 84127.24 159672.0
## 14 1474 138378.54 164167.5
## 15 1475 137802.16 150891.6
## 16 1476 386272.75 179461.0
## 17 1477 259884.90 185034.6
## 18 1478 352654.25 182352.2
## 19 1479 339240.66 183053.5
## 20 1480 398350.51 187823.3
## 21 1481 290578.19 186544.1
## 22 1482 229047.63 158230.8
## 23 1483 167918.40 190552.8
## 24 1484 192180.89 147183.7
## 25 1485 207842.16 185855.3
## 26 1486 198237.51 174350.5
## 27 1487 360405.59 201740.6
## 28 1488 221425.39 162986.4
## 29 1489 198855.35 162330.2
## 30 1490 245445.49 165845.9
## 31 1491 202104.08 180929.6
## 32 1492 108795.40 163481.5
## 33 1493 170534.18 187798.1
## 34 1494 342131.54 198822.2
## 35 1495 328229.46 194868.4
## 36 1496 222360.19 152605.3
## 37 1497 161416.73 147797.7
## 38 1498 182854.18 150522.0
## 39 1499 174900.45 146991.6
## 40 1500 150719.80 150306.3
## 41 1501 159591.38 151164.4
## 42 1502 181936.32 151133.7
## 43 1503 292880.10 156214.0
## 44 1504 259326.98 171992.8
## 45 1505 227968.74 173214.9
## 46 1506 172762.29 192429.2
## 47 1507 195697.16 190878.7
## 48 1508 179195.27 194542.5
## 49 1509 181308.91 191849.4
## 50 1510 129592.66 176363.8
## 51 1511 137376.61 176954.2
## 52 1512 136462.86 176521.2
## 53 1513 133672.01 179436.7
## 54 1514 142324.82 220079.8
## 55 1515 150414.30 175502.9
## 56 1516 157789.72 188321.1
## 57 1517 145558.72 163276.3
## 58 1518 113626.76 185911.4
## 59 1519 209909.78 171392.8
## 60 1520 133868.66 174418.2
## 61 1521 129471.39 179682.7
## 62 1522 151022.34 179423.8
## 63 1523 101726.32 171756.9
## 64 1524 109088.24 166849.6
## 65 1525 129125.01 181122.2
## 66 1526 119143.17 170934.5
## 67 1527 80201.37 159738.3
## 68 1528 145984.81 174445.8
## 69 1529 157856.44 174706.4
## 70 1530 148117.06 164507.7
## 71 1531 114722.78 163602.5
## 72 1532 117102.13 154126.3
## 73 1533 125350.06 171104.9
## 74 1534 148214.24 167735.4
## 75 1535 119187.50 183003.6
## 76 1536 116054.46 172580.4
## 77 1537 26057.62 165407.9
## 78 1538 190922.79 176363.8
## 79 1539 205283.70 175183.0
## 80 1540 112605.80 190757.2
## 81 1541 144172.53 167187.0
## 82 1542 137264.92 167839.4
## 83 1543 183745.29 173912.4
## 84 1544 93169.93 154034.9
## 85 1545 147416.45 156003.0
## 86 1546 158300.35 168173.9
## 87 1547 142436.33 168882.4
## 88 1548 159162.25 168173.9
## 89 1549 129485.14 157580.2
## 90 1550 132291.99 181922.2
## 91 1551 135102.08 155134.2
## 92 1552 99030.51 188885.6
## 93 1553 153984.15 183963.2
## 94 1554 133633.37 161298.8
## 95 1555 171047.85 188613.7
## 96 1556 170300.77 175080.1
## 97 1557 99171.93 174744.4
## 98 1558 146663.28 168175.9
## 99 1559 105619.51 182333.5
## 100 1560 100755.77 158307.2
## 101 1561 126147.36 193053.1
## 102 1562 128616.64 175031.1
## 103 1563 130071.10 160713.3
## 104 1564 147839.29 173186.2
## 105 1565 140562.24 191736.8
## 106 1566 228245.91 170401.6
## 107 1567 79432.78 164626.6
## 108 1568 221148.06 205469.4
## 109 1569 91727.43 209561.8
## 110 1570 160835.26 182271.5
## 111 1571 84604.26 178081.5
## 112 1572 109782.52 178426.0
## 113 1573 190711.04 162015.3
## 114 1574 112400.47 181722.4
## 115 1575 215424.54 156705.7
## 116 1576 201092.75 182902.4
## 117 1577 208668.42 157574.6
## 118 1578 155973.53 184380.7
## 119 1579 140106.18 169364.5
## 120 1580 205814.28 175846.2
## 121 1581 177489.00 189673.3
## 122 1582 141571.95 174401.3
## 123 1583 245871.33 179021.4
## 124 1584 208236.24 189196.8
## 125 1585 131624.13 139647.1
## 126 1586 58706.10 161468.2
## 127 1587 115455.85 171557.3
## 128 1588 139997.07 179447.4
## 129 1589 87432.52 169611.6
## 130 1590 163196.01 172088.9
## 131 1591 72931.01 171190.6
## 132 1592 117318.79 154850.5
## 133 1593 136342.43 158617.7
## 134 1594 113808.08 209258.3
## 135 1595 237641.19 177939.0
## 136 1596 184895.74 194631.1
## 137 1597 225556.41 213618.9
## 138 1598 184651.80 198342.5
## 139 1599 191860.09 138608.0
## 140 1600 21498.37 150779.0
## 141 1601 124042.37 146966.2
## 142 1602 76059.10 162182.6
## 143 1603 267212.06 176825.9
## 144 1604 237651.66 152799.8
## 145 1605 166786.43 180322.3
## 146 1606 159136.24 177508.0
## 147 1607 231022.96 208029.6
## 148 1608 203295.08 181987.3
## 149 1609 158783.54 160172.7
## 150 1610 136048.60 176761.3
## 151 1611 173560.01 176515.5
## 152 1612 124919.42 176270.5
## 153 1613 110504.57 183050.8
## 154 1614 94390.41 150011.1
## 155 1615 79746.29 159270.5
## 156 1616 89630.49 163419.7
## 157 1617 133821.77 163400.0
## 158 1618 129347.74 173364.2
## 159 1619 119124.44 169556.8
## 160 1620 139190.31 183690.6
## 161 1621 144058.70 176980.9
## 162 1622 230248.97 204773.4
## 163 1623 192511.58 174728.7
## 164 1624 145753.20 181873.5
## 165 1625 171441.04 177322.0
## 166 1626 180151.60 193927.9
## 167 1627 250311.48 181715.6
## 168 1628 191234.26 199270.8
## 169 1629 301147.73 177109.6
## 170 1630 295769.95 153909.6
## 171 1631 261100.94 162931.2
## 172 1632 210657.34 166386.8
## 173 1633 196923.98 173719.3
## 174 1634 179925.53 179757.9
## 175 1635 147846.73 179007.6
## 176 1636 145500.28 180370.8
## 177 1637 192492.97 185102.6
## 178 1638 156423.61 198825.6
## 179 1639 227145.48 184294.6
## 180 1640 161748.56 200443.8
## 181 1641 245264.81 181294.8
## 182 1642 238851.56 174354.3
## 183 1643 258678.40 172023.7
## 184 1644 148393.29 181666.9
## 185 1645 181116.60 179024.5
## 186 1646 202647.51 178324.2
## 187 1647 109528.34 184534.7
## 188 1648 159890.63 159397.3
## 189 1649 113873.12 178431.0
## 190 1650 114565.87 177743.8
## 191 1651 104623.18 179395.3
## 192 1652 100225.90 151713.4
## 193 1653 156609.79 151713.4
## 194 1654 155922.36 168435.0
## 195 1655 149348.82 153999.1
## 196 1656 157302.54 164096.1
## 197 1657 171284.99 166335.4
## 198 1658 154681.86 163020.7
## 199 1659 141516.24 155862.5
## 200 1660 415083.93 182760.7
## 201 1661 362179.36 201912.3
## 202 1662 400126.56 185988.2
## 203 1663 416873.81 183778.4
## 204 1664 377182.34 170935.9
## 205 1665 331860.25 184468.9
## 206 1666 353333.16 191569.1
## 207 1667 399780.18 232991.0
## 208 1668 348607.50 180980.7
## 209 1669 400819.31 164279.1
## 210 1670 255781.44 183859.5
## 211 1671 353737.54 185922.5
## 212 1672 276618.32 191742.8
## 213 1673 260968.20 199954.1
## 214 1674 178390.78 180690.3
## 215 1675 169482.45 163099.3
## 216 1676 207214.51 140791.9
## 217 1677 425337.51 166481.9
## 218 1678 330821.12 172080.4
## 219 1679 346570.17 191719.2
## 220 1680 324439.98 160741.1
## 221 1681 330128.37 157829.5
## 222 1682 182884.78 196896.7
## 223 1683 198974.43 159675.4
## 224 1684 175711.64 182084.8
## 225 1685 191185.92 179233.9
## 226 1686 168634.22 155774.3
## 227 1687 197935.30 181354.3
## 228 1688 198628.05 179605.6
## 229 1689 221225.90 181609.3
## 230 1690 221572.27 178221.5
## 231 1691 298259.32 175559.9
## 232 1692 209618.21 200328.8
## 233 1693 185366.16 178630.1
## 234 1694 175116.17 177174.5
## 235 1695 223566.01 172515.7
## 236 1696 164882.81 204033.0
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## 1291 2751 75778.22 180358.1
## 1292 2752 158722.46 211817.7
## 1293 2753 96485.26 176170.1
## 1294 2754 156427.60 234492.2
## 1295 2755 160286.22 182451.0
## 1296 2756 156919.41 174902.1
## 1297 2757 176402.43 173684.2
## 1298 2758 208567.32 147196.7
## 1299 2759 89968.49 175231.2
## 1300 2760 80543.14 193417.6
## 1301 2761 152549.32 183313.6
## 1302 2762 176827.36 180882.3
## 1303 2763 178815.60 186735.7
## 1304 2764 139607.40 172922.9
## 1305 2765 131168.66 202551.7
## 1306 2766 159604.71 190485.6
## 1307 2767 131034.26 173439.5
## 1308 2768 110673.65 196613.6
## 1309 2769 142631.35 178152.3
## 1310 2770 194533.88 174519.9
## 1311 2771 152880.69 172627.8
## 1312 2772 113859.30 173732.7
## 1313 2773 137169.38 209219.8
## 1314 2774 103440.15 181059.4
## 1315 2775 86316.19 188515.4
## 1316 2776 63619.61 182164.3
## 1317 2777 134206.99 188137.9
## 1318 2778 133121.48 158893.5
## 1319 2779 55834.01 189579.7
## 1320 2780 154255.10 165229.8
## 1321 2781 62360.14 162186.1
## 1322 2782 167762.77 166374.9
## 1323 2783 106360.80 161665.2
## 1324 2784 111121.54 175079.3
## 1325 2785 23003.15 203840.9
## 1326 2786 105769.48 152129.1
## 1327 2787 107347.62 181012.1
## 1328 2788 123491.93 161305.5
## 1329 2789 110881.71 203326.4
## 1330 2790 184789.88 168385.6
## 1331 2791 75449.51 183564.4
## 1332 2792 110153.24 163784.6
## 1333 2793 86814.89 171989.2
## 1334 2794 127468.67 180840.0
## 1335 2795 138351.74 170895.9
## 1336 2796 176572.21 174071.1
## 1337 2797 112179.37 259423.9
## 1338 2798 110740.24 188000.8
## 1339 2799 88262.74 179171.7
## 1340 2800 185926.97 171022.2
## 1341 2801 137437.15 174126.3
## 1342 2802 151127.48 187625.6
## 1343 2803 155745.51 199567.9
## 1344 2804 133988.96 205328.1
## 1345 2805 161363.13 166231.5
## 1346 2806 159253.73 154743.9
## 1347 2807 160982.82 159714.5
## 1348 2808 147370.41 185563.1
## 1349 2809 233699.44 171500.8
## 1350 2810 150789.94 180983.4
## 1351 2811 135523.77 183141.2
## 1352 2812 194225.75 178498.6
## 1353 2813 106106.01 224323.7
## 1354 2814 160363.34 218200.6
## 1355 2815 151651.91 182283.2
## 1356 2816 185100.14 190054.6
## 1357 2817 151516.07 160192.5
## 1358 2818 118294.92 171289.4
## 1359 2819 120177.37 151131.1
## 1360 2820 167451.74 181721.5
## 1361 2821 202345.96 172725.1
## 1362 2822 155915.23 222438.7
## 1363 2823 206053.88 235419.4
## 1364 2824 214733.48 185150.9
## 1365 2825 196947.11 184772.2
## 1366 2826 283173.10 180658.2
## 1367 2827 206746.63 209673.3
## 1368 2828 221249.03 205939.8
## 1369 2829 206400.25 165633.6
## 1370 2830 215417.59 186030.3
## 1371 2831 139182.28 160312.3
## 1372 2832 182791.08 190702.4
## 1373 2833 207612.96 175122.8
## 1374 2834 228651.72 183783.1
## 1375 2835 227612.59 178290.7
## 1376 2836 182959.03 181605.3
## 1377 2837 163087.29 187992.5
## 1378 2838 146021.93 188885.1
## 1379 2839 228305.34 189959.3
## 1380 2840 192099.23 179258.6
## 1381 2841 238200.88 181518.8
## 1382 2842 212223.04 193008.7
## 1383 2843 251221.76 186313.9
## 1384 2844 212569.42 181499.4
## 1385 2845 211186.59 174126.3
## 1386 2846 235167.27 183918.6
## 1387 2847 137342.82 184114.3
## 1388 2848 221249.03 158540.9
## 1389 2849 205707.50 197034.8
## 1390 2850 207439.38 185170.3
## 1391 2851 219170.77 221134.5
## 1392 2852 134558.56 184306.6
## 1393 2853 160365.89 199792.3
## 1394 2854 128082.48 143237.8
## 1395 2855 176167.77 177294.8
## 1396 2856 166392.79 182368.6
## 1397 2857 243599.01 176487.9
## 1398 2858 108994.38 183849.4
## 1399 2859 140763.52 184964.1
## 1400 2860 101235.41 196396.0
## 1401 2861 137017.64 188374.9
## 1402 2862 101644.99 176261.3
## 1403 2863 102914.42 163628.1
## 1404 2864 88226.15 180618.0
## 1405 2865 28096.79 161647.3
## 1406 2866 91542.01 167129.6
## 1407 2867 118351.29 174751.0
## 1408 2868 152138.54 177560.2
## 1409 2869 170078.00 192577.8
## 1410 2870 161028.79 199202.9
## 1411 2871 206702.14 182818.2
## 1412 2872 127550.52 148217.3
## 1413 2873 132762.48 188997.8
## 1414 2874 180468.69 185807.9
## 1415 2875 179443.82 177030.5
## 1416 2876 252545.67 175942.5
## 1417 2877 202095.29 172912.5
## 1418 2878 186341.18 198359.2
## 1419 2879 203831.19 184379.1
## 1420 2880 108018.40 194255.6
## 1421 2881 149638.07 209449.7
## 1422 2882 64680.11 169979.3
## 1423 2883 66995.81 188206.3
## 1424 2884 140176.39 186412.4
## 1425 2885 59461.33 196761.4
## 1426 2886 98646.35 208353.3
## 1427 2887 57519.52 166548.1
## 1428 2888 273969.88 175942.5
## 1429 2889 270506.11 166790.5
## 1430 2890 188694.28 160515.9
## 1431 2891 155568.37 192167.6
## 1432 2892 260278.52 178751.6
## 1433 2893 177373.30 198678.9
## 1434 2894 200670.15 164553.1
## 1435 2895 188468.73 156887.9
## 1436 2896 305181.27 164185.8
## 1437 2897 326885.25 212992.1
## 1438 2898 173757.39 197468.6
## 1439 2899 117208.71 180106.8
## 1440 2900 151369.06 183972.1
## 1441 2901 149358.05 245283.2
## 1442 2902 78390.72 170352.0
## 1443 2903 95695.55 195596.3
## 1444 2904 144888.56 189369.8
## 1445 2905 84624.44 223667.4
## 1446 2906 76818.51 169335.3
## 1447 2907 76818.51 167411.0
## 1448 2908 96041.93 187709.6
## 1449 2909 145363.25 196526.0
## 1450 2910 120671.07 137402.6
## 1451 2911 186089.84 165086.8
sum(predict_v_response$predictions)
## [1] 260916278
sum(predict_v_response$SalePrice)
## [1] 259977880