glmnetUI Model Report

Dataset Description

Property Value
Data file Appraisal_2-5_clean2.xlsx
Observations 780
Response variable sale_price
Predictors area, sq_ft_total, lot_size, age, baths_total, beds_total, garage_spaces, hoa_fee, latitude, view_hills, view_other, view_golf_course, view_water, view_panoramic, view_city_lights, view_valley, view_greenbelt, view_canyon, sale_age
Purpose appraisal

Model Specification

Parameter Value
Alpha 0.5
Lambda 403.34
Lambda selection cv
Family gaussian
Standardize TRUE
Relaxed TRUE
Non-zero coefficients 0
Total predictors in model -1

Results Summary

Metric Value
0.8168
Adjusted R² 0.8170
Generalized R² 0.8061
CV R² 0.7340
RMSE 41670.08
MAE 30636.42

Model Equation

\small \begin{array}{lrl} \text{sale\_price} & \;=\; & 434,701.24 \\ & & + {}^{0}g^{1}_{1} + {}^{0}g^{1}_{2} + {}^{0}g^{1}_{3} + {}^{0}g^{1}_{4} \\ & & + {}^{0}g^{1}_{5} + {}^{0}g^{1}_{6} + {}^{0}g^{2}_{1} + {}^{0}g^{2}_{2} \\ & & + {}^{0}g^{2}_{3} + {}^{0}g^{2}_{4} + {}^{0}g^{2}_{5} + {}^{0}g^{2}_{6} \\ & & + {}^{0}g^{2}_{7} + {}^{0}g^{2}_{8} + {}^{0}g^{2}_{9} + {}^{0}g^{2}_{10} \\ & & + {}^{0}g^{2}_{11} + {}^{0}g^{2}_{12} \\ & & \\ \\ \text{sq\_ft\_total} & {}^{0}g^{1}_{1} \;=\; & 203.7121 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \\ & & \quad - \; 205.0272 \cdot \max(0,\, 2,032.00 - \text{sq\_ft\_total}) \\ \text{sale\_age} & {}^{0}g^{1}_{2} \;=\; & -170.5977 \cdot \max(0,\, \text{sale\_age} - 1,698.00) \\ & & \quad - \; 20.8739 \cdot \max(0,\, \text{sale\_age} - 500.0000) \\ \text{view\_water} & {}^{0}g^{1}_{3} \;=\; & 43,388.85 \cdot I\{\text{view\_water} = \text{TRUE}\} \\ \text{garage\_spaces} & {}^{0}g^{1}_{4} \;=\; & 23,281.36 \cdot \max(0,\, 1.0000 - \text{garage\_spaces}) \\ \text{age} & {}^{0}g^{1}_{5} \;=\; & -1,685.89 \cdot \max(0,\, \text{age} - 4.0000) \\ & & \quad - \; 13,995.77 \cdot \max(0,\, 4.0000 - \text{age}) \\ \text{baths\_total} & {}^{0}g^{1}_{6} \;=\; & 159,531.07 \cdot \max(0,\, \text{baths\_total} - 3.0000) \\ \{\text{age},\, \text{sq\_ft\_total}\} & {}^{0}g^{2}_{1} \;=\; & 31.2128 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \cdot \max(0,\, \text{age} - 16.0000) \\ & & \quad - \; 16.9065 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \cdot \max(0,\, \text{age} - 23.0000) \\ & & \quad - \; 17.0176 \cdot \max(0,\, \text{sq\_ft\_total} - 2,031.00) \cdot \max(0,\, \text{age} - 4.0000) \\ & & \quad + \; 2.9369 \cdot \max(0,\, 2,031.00 - \text{sq\_ft\_total}) \cdot \max(0,\, \text{age} - 4.0000) \\ \{\text{baths\_total},\, \text{sq\_ft\_total}\} & {}^{0}g^{2}_{2} \;=\; & 29.0772 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \cdot \max(0,\, \text{baths\_total} - 3.0000) \\ & & \quad + \; 28.2249 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \cdot \max(0,\, 3.0000 - \text{baths\_total}) \\ \{\text{sale\_age},\, \text{sq\_ft\_total}\} & {}^{0}g^{2}_{3} \;=\; & 0.122049 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \cdot \max(0,\, \text{sale\_age} - 1,322.00) \\ & & \quad + \; 0.037068 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \cdot \max(0,\, 1,322.00 - \text{sale\_age}) \\ & & \quad - \; 0.143178 \cdot \max(0,\, \text{sq\_ft\_total} - 1,754.00) \cdot \max(0,\, \text{sale\_age} - 1,698.00) \\ \{\text{garage\_spaces},\, \text{sq\_ft\_total}\} & {}^{0}g^{2}_{4} \;=\; & -67.7394 \cdot \max(0,\, \text{sq\_ft\_total} - 2,032.00) \cdot \max(0,\, 2.0000 - \text{garage\_spaces}) \\ \{\text{garage\_spaces},\, \text{sale\_age}\} & {}^{0}g^{2}_{5} \;=\; & 27.3231 \cdot \max(0,\, \text{garage\_spaces} - 3.0000) \cdot \max(0,\, 1,698.00 - \text{sale\_age}) \\ \{\text{age},\, \text{sale\_age}\} & {}^{0}g^{2}_{6} \;=\; & 17.7100 \cdot \max(0,\, 4.0000 - \text{age}) \cdot \text{sale\_age} \\ \{\text{latitude},\, \text{sq\_ft\_total}\} & {}^{0}g^{2}_{7} \;=\; & -2,064.87 \cdot \max(0,\, 2,032.00 - \text{sq\_ft\_total}) \cdot \max(0,\, \text{latitude} - 34.7490) \\ \{\text{age},\, \text{garage\_spaces}\} & {}^{0}g^{2}_{8} \;=\; & 409.5852 \cdot \max(0,\, \text{age} - 4.0000) \cdot \max(0,\, \text{garage\_spaces} - 2.0000) \\ \{\text{sale\_age},\, \text{view\_panoramic}\} & {}^{0}g^{2}_{9} \;=\; & 972.3831 \cdot I\{\text{view\_panoramic} = \text{TRUE}\} \cdot \max(0,\, \text{sale\_age} - 1,698.00) \\ \{\text{baths\_total},\, \text{beds\_total}\} & {}^{0}g^{2}_{10} \;=\; & -31,015.32 \cdot \max(0,\, \text{baths\_total} - 3.0000) \cdot \text{beds\_total} \\ \{\text{baths\_total},\, \text{garage\_spaces}\} & {}^{0}g^{2}_{11} \;=\; & 77,840.96 \cdot \max(0,\, 3.0000 - \text{baths\_total}) \cdot \max(0,\, \text{garage\_spaces} - 3.0000) \\ \{\text{age},\, \text{baths\_total}\} & {}^{0}g^{2}_{12} \;=\; & -1,149.72 \cdot \max(0,\, \text{age} - 37.0000) \cdot \max(0,\, 3.0000 - \text{baths\_total}) \\ & & \quad - \; 602.5389 \cdot \max(0,\, 37.0000 - \text{age}) \cdot \max(0,\, 3.0000 - \text{baths\_total}) \\ & & \quad + \; 401.3636 \cdot \max(0,\, \text{age} - 16.0000) \cdot \max(0,\, 3.0000 - \text{baths\_total}) \end{array}

Coefficients

variable coefficient sign_warning
1 (Intercept) 434701.2436 OK
2 h(sq_ft_total-2032) 203.7121 OK
3 h(2032-sq_ft_total) -205.0272 OK
4 h(sq_ft_total-2032)*h(age-16) 31.2128 OK
5 h(sale_age-1698) -170.5977 OK
6 view_waterTRUE 43388.8527 OK
7 h(sq_ft_total-2032)*h(age-23) -16.9065 OK
8 h(sq_ft_total-2032)*h(baths_total-3) 29.0772 OK
9 h(sq_ft_total-2032)*h(3-baths_total) 28.2249 OK
10 h(1-garage_spaces) 23281.3594 OK
11 h(sq_ft_total-2032)*h(sale_age-1322) 0.1220 OK
12 h(sq_ft_total-2032)*h(1322-sale_age) 0.0371 OK
13 h(sq_ft_total-2032)*h(2-garage_spaces) -67.7394 OK
14 h(age-4) -1685.8914 OK
15 h(4-age) -13995.7709 OK
16 h(garage_spaces-3)*h(1698-sale_age) 27.3231 OK
17 h(sq_ft_total-2031)*h(age-4) -17.0176 OK
18 h(2031-sq_ft_total)*h(age-4) 2.9369 OK
19 h(4-age)*sale_age 17.7100 OK
20 h(2032-sq_ft_total)*h(latitude-34.749) -2064.8720 OK
21 h(baths_total-3) 159531.0652 OK
23 h(age-4)*h(garage_spaces-2) 409.5852 OK
24 view_panoramicTRUE*h(sale_age-1698) 972.3831 OK
25 h(baths_total-3)*beds_total -31015.3153 OK
26 h(3-baths_total)*h(garage_spaces-3) 77840.9594 OK
27 h(sale_age-500) -20.8739 OK
28 h(sq_ft_total-1754)*h(sale_age-1698) -0.1432 OK
29 h(age-37)*h(3-baths_total) -1149.7180 OK
30 h(37-age)*h(3-baths_total) -602.5389 OK
31 h(age-16)*h(3-baths_total) 401.3636 OK

Variable Importance

Variable Importance Relative
age × sq_ft_total 410100.500 100.0
sq_ft_total 138086.542 33.7
baths_total 39947.695 9.7
sale_age × sq_ft_total 39249.944 9.6
baths_total × beds_total 37470.008 9.1
sale_age 32223.335 7.9
age 27517.230 6.7
age × baths_total 20890.521 5.1
baths_total × sq_ft_total 20858.761 5.1
view_water 20466.825 5.0
latitude × sq_ft_total 7892.930 1.9
baths_total × garage_spaces 7865.531 1.9
age × sale_age 6997.546 1.7
garage_spaces × sq_ft_total 6489.561 1.6
sale_age × view_panoramic 6295.678 1.5
age × garage_spaces 5438.536 1.3
garage_spaces × sale_age 4902.775 1.2
garage_spaces 4620.810 1.1

Contributions

sq_ft_total

age:sq_ft_total

sale_age

view_water

baths_total:sq_ft_total

garage_spaces

sale_age:sq_ft_total

garage_spaces:sq_ft_total

age

garage_spaces:sale_age

age:sale_age

latitude:sq_ft_total

baths_total

age:garage_spaces

sale_age:view_panoramic

baths_total:beds_total

baths_total:garage_spaces

age:baths_total

Correlation Matrix

ANOVA Decomposition

Variable Sum of Squares % of Total
view_water 489474058997 94.1
view_panoramic 30965126451 5.9

Diagnostics

Coefficient Path

Cross-Validation Error

Actual vs Predicted

Residuals vs Fitted

Normal Q-Q Plot

Model Output

== glmnet Model ==
$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$cvm
 [1] 9447393681 8979363948 8326187361 7737577525 7228121771 6757311857
 [7] 6309280373 5800848123 5301417385 4891550884 4551417551 4255220281
[13] 3999359611 3785926293 3612122991 3469185635 3354648261 3262543807
[19] 3188997221 3130011911 3082838332 3041556946 3007100757 2976729290
[25] 2952652819 2934875145 2921310415 2910950449 2905064420 2899365081
[31] 2894000962 2891536771 2890129858 2890469378 2889426052 2876486706
[37] 2862553167 2854721737 2844973905 2832072991 2811424927 2786103588
[43] 2757417596 2728330760 2696507005 2659875213 2622130209 2590857644
[49] 2562837314 2524591372 2468758973 2420744135 2377168630 2339449567
[55] 2305281741 2275196215 2247378932 2220709199 2195030918 2172069928
[61] 2151644563 2134027529 2118218825 2104135861 2091747682 2080644731
[67] 2070946015 2062603699 2055525406 2049466626 2044109890 2039334671
[73] 2035174350 2031490639 2028254077 2025431059 2022920324 2020729261
[79] 2018801273 2017093433 2015554205 2014207131 2012982634 2011858563
[85] 2010872341

$cvsd
 [1] 1263292811 1258827443 1208519596 1154311954 1102424723 1052829415
 [7] 1009061881  972193127  937827728  906527528  873994800  833877422
[13]  791101240  749876213  713564396  682411454  655208806  631834280
[19]  612766184  596645489  582169352  569518630  557480075  544607304
[25]  532471492  521938876  513755127  508814227  505279493  502938534
[31]  501793371  502050284  502694186  503632781  504182627  502837888
[37]  501986359  503596760  506295859  508497909  510005315  511857458
[43]  513021414  512624726  510054000  503227863  492803209  486231121
[49]  481162345  464482528  428369247  396989898  367875621  343107513
[55]  320617754  300725038  282051954  263237613  244789354  228516054
[61]  214398961  202264968  191802235  182833356  175159340  168515233
[67]  162842490  158051975  153888474  150358432  147390540  144852220
[73]  142726649  140912271  139364633  138058404  136931782  135963818
[79]  135146932  134425617  133798842  133258296  132776204  132345442
[85]  131945969

$cvup
 [1] 10710686492 10238191392  9534706957  8891889479  8330546494  7810141272
 [7]  7318342254  6773041249  6239245113  5798078412  5425412351  5089097703
[13]  4790460852  4535802506  4325687387  4151597089  4009857067  3894378087
[19]  3801763405  3726657401  3665007684  3611075576  3564580831  3521336594
[25]  3485124311  3456814020  3435065542  3419764677  3410343913  3402303615
[31]  3395794332  3393587055  3392824044  3394102159  3393608680  3379324594
[37]  3364539526  3358318496  3351269764  3340570901  3321430242  3297961046
[43]  3270439010  3240955485  3206561005  3163103076  3114933418  3077088765
[49]  3043999659  2989073900  2897128221  2817734034  2745044252  2682557080
[55]  2625899495  2575921254  2529430887  2483946812  2439820272  2400585982
[61]  2366043525  2336292497  2310021060  2286969217  2266907022  2249159965
[67]  2233788505  2220655674  2209413880  2199825058  2191500429  2184186890
[73]  2177900999  2172402910  2167618710  2163489463  2159852106  2156693080
[79]  2153948204  2151519050  2149353047  2147465427  2145758838  2144204005
[85]  2142818310

$cvlo
 [1] 8184100869 7720536505 7117667764 6583265570 6125697048 5704482442
 [7] 5300218492 4828654996 4363589656 3985023356 3677422751 3421342859
[13] 3208258371 3036050080 2898558596 2786774181 2699439455 2630709527
[19] 2576231037 2533366422 2500668980 2472038316 2449620682 2432121986
[25] 2420181327 2412936269 2407555288 2402136222 2399784926 2396426548
[31] 2392207591 2389486487 2387435673 2386836597 2385243425 2373648818
[37] 2360566808 2351124977 2338678046 2323575082 2301419613 2274246130
[43] 2244396182 2215706034 2186453005 2156647350 2129327000 2104626523
[49] 2081674970 2060108844 2040389726 2023754237 2009293009 1996342054
[55] 1984663986 1974471177 1965326978 1957471587 1950241564 1943553874
[61] 1937245602 1931762562 1926416590 1921302504 1916588342 1912129498
[67] 1908103525 1904551724 1901636932 1899108193 1896719350 1894482451
[73] 1892447701 1890578367 1888889443 1887372655 1885988542 1884765443
[79] 1883654341 1882667816 1881755363 1880948836 1880206430 1879513120
[85] 1878926372

$nzero
 s0  s1  s2  s3  s4  s5  s6  s7  s8  s9 s10 s11 s12 s13 s14 s15 s16 s17 s18 s19 
  0   2   2   2   2   4   6   7   7   7   8  10  10  10  10  11  11  11  12  13 
s20 s21 s22 s23 s24 s25 s26 s27 s28 s29 s30 s31 s32 s33 s34 s35 s36 s37 s38 s39 
 15  15  15  16  16  16  17  17  18  18  18  19  19  19  21  21  22  22  24  26 
s40 s41 s42 s43 s44 s45 s46 s47 s48 s49 s50 s51 s52 s53 s54 s55 s56 s57 s58 s59 
 27  27  26  26  29  29  29  29  29  29  29  29  30  30  30  29  29  29  30  30 
s60 s61 s62 s63 s64 s65 s66 s67 s68 s69 s70 s71 s72 s73 s74 s75 s76 s77 s78 s79 
 30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30 
s80 s81 s82 s83 s84 
 30  30  30  30  30 

$call
cv.glmnet(...)

$name
                 mse 
"Mean-Squared Error" 

$glmnet.fit
$a0
      s0       s1       s2       s3       s4       s5       s6       s7 
377294.3 376180.6 377356.1 378463.6 379501.9 380492.6 381471.9 382642.7 
      s8       s9      s10      s11      s12      s13      s14      s15 
382738.6 382824.1 383848.5 386677.6 389689.3 392481.3 395066.3 397458.2 
     s16      s17      s18      s19      s20      s21      s22      s23 
399604.5 401504.1 402960.6 404115.3 405011.6 405656.3 406236.0 406779.1 
     s24      s25      s26      s27      s28      s29      s30      s31 
407268.8 407716.0 408140.4 408538.1 408885.0 409170.9 409420.3 409496.1 
     s32      s33      s34      s35      s36      s37      s38      s39 
409911.8 410784.8 411491.2 411731.6 411975.1 412571.4 413900.8 415413.8 
     s40      s41      s42      s43      s44      s45      s46      s47 
417558.8 419416.9 421098.0 422618.5 423870.9 425270.5 426368.7 427373.6 
     s48      s49      s50      s51      s52      s53      s54      s55 
428293.6 429132.4 429898.2 430594.8 431395.7 432318.5 433235.6 434251.2 
     s56      s57      s58      s59      s60      s61      s62      s63 
435088.1 435754.1 436271.6 436784.4 437313.8 437835.2 438357.5 438836.9 
     s64      s65      s66      s67      s68      s69      s70      s71 
439278.4 439679.6 440046.2 440376.3 440679.7 440952.3 441195.6 441417.3 
     s72      s73      s74      s75      s76      s77      s78      s79 
441615.2 441803.3 441966.5 442111.0 442241.2 442358.9 442464.8 442555.6 
     s80      s81      s82      s83      s84 
442640.9 442711.9 442779.5 442840.6 442895.7 

$beta
30 x 85 sparse Matrix of class "dgCMatrix"
                                                                      
h(sq_ft_total-2032)                    . 10.152164  18.43494  26.28058
h(2032-sq_ft_total)                    . -3.019001 -14.36944 -25.09565
h(sq_ft_total-2032)*h(age-16)          .  .          .         .      
h(sale_age-1698)                       .  .          .         .      
view_waterTRUE                         .  .          .         .      
h(sq_ft_total-2032)*h(age-23)          .  .          .         .      
h(sq_ft_total-2032)*h(baths_total-3)   .  .          .         .      
h(sq_ft_total-2032)*h(3-baths_total)   .  .          .         .      
h(1-garage_spaces)                     .  .          .         .      
h(sq_ft_total-2032)*h(sale_age-1322)   .  .          .         .      
h(sq_ft_total-2032)*h(1322-sale_age)   .  .          .         .      
h(sq_ft_total-2032)*h(2-garage_spaces) .  .          .         .      
h(age-4)                               .  .          .         .      
h(4-age)                               .  .          .         .      
h(garage_spaces-3)*h(1698-sale_age)    .  .          .         .      
h(sq_ft_total-2031)*h(age-4)           .  .          .         .      
h(2031-sq_ft_total)*h(age-4)           .  .          .         .      
h(4-age)*sale_age                      .  .          .         .      
h(2032-sq_ft_total)*h(latitude-34.749) .  .          .         .      
h(baths_total-3)                       .  .          .         .      
h(3-baths_total)                       .  .          .         .      
h(age-4)*h(garage_spaces-2)            .  .          .         .      
view_panoramicTRUE*h(sale_age-1698)    .  .          .         .      
h(baths_total-3)*beds_total            .  .          .         .      
h(3-baths_total)*h(garage_spaces-3)    .  .          .         .      
h(sale_age-500)                        .  .          .         .      
h(sq_ft_total-1754)*h(sale_age-1698)   .  .          .         .      
h(age-37)*h(3-baths_total)             .  .          .         .      
h(37-age)*h(3-baths_total)             .  .          .         .      
h(age-16)*h(3-baths_total)             .  .          .         .      
                                                                            
h(sq_ft_total-2032)                     33.67447  3.843799e+01  4.167705e+01
h(2032-sq_ft_total)                    -35.18059 -4.464819e+01 -5.201409e+01
h(sq_ft_total-2032)*h(age-16)            .        .             .           
h(sale_age-1698)                         .        .            -1.815669e+00
view_waterTRUE                           .        .             .           
h(sq_ft_total-2032)*h(age-23)            .        .             .           
h(sq_ft_total-2032)*h(baths_total-3)     .        .             .           
h(sq_ft_total-2032)*h(3-baths_total)     .        .             .           
h(1-garage_spaces)                       .        .             .           
h(sq_ft_total-2032)*h(sale_age-1322)     .        .             .           
h(sq_ft_total-2032)*h(1322-sale_age)     .        1.816908e-03  7.216562e-03
h(sq_ft_total-2032)*h(2-garage_spaces)   .        .             .           
h(age-4)                                 .        .             .           
h(4-age)                                 .        .             .           
h(garage_spaces-3)*h(1698-sale_age)      .        .             .           
h(sq_ft_total-2031)*h(age-4)             .        .             .           
h(2031-sq_ft_total)*h(age-4)             .        .            -4.500002e-02
h(4-age)*sale_age                        .        .             .           
h(2032-sq_ft_total)*h(latitude-34.749)   .        .             .           
h(baths_total-3)                         .        6.597453e+03  1.330502e+04
h(3-baths_total)                         .        .             .           
h(age-4)*h(garage_spaces-2)              .        .             .           
view_panoramicTRUE*h(sale_age-1698)      .        .             .           
h(baths_total-3)*beds_total              .        .             .           
h(3-baths_total)*h(garage_spaces-3)      .        .             .           
h(sale_age-500)                          .        .             .           
h(sq_ft_total-1754)*h(sale_age-1698)     .        .             .           
h(age-37)*h(3-baths_total)               .        .             .           
h(37-age)*h(3-baths_total)               .        .             .           
h(age-16)*h(3-baths_total)               .        .             .           
                                                                  
h(sq_ft_total-2032)                       45.1367029  4.818328e+01
h(2032-sq_ft_total)                      -57.6684817 -6.264893e+01
h(sq_ft_total-2032)*h(age-16)              .          .           
h(sale_age-1698)                         -21.9434869 -4.054303e+01
view_waterTRUE                          1473.8548416  5.682357e+03
h(sq_ft_total-2032)*h(age-23)              .          .           
h(sq_ft_total-2032)*h(baths_total-3)       .          .           
h(sq_ft_total-2032)*h(3-baths_total)       .          .           
h(1-garage_spaces)                         .          .           
h(sq_ft_total-2032)*h(sale_age-1322)       .          .           
h(sq_ft_total-2032)*h(1322-sale_age)       0.0106806  1.348015e-02
h(sq_ft_total-2032)*h(2-garage_spaces)     .          .           
h(age-4)                                   .          .           
h(4-age)                                   .          .           
h(garage_spaces-3)*h(1698-sale_age)        .          .           
h(sq_ft_total-2031)*h(age-4)               .          .           
h(2031-sq_ft_total)*h(age-4)              -0.1109246 -1.675903e-01
h(4-age)*sale_age                          .          .           
h(2032-sq_ft_total)*h(latitude-34.749)     .          .           
h(baths_total-3)                       19493.7754384  2.517295e+04
h(3-baths_total)                           .          .           
h(age-4)*h(garage_spaces-2)                .          .           
view_panoramicTRUE*h(sale_age-1698)        .          .           
h(baths_total-3)*beds_total                .          .           
h(3-baths_total)*h(garage_spaces-3)        .          .           
h(sale_age-500)                            .          .           
h(sq_ft_total-1754)*h(sale_age-1698)       .          .           
h(age-37)*h(3-baths_total)                 .          .           
h(37-age)*h(3-baths_total)                 .          .           
h(age-16)*h(3-baths_total)                 .          .           
                                                                  
h(sq_ft_total-2032)                     5.098007e+01  5.347922e+01
h(2032-sq_ft_total)                    -6.736627e+01 -7.149863e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -5.788090e+01 -7.402863e+01
view_waterTRUE                          9.586856e+03  1.327980e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    .             .           
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.585399e-02  1.784006e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                                .            -4.334252e+01
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     .             .           
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)           -2.139603e-01 -2.330381e-01
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        3.040989e+04  3.519287e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                         .             .           
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     5.580706e+01  5.804784e+01
h(2032-sq_ft_total)                    -7.532442e+01 -7.899659e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -8.638221e+01 -9.623224e+01
view_waterTRUE                          1.675804e+04  1.994668e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.281099e-01  4.640533e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.875001e-02  1.892196e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -1.380474e+02 -2.284291e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     .             .           
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)           -2.177232e-01 -1.957877e-01
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        3.942298e+04  4.296242e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                        -1.189933e+00 -2.909062e+00
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     6.008039e+01  6.194286e+01
h(2032-sq_ft_total)                    -8.262374e+01 -8.618819e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.052621e+02 -1.134860e+02
view_waterTRUE                          2.287325e+04  2.555206e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    6.757551e-01  7.883642e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.898493e-02  1.893449e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -3.135094e+02 -3.934099e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     .             .           
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)           -1.653628e-01 -1.278367e-01
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        4.634393e+04  4.954939e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                        -4.459776e+00 -5.863932e+00
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     6.343170e+01  6.480458e+01
h(2032-sq_ft_total)                    -8.990150e+01 -9.322218e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.208079e+02 -1.273823e+02
view_waterTRUE                          2.807944e+04  3.041116e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    9.020328e-01  1.019069e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.878396e-02  1.849747e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -4.704208e+02 -5.415384e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     3.117046e+00  6.906520e+00
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)           -7.804229e-02 -2.990175e-02
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        5.188236e+04  5.375498e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                        -7.109691e+00 -8.240357e+00
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     6.596980e+01  6.714228e+01
h(2032-sq_ft_total)                    -9.581246e+01 -9.673018e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.333534e+02 -1.388236e+02
view_waterTRUE                          3.251519e+04  3.437183e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.000203e+00  1.021083e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.825494e-02  1.798064e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -6.031231e+02 -6.505833e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     1.030095e+01  1.335900e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749) -1.661315e+01 -1.365943e+02
h(baths_total-3)                        5.571251e+04  5.736806e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             1.205301e+03
h(sale_age-500)                        -9.246251e+00 -1.014144e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     6.814193e+01  6.907078e+01
h(2032-sq_ft_total)                    -9.729470e+01 -9.770287e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.439726e+02 -1.485276e+02
view_waterTRUE                          3.606386e+04  3.757640e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.051675e+00  1.065585e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.771384e-02  1.745036e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -6.915450e+02 -7.252116e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     1.524228e+01  1.675559e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       .             5.101821e-01
h(2032-sq_ft_total)*h(latitude-34.749) -2.462549e+02 -3.468422e+02
h(baths_total-3)                        5.897624e+04  6.041437e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             2.059463e+01  4.350207e+01
view_panoramicTRUE*h(sale_age-1698)     .             7.149989e+00
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     8.731067e+03  1.553163e+04
h(sale_age-500)                        -1.105746e+01 -1.189917e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     6.997627e+01  7.085514e+01
h(2032-sq_ft_total)                    -9.800326e+01 -9.823628e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.525403e+02 -1.560689e+02
view_waterTRUE                          3.882567e+04  3.994951e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.106809e+00  1.174264e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.725503e-02  1.698708e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -7.503317e+02 -7.730139e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     1.811404e+01  1.931767e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.770095e+00  2.906521e+00
h(2032-sq_ft_total)*h(latitude-34.749) -4.384277e+02 -5.207735e+02
h(baths_total-3)                        6.156001e+04  6.250214e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             6.556517e+01  8.543846e+01
view_panoramicTRUE*h(sale_age-1698)     1.057065e+02  1.947521e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     2.177399e+04  2.740956e+04
h(sale_age-500)                        -1.273462e+01 -1.350853e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.179785e+01  7.254970e+01
h(2032-sq_ft_total)                    -9.845891e+01 -9.865867e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.591778e+02 -1.621903e+02
view_waterTRUE                          4.095995e+04  4.186959e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.282645e+00  1.211067e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.681391e-02  1.693825e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -3.654044e+00 -8.849822e+00
h(age-4)                               -7.933547e+02 -8.120210e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.041226e+01  2.143472e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       3.927636e+00  4.828756e+00
h(2032-sq_ft_total)*h(latitude-34.749) -5.940478e+02 -6.605575e+02
h(baths_total-3)                        6.307928e+04  6.389635e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             1.017332e+02  1.151335e+02
view_panoramicTRUE*h(sale_age-1698)     2.750419e+02  3.466702e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     3.250503e+04  3.707397e+04
h(sale_age-500)                        -1.423285e+01 -1.482793e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.330505e+01  7.399377e+01
h(2032-sq_ft_total)                    -9.880362e+01 -9.892471e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.647713e+02 -1.670742e+02
view_waterTRUE                          4.268453e+04  4.341480e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.165274e+00  1.126524e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.693036e-02  1.690888e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -1.352422e+01 -1.772043e+01
h(age-4)                               -8.289696e+02 -8.441549e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.229697e+01  2.307071e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       5.638023e+00  6.363784e+00
h(2032-sq_ft_total)*h(latitude-34.749) -7.199645e+02 -7.731887e+02
h(baths_total-3)                        6.456923e+04  6.515825e+04
h(3-baths_total)                        .            -3.179997e+01
h(age-4)*h(garage_spaces-2)             1.274521e+02  1.380971e+02
view_panoramicTRUE*h(sale_age-1698)     4.113509e+02  4.693675e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     4.118964e+04  4.489607e+04
h(sale_age-500)                        -1.539631e+01 -1.590816e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.458077e+01  7.512880e+01
h(2032-sq_ft_total)                    -9.898861e+01 -9.905216e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.691355e+02 -1.709759e+02
view_waterTRUE                          4.406755e+04  4.465218e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.092594e+00  1.057953e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             3.625949e+01
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.687847e-02  1.684378e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -2.148832e+01 -2.488710e+01
h(age-4)                               -8.578179e+02 -8.700889e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.375456e+01  2.437010e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       7.010627e+00  7.590564e+00
h(2032-sq_ft_total)*h(latitude-34.749) -8.202803e+02 -8.629726e+02
h(baths_total-3)                        6.568658e+04  6.615851e+04
h(3-baths_total)                       -8.736576e+01 -1.254270e+02
h(age-4)*h(garage_spaces-2)             1.478167e+02  1.563832e+02
view_panoramicTRUE*h(sale_age-1698)     5.213751e+02  5.680021e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     4.822693e+04  5.120976e+04
h(sale_age-500)                        -1.636781e+01 -1.678083e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.572170e+01  7.624760e+01
h(2032-sq_ft_total)                    -9.888742e+01 -9.874605e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.726392e+02 -1.741536e+02
view_waterTRUE                          4.514783e+04  4.559123e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.014751e+00  9.525363e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      2.428700e+03  4.570361e+03
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.680645e-02  1.679561e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -2.951717e+01 -3.366592e+01
h(age-4)                               -8.830140e+02 -8.945447e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.482367e+01  2.523917e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       8.113060e+00  8.579401e+00
h(2032-sq_ft_total)*h(latitude-34.749) -9.239149e+02 -9.787218e+02
h(baths_total-3)                        6.655334e+04  6.695188e+04
h(3-baths_total)                       -2.121846e+02 -2.852264e+02
h(age-4)*h(garage_spaces-2)             1.662105e+02  1.747972e+02
view_panoramicTRUE*h(sale_age-1698)     6.110587e+02  6.495180e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     5.393979e+04  5.638056e+04
h(sale_age-500)                        -1.717770e+01 -1.752507e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.702529e+01  7.794165e+01
h(2032-sq_ft_total)                    -9.873279e+01 -9.933759e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.754916e+02 -1.766475e+02
view_waterTRUE                          4.598724e+04  4.631516e+04
h(sq_ft_total-2032)*h(age-23)          -5.357261e-02 -1.531828e-01
h(sq_ft_total-2032)*h(baths_total-3)    8.665700e-01  5.553766e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      6.475319e+03  8.201061e+03
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.677173e-02  1.686177e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -3.740220e+01 -4.077765e+01
h(age-4)                               -8.982385e+02 -9.122124e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.562404e+01  2.593917e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       9.030171e+00  9.502148e+00
h(2032-sq_ft_total)*h(latitude-34.749) -1.028798e+03 -1.069446e+03
h(baths_total-3)                        6.717634e+04  6.761716e+04
h(3-baths_total)                       -3.604988e+02  .           
h(age-4)*h(garage_spaces-2)             1.825388e+02  1.897485e+02
view_panoramicTRUE*h(sale_age-1698)     6.835996e+02  7.136848e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     5.857829e+04  6.070698e+04
h(sale_age-500)                        -1.783224e+01 -1.810184e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .            -4.496826e+01
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.844889e+01  7.947773e+01
h(2032-sq_ft_total)                    -9.960404e+01 -9.976736e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.776985e+02 -1.785726e+02
view_waterTRUE                          4.660518e+04  4.683814e+04
h(sq_ft_total-2032)*h(age-23)          -2.305163e-01 -2.671891e-01
h(sq_ft_total-2032)*h(baths_total-3)    3.786658e-01  4.146083e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      9.815403e+03  1.129154e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.692037e-02  1.682743e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -4.386727e+01 -4.662104e+01
h(age-4)                               -9.329460e+02 -9.496062e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.617641e+01  2.629870e+01
h(sq_ft_total-2031)*h(age-4)            .            -2.921538e-02
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       9.908020e+00  1.025326e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.103395e+03 -1.135718e+03
h(baths_total-3)                        6.789408e+04  7.100857e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             1.959988e+02  2.039523e+02
view_panoramicTRUE*h(sale_age-1698)     7.404014e+02  7.647715e+02
h(baths_total-3)*beds_total             .            -7.453243e+02
h(3-baths_total)*h(garage_spaces-3)     6.277792e+04  6.458593e+04
h(sale_age-500)                        -1.834855e+01 -1.859657e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)             -9.535812e+01 -1.383651e+02
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     8.429812e+01  8.683863e+01
h(2032-sq_ft_total)                    -1.002690e+02 -1.007240e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.792554e+02 -1.799483e+02
view_waterTRUE                          4.690720e+04  4.696410e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    3.033134e+00  5.675970e+00
h(sq_ft_total-2032)*h(3-baths_total)    3.613744e-01  2.497184e+00
h(1-garage_spaces)                      1.257792e+04  1.374673e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.634277e-02  1.541391e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -4.867557e+01 -5.044657e+01
h(age-4)                               -9.475876e+02 -9.452775e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.636334e+01  2.669880e+01
h(sq_ft_total-2031)*h(age-4)           -3.174499e-01 -4.379028e-01
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.052411e+01  1.088407e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.166322e+03 -1.194067e+03
h(baths_total-3)                        8.820503e+04  1.048237e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             2.277011e+02  2.473030e+02
view_panoramicTRUE*h(sale_age-1698)     7.866249e+02  8.057977e+02
h(baths_total-3)*beds_total            -5.760099e+03 -1.054004e+04
h(3-baths_total)*h(garage_spaces-3)     6.581938e+04  6.687879e+04
h(sale_age-500)                        -1.883097e+01 -1.906021e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             1.976462e+00
h(37-age)*h(3-baths_total)             -1.720192e+02 -2.136200e+02
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     8.883538e+01  9.209252e+01
h(2032-sq_ft_total)                    -1.011393e+02 -1.054003e+02
h(sq_ft_total-2032)*h(age-16)           .             3.334489e-01
h(sale_age-1698)                       -1.805653e+02 -1.809490e+02
view_waterTRUE                          4.701751e+04  4.699702e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    8.292557e+00  1.112666e+01
h(sq_ft_total-2032)*h(3-baths_total)    4.244877e+00  5.245745e+00
h(1-garage_spaces)                      1.461563e+04  1.545010e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.444666e-02  1.370906e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -5.189169e+01 -5.324039e+01
h(age-4)                               -9.562133e+02 -9.962665e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.698885e+01  2.702562e+01
h(sq_ft_total-2031)*h(age-4)           -5.352778e-01 -8.533781e-01
h(2031-sq_ft_total)*h(age-4)            .             1.224730e-01
h(4-age)*sale_age                       1.114818e+01  1.115223e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.226017e+03 -1.281136e+03
h(baths_total-3)                        1.209087e+05  1.351458e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             2.664148e+02  2.880501e+02
view_panoramicTRUE*h(sale_age-1698)     8.236802e+02  8.398513e+02
h(baths_total-3)*beds_total            -1.515767e+04 -1.941693e+04
h(3-baths_total)*h(garage_spaces-3)     6.777121e+04  6.851294e+04
h(sale_age-500)                        -1.926809e+01 -1.943291e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              2.334255e+01  .           
h(37-age)*h(3-baths_total)             -2.575148e+02 -3.013889e+02
h(age-16)*h(3-baths_total)              .             9.344204e+00
                                                                  
h(sq_ft_total-2032)                     1.003951e+02  1.065351e+02
h(2032-sq_ft_total)                    -1.108306e+02 -1.162827e+02
h(sq_ft_total-2032)*h(age-16)           1.238317e+00  2.416026e+00
h(sale_age-1698)                       -1.818248e+02 -1.829562e+02
view_waterTRUE                          4.692850e+04  4.679319e+04
h(sq_ft_total-2032)*h(age-23)           .            -3.272528e-01
h(sq_ft_total-2032)*h(baths_total-3)    1.248540e+01  1.448436e+01
h(sq_ft_total-2032)*h(3-baths_total)    5.831902e+00  6.771827e+00
h(1-garage_spaces)                      1.604385e+04  1.650493e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.515208e-03  5.020889e-03
h(sq_ft_total-2032)*h(1322-sale_age)    1.455050e-02  1.581157e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -5.444237e+01 -5.542344e+01
h(age-4)                               -1.042167e+03 -1.106058e+03
h(4-age)                               -1.639662e+02 -1.388535e+03
h(garage_spaces-3)*h(1698-sale_age)     2.647418e+01  2.638956e+01
h(sq_ft_total-2031)*h(age-4)           -1.695995e+00 -2.520973e+00
h(2031-sq_ft_total)*h(age-4)            2.875769e-01  4.559555e-01
h(4-age)*sale_age                       1.094287e+01  1.168014e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.351039e+03 -1.416633e+03
h(baths_total-3)                        1.451514e+05  1.541402e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             3.094661e+02  3.279378e+02
view_panoramicTRUE*h(sale_age-1698)     8.543519e+02  8.687088e+02
h(baths_total-3)*beds_total            -2.231205e+04 -2.507534e+04
h(3-baths_total)*h(garage_spaces-3)     6.907509e+04  6.945104e+04
h(sale_age-500)                        -1.944213e+01 -1.957302e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)             -3.411933e+02 -3.809607e+02
h(age-16)*h(3-baths_total)              3.795689e+00  1.320850e+00
                                                                  
h(sq_ft_total-2032)                     1.115738e+02  1.171447e+02
h(2032-sq_ft_total)                    -1.210800e+02 -1.254495e+02
h(sq_ft_total-2032)*h(age-16)           3.959459e+00  5.626647e+00
h(sale_age-1698)                       -1.838391e+02 -1.847354e+02
view_waterTRUE                          4.661224e+04  4.642468e+04
h(sq_ft_total-2032)*h(age-23)          -1.233236e+00 -2.218764e+00
h(sq_ft_total-2032)*h(baths_total-3)    1.671100e+01  1.863784e+01
h(sq_ft_total-2032)*h(3-baths_total)    8.474313e+00  1.014634e+01
h(1-garage_spaces)                      1.692141e+04  1.728794e+04
h(sq_ft_total-2032)*h(sale_age-1322)    7.514718e-03  1.006043e-02
h(sq_ft_total-2032)*h(1322-sale_age)    1.618280e-02  1.672046e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -5.644901e+01 -5.740708e+01
h(age-4)                               -1.160544e+03 -1.210405e+03
h(4-age)                               -2.395841e+03 -3.349600e+03
h(garage_spaces-3)*h(1698-sale_age)     2.654557e+01  2.665706e+01
h(sq_ft_total-2031)*h(age-4)           -3.288984e+00 -4.116914e+00
h(2031-sq_ft_total)*h(age-4)            6.022470e-01  7.351526e-01
h(4-age)*sale_age                       1.231750e+01  1.288231e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.475556e+03 -1.529463e+03
h(baths_total-3)                        1.617812e+05  1.676049e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             3.401229e+02  3.505675e+02
view_panoramicTRUE*h(sale_age-1698)     8.813985e+02  8.927589e+02
h(baths_total-3)*beds_total            -2.753176e+04 -2.948797e+04
h(3-baths_total)*h(garage_spaces-3)     6.994333e+04  7.041138e+04
h(sale_age-500)                        -1.969357e+01 -1.977685e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)             -4.195759e+02 -4.542764e+02
h(age-16)*h(3-baths_total)              1.706014e-01  .           
                                                                  
h(sq_ft_total-2032)                     1.227371e+02  1.288488e+02
h(2032-sq_ft_total)                    -1.294262e+02 -1.347685e+02
h(sq_ft_total-2032)*h(age-16)           7.286457e+00  8.993590e+00
h(sale_age-1698)                       -1.855917e+02 -1.844883e+02
view_waterTRUE                          4.623911e+04  4.602949e+04
h(sq_ft_total-2032)*h(age-23)          -3.204605e+00 -4.154814e+00
h(sq_ft_total-2032)*h(baths_total-3)    2.036109e+01  2.181368e+01
h(sq_ft_total-2032)*h(3-baths_total)    1.174937e+01  1.329719e+01
h(1-garage_spaces)                      1.761403e+04  1.805742e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.251433e-02  2.061455e-02
h(sq_ft_total-2032)*h(1322-sale_age)    1.729960e-02  1.833702e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -5.828449e+01 -5.914705e+01
h(age-4)                               -1.255610e+03 -1.290819e+03
h(4-age)                               -4.232547e+03 -5.107622e+03
h(garage_spaces-3)*h(1698-sale_age)     2.674210e+01  2.682148e+01
h(sq_ft_total-2031)*h(age-4)           -4.939635e+00 -5.829600e+00
h(2031-sq_ft_total)*h(age-4)            8.560940e-01  1.010039e+00
h(4-age)*sale_age                       1.338400e+01  1.386952e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.578438e+03 -1.625177e+03
h(baths_total-3)                        1.723882e+05  1.761773e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             3.597759e+02  3.672510e+02
view_panoramicTRUE*h(sale_age-1698)     9.029119e+02  9.117514e+02
h(baths_total-3)*beds_total            -3.114412e+04 -3.248176e+04
h(3-baths_total)*h(garage_spaces-3)     7.084248e+04  7.145099e+04
h(sale_age-500)                        -1.983916e+01 -1.999877e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .            -1.086111e-02
h(age-37)*h(3-baths_total)              .            -4.170818e+01
h(37-age)*h(3-baths_total)             -4.856743e+02 -5.059398e+02
h(age-16)*h(3-baths_total)              .             7.432075e+00
                                                                  
h(sq_ft_total-2032)                     1.330445e+02  1.383635e+02
h(2032-sq_ft_total)                    -1.430837e+02 -1.504295e+02
h(sq_ft_total-2032)*h(age-16)           1.059557e+01  1.223268e+01
h(sale_age-1698)                       -1.825476e+02 -1.810523e+02
view_waterTRUE                          4.580578e+04  4.558121e+04
h(sq_ft_total-2032)*h(age-23)          -5.089439e+00 -6.013618e+00
h(sq_ft_total-2032)*h(baths_total-3)    2.318758e+01  2.427795e+01
h(sq_ft_total-2032)*h(3-baths_total)    1.455323e+01  1.568584e+01
h(1-garage_spaces)                      1.869676e+04  1.928042e+04
h(sq_ft_total-2032)*h(sale_age-1322)    3.159744e-02  4.048085e-02
h(sq_ft_total-2032)*h(1322-sale_age)    1.969818e-02  2.096466e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.000662e+01 -6.084358e+01
h(age-4)                               -1.341619e+03 -1.382952e+03
h(4-age)                               -6.000528e+03 -6.824284e+03
h(garage_spaces-3)*h(1698-sale_age)     2.709437e+01  2.719350e+01
h(sq_ft_total-2031)*h(age-4)           -6.596911e+00 -7.419564e+00
h(2031-sq_ft_total)*h(age-4)            1.237592e+00  1.438654e+00
h(4-age)*sale_age                       1.437703e+01  1.481218e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.675439e+03 -1.721001e+03
h(baths_total-3)                        1.791893e+05  1.812347e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             3.741289e+02  3.808077e+02
view_panoramicTRUE*h(sale_age-1698)     9.195783e+02  9.264556e+02
h(baths_total-3)*beds_total            -3.353486e+04 -3.432687e+04
h(3-baths_total)*h(garage_spaces-3)     7.213066e+04  7.271852e+04
h(sale_age-500)                        -2.019251e+01 -2.034175e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -2.644440e-02 -3.878613e-02
h(age-37)*h(3-baths_total)             -1.764139e+02 -2.984538e+02
h(37-age)*h(3-baths_total)             -5.198218e+02 -5.288947e+02
h(age-16)*h(3-baths_total)              5.703353e+01  1.018961e+02
                                                                  
h(sq_ft_total-2032)                     1.435328e+02  1.485760e+02
h(2032-sq_ft_total)                    -1.571445e+02 -1.632637e+02
h(sq_ft_total-2032)*h(age-16)           1.381381e+01  1.535251e+01
h(sale_age-1698)                       -1.796916e+02 -1.784590e+02
view_waterTRUE                          4.536845e+04  4.516674e+04
h(sq_ft_total-2032)*h(age-23)          -6.909250e+00 -7.786123e+00
h(sq_ft_total-2032)*h(baths_total-3)    2.523483e+01  2.606630e+01
h(sq_ft_total-2032)*h(3-baths_total)    1.677152e+01  1.782373e+01
h(1-garage_spaces)                      1.980429e+04  2.027329e+04
h(sq_ft_total-2032)*h(sale_age-1322)    4.878510e-02  5.657778e-02
h(sq_ft_total-2032)*h(1322-sale_age)    2.220229e-02  2.341995e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.160741e+01 -6.230769e+01
h(age-4)                               -1.420564e+03 -1.454751e+03
h(4-age)                               -7.586027e+03 -8.292116e+03
h(garage_spaces-3)*h(1698-sale_age)     2.727658e+01  2.734864e+01
h(sq_ft_total-2031)*h(age-4)           -8.214104e+00 -8.985775e+00
h(2031-sq_ft_total)*h(age-4)            1.622495e+00  1.790099e+00
h(4-age)*sale_age                       1.520094e+01  1.554816e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.762546e+03 -1.800375e+03
h(baths_total-3)                        1.826376e+05  1.833727e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             3.866007e+02  3.914952e+02
view_panoramicTRUE*h(sale_age-1698)     9.325813e+02  9.380335e+02
h(baths_total-3)*beds_total            -3.493405e+04 -3.535321e+04
h(3-baths_total)*h(garage_spaces-3)     7.325935e+04  7.376087e+04
h(sale_age-500)                        -2.046989e+01 -2.057785e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -5.020889e-02 -6.080473e-02
h(age-37)*h(3-baths_total)             -4.090945e+02 -5.088670e+02
h(37-age)*h(3-baths_total)             -5.372004e+02 -5.448962e+02
h(age-16)*h(3-baths_total)              1.422811e+02  1.784056e+02
                                                                  
h(sq_ft_total-2032)                     1.535061e+02  1.582411e+02
h(2032-sq_ft_total)                    -1.688234e+02 -1.738612e+02
h(sq_ft_total-2032)*h(age-16)           1.684590e+01  1.827894e+01
h(sale_age-1698)                       -1.773469e+02 -1.763443e+02
view_waterTRUE                          4.497608e+04  4.479730e+04
h(sq_ft_total-2032)*h(age-23)          -8.639821e+00 -9.463180e+00
h(sq_ft_total-2032)*h(baths_total-3)    2.677801e+01  2.738980e+01
h(sq_ft_total-2032)*h(3-baths_total)    1.883796e+01  1.980962e+01
h(1-garage_spaces)                      2.069278e+04  2.106750e+04
h(sq_ft_total-2032)*h(sale_age-1322)    6.388496e-02  7.069667e-02
h(sq_ft_total-2032)*h(1322-sale_age)    2.462041e-02  2.578203e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.295028e+01 -6.353865e+01
h(age-4)                               -1.485732e+03 -1.513833e+03
h(4-age)                               -8.947129e+03 -9.551562e+03
h(garage_spaces-3)*h(1698-sale_age)     2.740808e+01  2.745977e+01
h(sq_ft_total-2031)*h(age-4)           -9.734990e+00 -1.045254e+01
h(2031-sq_ft_total)*h(age-4)            1.942437e+00  2.080534e+00
h(4-age)*sale_age                       1.585789e+01  1.613415e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.834763e+03 -1.865947e+03
h(baths_total-3)                        1.835126e+05  1.831909e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             3.956101e+02  3.990362e+02
view_panoramicTRUE*h(sale_age-1698)     9.428866e+02  9.472069e+02
h(baths_total-3)*beds_total            -3.560327e+04 -3.571921e+04
h(3-baths_total)*h(garage_spaces-3)     7.422597e+04  7.465637e+04
h(sale_age-500)                        -2.066748e+01 -2.074202e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -7.062084e-02 -7.967813e-02
h(age-37)*h(3-baths_total)             -5.986096e+02 -6.791238e+02
h(37-age)*h(3-baths_total)             -5.519777e+02 -5.585663e+02
h(age-16)*h(3-baths_total)              2.106547e+02  2.393994e+02
                                                                  
h(sq_ft_total-2032)                     1.628086e+02  1.671920e+02
h(2032-sq_ft_total)                    -1.784156e+02 -1.821226e+02
h(sq_ft_total-2032)*h(age-16)           1.965374e+01  2.098396e+01
h(sale_age-1698)                       -1.754438e+02 -1.746717e+02
view_waterTRUE                          4.462982e+04  4.448565e+04
h(sq_ft_total-2032)*h(age-23)          -1.025508e+01 -1.102506e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.790710e+01  2.834619e+01
h(sq_ft_total-2032)*h(3-baths_total)    2.073744e+01  2.177193e+01
h(1-garage_spaces)                      2.140195e+04  2.169717e+04
h(sq_ft_total-2032)*h(sale_age-1322)    7.704927e-02  8.300238e-02
h(sq_ft_total-2032)*h(1322-sale_age)    2.691089e-02  2.800534e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.407799e+01 -6.456728e+01
h(age-4)                               -1.539244e+03 -1.564890e+03
h(4-age)                               -1.011019e+04 -1.086010e+04
h(garage_spaces-3)*h(1698-sale_age)     2.750225e+01  2.752064e+01
h(sq_ft_total-2031)*h(age-4)           -1.114108e+01 -1.180851e+01
h(2031-sq_ft_total)*h(age-4)            2.205428e+00  2.307800e+00
h(4-age)*sale_age                       1.638032e+01  1.664808e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.894192e+03 -1.918088e+03
h(baths_total-3)                        1.824588e+05  1.814171e+05
h(3-baths_total)                        .            -1.731725e+03
h(age-4)*h(garage_spaces-2)             4.018670e+02  4.039804e+02
view_panoramicTRUE*h(sale_age-1698)     9.510527e+02  9.544768e+02
h(baths_total-3)*beds_total            -3.571504e+04 -3.561334e+04
h(3-baths_total)*h(garage_spaces-3)     7.505486e+04  7.546485e+04
h(sale_age-500)                        -2.080279e+01 -2.085123e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -8.803254e-02 -9.569127e-02
h(age-37)*h(3-baths_total)             -7.511996e+02 -8.843080e+02
h(37-age)*h(3-baths_total)             -5.646470e+02 -4.994650e+02
h(age-16)*h(3-baths_total)              2.649665e+02  3.644116e+02
                                                                  
h(sq_ft_total-2032)                     1.713228e+02  1.751522e+02
h(2032-sq_ft_total)                    -1.851804e+02 -1.879513e+02
h(sq_ft_total-2032)*h(age-16)           2.225908e+01  2.345532e+01
h(sale_age-1698)                       -1.739963e+02 -1.733814e+02
view_waterTRUE                          4.436700e+04  4.426313e+04
h(sq_ft_total-2032)*h(age-23)          -1.176722e+01 -1.246677e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.869210e+01  2.895988e+01
h(sq_ft_total-2032)*h(3-baths_total)    2.289798e+01  2.398424e+01
h(1-garage_spaces)                      2.198284e+04  2.225878e+04
h(sq_ft_total-2032)*h(sale_age-1322)    8.854976e-02  9.366576e-02
h(sq_ft_total-2032)*h(1322-sale_age)    2.905757e-02  3.005164e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.502731e+01 -6.545996e+01
h(age-4)                               -1.592451e+03 -1.619721e+03
h(4-age)                               -1.188586e+04 -1.297240e+04
h(garage_spaces-3)*h(1698-sale_age)     2.750611e+01  2.747755e+01
h(sq_ft_total-2031)*h(age-4)           -1.244776e+01 -1.304528e+01
h(2031-sq_ft_total)*h(age-4)            2.392729e+00  2.469588e+00
h(4-age)*sale_age                       1.696273e+01  1.728112e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.938091e+03 -1.955825e+03
h(baths_total-3)                        1.800923e+05  1.785849e+05
h(3-baths_total)                       -5.710844e+03 -1.037348e+04
h(age-4)*h(garage_spaces-2)             4.059111e+02  4.076434e+02
view_panoramicTRUE*h(sale_age-1698)     9.575512e+02  9.602881e+02
h(baths_total-3)*beds_total            -3.540912e+04 -3.513485e+04
h(3-baths_total)*h(garage_spaces-3)     7.588362e+04  7.628339e+04
h(sale_age-500)                        -2.089276e+01 -2.092919e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.026591e-01 -1.090181e-01
h(age-37)*h(3-baths_total)             -1.110845e+03 -1.366452e+03
h(37-age)*h(3-baths_total)             -3.391821e+02 -1.487452e+02
h(age-16)*h(3-baths_total)              5.661115e+02  7.996093e+02
                                                                  
h(sq_ft_total-2032)                     1.782961e+02  1.815041e+02
h(2032-sq_ft_total)                    -1.906403e+02 -1.936719e+02
h(sq_ft_total-2032)*h(age-16)           2.450460e+01  2.557457e+01
h(sale_age-1698)                       -1.727909e+02 -1.722339e+02
view_waterTRUE                          4.416681e+04  4.405060e+04
h(sq_ft_total-2032)*h(age-23)          -1.308915e+01 -1.372353e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.922095e+01  2.942179e+01
h(sq_ft_total-2032)*h(3-baths_total)    2.503914e+01  2.595165e+01
h(1-garage_spaces)                      2.254601e+04  2.275945e+04
h(sq_ft_total-2032)*h(sale_age-1322)    9.821592e-02  1.028930e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.088904e-02  3.182295e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.586460e+01 -6.622271e+01
h(age-4)                               -1.650630e+03 -1.677247e+03
h(4-age)                               -1.388345e+04 -1.430460e+04
h(garage_spaces-3)*h(1698-sale_age)     2.744867e+01  2.746707e+01
h(sq_ft_total-2031)*h(age-4)           -1.355961e+01 -1.408167e+01
h(2031-sq_ft_total)*h(age-4)            2.543305e+00  2.626412e+00
h(4-age)*sale_age                       1.754228e+01  1.767545e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.971326e+03 -1.988450e+03
h(baths_total-3)                        1.772444e+05  1.751731e+05
h(3-baths_total)                       -1.428441e+04 -1.474503e+04
h(age-4)*h(garage_spaces-2)             4.098409e+02  4.107612e+02
view_panoramicTRUE*h(sale_age-1698)     9.628136e+02  9.650009e+02
h(baths_total-3)*beds_total            -3.488781e+04 -3.446977e+04
h(3-baths_total)*h(garage_spaces-3)     7.668687e+04  7.703620e+04
h(sale_age-500)                        -2.097315e+01 -2.099785e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.146687e-01 -1.204656e-01
h(age-37)*h(3-baths_total)             -1.590629e+03 -1.654343e+03
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              1.000899e+03  1.038314e+03
                                                                  
h(sq_ft_total-2032)                     1.845287e+02  1.876638e+02
h(2032-sq_ft_total)                    -1.960076e+02 -1.977318e+02
h(sq_ft_total-2032)*h(age-16)           2.653857e+01  2.747698e+01
h(sale_age-1698)                       -1.717715e+02 -1.713983e+02
view_waterTRUE                          4.394829e+04  4.386361e+04
h(sq_ft_total-2032)*h(age-23)          -1.429278e+01 -1.484202e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.961357e+01  2.973695e+01
h(sq_ft_total-2032)*h(3-baths_total)    2.675945e+01  2.751018e+01
h(1-garage_spaces)                      2.293434e+04  2.307805e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.069569e-01  1.106851e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.264277e-02  3.345445e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.653280e+01 -6.681543e+01
h(age-4)                               -1.698131e+03 -1.713556e+03
h(4-age)                               -1.466816e+04 -1.522895e+04
h(garage_spaces-3)*h(1698-sale_age)     2.747731e+01  2.746606e+01
h(sq_ft_total-2031)*h(age-4)           -1.455706e+01 -1.502820e+01
h(2031-sq_ft_total)*h(age-4)            2.690552e+00  2.738387e+00
h(4-age)*sale_age                       1.779066e+01  1.795226e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.002676e+03 -2.014623e+03
h(baths_total-3)                        1.734168e+05  1.715820e+05
h(3-baths_total)                       -1.511723e+04 -1.694122e+04
h(age-4)*h(garage_spaces-2)             4.116120e+02  4.120182e+02
view_panoramicTRUE*h(sale_age-1698)     9.669957e+02  9.687443e+02
h(baths_total-3)*beds_total            -3.412811e+04 -3.375275e+04
h(3-baths_total)*h(garage_spaces-3)     7.734051e+04  7.760585e+04
h(sale_age-500)                        -2.101718e+01 -2.102470e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.254741e-01 -1.299809e-01
h(age-37)*h(3-baths_total)             -1.703183e+03 -1.808817e+03
h(37-age)*h(3-baths_total)              .             7.180606e+01
h(age-16)*h(3-baths_total)              1.067569e+03  1.160626e+03
                                                                  
h(sq_ft_total-2032)                     1.905444e+02  1.931103e+02
h(2032-sq_ft_total)                    -1.991096e+02 -2.003562e+02
h(sq_ft_total-2032)*h(age-16)           2.832846e+01  2.910088e+01
h(sale_age-1698)                       -1.710721e+02 -1.707721e+02
view_waterTRUE                          4.379869e+04  4.374509e+04
h(sq_ft_total-2032)*h(age-23)          -1.533835e+01 -1.579047e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.980843e+01  2.985041e+01
h(sq_ft_total-2032)*h(3-baths_total)    2.822308e+01  2.890185e+01
h(1-garage_spaces)                      2.322403e+04  2.337150e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.139918e-01  1.169778e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.419362e-02  3.486420e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.708115e+01 -6.733087e+01
h(age-4)                               -1.728422e+03 -1.743783e+03
h(4-age)                               -1.598493e+04 -1.679190e+04
h(garage_spaces-3)*h(1698-sale_age)     2.742916e+01  2.738415e+01
h(sq_ft_total-2031)*h(age-4)           -1.545869e+01 -1.584755e+01
h(2031-sq_ft_total)*h(age-4)            2.776720e+00  2.811289e+00
h(4-age)*sale_age                       1.815841e+01  1.837308e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.024510e+03 -2.033109e+03
h(baths_total-3)                        1.698998e+05  1.683060e+05
h(3-baths_total)                       -2.031051e+04 -2.422037e+04
h(age-4)*h(garage_spaces-2)             4.125274e+02  4.130903e+02
view_panoramicTRUE*h(sale_age-1698)     9.703008e+02  9.716894e+02
h(baths_total-3)*beds_total            -3.339106e+04 -3.303520e+04
h(3-baths_total)*h(garage_spaces-3)     7.785421e+04  7.809156e+04
h(sale_age-500)                        -2.103196e+01 -2.104021e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.339284e-01 -1.374683e-01
h(age-37)*h(3-baths_total)             -1.982818e+03 -2.181560e+03
h(37-age)*h(3-baths_total)              2.136422e+02  3.788070e+02
h(age-16)*h(3-baths_total)              1.325670e+03  1.516534e+03
                                                                  
h(sq_ft_total-2032)                     1.960196e+02  1.982954e+02
h(2032-sq_ft_total)                    -2.013510e+02 -2.023812e+02
h(sq_ft_total-2032)*h(age-16)           2.986964e+01  3.054203e+01
h(sale_age-1698)                       -1.705442e+02 -1.702947e+02
view_waterTRUE                          4.369915e+04  4.366003e+04
h(sq_ft_total-2032)*h(age-23)          -1.621154e+01 -1.659904e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.976312e+01  2.973146e+01
h(sq_ft_total-2032)*h(3-baths_total)    2.953265e+01  3.014726e+01
h(1-garage_spaces)                      2.352084e+04  2.366388e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.197965e-01  1.223515e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.562367e-02  3.623876e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.757376e+01 -6.779660e+01
h(age-4)                               -1.759114e+03 -1.774276e+03
h(4-age)                               -1.771249e+04 -1.856334e+04
h(garage_spaces-3)*h(1698-sale_age)     2.727833e+01  2.721169e+01
h(sq_ft_total-2031)*h(age-4)           -1.625840e+01 -1.660162e+01
h(2031-sq_ft_total)*h(age-4)            2.838222e+00  2.866601e+00
h(4-age)*sale_age                       1.859786e+01  1.881473e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.040259e+03 -2.046883e+03
h(baths_total-3)                        1.665795e+05  1.649605e+05
h(3-baths_total)                       -2.898931e+04 -3.344505e+04
h(age-4)*h(garage_spaces-2)             4.140159e+02  4.146285e+02
view_panoramicTRUE*h(sale_age-1698)     9.729374e+02  9.740402e+02
h(baths_total-3)*beds_total            -3.261660e+04 -3.223081e+04
h(3-baths_total)*h(garage_spaces-3)     7.832423e+04  7.854017e+04
h(sale_age-500)                        -2.103626e+01 -2.104185e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.406491e-01 -1.436015e-01
h(age-37)*h(3-baths_total)             -2.418990e+03 -2.641902e+03
h(37-age)*h(3-baths_total)              5.820156e+02  7.711066e+02
h(age-16)*h(3-baths_total)              1.748609e+03  1.965303e+03
                                                                  
h(sq_ft_total-2032)                     2.002993e+02  2.021127e+02
h(2032-sq_ft_total)                    -2.032790e+02 -2.040745e+02
h(sq_ft_total-2032)*h(age-16)           3.114481e+01  3.169384e+01
h(sale_age-1698)                       -1.700733e+02 -1.698753e+02
view_waterTRUE                          4.362604e+04  4.359591e+04
h(sq_ft_total-2032)*h(age-23)          -1.694983e+01 -1.727046e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.970392e+01  2.967370e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.070479e+01  3.121505e+01
h(1-garage_spaces)                      2.379244e+04  2.390901e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.246226e-01  1.266755e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.678126e-02  3.727430e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.799675e+01 -6.817823e+01
h(age-4)                               -1.788220e+03 -1.801073e+03
h(4-age)                               -1.934023e+04 -2.005647e+04
h(garage_spaces-3)*h(1698-sale_age)     2.715341e+01  2.709972e+01
h(sq_ft_total-2031)*h(age-4)           -1.690675e+01 -1.718385e+01
h(2031-sq_ft_total)*h(age-4)            2.891270e+00  2.913090e+00
h(4-age)*sale_age                       1.901196e+01  1.919285e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.052694e+03 -2.057835e+03
h(baths_total-3)                        1.635033e+05  1.621412e+05
h(3-baths_total)                       -3.755486e+04 -4.136947e+04
h(age-4)*h(garage_spaces-2)             4.151514e+02  4.156032e+02
view_panoramicTRUE*h(sale_age-1698)     9.750299e+02  9.759162e+02
h(baths_total-3)*beds_total            -3.188204e+04 -3.155429e+04
h(3-baths_total)*h(garage_spaces-3)     7.873653e+04  7.891611e+04
h(sale_age-500)                        -2.104703e+01 -2.105135e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.462229e-01 -1.485829e-01
h(age-37)*h(3-baths_total)             -2.846848e+03 -3.036599e+03
h(37-age)*h(3-baths_total)              9.454248e+02  1.107199e+03
h(age-16)*h(3-baths_total)              2.165137e+03  2.350552e+03
                                                                  
h(sq_ft_total-2032)                     2.037400e+02  2.052198e+02
h(2032-sq_ft_total)                    -2.047776e+02 -2.054010e+02
h(sq_ft_total-2032)*h(age-16)           3.218781e+01  3.263707e+01
h(sale_age-1698)                       -1.696987e+02 -1.695410e+02
view_waterTRUE                          4.356933e+04  4.354569e+04
h(sq_ft_total-2032)*h(age-23)          -1.755937e+01 -1.782223e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.964292e+01  2.960979e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.167543e+01  3.209448e+01
h(1-garage_spaces)                      2.401381e+04  2.410864e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.285151e-01  1.301775e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.771781e-02  3.812229e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.834132e+01 -6.848892e+01
h(age-4)                               -1.812763e+03 -1.823455e+03
h(4-age)                               -2.070760e+04 -2.130468e+04
h(garage_spaces-3)*h(1698-sale_age)     2.705050e+01  2.700448e+01
h(sq_ft_total-2031)*h(age-4)           -1.743289e+01 -1.765936e+01
h(2031-sq_ft_total)*h(age-4)            2.932340e+00  2.949379e+00
h(4-age)*sale_age                       1.935679e+01  1.950635e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.062383e+03 -2.066412e+03
h(baths_total-3)                        1.608980e+05  1.597416e+05
h(3-baths_total)                       -4.485292e+04 -4.806185e+04
h(age-4)*h(garage_spaces-2)             4.160039e+02  4.163576e+02
view_panoramicTRUE*h(sale_age-1698)     9.767091e+02  9.774185e+02
h(baths_total-3)*beds_total            -3.125398e+04 -3.097334e+04
h(3-baths_total)*h(garage_spaces-3)     7.907842e+04  7.922617e+04
h(sale_age-500)                        -2.105513e+01 -2.105815e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.506929e-01 -1.525917e-01
h(age-37)*h(3-baths_total)             -3.209595e+03 -3.368662e+03
h(37-age)*h(3-baths_total)              1.254917e+03  1.390998e+03
h(age-16)*h(3-baths_total)              2.519854e+03  2.675772e+03
                                                                  
h(sq_ft_total-2032)                     2.065426e+02  2.077020e+02
h(2032-sq_ft_total)                    -2.059504e+02 -2.064527e+02
h(sq_ft_total-2032)*h(age-16)           3.303837e+01  3.340118e+01
h(sale_age-1698)                       -1.694007e+02 -1.692718e+02
view_waterTRUE                          4.352492e+04  4.350625e+04
h(sq_ft_total-2032)*h(age-23)          -1.805699e+01 -1.827205e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.957755e+01  2.955232e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.246930e+01  3.281367e+01
h(1-garage_spaces)                      2.419353e+04  2.426970e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.316591e-01  1.329996e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.848414e-02  3.880563e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.862090e+01 -6.873982e+01
h(age-4)                               -1.833093e+03 -1.841944e+03
h(4-age)                               -2.184301e+04 -2.232744e+04
h(garage_spaces-3)*h(1698-sale_age)     2.696229e+01  2.692752e+01
h(sq_ft_total-2031)*h(age-4)           -1.786173e+01 -1.804236e+01
h(2031-sq_ft_total)*h(age-4)            2.964372e+00  2.978132e+00
h(4-age)*sale_age                       1.964095e+01  1.976281e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.069974e+03 -2.073189e+03
h(baths_total-3)                        1.587007e+05  1.577316e+05
h(3-baths_total)                       -5.096401e+04 -5.357278e+04
h(age-4)*h(garage_spaces-2)             4.166781e+02  4.169240e+02
view_panoramicTRUE*h(sale_age-1698)     9.780527e+02  9.786212e+02
h(baths_total-3)*beds_total            -3.071994e+04 -3.048460e+04
h(3-baths_total)*h(garage_spaces-3)     7.935874e+04  7.947895e+04
h(sale_age-500)                        -2.106086e+01 -2.106387e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.542814e-01 -1.558120e-01
h(age-37)*h(3-baths_total)             -3.512362e+03 -3.641536e+03
h(37-age)*h(3-baths_total)              1.514070e+03  1.624548e+03
h(age-16)*h(3-baths_total)              2.816784e+03  2.943525e+03
                                                                  
h(sq_ft_total-2032)                     2.088424e+02  2.097737e+02
h(2032-sq_ft_total)                    -2.068737e+02 -2.072604e+02
h(sq_ft_total-2032)*h(age-16)           3.373802e+01  3.402501e+01
h(sale_age-1698)                       -1.691636e+02 -1.690622e+02
view_waterTRUE                          4.348960e+04  4.347536e+04
h(sq_ft_total-2032)*h(age-23)          -1.846711e+01 -1.863600e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.951186e+01  2.948533e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.312280e+01  3.339495e+01
h(1-garage_spaces)                      2.433941e+04  2.440055e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.342172e-01  1.352741e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.911612e-02  3.937402e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.884866e+01 -6.894345e+01
h(age-4)                               -1.849916e+03 -1.857036e+03
h(4-age)                               -2.278480e+04 -2.317665e+04
h(garage_spaces-3)*h(1698-sale_age)     2.688781e+01  2.685669e+01
h(sq_ft_total-2031)*h(age-4)           -1.821399e+01 -1.835790e+01
h(2031-sq_ft_total)*h(age-4)            2.989517e+00  3.000091e+00
h(4-age)*sale_age                       1.987480e+01  1.997305e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.075948e+03 -2.078448e+03
h(baths_total-3)                        1.568241e+05  1.560455e+05
h(3-baths_total)                       -5.606432e+04 -5.818464e+04
h(age-4)*h(garage_spaces-2)             4.171876e+02  4.174124e+02
view_panoramicTRUE*h(sale_age-1698)     9.791265e+02  9.795822e+02
h(baths_total-3)*beds_total            -3.026099e+04 -3.007032e+04
h(3-baths_total)*h(garage_spaces-3)     7.958937e+04  7.968521e+04
h(sale_age-500)                        -2.106445e+01 -2.106695e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.571815e-01 -1.583828e-01
h(age-37)*h(3-baths_total)             -3.764340e+03 -3.869125e+03
h(37-age)*h(3-baths_total)              1.730343e+03  1.820170e+03
h(age-16)*h(3-baths_total)              3.064502e+03  3.167513e+03
                                                                  
h(sq_ft_total-2032)                     2.106997e+02  2.114504e+02
h(2032-sq_ft_total)                    -2.075904e+02 -2.078923e+02
h(sq_ft_total-2032)*h(age-16)           3.429626e+01  3.452644e+01
h(sale_age-1698)                       -1.689765e+02 -1.688961e+02
view_waterTRUE                          4.346234e+04  4.345131e+04
h(sq_ft_total-2032)*h(age-23)          -1.879243e+01 -1.892754e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.944910e+01  2.942438e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.364386e+01  3.386286e+01
h(1-garage_spaces)                      2.445700e+04  2.450647e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.362503e-01  1.370932e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.962615e-02  3.983420e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.903093e+01 -6.910709e+01
h(age-4)                               -1.863524e+03 -1.869326e+03
h(4-age)                               -2.355240e+04 -2.387272e+04
h(garage_spaces-3)*h(1698-sale_age)     2.682284e+01  2.679601e+01
h(sq_ft_total-2031)*h(age-4)           -1.849666e+01 -1.861239e+01
h(2031-sq_ft_total)*h(age-4)            3.008973e+00  3.017219e+00
h(4-age)*sale_age                       2.006454e+01  2.014453e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.080606e+03 -2.082562e+03
h(baths_total-3)                        1.553084e+05  1.546736e+05
h(3-baths_total)                       -6.024535e+04 -6.198835e+04
h(age-4)*h(garage_spaces-2)             4.176370e+02  4.178304e+02
view_panoramicTRUE*h(sale_age-1698)     9.799841e+02  9.803490e+02
h(baths_total-3)*beds_total            -2.988778e+04 -2.973140e+04
h(3-baths_total)*h(garage_spaces-3)     7.977452e+04  7.985182e+04
h(sale_age-500)                        -2.106720e+01 -2.106923e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.594758e-01 -1.604291e-01
h(age-37)*h(3-baths_total)             -3.970511e+03 -4.056483e+03
h(37-age)*h(3-baths_total)              1.907716e+03  1.981569e+03
h(age-16)*h(3-baths_total)              3.267552e+03  3.352215e+03
                                                                  
h(sq_ft_total-2032)                     2.121234e+02  2.127607e+02
h(2032-sq_ft_total)                    -2.081754e+02 -2.084133e+02
h(sq_ft_total-2032)*h(age-16)           3.474272e+01  3.493814e+01
h(sale_age-1698)                       -1.688200e+02 -1.687574e+02
view_waterTRUE                          4.344073e+04  4.343154e+04
h(sq_ft_total-2032)*h(age-23)          -1.905684e+01 -1.917200e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.940482e+01  2.938039e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.407616e+01  3.425937e+01
h(1-garage_spaces)                      2.455292e+04  2.459291e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.378827e-01  1.385836e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.002287e-02  4.019975e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.917766e+01 -6.924059e+01
h(age-4)                               -1.874826e+03 -1.879606e+03
h(4-age)                               -2.416793e+04 -2.443569e+04
h(garage_spaces-3)*h(1698-sale_age)     2.677316e+01  2.675155e+01
h(sq_ft_total-2031)*h(age-4)           -1.871912e+01 -1.881710e+01
h(2031-sq_ft_total)*h(age-4)            3.025029e+00  3.031472e+00
h(4-age)*sale_age                       2.021842e+01  2.028410e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.084315e+03 -2.085859e+03
h(baths_total-3)                        1.540585e+05  1.534987e+05
h(3-baths_total)                       -6.359249e+04 -6.505868e+04
h(age-4)*h(garage_spaces-2)             4.179904e+02  4.181083e+02
view_panoramicTRUE*h(sale_age-1698)     9.806743e+02  9.809616e+02
h(baths_total-3)*beds_total            -2.957997e+04 -2.944159e+04
h(3-baths_total)*h(garage_spaces-3)     7.992417e+04  7.998895e+04
h(sale_age-500)                        -2.107150e+01 -2.107204e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.613206e-01 -1.621061e-01
h(age-37)*h(3-baths_total)             -4.135629e+03 -4.207715e+03
h(37-age)*h(3-baths_total)              2.049382e+03  2.111537e+03
h(age-16)*h(3-baths_total)              3.430090e+03  3.501261e+03
                                                                  
h(sq_ft_total-2032)                     2.132922e+02  2.137985e+02
h(2032-sq_ft_total)                    -2.086322e+02 -2.088204e+02
h(sq_ft_total-2032)*h(age-16)           3.510747e+01  3.526371e+01
h(sale_age-1698)                       -1.686996e+02 -1.686499e+02
view_waterTRUE                          4.342351e+04  4.341617e+04
h(sq_ft_total-2032)*h(age-23)          -1.927346e+01 -1.936587e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.936323e+01  2.934366e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.441941e+01  3.456581e+01
h(1-garage_spaces)                      2.462743e+04  2.465899e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.391953e-01  1.397543e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.034863e-02  4.048950e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.929590e+01 -6.934596e+01
h(age-4)                               -1.883851e+03 -1.887666e+03
h(4-age)                               -2.466507e+04 -2.487759e+04
h(garage_spaces-3)*h(1698-sale_age)     2.673574e+01  2.671895e+01
h(sq_ft_total-2031)*h(age-4)           -1.890061e+01 -1.897870e+01
h(2031-sq_ft_total)*h(age-4)            3.037424e+00  3.042518e+00
h(4-age)*sale_age                       2.034124e+01  2.039332e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.087274e+03 -2.088500e+03
h(baths_total-3)                        1.530042e+05  1.525522e+05
h(3-baths_total)                       -6.630651e+04 -6.746942e+04
h(age-4)*h(garage_spaces-2)             4.181817e+02  4.182661e+02
view_panoramicTRUE*h(sale_age-1698)     9.812179e+02  9.814462e+02
h(baths_total-3)*beds_total            -2.932044e+04 -2.920872e+04
h(3-baths_total)*h(garage_spaces-3)     8.004569e+04  8.009743e+04
h(sale_age-500)                        -2.107314e+01 -2.107350e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.627993e-01 -1.634257e-01
h(age-37)*h(3-baths_total)             -4.269222e+03 -4.326371e+03
h(37-age)*h(3-baths_total)              2.164344e+03  2.213623e+03
h(age-16)*h(3-baths_total)              3.561897e+03  3.618350e+03
                                                                  
h(sq_ft_total-2032)                     2.142719e+02  2.147081e+02
h(2032-sq_ft_total)                    -2.089840e+02 -2.091267e+02
h(sq_ft_total-2032)*h(age-16)           3.540605e+01  3.553439e+01
h(sale_age-1698)                       -1.686062e+02 -1.685677e+02
view_waterTRUE                          4.340962e+04  4.340384e+04
h(sq_ft_total-2032)*h(age-23)          -1.944905e+01 -1.952325e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.932298e+01  2.930175e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.469798e+01  3.481635e+01
h(1-garage_spaces)                      2.468778e+04  2.471393e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.402598e-01  1.407134e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.062025e-02  4.074024e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.939126e+01 -6.943207e+01
h(age-4)                               -1.891116e+03 -1.894225e+03
h(4-age)                               -2.507338e+04 -2.525240e+04
h(garage_spaces-3)*h(1698-sale_age)     2.670177e+01  2.668471e+01
h(sq_ft_total-2031)*h(age-4)           -1.905066e+01 -1.911618e+01
h(2031-sq_ft_total)*h(age-4)            3.046933e+00  3.050778e+00
h(4-age)*sale_age                       2.044094e+01  2.048423e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.089573e+03 -2.090513e+03
h(baths_total-3)                        1.521374e+05  1.517604e+05
h(3-baths_total)                       -6.854444e+04 -6.953059e+04
h(age-4)*h(garage_spaces-2)             4.183594e+02  4.184570e+02
view_panoramicTRUE*h(sale_age-1698)     9.816513e+02  9.818350e+02
h(baths_total-3)*beds_total            -2.910574e+04 -2.901168e+04
h(3-baths_total)*h(garage_spaces-3)     8.014426e+04  8.018640e+04
h(sale_age-500)                        -2.107363e+01 -2.107362e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.639874e-01 -1.644882e-01
h(age-37)*h(3-baths_total)             -4.379100e+03 -4.427407e+03
h(37-age)*h(3-baths_total)              2.259220e+03  2.301080e+03
h(age-16)*h(3-baths_total)              3.670511e+03  3.718347e+03
                                                                  
h(sq_ft_total-2032)                     2.150905e+02  2.154475e+02
h(2032-sq_ft_total)                    -2.092442e+02 -2.093560e+02
h(sq_ft_total-2032)*h(age-16)           3.564338e+01  3.574547e+01
h(sale_age-1698)                       -1.685348e+02 -1.685043e+02
view_waterTRUE                          4.339910e+04  4.339464e+04
h(sq_ft_total-2032)*h(age-23)          -1.958527e+01 -1.964333e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.928126e+01  2.926215e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.491612e+01  3.500980e+01
h(1-garage_spaces)                      2.473687e+04  2.475823e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.410988e-01  1.414602e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.084412e-02  4.094193e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.946751e+01 -6.950009e+01
h(age-4)                               -1.896898e+03 -1.899407e+03
h(4-age)                               -2.540810e+04 -2.555500e+04
h(garage_spaces-3)*h(1698-sale_age)     2.666817e+01  2.665273e+01
h(sq_ft_total-2031)*h(age-4)           -1.917265e+01 -1.922553e+01
h(2031-sq_ft_total)*h(age-4)            3.053936e+00  3.056934e+00
h(4-age)*sale_age                       2.052190e+01  2.055722e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.091319e+03 -2.092051e+03
h(baths_total-3)                        1.514452e+05  1.511481e+05
h(3-baths_total)                       -7.038976e+04 -7.120357e+04
h(age-4)*h(garage_spaces-2)             4.185662e+02  4.186660e+02
view_panoramicTRUE*h(sale_age-1698)     9.820001e+02  9.821468e+02
h(baths_total-3)*beds_total            -2.893244e+04 -2.885771e+04
h(3-baths_total)*h(garage_spaces-3)     8.022261e+04  8.025622e+04
h(sale_age-500)                        -2.107377e+01 -2.107375e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.649126e-01 -1.653092e-01
h(age-37)*h(3-baths_total)             -4.469451e+03 -4.509285e+03
h(37-age)*h(3-baths_total)              2.337580e+03  2.372164e+03
h(age-16)*h(3-baths_total)              3.760034e+03  3.799509e+03
                                                                  
h(sq_ft_total-2032)                     2.157024e+02  2.159561e+02
h(2032-sq_ft_total)                    -2.094516e+02 -2.095486e+02
h(sq_ft_total-2032)*h(age-16)           3.582345e+01  3.590179e+01
h(sale_age-1698)                       -1.684753e+02 -1.684498e+02
view_waterTRUE                          4.339131e+04  4.338775e+04
h(sq_ft_total-2032)*h(age-23)          -1.968910e+01 -1.973530e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.925117e+01  2.924047e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.508296e+01  3.515684e+01
h(1-garage_spaces)                      2.477525e+04  2.479148e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.417405e-01  1.420227e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.101094e-02  4.108232e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.952700e+01 -6.955226e+01
h(age-4)                               -1.901527e+03 -1.903511e+03
h(4-age)                               -2.566662e+04 -2.577687e+04
h(garage_spaces-3)*h(1698-sale_age)     2.664247e+01  2.663355e+01
h(sq_ft_total-2031)*h(age-4)           -1.926471e+01 -1.930394e+01
h(2031-sq_ft_total)*h(age-4)            3.059562e+00  3.062179e+00
h(4-age)*sale_age                       2.058531e+01  2.061228e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.092725e+03 -2.093340e+03
h(baths_total-3)                        1.509178e+05  1.506894e+05
h(3-baths_total)                       -7.180999e+04 -7.241756e+04
h(age-4)*h(garage_spaces-2)             4.187386e+02  4.187862e+02
view_panoramicTRUE*h(sale_age-1698)     9.822849e+02  9.823987e+02
h(baths_total-3)*beds_total            -2.880061e+04 -2.874381e+04
h(3-baths_total)*h(garage_spaces-3)     8.028320e+04  8.030945e+04
h(sale_age-500)                        -2.107512e+01 -2.107537e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.656264e-01 -1.659425e-01
h(age-37)*h(3-baths_total)             -4.539085e+03 -4.568952e+03
h(37-age)*h(3-baths_total)              2.397811e+03  2.423566e+03
h(age-16)*h(3-baths_total)              3.829008e+03  3.858515e+03
                                                                  
h(sq_ft_total-2032)                     2.161957e+02  2.164199e+02
h(2032-sq_ft_total)                    -2.096315e+02 -2.097025e+02
h(sq_ft_total-2032)*h(age-16)           3.597376e+01  3.603925e+01
h(sale_age-1698)                       -1.684277e+02 -1.684084e+02
view_waterTRUE                          4.338455e+04  4.338172e+04
h(sq_ft_total-2032)*h(age-23)          -1.977723e+01 -1.981489e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.922925e+01  2.921761e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.522424e+01  3.528505e+01
h(1-garage_spaces)                      2.480633e+04  2.481989e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.422790e-01  1.425102e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.114914e-02  4.121113e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.957517e+01 -6.959589e+01
h(age-4)                               -1.905304e+03 -1.906919e+03
h(4-age)                               -2.587901e+04 -2.597313e+04
h(garage_spaces-3)*h(1698-sale_age)     2.662439e+01  2.661509e+01
h(sq_ft_total-2031)*h(age-4)           -1.934041e+01 -1.937400e+01
h(2031-sq_ft_total)*h(age-4)            3.064408e+00  3.066309e+00
h(4-age)*sale_age                       2.063697e+01  2.065955e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.093870e+03 -2.094330e+03
h(baths_total-3)                        1.504795e+05  1.502877e+05
h(3-baths_total)                       -7.298336e+04 -7.350679e+04
h(age-4)*h(garage_spaces-2)             4.188385e+02  4.188946e+02
view_panoramicTRUE*h(sale_age-1698)     9.825007e+02  9.825925e+02
h(baths_total-3)*beds_total            -2.869133e+04 -2.864314e+04
h(3-baths_total)*h(garage_spaces-3)     8.033335e+04  8.035497e+04
h(sale_age-500)                        -2.107540e+01 -2.107532e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.662264e-01 -1.664800e-01
h(age-37)*h(3-baths_total)             -4.596683e+03 -4.622280e+03
h(37-age)*h(3-baths_total)              2.447574e+03  2.469807e+03
h(age-16)*h(3-baths_total)              3.885967e+03  3.911348e+03

$df
 [1]  0  2  2  2  2  4  6  7  7  7  8 10 10 10 10 11 11 11 12 13 15 15 15 16 16
[26] 16 17 17 18 18 18 19 19 19 21 21 22 22 24 26 27 27 26 26 29 29 29 29 29 29
[51] 29 29 30 30 30 29 29 29 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30
[76] 30 30 30 30 30 30 30 30 30 30

$dim
[1] 30 85

$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$dev.ratio
 [1] 0.00000000 0.05934323 0.13100727 0.19324030 0.24687301 0.30072847
 [7] 0.35092630 0.40951918 0.46420488 0.50954975 0.54786684 0.58130965
[13] 0.60913197 0.63187585 0.65043835 0.66634547 0.67944952 0.69007747
[19] 0.69907109 0.70746247 0.71446760 0.72110490 0.72643718 0.73107220
[25] 0.73494767 0.73805120 0.74054029 0.74251805 0.74410631 0.74572418
[31] 0.74701683 0.74814551 0.74931136 0.75026579 0.75157300 0.75598358
[37] 0.75961402 0.76279819 0.76670407 0.77147088 0.77623557 0.78076916
[43] 0.78496983 0.78871199 0.79243104 0.79587204 0.79897458 0.80167115
[49] 0.80402312 0.80607165 0.80784028 0.80936736 0.81075854 0.81205494
[55] 0.81319913 0.81412190 0.81484588 0.81543353 0.81599858 0.81652672
[61] 0.81699412 0.81744896 0.81781628 0.81811892 0.81837176 0.81858056
[67] 0.81875482 0.81889799 0.81901599 0.81911794 0.81919759 0.81926794
[73] 0.81932280 0.81936983 0.81940952 0.81944115 0.81946858 0.81949211
[79] 0.81951217 0.81952842 0.81954284 0.81955310 0.81956288 0.81957152
[85] 0.81957909

$nulldev
[1] 7.392684e+12

$npasses
[1] 4030

$jerr
[1] 0

$offset
[1] FALSE

$call
glmnet(...)

$nobs
[1] 780

$relaxed
$a0
      s0       s1       s2       s3       s4       s5       s6       s7 
377294.3 390229.6 390229.6 390229.6 390229.6 393569.9 402254.2 385002.7 
      s8       s9      s10      s11      s12      s13      s14      s15 
385002.7 385002.7 414190.9 424788.4 424788.4 424788.4 424788.4 424310.5 
     s16      s17      s18      s19      s20      s21      s22      s23 
424310.5 415793.8 414195.8 414073.2 411109.3 411109.3 411109.3 411425.9 
     s24      s25      s26      s27      s28      s29      s30      s31 
411425.9 411425.9 411711.0 411711.0 411465.9 411465.9 411465.9 408166.0 
     s32      s33      s34      s35      s36      s37      s38      s39 
417981.1 417981.1 411728.3 413974.3 416741.2 416741.2 424223.1 432317.4 
     s40      s41      s42      s43      s44      s45      s46      s47 
435122.2 435122.2 435619.8 435619.8 436557.5 436557.5 436557.5 436557.5 
     s48      s49      s50      s51      s52      s53      s54      s55 
436557.5 436557.5 436557.5 436557.5 443175.8 443175.8 443175.8 441189.3 
     s56      s57      s58      s59      s60      s61      s62      s63 
441189.3 441189.3 443175.8 443175.8 443175.8 443175.8 443175.8 443175.8 
     s64      s65      s66      s67      s68      s69      s70      s71 
443175.8 443175.8 443175.8 443175.8 443175.8 443175.8 443175.8 443175.8 
     s72      s73      s74      s75      s76      s77      s78      s79 
443175.8 443175.8 443175.8 443175.8 443175.8 443175.8 443175.8 443175.8 
     s80      s81      s82      s83      s84 
443175.8 443175.8 443175.8 443175.8 443175.8 

$beta
30 x 85 sparse Matrix of class "dgCMatrix"
                                                                      
h(sq_ft_total-2032)                    .  113.2243  113.2243  113.2243
h(2032-sq_ft_total)                    . -141.7967 -141.7967 -141.7967
h(sq_ft_total-2032)*h(age-16)          .    .         .         .     
h(sale_age-1698)                       .    .         .         .     
view_waterTRUE                         .    .         .         .     
h(sq_ft_total-2032)*h(age-23)          .    .         .         .     
h(sq_ft_total-2032)*h(baths_total-3)   .    .         .         .     
h(sq_ft_total-2032)*h(3-baths_total)   .    .         .         .     
h(1-garage_spaces)                     .    .         .         .     
h(sq_ft_total-2032)*h(sale_age-1322)   .    .         .         .     
h(sq_ft_total-2032)*h(1322-sale_age)   .    .         .         .     
h(sq_ft_total-2032)*h(2-garage_spaces) .    .         .         .     
h(age-4)                               .    .         .         .     
h(4-age)                               .    .         .         .     
h(garage_spaces-3)*h(1698-sale_age)    .    .         .         .     
h(sq_ft_total-2031)*h(age-4)           .    .         .         .     
h(2031-sq_ft_total)*h(age-4)           .    .         .         .     
h(4-age)*sale_age                      .    .         .         .     
h(2032-sq_ft_total)*h(latitude-34.749) .    .         .         .     
h(baths_total-3)                       .    .         .         .     
h(3-baths_total)                       .    .         .         .     
h(age-4)*h(garage_spaces-2)            .    .         .         .     
view_panoramicTRUE*h(sale_age-1698)    .    .         .         .     
h(baths_total-3)*beds_total            .    .         .         .     
h(3-baths_total)*h(garage_spaces-3)    .    .         .         .     
h(sale_age-500)                        .    .         .         .     
h(sq_ft_total-1754)*h(sale_age-1698)   .    .         .         .     
h(age-37)*h(3-baths_total)             .    .         .         .     
h(37-age)*h(3-baths_total)             .    .         .         .     
h(age-16)*h(3-baths_total)             .    .         .         .     
                                                                            
h(sq_ft_total-2032)                     113.2243  6.295046e+01  7.726689e+01
h(2032-sq_ft_total)                    -141.7967 -1.477656e+02 -1.593216e+02
h(sq_ft_total-2032)*h(age-16)             .       .             .           
h(sale_age-1698)                          .       .            -2.370971e+02
view_waterTRUE                            .       .             .           
h(sq_ft_total-2032)*h(age-23)             .       .             .           
h(sq_ft_total-2032)*h(baths_total-3)      .       .             .           
h(sq_ft_total-2032)*h(3-baths_total)      .       .             .           
h(1-garage_spaces)                        .       .             .           
h(sq_ft_total-2032)*h(sale_age-1322)      .       .             .           
h(sq_ft_total-2032)*h(1322-sale_age)      .       5.692305e-02  2.984323e-02
h(sq_ft_total-2032)*h(2-garage_spaces)    .       .             .           
h(age-4)                                  .       .             .           
h(4-age)                                  .       .             .           
h(garage_spaces-3)*h(1698-sale_age)       .       .             .           
h(sq_ft_total-2031)*h(age-4)              .       .             .           
h(2031-sq_ft_total)*h(age-4)              .       .             4.510281e-01
h(4-age)*sale_age                         .       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)    .       .             .           
h(baths_total-3)                          .       8.556889e+04  8.377721e+04
h(3-baths_total)                          .       .             .           
h(age-4)*h(garage_spaces-2)               .       .             .           
view_panoramicTRUE*h(sale_age-1698)       .       .             .           
h(baths_total-3)*beds_total               .       .             .           
h(3-baths_total)*h(garage_spaces-3)       .       .             .           
h(sale_age-500)                           .       .             .           
h(sq_ft_total-1754)*h(sale_age-1698)      .       .             .           
h(age-37)*h(3-baths_total)                .       .             .           
h(37-age)*h(3-baths_total)                .       .             .           
h(age-16)*h(3-baths_total)                .       .             .           
                                                                  
h(sq_ft_total-2032)                     7.593672e+01  7.593672e+01
h(2032-sq_ft_total)                    -1.438507e+02 -1.438507e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -2.326114e+02 -2.326114e+02
view_waterTRUE                          4.777756e+04  4.777756e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    .             .           
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    2.647617e-02  2.647617e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                                .             .           
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     .             .           
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            2.106214e-01  2.106214e-01
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        8.236782e+04  8.236782e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                         .             .           
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.593672e+01  7.275532e+01
h(2032-sq_ft_total)                    -1.438507e+02 -1.657664e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -2.326114e+02 -2.334483e+02
view_waterTRUE                          4.777756e+04  5.052412e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    .             .           
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    2.647617e-02  2.686545e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                                .            -1.293135e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     .             .           
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            2.106214e-01  1.549514e+00
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        8.236782e+04  8.149131e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                         .             .           
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.696630e+01  7.696630e+01
h(2032-sq_ft_total)                    -1.613682e+02 -1.613682e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.877918e+02 -1.877918e+02
view_waterTRUE                          5.016690e+04  5.016690e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)   -7.070687e+00 -7.070687e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.478191e-02  1.478191e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -1.371070e+03 -1.371070e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     .             .           
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            1.483188e+00  1.483188e+00
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        9.646009e+04  9.646009e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                        -1.770148e+01 -1.770148e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.696630e+01  7.696630e+01
h(2032-sq_ft_total)                    -1.613682e+02 -1.613682e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.877918e+02 -1.877918e+02
view_waterTRUE                          5.016690e+04  5.016690e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)   -7.070687e+00 -7.070687e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.478191e-02  1.478191e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -1.371070e+03 -1.371070e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     .             .           
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            1.483188e+00  1.483188e+00
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        9.646009e+04  9.646009e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                        -1.770148e+01 -1.770148e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.480715e+01  7.480715e+01
h(2032-sq_ft_total)                    -1.611901e+02 -1.611901e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.853703e+02 -1.853703e+02
view_waterTRUE                          5.137692e+04  5.137692e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)   -2.020347e+00 -2.020347e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.367399e-02  1.367399e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -1.380477e+03 -1.380477e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     3.986344e+01  3.986344e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            1.490633e+00  1.490633e+00
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749)  .             .           
h(baths_total-3)                        7.836138e+04  7.836138e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             .           
h(sale_age-500)                        -1.755655e+01 -1.755655e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.774836e+01  7.846256e+01
h(2032-sq_ft_total)                    -1.025676e+02 -1.016718e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.860191e+02 -1.888046e+02
view_waterTRUE                          5.079565e+04  5.057987e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)   -1.665014e+00 -2.107360e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.391728e-02  1.399746e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -1.094174e+03 -1.039653e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     3.969590e+01  3.790747e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       .             .           
h(2032-sq_ft_total)*h(latitude-34.749) -1.168329e+03 -1.196581e+03
h(baths_total-3)                        7.682372e+04  7.828925e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             .             .           
view_panoramicTRUE*h(sale_age-1698)     .             .           
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     .             7.764585e+04
h(sale_age-500)                        -1.764210e+01 -1.862492e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.719188e+01  7.887394e+01
h(2032-sq_ft_total)                    -9.966431e+01 -9.920341e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.881035e+02 -1.854707e+02
view_waterTRUE                          5.090304e+04  4.950192e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)   -8.879438e-01  1.377763e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.388629e-02  1.360874e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -1.069814e+03 -9.696938e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.922721e+01  2.919871e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       .             1.253806e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.195559e+03 -1.223130e+03
h(baths_total-3)                        7.718031e+04  7.082216e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             2.257193e+02  2.518496e+02
view_panoramicTRUE*h(sale_age-1698)     .             9.586787e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     7.409449e+04  7.573619e+04
h(sale_age-500)                        -1.908168e+01 -2.024930e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.887394e+01  7.887394e+01
h(2032-sq_ft_total)                    -9.920341e+01 -9.920341e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.854707e+02 -1.854707e+02
view_waterTRUE                          4.950192e+04  4.950192e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    1.377763e+00  1.377763e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.360874e-02  1.360874e-02
h(sq_ft_total-2032)*h(2-garage_spaces)  .             .           
h(age-4)                               -9.696938e+02 -9.696938e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.919871e+01  2.919871e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.253806e+01  1.253806e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.223130e+03 -1.223130e+03
h(baths_total-3)                        7.082216e+04  7.082216e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             2.518496e+02  2.518496e+02
view_panoramicTRUE*h(sale_age-1698)     9.586787e+02  9.586787e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     7.573619e+04  7.573619e+04
h(sale_age-500)                        -2.024930e+01 -2.024930e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     8.000294e+01  8.000294e+01
h(2032-sq_ft_total)                    -9.948165e+01 -9.948165e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.861007e+02 -1.861007e+02
view_waterTRUE                          4.951406e+04  4.951406e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    5.527964e-01  5.527964e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.639427e-02  1.639427e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -5.297639e+01 -5.297639e+01
h(age-4)                               -9.731689e+02 -9.731689e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.943903e+01  2.943903e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.240815e+01  1.240815e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.219520e+03 -1.219520e+03
h(baths_total-3)                        7.034328e+04  7.034328e+04
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             2.275368e+02  2.275368e+02
view_panoramicTRUE*h(sale_age-1698)     9.574126e+02  9.574126e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     7.595918e+04  7.595918e+04
h(sale_age-500)                        -2.024237e+01 -2.024237e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     8.000294e+01  7.985072e+01
h(2032-sq_ft_total)                    -9.948165e+01 -9.929998e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.861007e+02 -1.861238e+02
view_waterTRUE                          4.951406e+04  4.950758e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    5.527964e-01  6.622765e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             .           
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.639427e-02  1.633528e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -5.297639e+01 -5.301247e+01
h(age-4)                               -9.731689e+02 -9.731220e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.943903e+01  2.945358e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.240815e+01  1.239802e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.219520e+03 -1.216160e+03
h(baths_total-3)                        7.034328e+04  7.013726e+04
h(3-baths_total)                        .            -3.866552e+02
h(age-4)*h(garage_spaces-2)             2.275368e+02  2.260607e+02
view_panoramicTRUE*h(sale_age-1698)     9.574126e+02  9.569848e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     7.595918e+04  7.608904e+04
h(sale_age-500)                        -2.024237e+01 -2.024339e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     7.985072e+01  8.072371e+01
h(2032-sq_ft_total)                    -9.929998e+01 -9.724378e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.861238e+02 -1.866105e+02
view_waterTRUE                          4.950758e+04  4.924903e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    6.622765e-01  2.435191e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      .             2.258793e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.633528e-02  1.662382e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -5.301247e+01 -6.850312e+01
h(age-4)                               -9.731220e+02 -9.925895e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.945358e+01  2.857135e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.239802e+01  1.241622e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.216160e+03 -1.441448e+03
h(baths_total-3)                        7.013726e+04  7.053395e+04
h(3-baths_total)                       -3.866552e+02 -8.731248e+02
h(age-4)*h(garage_spaces-2)             2.260607e+02  2.458361e+02
view_panoramicTRUE*h(sale_age-1698)     9.569848e+02  9.691106e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     7.608904e+04  7.663555e+04
h(sale_age-500)                        -2.024339e+01 -2.042165e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     8.072371e+01  8.072371e+01
h(2032-sq_ft_total)                    -9.724378e+01 -9.724378e+01
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.866105e+02 -1.866105e+02
view_waterTRUE                          4.924903e+04  4.924903e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    2.435191e-01  2.435191e-01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      2.258793e+04  2.258793e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.662382e-02  1.662382e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.850312e+01 -6.850312e+01
h(age-4)                               -9.925895e+02 -9.925895e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.857135e+01  2.857135e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.241622e+01  1.241622e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.441448e+03 -1.441448e+03
h(baths_total-3)                        7.053395e+04  7.053395e+04
h(3-baths_total)                       -8.731248e+02 -8.731248e+02
h(age-4)*h(garage_spaces-2)             2.458361e+02  2.458361e+02
view_panoramicTRUE*h(sale_age-1698)     9.691106e+02  9.691106e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     7.663555e+04  7.663555e+04
h(sale_age-500)                        -2.042165e+01 -2.042165e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     8.633207e+01  8.309735e+01
h(2032-sq_ft_total)                    -1.006841e+02 -1.015350e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.872887e+02 -1.859032e+02
view_waterTRUE                          4.918907e+04  4.896390e+04
h(sq_ft_total-2032)*h(age-23)          -1.042967e+00 -8.827042e-01
h(sq_ft_total-2032)*h(baths_total-3)   -2.333745e+00 -1.582088e+00
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      2.210224e+04  2.333177e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.765531e-02  1.706021e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.864081e+01 -6.968086e+01
h(age-4)                               -8.523126e+02 -1.104876e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.873748e+01  2.784681e+01
h(sq_ft_total-2031)*h(age-4)            .             .           
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.303250e+01  1.321856e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.453601e+03 -1.386492e+03
h(baths_total-3)                        7.216276e+04  7.099484e+04
h(3-baths_total)                       -7.328273e+02  .           
h(age-4)*h(garage_spaces-2)             2.393538e+02  2.473468e+02
view_panoramicTRUE*h(sale_age-1698)     9.592880e+02  9.621706e+02
h(baths_total-3)*beds_total             .             .           
h(3-baths_total)*h(garage_spaces-3)     7.684263e+04  7.993009e+04
h(sale_age-500)                        -2.001851e+01 -2.050992e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)              .            -5.123249e+02
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     8.309735e+01  1.560275e+02
h(2032-sq_ft_total)                    -1.015350e+02 -1.043327e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.859032e+02 -1.840302e+02
view_waterTRUE                          4.896390e+04  4.667191e+04
h(sq_ft_total-2032)*h(age-23)          -8.827042e-01  5.170285e+00
h(sq_ft_total-2032)*h(baths_total-3)   -1.582088e+00  3.152759e+01
h(sq_ft_total-2032)*h(3-baths_total)    .             .           
h(1-garage_spaces)                      2.333177e+04  2.345634e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    1.706021e-02  1.188058e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.968086e+01 -6.385914e+01
h(age-4)                               -1.104876e+03 -8.709670e+02
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.784681e+01  2.256051e+01
h(sq_ft_total-2031)*h(age-4)            .            -4.905526e+00
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.321856e+01  1.152652e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.386492e+03 -1.446446e+03
h(baths_total-3)                        7.099484e+04  3.105121e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             2.473468e+02  5.227990e+02
view_panoramicTRUE*h(sale_age-1698)     9.621706e+02  9.740014e+02
h(baths_total-3)*beds_total             .            -6.827133e+04
h(3-baths_total)*h(garage_spaces-3)     7.993009e+04  7.417351e+04
h(sale_age-500)                        -2.050992e+01 -2.096144e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)             -5.123249e+02 -3.811196e+02
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     1.067437e+02  1.048229e+02
h(2032-sq_ft_total)                    -1.047363e+02 -1.046249e+02
h(sq_ft_total-2032)*h(age-16)           .             .           
h(sale_age-1698)                       -1.850018e+02 -1.851220e+02
view_waterTRUE                          4.656301e+04  4.668560e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    4.175476e+01  4.174304e+01
h(sq_ft_total-2032)*h(3-baths_total)    2.050960e+01  1.947039e+01
h(1-garage_spaces)                      2.345970e+04  2.223813e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    7.367246e-04  6.953386e-04
h(sq_ft_total-2032)*h(2-garage_spaces) -6.321614e+01 -6.244430e+01
h(age-4)                               -9.052487e+02 -1.006323e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     3.001601e+01  2.977765e+01
h(sq_ft_total-2031)*h(age-4)           -1.346635e+00 -1.282887e+00
h(2031-sq_ft_total)*h(age-4)            .             .           
h(4-age)*sale_age                       1.395918e+01  1.351673e+01
h(2032-sq_ft_total)*h(latitude-34.749) -1.428833e+03 -1.479413e+03
h(baths_total-3)                        3.267703e+05  3.267025e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             4.643391e+02  4.701923e+02
view_panoramicTRUE*h(sale_age-1698)     9.707815e+02  9.755284e+02
h(baths_total-3)*beds_total            -7.337814e+04 -7.325322e+04
h(3-baths_total)*h(garage_spaces-3)     7.449440e+04  7.426210e+04
h(sale_age-500)                        -2.158130e+01 -2.151710e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             1.652356e+02
h(37-age)*h(3-baths_total)             -5.376048e+02 -5.886731e+02
h(age-16)*h(3-baths_total)              .             .           
                                                                  
h(sq_ft_total-2032)                     1.048229e+02  2.316315e+02
h(2032-sq_ft_total)                    -1.046249e+02 -1.594832e+02
h(sq_ft_total-2032)*h(age-16)           .             1.401840e+01
h(sale_age-1698)                       -1.851220e+02 -1.844786e+02
view_waterTRUE                          4.668560e+04  4.548908e+04
h(sq_ft_total-2032)*h(age-23)           .             .           
h(sq_ft_total-2032)*h(baths_total-3)    4.174304e+01  2.226708e+01
h(sq_ft_total-2032)*h(3-baths_total)    1.947039e+01  8.415047e+00
h(1-garage_spaces)                      2.223813e+04  2.141056e+04
h(sq_ft_total-2032)*h(sale_age-1322)    .             .           
h(sq_ft_total-2032)*h(1322-sale_age)    6.953386e-04  2.254670e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.244430e+01 -6.552975e+01
h(age-4)                               -1.006323e+03 -1.301953e+03
h(4-age)                                .             .           
h(garage_spaces-3)*h(1698-sale_age)     2.977765e+01  1.466565e+01
h(sq_ft_total-2031)*h(age-4)           -1.282887e+00 -1.377764e+01
h(2031-sq_ft_total)*h(age-4)            .             1.790371e+00
h(4-age)*sale_age                       1.351673e+01  5.580212e+00
h(2032-sq_ft_total)*h(latitude-34.749) -1.479413e+03 -1.982715e+03
h(baths_total-3)                        3.267025e+05  2.405951e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             4.701923e+02  5.522119e+02
view_panoramicTRUE*h(sale_age-1698)     9.755284e+02  9.711608e+02
h(baths_total-3)*beds_total            -7.325322e+04 -5.024269e+04
h(3-baths_total)*h(garage_spaces-3)     7.426210e+04  7.379489e+04
h(sale_age-500)                        -2.151710e+01 -1.882312e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              1.652356e+02  .           
h(37-age)*h(3-baths_total)             -5.886731e+02 -5.984434e+02
h(age-16)*h(3-baths_total)              .            -1.157124e+02
                                                                  
h(sq_ft_total-2032)                     2.327612e+02  2.251543e+02
h(2032-sq_ft_total)                    -1.667872e+02 -1.660864e+02
h(sq_ft_total-2032)*h(age-16)           1.646354e+01  3.569279e+01
h(sale_age-1698)                       -1.948690e+02 -1.981917e+02
view_waterTRUE                          4.505015e+04  4.338027e+04
h(sq_ft_total-2032)*h(age-23)           .            -2.024565e+01
h(sq_ft_total-2032)*h(baths_total-3)    1.967018e+01  3.114176e+01
h(sq_ft_total-2032)*h(3-baths_total)    8.173780e+00  3.490449e+01
h(1-garage_spaces)                      2.046789e+04  2.065585e+04
h(sq_ft_total-2032)*h(sale_age-1322)    4.675441e-02  4.951541e-02
h(sq_ft_total-2032)*h(1322-sale_age)    4.250113e-02  3.301463e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.377574e+01 -6.818055e+01
h(age-4)                               -1.534001e+03 -1.614483e+03
h(4-age)                               -1.444593e+04 -1.399685e+04
h(garage_spaces-3)*h(1698-sale_age)     1.739196e+01  2.618767e+01
h(sq_ft_total-2031)*h(age-4)           -1.581288e+01 -1.910930e+01
h(2031-sq_ft_total)*h(age-4)            2.016091e+00  1.993197e+00
h(4-age)*sale_age                       1.719941e+01  1.730088e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.012864e+03 -2.026585e+03
h(baths_total-3)                        2.167516e+05  1.518661e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             5.532459e+02  4.076525e+02
view_panoramicTRUE*h(sale_age-1698)     9.863515e+02  9.832160e+02
h(baths_total-3)*beds_total            -4.367890e+04 -3.066809e+04
h(3-baths_total)*h(garage_spaces-3)     7.084980e+04  7.591544e+04
h(sale_age-500)                        -1.986441e+01 -1.910845e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)             -5.878276e+02 -7.564608e+02
h(age-16)*h(3-baths_total)             -8.165008e+01 -4.923666e+01
                                                                  
h(sq_ft_total-2032)                     2.251543e+02  2.250247e+02
h(2032-sq_ft_total)                    -1.660864e+02 -1.647723e+02
h(sq_ft_total-2032)*h(age-16)           3.569279e+01  3.571331e+01
h(sale_age-1698)                       -1.981917e+02 -1.980116e+02
view_waterTRUE                          4.338027e+04  4.341997e+04
h(sq_ft_total-2032)*h(age-23)          -2.024565e+01 -2.025894e+01
h(sq_ft_total-2032)*h(baths_total-3)    3.114176e+01  3.092616e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.490449e+01  3.398284e+01
h(1-garage_spaces)                      2.065585e+04  2.043688e+04
h(sq_ft_total-2032)*h(sale_age-1322)    4.951541e-02  4.941448e-02
h(sq_ft_total-2032)*h(1322-sale_age)    3.301463e-02  3.309200e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.818055e+01 -6.802107e+01
h(age-4)                               -1.614483e+03 -1.650362e+03
h(4-age)                               -1.399685e+04 -1.409080e+04
h(garage_spaces-3)*h(1698-sale_age)     2.618767e+01  2.601641e+01
h(sq_ft_total-2031)*h(age-4)           -1.910930e+01 -1.909752e+01
h(2031-sq_ft_total)*h(age-4)            1.993197e+00  1.936777e+00
h(4-age)*sale_age                       1.730088e+01  1.727394e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.026585e+03 -2.026105e+03
h(baths_total-3)                        1.518661e+05  1.519887e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             4.076525e+02  4.125316e+02
view_panoramicTRUE*h(sale_age-1698)     9.832160e+02  9.858292e+02
h(baths_total-3)*beds_total            -3.066809e+04 -3.060261e+04
h(3-baths_total)*h(garage_spaces-3)     7.591544e+04  7.593163e+04
h(sale_age-500)                        -1.910845e+01 -1.914325e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .             .           
h(age-37)*h(3-baths_total)              .             .           
h(37-age)*h(3-baths_total)             -7.564608e+02 -7.603215e+02
h(age-16)*h(3-baths_total)             -4.923666e+01  .           
                                                                  
h(sq_ft_total-2032)                     2.250247e+02  2.204474e+02
h(2032-sq_ft_total)                    -1.647723e+02 -2.170951e+02
h(sq_ft_total-2032)*h(age-16)           3.571331e+01  3.600183e+01
h(sale_age-1698)                       -1.980116e+02 -1.683479e+02
view_waterTRUE                          4.341997e+04  4.285978e+04
h(sq_ft_total-2032)*h(age-23)          -2.025894e+01 -1.966201e+01
h(sq_ft_total-2032)*h(baths_total-3)    3.092616e+01  2.984359e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.398284e+01  3.135388e+01
h(1-garage_spaces)                      2.043688e+04  2.414422e+04
h(sq_ft_total-2032)*h(sale_age-1322)    4.941448e-02  1.414372e-01
h(sq_ft_total-2032)*h(1322-sale_age)    3.309200e-02  4.121750e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.802107e+01 -6.933579e+01
h(age-4)                               -1.650362e+03 -1.752611e+03
h(4-age)                               -1.409080e+04 -1.567865e+04
h(garage_spaces-3)*h(1698-sale_age)     2.601641e+01  2.729482e+01
h(sq_ft_total-2031)*h(age-4)           -1.909752e+01 -1.944509e+01
h(2031-sq_ft_total)*h(age-4)            1.936777e+00  3.268368e+00
h(4-age)*sale_age                       1.727394e+01  1.832739e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.026105e+03 -2.141575e+03
h(baths_total-3)                        1.519887e+05  1.515372e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             4.125316e+02  4.142436e+02
view_panoramicTRUE*h(sale_age-1698)     9.858292e+02  9.822153e+02
h(baths_total-3)*beds_total            -3.060261e+04 -2.948600e+04
h(3-baths_total)*h(garage_spaces-3)     7.593163e+04  7.904596e+04
h(sale_age-500)                        -1.914325e+01 -2.094268e+01
h(sq_ft_total-1754)*h(sale_age-1698)    .            -1.673632e-01
h(age-37)*h(3-baths_total)              .            -1.333421e+03
h(37-age)*h(3-baths_total)             -7.603215e+02 -6.193927e+02
h(age-16)*h(3-baths_total)              .             4.649332e+02
                                                                  
h(sq_ft_total-2032)                     2.204474e+02  2.204474e+02
h(2032-sq_ft_total)                    -2.170951e+02 -2.170951e+02
h(sq_ft_total-2032)*h(age-16)           3.600183e+01  3.600183e+01
h(sale_age-1698)                       -1.683479e+02 -1.683479e+02
view_waterTRUE                          4.285978e+04  4.285978e+04
h(sq_ft_total-2032)*h(age-23)          -1.966201e+01 -1.966201e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.984359e+01  2.984359e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.135388e+01  3.135388e+01
h(1-garage_spaces)                      2.414422e+04  2.414422e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.414372e-01  1.414372e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.121750e-02  4.121750e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.933579e+01 -6.933579e+01
h(age-4)                               -1.752611e+03 -1.752611e+03
h(4-age)                               -1.567865e+04 -1.567865e+04
h(garage_spaces-3)*h(1698-sale_age)     2.729482e+01  2.729482e+01
h(sq_ft_total-2031)*h(age-4)           -1.944509e+01 -1.944509e+01
h(2031-sq_ft_total)*h(age-4)            3.268368e+00  3.268368e+00
h(4-age)*sale_age                       1.832739e+01  1.832739e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.141575e+03 -2.141575e+03
h(baths_total-3)                        1.515372e+05  1.515372e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             4.142436e+02  4.142436e+02
view_panoramicTRUE*h(sale_age-1698)     9.822153e+02  9.822153e+02
h(baths_total-3)*beds_total            -2.948600e+04 -2.948600e+04
h(3-baths_total)*h(garage_spaces-3)     7.904596e+04  7.904596e+04
h(sale_age-500)                        -2.094268e+01 -2.094268e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673632e-01 -1.673632e-01
h(age-37)*h(3-baths_total)             -1.333421e+03 -1.333421e+03
h(37-age)*h(3-baths_total)             -6.193927e+02 -6.193927e+02
h(age-16)*h(3-baths_total)              4.649332e+02  4.649332e+02
                                                                  
h(sq_ft_total-2032)                     2.204474e+02  2.204474e+02
h(2032-sq_ft_total)                    -2.170951e+02 -2.170951e+02
h(sq_ft_total-2032)*h(age-16)           3.600183e+01  3.600183e+01
h(sale_age-1698)                       -1.683479e+02 -1.683479e+02
view_waterTRUE                          4.285978e+04  4.285978e+04
h(sq_ft_total-2032)*h(age-23)          -1.966201e+01 -1.966201e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.984359e+01  2.984359e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.135388e+01  3.135388e+01
h(1-garage_spaces)                      2.414422e+04  2.414422e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.414372e-01  1.414372e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.121750e-02  4.121750e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.933579e+01 -6.933579e+01
h(age-4)                               -1.752611e+03 -1.752611e+03
h(4-age)                               -1.567865e+04 -1.567865e+04
h(garage_spaces-3)*h(1698-sale_age)     2.729482e+01  2.729482e+01
h(sq_ft_total-2031)*h(age-4)           -1.944509e+01 -1.944509e+01
h(2031-sq_ft_total)*h(age-4)            3.268368e+00  3.268368e+00
h(4-age)*sale_age                       1.832739e+01  1.832739e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.141575e+03 -2.141575e+03
h(baths_total-3)                        1.515372e+05  1.515372e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             4.142436e+02  4.142436e+02
view_panoramicTRUE*h(sale_age-1698)     9.822153e+02  9.822153e+02
h(baths_total-3)*beds_total            -2.948600e+04 -2.948600e+04
h(3-baths_total)*h(garage_spaces-3)     7.904596e+04  7.904596e+04
h(sale_age-500)                        -2.094268e+01 -2.094268e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673632e-01 -1.673632e-01
h(age-37)*h(3-baths_total)             -1.333421e+03 -1.333421e+03
h(37-age)*h(3-baths_total)             -6.193927e+02 -6.193927e+02
h(age-16)*h(3-baths_total)              4.649332e+02  4.649332e+02
                                                                  
h(sq_ft_total-2032)                     2.204474e+02  2.204474e+02
h(2032-sq_ft_total)                    -2.170951e+02 -2.170951e+02
h(sq_ft_total-2032)*h(age-16)           3.600183e+01  3.600183e+01
h(sale_age-1698)                       -1.683479e+02 -1.683479e+02
view_waterTRUE                          4.285978e+04  4.285978e+04
h(sq_ft_total-2032)*h(age-23)          -1.966201e+01 -1.966201e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.984359e+01  2.984359e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.135388e+01  3.135388e+01
h(1-garage_spaces)                      2.414422e+04  2.414422e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.414372e-01  1.414372e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.121750e-02  4.121750e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.933579e+01 -6.933579e+01
h(age-4)                               -1.752611e+03 -1.752611e+03
h(4-age)                               -1.567865e+04 -1.567865e+04
h(garage_spaces-3)*h(1698-sale_age)     2.729482e+01  2.729482e+01
h(sq_ft_total-2031)*h(age-4)           -1.944509e+01 -1.944509e+01
h(2031-sq_ft_total)*h(age-4)            3.268368e+00  3.268368e+00
h(4-age)*sale_age                       1.832739e+01  1.832739e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.141575e+03 -2.141575e+03
h(baths_total-3)                        1.515372e+05  1.515372e+05
h(3-baths_total)                        .             .           
h(age-4)*h(garage_spaces-2)             4.142436e+02  4.142436e+02
view_panoramicTRUE*h(sale_age-1698)     9.822153e+02  9.822153e+02
h(baths_total-3)*beds_total            -2.948600e+04 -2.948600e+04
h(3-baths_total)*h(garage_spaces-3)     7.904596e+04  7.904596e+04
h(sale_age-500)                        -2.094268e+01 -2.094268e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673632e-01 -1.673632e-01
h(age-37)*h(3-baths_total)             -1.333421e+03 -1.333421e+03
h(37-age)*h(3-baths_total)             -6.193927e+02 -6.193927e+02
h(age-16)*h(3-baths_total)              4.649332e+02  4.649332e+02
                                                                  
h(sq_ft_total-2032)                     2.204474e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.170951e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.600183e+01  3.659386e+01
h(sale_age-1698)                       -1.683479e+02 -1.683748e+02
view_waterTRUE                          4.285978e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -1.966201e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.984359e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.135388e+01  3.572245e+01
h(1-garage_spaces)                      2.414422e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.414372e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.121750e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.933579e+01 -6.980569e+01
h(age-4)                               -1.752611e+03 -1.915108e+03
h(4-age)                               -1.567865e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.729482e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.944509e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.268368e+00  3.080627e+00
h(4-age)*sale_age                       1.832739e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.141575e+03 -2.098118e+03
h(baths_total-3)                        1.515372e+05  1.497599e+05
h(3-baths_total)                        .            -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.142436e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.822153e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.948600e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     7.904596e+04  8.050991e+04
h(sale_age-500)                        -2.094268e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673632e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -1.333421e+03 -4.846881e+03
h(37-age)*h(3-baths_total)             -6.193927e+02  2.667110e+03
h(age-16)*h(3-baths_total)              4.649332e+02  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.176609e+02  2.176609e+02
h(2032-sq_ft_total)                    -2.149859e+02 -2.149859e+02
h(sq_ft_total-2032)*h(age-16)           3.624436e+01  3.624436e+01
h(sale_age-1698)                       -1.683652e+02 -1.683652e+02
view_waterTRUE                          4.296751e+04  4.296751e+04
h(sq_ft_total-2032)*h(age-23)          -1.992608e+01 -1.992608e+01
h(sq_ft_total-2032)*h(baths_total-3)    3.004321e+01  3.004321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.438256e+01  3.438256e+01
h(1-garage_spaces)                      2.437846e+04  2.437846e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434799e-01  1.434799e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.119871e-02  4.119871e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.939718e+01 -6.939718e+01
h(age-4)                               -1.868018e+03 -1.868018e+03
h(4-age)                               -1.799002e+04 -1.799002e+04
h(garage_spaces-3)*h(1698-sale_age)     2.713686e+01  2.713686e+01
h(sq_ft_total-2031)*h(age-4)           -1.946239e+01 -1.946239e+01
h(2031-sq_ft_total)*h(age-4)            3.211979e+00  3.211979e+00
h(4-age)*sale_age                       1.867104e+01  1.867104e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.122300e+03 -2.122300e+03
h(baths_total-3)                        1.502522e+05  1.502522e+05
h(3-baths_total)                       -1.824893e+04 -1.824893e+04
h(age-4)*h(garage_spaces-2)             4.162704e+02  4.162704e+02
view_panoramicTRUE*h(sale_age-1698)     9.832449e+02  9.832449e+02
h(baths_total-3)*beds_total            -2.906949e+04 -2.906949e+04
h(3-baths_total)*h(garage_spaces-3)     8.007795e+04  8.007795e+04
h(sale_age-500)                        -2.102588e+01 -2.102588e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.685303e-01 -1.685303e-01
h(age-37)*h(3-baths_total)             -2.098251e+03 -2.098251e+03
h(37-age)*h(3-baths_total)              .             .           
h(age-16)*h(3-baths_total)              1.307280e+03  1.307280e+03
                                                                  
h(sq_ft_total-2032)                     2.176609e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.149859e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.624436e+01  3.659386e+01
h(sale_age-1698)                       -1.683652e+02 -1.683748e+02
view_waterTRUE                          4.296751e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -1.992608e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    3.004321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.438256e+01  3.572245e+01
h(1-garage_spaces)                      2.437846e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434799e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.119871e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.939718e+01 -6.980569e+01
h(age-4)                               -1.868018e+03 -1.915108e+03
h(4-age)                               -1.799002e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.713686e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.946239e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.211979e+00  3.080627e+00
h(4-age)*sale_age                       1.867104e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.122300e+03 -2.098118e+03
h(baths_total-3)                        1.502522e+05  1.497599e+05
h(3-baths_total)                       -1.824893e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.162704e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832449e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.906949e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.007795e+04  8.050991e+04
h(sale_age-500)                        -2.102588e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.685303e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -2.098251e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              .             2.667110e+03
h(age-16)*h(3-baths_total)              1.307280e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03
                                                                  
h(sq_ft_total-2032)                     2.192150e+02  2.192150e+02
h(2032-sq_ft_total)                    -2.102489e+02 -2.102489e+02
h(sq_ft_total-2032)*h(age-16)           3.659386e+01  3.659386e+01
h(sale_age-1698)                       -1.683748e+02 -1.683748e+02
view_waterTRUE                          4.333949e+04  4.333949e+04
h(sq_ft_total-2032)*h(age-23)          -2.009296e+01 -2.009296e+01
h(sq_ft_total-2032)*h(baths_total-3)    2.897321e+01  2.897321e+01
h(sq_ft_total-2032)*h(3-baths_total)    3.572245e+01  3.572245e+01
h(1-garage_spaces)                      2.496083e+04  2.496083e+04
h(sq_ft_total-2032)*h(sale_age-1322)    1.434553e-01  1.434553e-01
h(sq_ft_total-2032)*h(1322-sale_age)    4.161355e-02  4.161355e-02
h(sq_ft_total-2032)*h(2-garage_spaces) -6.980569e+01 -6.980569e+01
h(age-4)                               -1.915108e+03 -1.915108e+03
h(4-age)                               -2.677682e+04 -2.677682e+04
h(garage_spaces-3)*h(1698-sale_age)     2.637305e+01  2.637305e+01
h(sq_ft_total-2031)*h(age-4)           -1.969946e+01 -1.969946e+01
h(2031-sq_ft_total)*h(age-4)            3.080627e+00  3.080627e+00
h(4-age)*sale_age                       2.083197e+01  2.083197e+01
h(2032-sq_ft_total)*h(latitude-34.749) -2.098118e+03 -2.098118e+03
h(baths_total-3)                        1.497599e+05  1.497599e+05
h(3-baths_total)                       -7.805005e+04 -7.805005e+04
h(age-4)*h(garage_spaces-2)             4.204937e+02  4.204937e+02
view_panoramicTRUE*h(sale_age-1698)     9.832904e+02  9.832904e+02
h(baths_total-3)*beds_total            -2.844430e+04 -2.844430e+04
h(3-baths_total)*h(garage_spaces-3)     8.050991e+04  8.050991e+04
h(sale_age-500)                        -2.106643e+01 -2.106643e+01
h(sq_ft_total-1754)*h(sale_age-1698)   -1.673177e-01 -1.673177e-01
h(age-37)*h(3-baths_total)             -4.846881e+03 -4.846881e+03
h(37-age)*h(3-baths_total)              2.667110e+03  2.667110e+03
h(age-16)*h(3-baths_total)              4.131819e+03  4.131819e+03

$df
 [1]  0  2  2  2  2  4  6  7  7  7  8 10 10 10 10 11 11 11 12 13 15 15 15 16 16
[26] 16 17 17 18 18 18 19 19 19 21 21 22 22 24 26 27 27 26 26 29 29 29 29 29 29
[51] 29 29 30 30 30 29 29 29 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30
[76] 30 30 30 30 30 30 30 30 30 30

$dim
[1] 30 85

$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$dev.ratio
 [1] 0.0000000 0.5201873 0.5201873 0.5201873 0.5201873 0.5697826 0.6593219
 [8] 0.7119835 0.7119835 0.7119835 0.7265588 0.7314406 0.7314406 0.7314406
[15] 0.7314406 0.7359323 0.7359323 0.7343677 0.7407187 0.7412938 0.7476297
[22] 0.7476297 0.7476297 0.7502722 0.7502722 0.7502722 0.7502741 0.7502741
[29] 0.7520729 0.7520729 0.7520729 0.7530445 0.7539972 0.7539972 0.7822842
[36] 0.7803608 0.7804594 0.7804594 0.7988374 0.8023792 0.8142152 0.8142152
[43] 0.8142037 0.8142037 0.8176415 0.8176415 0.8176415 0.8176415 0.8176415
[50] 0.8176415 0.8176415 0.8176415 0.8196304 0.8196304 0.8196304 0.8183365
[57] 0.8183365 0.8183365 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304
[64] 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304
[71] 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304
[78] 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304 0.8196304
[85] 0.8196304

$nulldev
[1] 7.392684e+12

$npasses
[1] 4030

$jerr
[1] 0

$offset
[1] FALSE

$call
glmnet(x = x, y = ..1, family = "gaussian", weights = ..2, offset = ..3, 
    alpha = 0.5, nlambda = 100L, lambda.min.ratio = 1e-05, lambda = ..4, 
    standardize = TRUE, intercept = TRUE, thresh = 1e-07, penalty.factor = c(1, 
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1), lower.limits = c(-Inf, -Inf, 
    -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, 
    -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, 
    -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf, -Inf), upper.limits = c(Inf, 
    Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, 
    Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, Inf, 
    Inf, Inf, Inf, Inf, Inf), maxit = 100000L, trace.it = ..5)

$nobs
[1] 780

attr(,"class")
[1] "elnet"  "glmnet"

attr(,"class")
[1] "relaxed" "elnet"   "glmnet" 

$lambda.min
[1] 6.886483

$lambda.1se
[1] 99.91107

$index
    Lambda
min     85
1se     62

$relaxed
$relaxed$statlist
$relaxed$statlist$`g:0`
$relaxed$statlist$`g:0`$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$relaxed$statlist$`g:0`$cvm
 [1] 8829702281 5487536924 4657855711 4658285619 4707746471 4516937183
 [7] 3917566479 3453174846 3287343119 3317322737 3229295698 3041619902
[13] 2918213108 2906136655 2919884064 2913626366 2921329435 2898215471
[19] 2934332436 2948944162 2955251626 2970819044 2963233613 2937629803
[25] 2936755584 2926055750 2917833637 2944416835 2956257398 2934554276
[31] 2947026527 2952243886 2954587392 2980275447 2962821678 2874850079
[37] 2919266841 2925407585 2898810256 2755593808 2710405239 2580526211
[43] 2538863117 2508102496 2472005424 2388813618 2397165340 2400037093
[49] 2244673481 2032614013 2035323230 2039211218 2032843997 2047344668
[55] 2046569196 2042044228 2036708552 2016002336 2014173609 2003387457
[61] 2008267823 2006722846 2002298270 2002298206 2002298146 2002298088
[67] 2002298036 2002854123 2007174344 2002297911 2002297877 2002297845
[73] 2002297816 2002297790 2002297766 2002297744 2002297725 2002297707
[79] 2002297691 2002297677 2002297664 2002297652 2002297641 2002297631
[85] 2002297622

$relaxed$statlist$`g:0`$cvsd
 [1] 1398346004 1101528110  627637514  630361980  652915373  710744895
 [7]  712923085  693340558  639920114  631391633  577873108  461700829
[13]  421823069  420429878  422949121  442407490  443850753  452113790
[19]  471291472  471680407  466753727  473807730  466135839  450776260
[25]  450543450  451715124  463643184  484817885  490900530  500800169
[31]  518038507  517280083  517905228  512807976  502163164  490563068
[37]  507709580  537345208  537504884  534701616  538793924  543556739
[43]  526673072  497285804  462955764  408604807  413714764  424333730
[49]  283893015  140070242  139410342  133327767  131769018  144073553
[55]  145085959  143421437  135034597  125666537  126312175  130034338
[61]  131672944  131136772  129690858  129690833  129690810  129690788
[67]  129690768  129537222  128420334  129690718  129690705  129690692
[73]  129690681  129690672  129690663  129690655  129690648  129690642
[79]  129690637  129690631  129690627  129690623  129690619  129690616
[85]  129690612

$relaxed$statlist$`g:0`$cvup
 [1] 10228048285  6589065034  5285493225  5288647599  5360661843  5227682078
 [7]  4630489565  4146515403  3927263233  3948714370  3807168805  3503320730
[13]  3340036178  3326566533  3342833185  3356033856  3365180187  3350329262
[19]  3405623909  3420624569  3422005352  3444626774  3429369452  3388406063
[25]  3387299033  3377770874  3381476820  3429234720  3447157928  3435354445
[31]  3465065034  3469523969  3472492621  3493083424  3464984842  3365413147
[37]  3426976421  3462752793  3436315141  3290295424  3249199163  3124082950
[43]  3065536189  3005388300  2934961188  2797418424  2810880104  2824370823
[49]  2528566495  2172684255  2174733572  2172538984  2164613015  2191418221
[55]  2191655155  2185465664  2171743150  2141668872  2140485784  2133421795
[61]  2139940767  2137859617  2131989129  2131989039  2131988956  2131988877
[67]  2131988804  2132391345  2135594678  2131988629  2131988581  2131988537
[73]  2131988498  2131988462  2131988429  2131988400  2131988373  2131988349
[79]  2131988328  2131988309  2131988291  2131988275  2131988261  2131988247
[85]  2131988234

$relaxed$statlist$`g:0`$cvlo
 [1] 7431356277 4386008814 4030218197 4027923639 4054831098 3806192288
 [7] 3204643394 2759834288 2647423004 2685931104 2651422590 2579919073
[13] 2496390039 2485706777 2496934943 2471218876 2477478682 2446101681
[19] 2463040964 2477263754 2488497899 2497011313 2497097774 2486853542
[25] 2486212134 2474340626 2454190453 2459598950 2465356868 2433754108
[31] 2428988020 2434963802 2436682164 2467467471 2460658514 2384287011
[37] 2411557260 2388062377 2361305372 2220892192 2171611315 2036969472
[43] 2012190044 2010816693 2009049660 1980208811 1983450577 1975703362
[49] 1960780466 1892543770 1895912889 1905883451 1901074979 1903271114
[55] 1901483238 1898622791 1901673955 1890335799 1887861434 1873353119
[61] 1876594880 1875586074 1872607412 1872607373 1872607336 1872607300
[67] 1872607267 1873316901 1878754009 1872607193 1872607172 1872607153
[73] 1872607135 1872607118 1872607103 1872607089 1872607077 1872607065
[79] 1872607055 1872607046 1872607037 1872607029 1872607022 1872607016
[85] 1872607010

$relaxed$statlist$`g:0`$nzero
 s0  s1  s2  s3  s4  s5  s6  s7  s8  s9 s10 s11 s12 s13 s14 s15 s16 s17 s18 s19 
  0   2   2   2   2   4   6   7   7   7   8  10  10  10  10  11  11  11  12  13 
s20 s21 s22 s23 s24 s25 s26 s27 s28 s29 s30 s31 s32 s33 s34 s35 s36 s37 s38 s39 
 15  15  15  16  16  16  17  17  18  18  18  19  19  19  21  21  22  22  24  26 
s40 s41 s42 s43 s44 s45 s46 s47 s48 s49 s50 s51 s52 s53 s54 s55 s56 s57 s58 s59 
 27  27  26  26  29  29  29  29  29  29  29  29  30  30  30  29  29  29  30  30 
s60 s61 s62 s63 s64 s65 s66 s67 s68 s69 s70 s71 s72 s73 s74 s75 s76 s77 s78 s79 
 30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30 
s80 s81 s82 s83 s84 
 30  30  30  30  30 


$relaxed$statlist$`g:0.25`
$relaxed$statlist$`g:0.25`$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$relaxed$statlist$`g:0.25`$cvm
 [1] 8967534713 5744589614 4877906303 4848662463 4836055796 4631854679
 [7] 4024812413 3490995023 3319195987 3317806451 3226084152 3061816085
[13] 2955483876 2936048914 2933118857 2924581893 2928126987 2908682218
[19] 2928423419 2938268460 2936977618 2944335802 2931385608 2910650844
[25] 2911324934 2904670396 2897011194 2918638938 2928041612 2910641069
[31] 2919106082 2923395287 2924956693 2939816845 2917808656 2831117439
[37] 2861111951 2869551971 2847773799 2729426814 2684005455 2571228652
[43] 2530490012 2501636126 2470275121 2402002108 2406435422 2407130330
[49] 2284340205 2095594524 2092263892 2088735791 2079592754 2090590244
[55] 2087466918 2079975585 2070193613 2047232582 2042673842 2031443334
[61] 2032535936 2028993935 2023220668 2021132286 2019228841 2017457559
[67] 2015866775 2014883338 2016932110 2012182068 2011209715 2010315736
[73] 2009516314 2008791085 2008139236 2007560119 2007034195 2006568124
[79] 2006151333 2005777502 2005434898 2005131031 2004850436 2004588921
[85] 2004355299

$relaxed$statlist$`g:0.25`$cvsd
 [1] 1367734822 1186914715  755019089  744465916  742000440  773012842
 [7]  776601251  755813460  703338155  692198025  642132198  539830837
[13]  500843393  491814242  487863916  495226870  489943204  493021216
[19]  504310159  500519060  493855100  495265479  485988606  469476075
[25]  467097441  466005364  473966186  489189057  492893438  499890529
[31]  511487052  511868516  513071403  509874463  503883315  491656733
[37]  504021727  527153142  528499670  525570457  530415675  537223100
[43]  526458684  503430935  477028051  434124571  435768277  442548606
[49]  329480723  181140226  176656935  166507265  161326895  173909023
[55]  173317634  169516245  157854206  143087932  141587818  142607978
[61]  142192511  140585831  138437388  137422199  136525363  135718044
[67]  135006308  134272130  132875489  133312572  132877448  132492846
[73]  132160500  131867331  131608874  131383796  131183838  131007220
[79]  130854594  130715375  130592226  130483274  130382706  130290751
[85]  130203469

$relaxed$statlist$`g:0.25`$cvup
 [1] 10335269535  6931504330  5632925392  5593128378  5578056236  5404867521
 [7]  4801413664  4246808483  4022534142  4010004476  3868216350  3601646922
[13]  3456327269  3427863156  3420982773  3419808763  3418070191  3401703434
[19]  3432733578  3438787520  3430832718  3439601281  3417374214  3380126920
[25]  3378422374  3370675760  3370977380  3407827995  3420935050  3410531598
[31]  3430593134  3435263803  3438028096  3449691308  3421691971  3322774171
[37]  3365133678  3396705113  3376273469  3254997271  3214421130  3108451752
[43]  3056948695  3005067061  2947303172  2836126679  2842203699  2849678936
[49]  2613820928  2276734750  2268920827  2255243056  2240919649  2264499267
[55]  2260784552  2249491830  2228047818  2190320514  2184261660  2174051312
[61]  2174728448  2169579766  2161658056  2158554486  2155754204  2153175603
[67]  2150873083  2149155468  2149807599  2145494640  2144087163  2142808582
[73]  2141676814  2140658416  2139748110  2138943915  2138218033  2137575344
[79]  2137005926  2136492877  2136027124  2135614306  2135233143  2134879672
[85]  2134558768

$relaxed$statlist$`g:0.25`$cvlo
 [1] 7599799891 4557674899 4122887214 4104196547 4094055356 3858841837
 [7] 3248211163 2735181563 2615857833 2625608426 2583951953 2521985248
[13] 2454640482 2444234671 2445254942 2429355023 2438183783 2415661002
[19] 2424113261 2437749400 2443122519 2449070324 2445397002 2441174769
[25] 2444227493 2438665032 2423045008 2429449882 2435148173 2410750540
[31] 2407619031 2411526771 2411885289 2429942382 2413925341 2339460706
[37] 2357090224 2342398828 2319274129 2203856358 2153589780 2034005552
[43] 2004031328 1998205191 1993247069 1967877536 1970667144 1964581723
[49] 1954859482 1914454298 1915606957 1922228526 1918265859 1916681221
[55] 1914149284 1910459340 1912339407 1904144651 1901086023 1888835356
[61] 1890343425 1888408104 1884783279 1883710087 1882703478 1881739515
[67] 1880860467 1880611207 1884056621 1878869495 1878332267 1877822889
[73] 1877355814 1876923754 1876530361 1876176323 1875850358 1875560904
[79] 1875296739 1875062128 1874842672 1874647757 1874467730 1874298169
[85] 1874151829

$relaxed$statlist$`g:0.25`$nzero
 s0  s1  s2  s3  s4  s5  s6  s7  s8  s9 s10 s11 s12 s13 s14 s15 s16 s17 s18 s19 
  0   2   2   2   2   4   6   7   7   7   8  10  10  10  10  11  11  11  12  13 
s20 s21 s22 s23 s24 s25 s26 s27 s28 s29 s30 s31 s32 s33 s34 s35 s36 s37 s38 s39 
 15  15  15  16  16  16  17  17  18  18  18  19  19  19  21  21  22  22  24  26 
s40 s41 s42 s43 s44 s45 s46 s47 s48 s49 s50 s51 s52 s53 s54 s55 s56 s57 s58 s59 
 27  27  26  26  29  29  29  29  29  29  29  29  30  30  30  29  29  29  30  30 
s60 s61 s62 s63 s64 s65 s66 s67 s68 s69 s70 s71 s72 s73 s74 s75 s76 s77 s78 s79 
 30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30 
s80 s81 s82 s83 s84 
 30  30  30  30  30 


$relaxed$statlist$`g:0.5`
$relaxed$statlist$`g:0.5`$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$relaxed$statlist$`g:0.5`$cvm
 [1] 9116430069 6412246050 5562644863 5425336673 5298887342 5043555621
 [7] 4459178914 3894877724 3665490147 3580336435 3445364989 3270813392
[13] 3148097741 3092650604 3052902809 3020826313 3002612102 2972892195
[19] 2968897296 2964887265 2952150034 2947296882 2928079874 2908173655
[25] 2905496885 2899011259 2890649282 2904467944 2910103519 2896804555
[31] 2900961017 2903660567 2904336188 2911362037 2890570633 2816811494
[37] 2832273253 2839151086 2821787649 2733450188 2692041269 2602391771
[43] 2564124136 2536184840 2507114862 2451575103 2447019466 2441298038
[49] 2350590279 2198585113 2183484199 2168833486 2152563785 2153690252
[55] 2144218909 2131478659 2116467572 2091760967 2082317263 2068909505
[61] 2064521839 2057635461 2049515257 2044383588 2039780965 2035568763
[67] 2031831265 2028851560 2028243389 2023338424 2021149165 2019161322
[73] 2017402040 2015821116 2014412556 2013169898 2012050211 2011063605
[79] 2010186552 2009403472 2008690128 2008060460 2007482250 2006946217
[85] 2006470351

$relaxed$statlist$`g:0.5`$cvsd
 [1] 1334886285 1239000625  896014586  871576951  848876303  852283756
 [7]  849823652  829561873  780516333  763543793  718167252  632357506
[13]  591631073  572730869  559669736  554349515  541806702  537272141
[19]  539516946  531508937  522616069  518957896  508410014  491788665
[25]  486599364  482717073  485880355  494697095  495985169  499934995
[31]  506560266  507485875  508899682  507384498  504831624  493921202
[37]  501916849  518267077  520533508  517794467  522487745  528171087
[43]  522583315  506694995  488545416  457604718  455639410  458428222
[49]  377332030  251058026  238938775  223279469  212249661  218099644
[55]  212757600  205052869  190573789  172298884  166718357  163313104
[61]  159480599  155544110  151660396  148800154  146322798  144141846
[67]  142253234  140560257  138572705  137935293  136866409  135935642
[73]  135142396  134452414  133852488  133336685  132883848  132488212
[79]  132149444  131844266  131576107  131341108  131126932  130932730
[85]  130749921

$relaxed$statlist$`g:0.5`$cvup
 [1] 10451316354  7651246676  6458659449  6296913624  6147763644  5895839376
 [7]  5309002566  4724439597  4446006480  4343880228  4163532241  3903170898
[13]  3739728814  3665381473  3612572545  3575175828  3544418804  3510164336
[19]  3508414242  3496396202  3474766102  3466254778  3436489888  3399962320
[25]  3392096249  3381728331  3376529637  3399165039  3406088689  3396739549
[31]  3407521283  3411146442  3413235870  3418746535  3395402256  3310732696
[37]  3334190102  3357418163  3342321158  3251244656  3214529015  3130562858
[43]  3086707451  3042879835  2995660279  2909179821  2902658875  2899726260
[49]  2727922309  2449643140  2422422974  2392112956  2364813446  2371789896
[55]  2356976509  2336531528  2307041361  2264059851  2249035619  2232222609
[61]  2224002438  2213179570  2201175653  2193183742  2186103762  2179710609
[67]  2174084500  2169411817  2166816093  2161273717  2158015574  2155096964
[73]  2152544437  2150273530  2148265044  2146506584  2144934059  2143551817
[79]  2142335996  2141247737  2140266234  2139401568  2138609183  2137878947
[85]  2137220273

$relaxed$statlist$`g:0.5`$cvlo
 [1] 7781543784 5173245425 4666630277 4553759722 4450011039 4191271865
 [7] 3609355263 3065315851 2884973814 2816792642 2727197737 2638455886
[13] 2556466667 2519919736 2493233073 2466476798 2460805399 2435620054
[19] 2429380349 2433378328 2429533965 2428338985 2419669860 2416384990
[25] 2418897521 2416294186 2404768927 2409770848 2414118350 2396869560
[31] 2394400750 2396174692 2395436505 2403977539 2385739009 2322890292
[37] 2330356404 2320884009 2301254141 2215655721 2169553524 2074220684
[43] 2041540821 2029489845 2018569446 1993970386 1991380056 1982869816
[49] 1973258249 1947527087 1944545424 1945554017 1940314124 1935590609
[55] 1931461309 1926425790 1925893782 1919462083 1915598906 1905596401
[61] 1905041240 1902091351 1897854861 1895583434 1893458167 1891426917
[67] 1889578031 1888291302 1889670684 1885403131 1884282756 1883225680
[73] 1882259644 1881368702 1880560068 1879833213 1879166362 1878575393
[79] 1878037108 1877559206 1877114021 1876719352 1876355318 1876013488
[85] 1875720430

$relaxed$statlist$`g:0.5`$nzero
 s0  s1  s2  s3  s4  s5  s6  s7  s8  s9 s10 s11 s12 s13 s14 s15 s16 s17 s18 s19 
  0   2   2   2   2   4   6   7   7   7   8  10  10  10  10  11  11  11  12  13 
s20 s21 s22 s23 s24 s25 s26 s27 s28 s29 s30 s31 s32 s33 s34 s35 s36 s37 s38 s39 
 15  15  15  16  16  16  17  17  18  18  18  19  19  19  21  21  22  22  24  26 
s40 s41 s42 s43 s44 s45 s46 s47 s48 s49 s50 s51 s52 s53 s54 s55 s56 s57 s58 s59 
 27  27  26  26  29  29  29  29  29  29  29  29  30  30  30  29  29  29  30  30 
s60 s61 s62 s63 s64 s65 s66 s67 s68 s69 s70 s71 s72 s73 s74 s75 s76 s77 s78 s79 
 30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30 
s80 s81 s82 s83 s84 
 30  30  30  30  30 


$relaxed$statlist$`g:0.75`
$relaxed$statlist$`g:0.75`$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$relaxed$statlist$`g:0.75`$cvm
 [1] 9276383059 7490504162 6712071882 6388308360 6096242667 5752041347
 [7] 5220668234 4664828757 4326230613 4104917913 3887142789 3668614790
[13] 3496056319 3375943064 3279237520 3202360894 3144785859 3090846058
[19] 3055755230 3028801749 3000770271 2979703930 2953318257 2930199803
[25] 2919272847 2909079508 2898749022 2901905114 2902444455 2893045892
[31] 2892592643 2893041062 2892727243 2894912881 2881109765 2831934583
[37] 2832753658 2834207675 2820854351 2767665581 2734514427 2674016750
[43] 2639766664 2611749718 2582525491 2537532805 2518917728 2502540476
[49] 2443422649 2341584063 2308982560 2279502935 2251755744 2236643360
[55] 2216823850 2196552202 2175529345 2149586506 2133102955 2115785037
[61] 2104224714 2092646659 2081181309 2072051446 2063953912 2056631154
[67] 2050191012 2044758347 2041107821 2035766610 2032115890 2028834300
[73] 2025954719 2023387634 2021117503 2019126878 2017345587 2015783984
[79] 2014403198 2013175448 2012063230 2011085827 2010192983 2009369431
[85] 2008642699

$relaxed$statlist$`g:0.75`$cvsd
 [1] 1299991147 1259588365 1046720070 1007970111  968666374  944713373
 [7]  924556315  901146907  858855278  835514257  796417005  731237640
[13]  688964674  659266096  635340787  617166140  597283922  583747027
[19]  575891556  563758476  552232253  543932734  532467359  517016777
[25]  508532056  501469088  499193507  501260058  500127782  500944911
[31]  503309392  504188510  505424220  505300603  504927847  497344326
[37]  500955860  510238111  513076750  511495238  515116930  518510403
[43]  517005838  508774359  498816837  480058513  474165930  472610753
[49]  427712213  346431898  323641494  300950774  281927337  274981295
[55]  262203315  249069377  232282387  212736099  201406998  192139656
[61]  183670590  176174406  169492105  163957423  159206199  155070770
[67]  151523804  148477032  145568256  143607789  141695851  140048531
[73]  138658836  137462924  136434250  135558856  134797766  134138851
[79]  133579048  133080136  132644330  132265632  131924405  131617361
[85]  131330559

$relaxed$statlist$`g:0.75`$cvup
 [1] 10576374205  8750092527  7758791952  7396278472  7064909041  6696754719
 [7]  6145224549  5565975664  5185085891  4940432170  4683559794  4399852430
[13]  4185020993  4035209160  3914578307  3819527034  3742069781  3674593085
[19]  3631646785  3592560225  3553002525  3523636663  3485785616  3447216580
[25]  3427804903  3410548596  3397942529  3403165172  3402572237  3393990804
[31]  3395902035  3397229572  3398151463  3400213484  3386037612  3329278909
[37]  3333709518  3344445785  3333931102  3279160819  3249631357  3192527153
[43]  3156772502  3120524077  3081342327  3017591318  2993083659  2975151229
[49]  2871134862  2688015961  2632624054  2580453709  2533683081  2511624655
[55]  2479027165  2445621579  2407811731  2362322604  2334509953  2307924693
[61]  2287895305  2268821065  2250673414  2236008869  2223160110  2211701924
[67]  2201714816  2193235378  2186676077  2179374399  2173811740  2168882832
[73]  2164613555  2160850558  2157551754  2154685734  2152143353  2149922835
[79]  2147982246  2146255584  2144707560  2143351459  2142117388  2140986793
[85]  2139973258

$relaxed$statlist$`g:0.75`$cvlo
 [1] 7976391912 6230915797 5665351812 5380338249 5127576293 4807327974
 [7] 4296111919 3763681851 3467375334 3269403657 3090725784 2937377150
[13] 2807091645 2716676968 2643896734 2585194754 2547501938 2507099031
[19] 2479863674 2465043273 2448538018 2435771196 2420850898 2413183026
[25] 2410740791 2407610421 2399555516 2400645056 2402316673 2392100981
[31] 2389283251 2388852552 2387303023 2389612278 2376181918 2334590257
[37] 2331797799 2323969564 2307777601 2256170342 2219397497 2155506347
[43] 2122760826 2102975359 2083708654 2057474292 2044751798 2029929723
[49] 2015710437 1995152165 1985341065 1978552160 1969828407 1961662065
[55] 1954620535 1947482826 1943246958 1936850407 1931695956 1923645380
[61] 1920554124 1916472252 1911689205 1908094023 1904747713 1901560383
[67] 1898667208 1896281315 1895539564 1892158821 1890420039 1888785769
[73] 1887295883 1885924710 1884683253 1883568023 1882547821 1881645133
[79] 1880824151 1880095312 1879418900 1878820194 1878268578 1877752070
[85] 1877312140

$relaxed$statlist$`g:0.75`$nzero
 s0  s1  s2  s3  s4  s5  s6  s7  s8  s9 s10 s11 s12 s13 s14 s15 s16 s17 s18 s19 
  0   2   2   2   2   4   6   7   7   7   8  10  10  10  10  11  11  11  12  13 
s20 s21 s22 s23 s24 s25 s26 s27 s28 s29 s30 s31 s32 s33 s34 s35 s36 s37 s38 s39 
 15  15  15  16  16  16  17  17  18  18  18  19  19  19  21  21  22  22  24  26 
s40 s41 s42 s43 s44 s45 s46 s47 s48 s49 s50 s51 s52 s53 s54 s55 s56 s57 s58 s59 
 27  27  26  26  29  29  29  29  29  29  29  29  30  30  30  29  29  29  30  30 
s60 s61 s62 s63 s64 s65 s66 s67 s68 s69 s70 s71 s72 s73 s74 s75 s76 s77 s78 s79 
 30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30 
s80 s81 s82 s83 s84 
 30  30  30  30  30 


$relaxed$statlist$`g:1`
$relaxed$statlist$`g:1`$lambda
 [1] 1.203432e+05 1.071314e+05 9.536996e+04 8.489978e+04 7.557906e+04
 [6] 6.728162e+04 5.989511e+04 5.331953e+04 4.746585e+04 4.225482e+04
[11] 3.761588e+04 3.348622e+04 2.980994e+04 2.653726e+04 2.362387e+04
[16] 2.103032e+04 1.872151e+04 1.666617e+04 1.483648e+04 1.320766e+04
[21] 1.175765e+04 1.046684e+04 9.317740e+03 8.294793e+03 7.384150e+03
[26] 6.573481e+03 5.851812e+03 5.209372e+03 4.637461e+03 4.128338e+03
[31] 3.675109e+03 3.271637e+03 2.912461e+03 2.592716e+03 2.308075e+03
[36] 2.054683e+03 1.829110e+03 1.628302e+03 1.449539e+03 1.290401e+03
[41] 1.148735e+03 1.022621e+03 9.103525e+02 8.104095e+02 7.214388e+02
[46] 6.422357e+02 5.717279e+02 5.089608e+02 4.530846e+02 4.033427e+02
[51] 3.590618e+02 3.196422e+02 2.845503e+02 2.533110e+02 2.255013e+02
[56] 2.007446e+02 1.787059e+02 1.590867e+02 1.416214e+02 1.260735e+02
[61] 1.122325e+02 9.991107e+01 8.894234e+01 7.917782e+01 7.048529e+01
[66] 6.274706e+01 5.585838e+01 4.972598e+01 4.426681e+01 3.940699e+01
[71] 3.508069e+01 3.122936e+01 2.780085e+01 2.474874e+01 2.203170e+01
[76] 1.961295e+01 1.745974e+01 1.554293e+01 1.383655e+01 1.231750e+01
[81] 1.096523e+01 9.761411e+00 8.689755e+00 7.735751e+00 6.886483e+00

$relaxed$statlist$`g:1`$cvm
 [1] 9447393681 8979363948 8326187361 7737577525 7228121771 6757311857
 [7] 6309280373 5800848123 5301417385 4891550884 4551417551 4255220281
[13] 3999359611 3785926293 3612122991 3469185635 3354648261 3262543807
[19] 3188997221 3130011911 3082838332 3041556946 3007100757 2976729290
[25] 2952652819 2934875145 2921310415 2910950449 2905064420 2899365081
[31] 2894000962 2891536771 2890129858 2890469378 2889426052 2876486706
[37] 2862553167 2854721737 2844973905 2832072991 2811424927 2786103588
[43] 2757417596 2728330760 2696507005 2659875213 2622130209 2590857644
[49] 2562837314 2524591372 2468758973 2420744135 2377168630 2339449567
[55] 2305281741 2275196215 2247378932 2220709199 2195030918 2172069928
[61] 2151644563 2134027529 2118218825 2104135861 2091747682 2080644731
[67] 2070946015 2062603699 2055525406 2049466626 2044109890 2039334671
[73] 2035174350 2031490639 2028254077 2025431059 2022920324 2020729261
[79] 2018801273 2017093433 2015554205 2014207131 2012982634 2011858563
[85] 2010872341

$relaxed$statlist$`g:1`$cvsd
 [1] 1263292811 1258827443 1208519596 1154311954 1102424723 1052829415
 [7] 1009061881  972193127  937827728  906527528  873994800  833877422
[13]  791101240  749876213  713564396  682411454  655208806  631834280
[19]  612766184  596645489  582169352  569518630  557480075  544607304
[25]  532471492  521938876  513755127  508814227  505279493  502938534
[31]  501793371  502050284  502694186  503632781  504182627  502837888
[37]  501986359  503596760  506295859  508497909  510005315  511857458
[43]  513021414  512624726  510054000  503227863  492803209  486231121
[49]  481162345  464482528  428369247  396989898  367875621  343107513
[55]  320617754  300725038  282051954  263237613  244789354  228516054
[61]  214398961  202264968  191802235  182833356  175159340  168515233
[67]  162842490  158051975  153888474  150358432  147390540  144852220
[73]  142726649  140912271  139364633  138058404  136931782  135963818
[79]  135146932  134425617  133798842  133258296  132776204  132345442
[85]  131945969

$relaxed$statlist$`g:1`$cvup
 [1] 10710686492 10238191392  9534706957  8891889479  8330546494  7810141272
 [7]  7318342254  6773041249  6239245113  5798078412  5425412351  5089097703
[13]  4790460852  4535802506  4325687387  4151597089  4009857067  3894378087
[19]  3801763405  3726657401  3665007684  3611075576  3564580831  3521336594
[25]  3485124311  3456814020  3435065542  3419764677  3410343913  3402303615
[31]  3395794332  3393587055  3392824044  3394102159  3393608680  3379324594
[37]  3364539526  3358318496  3351269764  3340570901  3321430242  3297961046
[43]  3270439010  3240955485  3206561005  3163103076  3114933418  3077088765
[49]  3043999659  2989073900  2897128221  2817734034  2745044252  2682557080
[55]  2625899495  2575921254  2529430887  2483946812  2439820272  2400585982
[61]  2366043525  2336292497  2310021060  2286969217  2266907022  2249159965
[67]  2233788505  2220655674  2209413880  2199825058  2191500429  2184186890
[73]  2177900999  2172402910  2167618710  2163489463  2159852106  2156693080
[79]  2153948204  2151519050  2149353047  2147465427  2145758838  2144204005
[85]  2142818310

$relaxed$statlist$`g:1`$cvlo
 [1] 8184100869 7720536505 7117667764 6583265570 6125697048 5704482442
 [7] 5300218492 4828654996 4363589656 3985023356 3677422751 3421342859
[13] 3208258371 3036050080 2898558596 2786774181 2699439455 2630709527
[19] 2576231037 2533366422 2500668980 2472038316 2449620682 2432121986
[25] 2420181327 2412936269 2407555288 2402136222 2399784926 2396426548
[31] 2392207591 2389486487 2387435673 2386836597 2385243425 2373648818
[37] 2360566808 2351124977 2338678046 2323575082 2301419613 2274246130
[43] 2244396182 2215706034 2186453005 2156647350 2129327000 2104626523
[49] 2081674970 2060108844 2040389726 2023754237 2009293009 1996342054
[55] 1984663986 1974471177 1965326978 1957471587 1950241564 1943553874
[61] 1937245602 1931762562 1926416590 1921302504 1916588342 1912129498
[67] 1908103525 1904551724 1901636932 1899108193 1896719350 1894482451
[73] 1892447701 1890578367 1888889443 1887372655 1885988542 1884765443
[79] 1883654341 1882667816 1881755363 1880948836 1880206430 1879513120
[85] 1878926372

$relaxed$statlist$`g:1`$nzero
 s0  s1  s2  s3  s4  s5  s6  s7  s8  s9 s10 s11 s12 s13 s14 s15 s16 s17 s18 s19 
  0   2   2   2   2   4   6   7   7   7   8  10  10  10  10  11  11  11  12  13 
s20 s21 s22 s23 s24 s25 s26 s27 s28 s29 s30 s31 s32 s33 s34 s35 s36 s37 s38 s39 
 15  15  15  16  16  16  17  17  18  18  18  19  19  19  21  21  22  22  24  26 
s40 s41 s42 s43 s44 s45 s46 s47 s48 s49 s50 s51 s52 s53 s54 s55 s56 s57 s58 s59 
 27  27  26  26  29  29  29  29  29  29  29  29  30  30  30  29  29  29  30  30 
s60 s61 s62 s63 s64 s65 s66 s67 s68 s69 s70 s71 s72 s73 s74 s75 s76 s77 s78 s79 
 30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30 
s80 s81 s82 s83 s84 
 30  30  30  30  30 



$relaxed$gamma
[1] 0.00 0.25 0.50 0.75 1.00

$relaxed$lambda.min
[1] 6.886483

$relaxed$lambda.1se
[1] 403.3427

$relaxed$gamma.min
[1] 0

$relaxed$gamma.1se
[1] 0.25

$relaxed$nzero.min
g:0.s84 
     30 

$relaxed$nzero.1se
g:0.25.s49 
        29 

$relaxed$index
    Lambda Gamma
min     85     1
1se     50     2


attr(,"class")
[1] "cv.relaxed" "cv.glmnet" 

Report generated by glmnetUI on 2026-06-20 19:05:03.586556