Multilinear Regression

Multiple linear regression is a statistical analysis that describes changes in an endogenous variable associated with changes in several exogenous variables. The aim is to learn more about the relationship between several predictors (independent variables) and a dependent variable. For example, a real estate agent can record for each program, the size of the house (in square meters), the number of rooms, the district where it is located. Once this information is collected for various houses, it may be interesting to see if these measures are related to the selling price of the house.

The formula of a multilinear model is Y = b0 + b1.X1 + b2.X2 + … + bn.Xn

Before preparing the data and building a linear model we have to be sure that the 5 following assumptions on data hold :

  • Linearity
  • Homoscedasticity
  • No error autocorrelation
  • Independance of errors
  • Multivariate normality
  • Lack of multicollinearity

The data preparation, may lead to change the structure of the dataset by generating new columns or removing some of them. In a multilinear regression model with k generated variables Z1 … Zk, one has to prepare the data so that the formula of the multilinear model does not contain the constant b0 AND the generated variables all together. Usually one generated variable has to be removed in order to obtain a formula with k-1 generated variables Y = b0 + b1.X1 + b2.X2 + … + bn.Xn + c1.Z1 + c2.Z2 + … ck-1.Zk-1. The learning algorithms will compensate with the constant b0 the loss of the generated variable Zk and its coefficient ck.

The construction of an optimal model may be done step by step by removing useless variables applying the following methods. The first three methods are similar in the sense that they add or remove variables to the currently being built model, according to some significance levels. Let SADD=SKEEP=0.05 where SADD (resp. SKEEP) is the significance level below which a variable will be added (resp. kept) to (resp. in) the model.

  • Backward Elimination, consists in looping until there is no variables anymore to remove in the current set of variables, and at each loop fitting the model with the current set of variables then removing the variable with highest P-value greatest than SKEEP.
  • Forward Selection, consists in the following method :

    Define PP as the set containing all potential predictors of the model.
    Define VP, the set of all validated predictors, as an empty set.
    Loop :

    • (NOTE : At step k, a regression model [y ~ VP] is of the form [y ~ sel_x1, sel_x2, ... sel_xk] and [y ~ VP, z] = [y ~ sel_x1, sel_x2, ... sel_xk, z])
    • For all x in PP : Fit the regression model [y ~ VP, x] and keep this model in memory.
    • Select among all the regression models [y ~ VP, x] previously built, one predictor sel_x = x whose model [y ~ VP, sel_x] has a P-Value below SADD which is the lowest one among all the regression models built.
    • If there is no sel_x to select then exit the loop ; otherwise remove sel_x from PP and add it in VP.

    The final regression model is [y ~ VP]

  • Stepwise Regression, consists in :

    Define VP, the set of all validated predictors, as an empty set.
    Loop :

    • Perform the next step of Forward Selection on VP (if P < SADD, the variable is added)
    • Perform all the steps of Backward Selection on VP (if P < SKEEP, the variable is not removed)
    • If no change has been made on VP, exit the loop.

    The final model is [y ~ VP].

    NOTE : Stepwise regression is sometimes refered as bidirectional elimination.

  • Score Comparison :

    • Choose one quality criterion (SSE, R-Squared, AIC, BIC…)
    • Build all possible models (if N collumns, 2^N-1). There are an exponential number of models to build.
    • Select the one with the best criterion

    Warning : This approach is comprehensive but can be very time/space consuming !

The following sections shows in Python and in R how to build a nearly optimal multilinear model by using the bacward elimination technic. The dataset is composed of 814 rows of real estate transaction performed in the area of Sacramento. For the aim of clarity, the data has been slightly adjusted. The meaning of the columns is as follow :

  • City : A categorical variable denoting in which location the transaction occurred. Its value is among the 36 following labels ‘SACRAMENTO’, ‘RANCHO CORDOVA’, ‘RIO LINDA’, ‘CITRUS HEIGHTS’, ‘NORTH HIGHLANDS’, ‘ANTELOPE’, ‘ELK GROVE’, ‘ELVERTA’, ‘GALT’, ‘CARMICHAEL’, ‘ORANGEVALE’, ‘FOLSOM’, ‘MATHER’, ‘POLLOCK PINES’, ‘GOLD RIVER’, ‘RANCHO MURIETA’, ‘WILTON’, ‘GREENWOOD’, ‘FAIR OAKS’, ‘PLACERVILLE’, ‘MEADOW VISTA’, ‘ROSEVILLE’, ‘LINCOLN’, ‘CAMERON PARK’, ‘ROCKLIN’, ‘LOOMIS’, ‘AUBURN’, ‘EL DORADO HILLS’, ‘EL DORADO’, ‘PENRYN’, ‘GRANITE BAY’, ‘DIAMOND SPRINGS’, ‘COOL’, ‘WALNUT GROVE’, ‘SLOUGHHOUSE’, ‘WEST SACRAMENTO’
  • Type : A categorical variable denoting the kind of building. Its value is among ‘Residential’ or ‘Condo’ (i.e. Condominium)
  • Beds : The number of bedrooms of the house or flat
  • Baths : The number of bathrooms
  • SquareFeet : The total surface of the house or flat in squared feet
  • Price : The selling price of the house or flat

Here follows the dataset in CSV format :

City,Type,Beds,Baths,SquareFeet,Price
SACRAMENTO,Residential,2,1,836,138159.85
SACRAMENTO,Residential,3,1,1167,167541.46
SACRAMENTO,Residential,2,1,796,119095.12
SACRAMENTO,Residential,2,1,852,130904.95
SACRAMENTO,Residential,2,1,797,120266.19
SACRAMENTO,Condo,3,1,1122,170847.39
SACRAMENTO,Residential,3,2,1104,159548.16
SACRAMENTO,Residential,3,1,1177,176531.14
RANCHO CORDOVA,Condo,2,2,941,146227.95
RIO LINDA,Residential,3,2,1146,196095.48
SACRAMENTO,Residential,3,2,909,141585.84
SACRAMENTO,Residential,3,2,1289,179507.79
SACRAMENTO,Residential,1,1,871,137768.24
SACRAMENTO,Residential,3,1,1020,149659.42
SACRAMENTO,Residential,2,2,1022,162813.56
SACRAMENTO,Condo,2,2,1134,171947.21
RIO LINDA,Residential,2,1,844,157886.86
CITRUS HEIGHTS,Condo,2,1,795,140757.23
SACRAMENTO,Residential,2,1,588,110459.92
RIO LINDA,Residential,3,2,1356,207658.82
CITRUS HEIGHTS,Residential,3,2,1118,176203.29
SACRAMENTO,Residential,4,2,1329,185828.52
NORTH HIGHLANDS,Residential,4,2,1240,147789.79
SACRAMENTO,Residential,3,2,1601,232011.1
NORTH HIGHLANDS,Residential,3,2,901,118634.64
ANTELOPE,Residential,3,2,1088,174793.73
SACRAMENTO,Residential,3,1,963,146893.53
SACRAMENTO,Residential,3,2,1119,161694.18
SACRAMENTO,Residential,4,2,1380,192452.01
SACRAMENTO,Residential,3,2,1248,180754.99
ELK GROVE,Condo,2,2,1039,168083.47
NORTH HIGHLANDS,Residential,3,2,1152,149791.78
SACRAMENTO,Residential,3,2,1380,198796.01
ELVERTA,Residential,3,2,1116,131904.93
ELK GROVE,Condo,2,2,1039,162126.47
SACRAMENTO,Residential,3,2,1418,208189.6
NORTH HIGHLANDS,Residential,3,2,1082,132806
SACRAMENTO,Residential,4,2,1472,207330.29
SACRAMENTO,Residential,4,2,1146,176139.03
SACRAMENTO,Condo,1,1,760,123421.66
SACRAMENTO,Condo,2,2,1304,189334.82
SACRAMENTO,Residential,3,2,1207,170653.19
ELK GROVE,Residential,3,2,1056,162816.63
ANTELOPE,Residential,2,2,1043,165676.66
NORTH HIGHLANDS,Residential,4,2,1587,198039.49
SACRAMENTO,Residential,4,1,1120,162496.25
SACRAMENTO,Residential,4,2,1580,218870.67
SACRAMENTO,Residential,4,1,1955,269803.28
SACRAMENTO,Residential,4,2,1656,225356.86
SACRAMENTO,Residential,3,2,1477,199498.63
ELK GROVE,Residential,3,2,1188,186742.64
SACRAMENTO,Residential,4,2,1590,212507.35
SACRAMENTO,Residential,3,2,1463,208638.67
SACRAMENTO,Residential,4,2,1714,242954.82
SACRAMENTO,Residential,3,2,1185,178350.69
GALT,Residential,3,2,1406,211358.59
SACRAMENTO,Multi-Family,4,2,1943,269589.46
SACRAMENTO,Residential,3,2,1172,165075.8
CARMICHAEL,Residential,3,1,1152,252093.46
SACRAMENTO,Residential,4,3,1851,259682.17
ANTELOPE,Residential,3,2,1215,176052.41
GALT,Residential,3,2,1130,180290.75
ORANGEVALE,Residential,4,2,1603,287983.24
GALT,Residential,3,1,1479,217631.58
SACRAMENTO,Residential,3,2,1420,210068.74
SACRAMENTO,Residential,3,2,1280,187852.18
ELK GROVE,Residential,3,2,1586,241443.83
ANTELOPE,Residential,3,2,1362,203078.45
SACRAMENTO,Multi-Family,4,4,2162,294521.41
SACRAMENTO,Residential,3,2,1266,193326.22
ELK GROVE,Residential,4,2,1715,251362.64
FOLSOM,Residential,3,2,1820,373577.89
CARMICHAEL,Residential,3,1,936,241236.71
SACRAMENTO,Residential,3,2,1511,221865.95
SACRAMENTO,Residential,4,2,1590,225862.35
ELK GROVE,Residential,4,2,1596,234877.51
SACRAMENTO,Residential,2,2,1341,191580.34
ELK GROVE,Residential,5,3,2136,296495.39
ELK GROVE,Residential,4,2,1616,232538.87
SACRAMENTO,Residential,3,2,1478,215720.7
RANCHO CORDOVA,Residential,3,2,1287,184799.58
CITRUS HEIGHTS,Residential,4,2,1277,190789.15
SACRAMENTO,Residential,4,2,1448,214587.65
SACRAMENTO,Residential,4,3,2235,300845.4
MATHER,Residential,3,2,2093,250111
RIO LINDA,Residential,3,2,1193,197145.69
ELK GROVE,Residential,3,2,2163,300105.23
SACRAMENTO,Residential,3,2,1269,174393.43
SACRAMENTO,Residential,3,1,958,147133.19
ELK GROVE,Residential,5,3,2508,343411.79
CITRUS HEIGHTS,Residential,3,2,1305,199601.06
ELK GROVE,Residential,4,2,1591,231933.17
CARMICHAEL,Condo,2,2,1326,286536.34
ELK GROVE,Residential,3,2,1843,269437.38
SACRAMENTO,Residential,4,2,1921,267236.95
ELK GROVE,Residential,5,3,2790,377167.05
SACRAMENTO,Residential,3,2,1541,213150
SACRAMENTO,Residential,3,1,1018,149662.28
SACRAMENTO,Condo,3,2,1672,240481.95
POLLOCK PINES,Residential,3,2,1380,251686.22
SACRAMENTO,Residential,3,1,975,141649.35
SACRAMENTO,Residential,4,3,2372,323279.75
SACRAMENTO,Residential,3,2,1446,214412.51
POLLOCK PINES,Residential,2,2,1284,251995.66
SACRAMENTO,Residential,4,3,3009,381985.26
SACRAMENTO,Multi-Family,8,4,3612,469582.44
ELK GROVE,Residential,4,2,2056,289820.92
ELK GROVE,Residential,4,2,1993,283156.62
ELK GROVE,Residential,3,2,1857,261999.33
SACRAMENTO,Residential,2,1,1126,165747.66
SACRAMENTO,Multi-Family,4,4,2213,290073.9
ELK GROVE,Residential,5,3,2494,339257.84
ELK GROVE,Residential,3,2,1843,264628.38
GOLD RIVER,Residential,2,2,1520,318264.64
SACRAMENTO,Residential,5,3,2800,374543.98
ELK GROVE,Residential,4,2,2309,318572.2
SACRAMENTO,Residential,5,3,2367,317214.41
RANCHO CORDOVA,Residential,5,4,3516,451486.81
SACRAMENTO,Residential,4,3,1914,255840.48
ORANGEVALE,Residential,2,1,1690,302022.18
ELK GROVE,Residential,3,3,2725,376307.61
ELK GROVE,Residential,4,3,2354,321494.28
FOLSOM,Residential,3,2,2185,413083.82
ELK GROVE,Residential,4,2,1801,251968.51
SACRAMENTO,Residential,3,3,1961,257881.69
ELK GROVE,Residential,4,2,3134,423771.54
SACRAMENTO,Residential,4,3,1915,259435.54
RANCHO MURIETA,Residential,4,3,2734,372593.36
WILTON,Residential,3,2,2110,466763.66
ELK GROVE,Residential,5,3,3164,428392.59
SACRAMENTO,Residential,5,3,3599,469011.55
SACRAMENTO,Residential,4,2,2054,273634.04
ANTELOPE,Residential,4,2,1830,252134.41
SACRAMENTO,Residential,3,3,1627,229137.88
ELK GROVE,Residential,4,3,3440,464977.44
GREENWOOD,Residential,3,2,2846,405014
ELK GROVE,Residential,4,3,2359,320363.62
SACRAMENTO,Residential,3,3,2052,284437.9
ELK GROVE,Residential,5,3,3433,449659.96
RANCHO CORDOVA,Residential,5,3,3615,462388.57
FOLSOM,Residential,5,3,2687,475183.1
ELK GROVE,Residential,4,3,2724,375878.54
ELK GROVE,Residential,4,3,3440,450270.44
ELK GROVE,Residential,5,4,3508,456896.09
FOLSOM,Residential,4,2,2462,446107.73
SACRAMENTO,Residential,3,3,2325,309040.54
CITRUS HEIGHTS,Condo,2,1,795,126429.23
SACRAMENTO,Residential,4,2,1099,162778.82
ELK GROVE,Condo,2,1,840,139722.88
SACRAMENTO,Residential,2,1,800,134282.4
SACRAMENTO,Residential,2,1,746,126964.71
SACRAMENTO,Residential,3,1,1067,151206.63
SACRAMENTO,Residential,4,2,1316,197990.64
SACRAMENTO,Residential,3,1,1337,199703.07
SACRAMENTO,Residential,2,1,868,136649.04
SACRAMENTO,Residential,3,1,924,149605.86
SACRAMENTO,Residential,2,1,610,101934.42
SACRAMENTO,Residential,2,1,1220,179755.08
ELK GROVE,Condo,1,1,722,132432.82
SACRAMENTO,Residential,3,1,1643,221318.97
ELK GROVE,Condo,1,1,722,141212.82
GALT,Residential,3,1,1080,181527.33
SACRAMENTO,Residential,3,1,1039,150125.72
NORTH HIGHLANDS,Residential,3,1,1051,142894.88
SACRAMENTO,Residential,2,2,967,153430.8
RANCHO CORDOVA,Residential,3,1,1098,167066.67
SACRAMENTO,Residential,3,1,1050,150965.47
SACRAMENTO,Residential,3,2,1110,155211.57
NORTH HIGHLANDS,Residential,3,1,888,122498.75
SACRAMENTO,Residential,3,2,1120,169081.25
ELVERTA,Residential,3,2,1080,121091.47
NORTH HIGHLANDS,Residential,3,1,957,117266.46
SACRAMENTO,Residential,2,1,952,151183.78
SACRAMENTO,Residential,3,2,1211,170874.46
SACRAMENTO,Residential,3,2,1264,193111.08
SACRAMENTO,Residential,3,1,1080,158166.52
GALT,Residential,3,2,1266,200651.03
FAIR OAKS,Condo,2,2,994,224852.64
SACRAMENTO,Residential,3,2,1202,166778.85
SACRAMENTO,Residential,2,1,722,121651.07
SACRAMENTO,Residential,4,2,1448,207064.65
SACRAMENTO,Residential,3,2,1188,173135.89
NORTH HIGHLANDS,Residential,4,2,1183,158930.9
SACRAMENTO,Residential,3,1,1320,188438.91
SACRAMENTO,Residential,3,2,1117,170796.05
SACRAMENTO,Residential,3,2,1364,187873.91
SACRAMENTO,Residential,4,2,1310,182149.23
ELK GROVE,Residential,2,2,1006,172411.21
CITRUS HEIGHTS,Residential,3,2,1104,177428.34
SACRAMENTO,Residential,2,1,810,120841.08
ELK GROVE,Residential,2,2,1123,179315.21
SACRAMENTO,Residential,2,1,904,149518.5
CITRUS HEIGHTS,Residential,3,2,1156,170792.89
SACRAMENTO,Residential,2,1,1321,197423.98
ANTELOPE,Residential,3,2,1392,209929.5
SACRAMENTO,Residential,3,2,1439,207172.04
SACRAMENTO,Residential,3,2,1159,174209.91
RANCHO CORDOVA,Residential,3,2,1671,218765.81
SACRAMENTO,Residential,3,2,1740,248827.59
SACRAMENTO,Residential,3,2,1265,184262.15
ANTELOPE,Residential,2,2,1007,162759.2
ELK GROVE,Residential,3,2,1716,246722.7
ELK GROVE,Residential,4,2,1685,247906.59
RANCHO CORDOVA,Residential,4,2,1829,238514.6
ELK GROVE,Residential,3,2,1555,232604.71
CARMICHAEL,Residential,4,2,1120,258864.27
CITRUS HEIGHTS,Residential,3,2,1137,179405.59
SACRAMENTO,Residential,3,1,1174,163380.94
ANTELOPE,Residential,3,2,1393,205064.56
SACRAMENTO,Residential,3,2,1289,195164.79
SACRAMENTO,Residential,4,2,1799,244574.62
SACRAMENTO,Residential,4,3,1953,263794.14
SACRAMENTO,Residential,2,1,723,127491.14
PLACERVILLE,Residential,2,1,948,318212.09
CITRUS HEIGHTS,Residential,4,2,1578,229364.71
CITRUS HEIGHTS,Residential,3,2,1317,191536.88
SACRAMENTO,Residential,3,1,1360,197302.64
SACRAMENTO,Residential,3,2,1522,215856.7
SACRAMENTO,Residential,4,2,1751,244904.34
ELK GROVE,Residential,3,2,1465,215872.56
SACRAMENTO,Residential,4,2,1605,226077.37
RIO LINDA,Residential,4,2,1475,234760.95
MEADOW VISTA,Residential,3,1,1216,230984
FAIR OAKS,Residential,2,2,1315,273239.56
ELK GROVE,Residential,3,2,1567,228203.53
SACRAMENTO,Residential,3,2,1776,253399.05
SACRAMENTO,Residential,3,2,2187,297932.12
SACRAMENTO,Residential,3,1,1291,193623.93
SACRAMENTO,Residential,3,2,1503,212717.41
SACRAMENTO,Residential,4,3,2491,323138.88
SACRAMENTO,Residential,2,1,1269,180895.43
ORANGEVALE,Residential,3,2,1176,232335.08
ORANGEVALE,Residential,4,2,1456,269670.2
ROSEVILLE,Residential,3,2,1498,270837.69
ANTELOPE,Residential,3,2,1574,226693.93
CITRUS HEIGHTS,Multi-Family,5,4,2085,281777.33
SACRAMENTO,Residential,3,2,2170,299411.96
ELK GROVE,Residential,4,2,1595,234144.44
ANTELOPE,Residential,3,2,1567,232322.45
SACRAMENTO,Residential,4,2,1253,185562.33
ANTELOPE,Residential,4,3,1768,255131.17
SACRAMENTO,Residential,4,3,2030,275484.4
SACRAMENTO,Residential,3,2,1531,223084.32
ELK GROVE,Residential,4,3,1653,251141.4
ELK GROVE,Residential,4,2,2056,280637.92
ELK GROVE,Residential,4,3,2494,352162.84
FAIR OAKS,Residential,3,2,1450,279205.78
SACRAMENTO,Residential,4,2,2169,287125.89
ROSEVILLE,Residential,3,2,1440,272888.73
FAIR OAKS,Residential,3,2,1527,294910.04
ROSEVILLE,Residential,3,2,1401,261181.07
SACRAMENTO,Residential,3,2,1411,210574.12
RIO LINDA,Residential,3,1,1284,208180.91
GALT,Residential,4,3,2307,324554.13
PLACERVILLE,Residential,3,2,1329,365651.11
SACRAMENTO,Residential,4,2,1910,267355.2
GOLD RIVER,Residential,3,2,1981,369233.12
SACRAMENTO,Residential,4,2,2205,291124.35
LINCOLN,Residential,2,2,1449,253563.91
FOLSOM,Residential,3,2,1258,307189.51
ELK GROVE,Residential,3,2,2575,351946.37
SACRAMENTO,Residential,2,1,539,98823.57
RANCHO CORDOVA,Residential,4,3,2208,283993.48
SACRAMENTO,Residential,3,1,1108,171159.43
FOLSOM,Residential,4,2,1595,342596.52
GALT,Residential,4,2,2159,304364.02
PLACERVILLE,Residential,4,3,2295,487552.08
ROSEVILLE,Residential,3,2,1838,319032.91
SACRAMENTO,Residential,4,2,1900,248912.52
SACRAMENTO,Residential,4,2,1718,236554.09
ELK GROVE,Residential,5,3,3389,449233.96
ELK GROVE,Residential,5,4,3260,426126.15
CAMERON PARK,Residential,3,2,2016,410038
ROCKLIN,Residential,4,2,2607,430600.53
ELK GROVE,Residential,4,3,2724,364169.54
GALT,Residential,5,4,3746,494309.4
RANCHO MURIETA,Residential,4,2,3192,429930.64
SACRAMENTO,Residential,2,1,1247,178912.92
FOLSOM,Residential,4,2,2581,474105.86
SACRAMENTO,Residential,3,1,2068,287506.99
ELK GROVE,Residential,4,3,3992,514368.14
SACRAMENTO,Residential,4,4,3397,439250.76
SACRAMENTO,Residential,5,3,3881,487115.81
CARMICHAEL,Residential,2,2,1598,315432.92
PLACERVILLE,Residential,4,3,1929,448855.08
ELK GROVE,Residential,4,3,3070,404710.17
SACRAMENTO,Residential,5,3,3984,509560.84
CARMICHAEL,Residential,4,2,2222,383525.53
ROSEVILLE,Residential,4,3,3838,549132.5
FAIR OAKS,Residential,5,5,2846,458240.12
SACRAMENTO,Residential,5,2,2484,327790.4
LOOMIS,Residential,4,4,1624,601445.11
SACRAMENTO,Condo,2,1,840,125932.13
SACRAMENTO,Condo,1,1,484,96433.81
SACRAMENTO,Residential,3,1,970,151268.01
SACRAMENTO,Residential,2,1,623,116327.31
SACRAMENTO,Residential,2,1,932,134045.41
SACRAMENTO,Residential,2,1,796,131726.12
SACRAMENTO,Residential,2,1,834,127417.72
SACRAMENTO,Residential,2,1,834,138780.72
SACRAMENTO,Condo,2,1,924,141892.86
SACRAMENTO,Condo,2,1,795,125175.05
SACRAMENTO,Residential,3,1,1250,185815.13
SACRAMENTO,Residential,2,1,984,146254.96
SACRAMENTO,Residential,3,1,1013,158819.94
SACRAMENTO,Residential,3,1,1012,159659.87
SACRAMENTO,Condo,2,1,795,135397.05
SACRAMENTO,Residential,2,2,918,139984.45
SACRAMENTO,Residential,3,1,1082,165007.65
SACRAMENTO,Residential,2,1,964,157353.6
SACRAMENTO,Multi-Family,4,2,1404,206807.65
SACRAMENTO,Condo,1,1,625,110409.44
CITRUS HEIGHTS,Residential,2,1,888,141288.58
SACRAMENTO,Residential,4,2,1120,169886.25
NORTH HIGHLANDS,Residential,3,1,1331,159373.01
SACRAMENTO,Residential,3,1,1014,154338.01
SACRAMENTO,Residential,4,2,1448,207931.65
SACRAMENTO,Residential,3,1,966,141182.73
SACRAMENTO,Residential,2,1,779,118028.96
ANTELOPE,Condo,2,2,836,146746.52
ROSEVILLE,Condo,2,2,1100,233712.51
SACRAMENTO,Residential,3,1,1174,169682.94
NORTH HIGHLANDS,Residential,3,2,1207,148184.54
SACRAMENTO,Multi-Family,4,4,1995,277202.01
SACRAMENTO,Residential,2,1,804,129900.67
SACRAMENTO,Condo,2,2,958,139533.19
SACRAMENTO,Residential,3,2,1366,194543.05
SACRAMENTO,Residential,2,2,901,143138.29
SACRAMENTO,Residential,3,1,696,125279.29
GALT,Residential,3,2,1080,170431.33
SACRAMENTO,Residential,3,2,1104,167952.16
SACRAMENTO,Residential,2,1,972,142826.14
SACRAMENTO,Residential,4,2,1390,202089.69
ELVERTA,Residential,4,2,1354,154599.18
SACRAMENTO,Condo,2,1,795,134350.05
ROSEVILLE,Condo,2,1,780,181865.66
SACRAMENTO,Residential,4,2,1587,214807.14
NORTH HIGHLANDS,Residential,3,2,1209,161981.67
SACRAMENTO,Residential,2,1,1139,176509.55
RIO LINDA,Residential,2,2,1690,254279.63
CARMICHAEL,Condo,3,2,1245,263821.81
ELVERTA,Residential,3,2,1416,172706.42
SACRAMENTO,Residential,3,2,1300,189050.54
SACRAMENTO,Residential,3,2,1120,175656.25
SACRAMENTO,Residential,4,2,1590,218819.35
SACRAMENTO,Residential,3,2,1407,206429.85
SACRAMENTO,Residential,5,2,1516,216459.29
SACRAMENTO,Residential,3,2,1646,237360.17
SACRAMENTO,Residential,3,2,1676,228844.22
SACRAMENTO,Residential,3,2,1370,186969.32
SACRAMENTO,Residential,3,2,1370,195421.32
CITRUS HEIGHTS,Residential,4,2,1351,194237.2
NORTH HIGHLANDS,Residential,3,2,1152,141334.78
SACRAMENTO,Residential,3,2,1452,204110.92
ROSEVILLE,Residential,2,1,990,208242
CITRUS HEIGHTS,Residential,2,2,1162,171268.3
RIO LINDA,Residential,3,2,1182,187482.94
ELK GROVE,Residential,2,2,1112,173648.45
GALT,Residential,3,2,1100,176031.7
CITRUS HEIGHTS,Residential,4,2,1280,185038.36
CITRUS HEIGHTS,Residential,4,2,1280,195055.36
SACRAMENTO,Residential,3,1,1039,164616.72
SACRAMENTO,Residential,3,2,1159,163202.91
SACRAMENTO,Residential,4,2,1917,268945.68
SACRAMENTO,Residential,3,2,1520,217542.57
GALT,Residential,3,2,1204,181010.8
SACRAMENTO,Residential,3,2,1120,158707.25
SACRAMENTO,Residential,3,2,1436,195466.83
SACRAMENTO,Residential,3,2,1451,196694.86
SACRAMENTO,Residential,4,2,1638,226422.63
CARMICHAEL,Condo,2,2,1000,242074.08
ROSEVILLE,Residential,3,1,1152,241223.06
ROSEVILLE,Residential,3,2,1154,233764.2
SACRAMENTO,Residential,3,2,1353,192800.16
CITRUS HEIGHTS,Residential,3,2,1329,192447.7
SACRAMENTO,Residential,3,1,1356,189959.37
SACRAMENTO,Residential,3,2,1505,214664.54
SACRAMENTO,Residential,3,1,1009,145370.67
SACRAMENTO,Residential,3,2,1144,172793.89
SACRAMENTO,Residential,2,1,930,136706.27
SACRAMENTO,Residential,4,2,1766,239397.37
SACRAMENTO,Residential,4,3,1940,260125.25
ELK GROVE,Residential,4,2,1776,257238.8
CITRUS HEIGHTS,Residential,3,1,1258,183310.85
SACRAMENTO,Residential,4,2,1872,255082.61
ELK GROVE,Residential,2,2,1112,177060.45
SACRAMENTO,Residential,4,2,1856,252003.51
SACRAMENTO,Residential,4,3,1939,264864.18
ROSEVILLE,Residential,3,1,998,221538.54
ROSEVILLE,Residential,3,2,1758,298739.45
SACRAMENTO,Residential,3,2,2142,291407.05
SACRAMENTO,Residential,2,1,950,143311.64
ELK GROVE,Residential,4,3,1739,246549.27
ELK GROVE,Residential,3,2,1516,235727.04
ANTELOPE,Residential,3,1,988,149040.91
GALT,Residential,4,2,1555,224370.77
SACRAMENTO,Residential,3,2,1212,175828.53
SACRAMENTO,Residential,4,2,1871,252219.54
SACRAMENTO,Residential,3,2,1302,182055.68
SACRAMENTO,Condo,2,1,756,128108.39
ANTELOPE,Residential,4,3,2026,279067.79
SACRAMENTO,Residential,3,2,1375,187730.67
SACRAMENTO,Condo,2,2,1250,179783.13
SACRAMENTO,Residential,3,1,1058,162664.02
ANTELOPE,Residential,3,2,1187,173717.5
SACRAMENTO,Residential,2,2,1324,180903.18
SACRAMENTO,Residential,4,3,1936,271584.98
RANCHO CORDOVA,Multi-Family,5,4,2382,313221.36
FOLSOM,Residential,3,2,1427,332294.05
SACRAMENTO,Condo,3,2,1678,241565.36
GALT,Residential,4,2,1798,264483.37
ANTELOPE,Residential,4,3,2652,345128.55
SACRAMENTO,Residential,4,2,1816,256340.78
SACRAMENTO,Residential,5,3,3076,401819.83
ELK GROVE,Residential,4,2,1844,268739.45
SACRAMENTO,Residential,3,2,1306,187336.95
SACRAMENTO,Residential,4,3,2447,332978.88
SACRAMENTO,Residential,4,2,1176,182138.07
RIO LINDA,Residential,4,2,1182,194525.94
RIO LINDA,Residential,3,1,1160,182318.44
SACRAMENTO,Residential,3,2,1424,209109.01
ORANGEVALE,Residential,4,2,1574,280165.26
ANTELOPE,Residential,3,2,1830,264184.41
ELK GROVE,Residential,4,2,1724,249235.25
AUBURN,Condo,2,2,1255,298353.09
SACRAMENTO,Residential,4,3,2175,282285.3
SACRAMENTO,Residential,4,2,1904,266293.79
EL DORADO HILLS,Residential,4,2,1808,304914.59
RANCHO CORDOVA,Residential,4,2,2711,360003.83
CARMICHAEL,Residential,3,1,1713,330257.77
ELK GROVE,Residential,3,2,1457,216219.02
ELK GROVE,Residential,4,3,2724,372080.54
SACRAMENTO,Residential,3,2,1468,213315.02
SACRAMENTO,Residential,4,3,2550,345776.91
GALT,Residential,4,2,1928,269771.24
SACRAMENTO,Residential,3,3,1922,255096.02
CITRUS HEIGHTS,Residential,3,2,1343,210307.66
ROCKLIN,Residential,3,2,1510,296265.61
AUBURN,Multi-Family,2,2,960,275360.95
CARMICHAEL,Residential,4,2,1559,315430.25
EL DORADO,Residential,3,2,1624,291424.94
SACRAMENTO,Residential,5,3,2992,380190.1
ELK GROVE,Residential,4,2,2109,292127.54
RANCHO CORDOVA,Residential,4,2,1524,203197.77
SACRAMENTO,Residential,3,2,1248,186841.99
SACRAMENTO,Residential,4,2,1876,257985.88
RANCHO CORDOVA,Residential,4,3,1851,244324.1
SACRAMENTO,Residential,4,2,2218,295546.24
SACRAMENTO,Residential,3,2,1394,207358.96
SACRAMENTO,Residential,3,2,1410,193377.06
ELK GROVE,Residential,5,3,3468,464116.36
ANTELOPE,Residential,5,3,2346,319645.65
ANTELOPE,Residential,5,3,2347,322743.72
SACRAMENTO,Residential,4,2,1659,239950.06
ELK GROVE,Residential,3,3,2442,343640.29
SACRAMENTO,Residential,4,2,2155,297514.93
SACRAMENTO,Residential,3,2,1810,251381.37
ELK GROVE,Residential,4,2,2789,387339.98
GALT,Residential,4,2,1606,229048.25
SACRAMENTO,Residential,4,2,2166,284871.69
SACRAMENTO,Residential,4,2,1871,258566.54
SACRAMENTO,Residential,3,2,1800,253876.69
SACRAMENTO,Residential,3,1,1683,224505.7
ROCKLIN,Residential,2,2,1596,308174.48
ELK GROVE,Residential,3,2,1179,190009.03
SACRAMENTO,Residential,3,1,1639,225906.69
RANCHO CORDOVA,Residential,5,3,3281,427488.76
SACRAMENTO,Residential,3,2,1697,228019.66
ANTELOPE,Residential,4,3,2085,280373.82
SACRAMENTO,Multi-Family,4,2,1744,235733.87
FOLSOM,Residential,4,3,1939,398069.02
SACRAMENTO,Residential,2,3,1788,255474.87
ROCKLIN,Residential,3,2,1691,328355.97
ELK GROVE,Residential,4,2,2002,281951.24
ELK GROVE,Residential,4,4,4303,557382.38
SACRAMENTO,Residential,5,3,4246,541771.74
ROSEVILLE,Residential,3,2,2274,356171.69
ORANGEVALE,Residential,4,4,3056,453147.47
ELK GROVE,Residential,3,3,2503,345029.45
FOLSOM,Residential,3,2,1905,388673.69
PENRYN,Residential,3,2,1320,524117
GOLD RIVER,Residential,4,2,3037,486460.24
WILTON,Residential,5,2,3741,665860.04
FOLSOM,Residential,4,3,2660,479409.26
CARMICHAEL,Residential,4,3,3357,523479.05
GRANITE BAY,Residential,5,3,2896,679589.01
PLACERVILLE,Residential,3,2,2025,445286.64
WILTON,Residential,5,3,3788,675883.25
GRANITE BAY,Residential,5,3,3670,777421.87
CITRUS HEIGHTS,Residential,3,2,1166,179899.57
SACRAMENTO,Residential,2,1,838,131539.99
NORTH HIGHLANDS,Residential,2,1,904,122640.84
SACRAMENTO,Residential,2,1,1032,159316.24
SACRAMENTO,Residential,2,1,904,144391.5
SACRAMENTO,Residential,2,1,1080,156137.52
SACRAMENTO,Residential,2,2,990,142761.37
SACRAMENTO,Residential,2,1,900,137183.23
SACRAMENTO,Residential,2,1,861,131526.56
SACRAMENTO,Condo,2,1,906,149868.64
SACRAMENTO,Residential,2,1,1011,149941.81
SACRAMENTO,Residential,3,2,1089,170002.13
SACRAMENTO,Residential,2,1,832,127229.58
SACRAMENTO,Condo,2,1,800,122454.4
SACRAMENTO,Residential,4,2,1292,190822
SACRAMENTO,Residential,2,1,810,120647.08
SACRAMENTO,Residential,4,2,1064,165414.43
RANCHO CORDOVA,Residential,2,1,911,136975.9
SACRAMENTO,Condo,1,1,846,134948.54
SACRAMENTO,Residential,3,2,1320,182563.91
SACRAMENTO,Residential,3,2,1410,203090.06
RANCHO CORDOVA,Residential,3,2,1115,158547.83
SACRAMENTO,Residential,3,2,1169,168158.6
SACRAMENTO,Residential,3,2,1164,180335.26
SACRAMENTO,Residential,4,2,1341,188606.34
SACRAMENTO,Residential,3,2,1219,178083.01
SACRAMENTO,Residential,4,2,1127,158922.73
NORTH HIGHLANDS,Residential,3,2,1272,167154.98
SACRAMENTO,Residential,4,2,1253,178475.33
SACRAMENTO,Residential,3,2,1120,170959.25
NORTH HIGHLANDS,Residential,2,2,1118,142392.46
SACRAMENTO,Residential,4,3,1890,261848.84
SACRAMENTO,Residential,3,2,1260,175858.81
SACRAMENTO,Residential,3,2,1400,206121.37
SACRAMENTO,Residential,3,1,1264,180388.08
SACRAMENTO,Residential,3,1,1060,160643.15
SACRAMENTO,Residential,2,2,1132,158505.07
SACRAMENTO,Residential,3,2,1466,199496.88
SACRAMENTO,Residential,3,2,1092,158308.34
SACRAMENTO,Residential,4,2,1628,236505.94
SACRAMENTO,Residential,3,2,960,151047.32
CITRUS HEIGHTS,Residential,3,2,1075,162104.35
SACRAMENTO,Residential,3,2,1428,194995.28
SACRAMENTO,Residential,4,2,1358,191125.5
SACRAMENTO,Multi-Family,6,4,2475,323148.79
CITRUS HEIGHTS,Residential,3,2,1410,205450.23
ANTELOPE,Residential,3,2,1711,248598.28
SACRAMENTO,Residential,4,2,1483,204117.04
GALT,Residential,3,2,1140,175913.43
SACRAMENTO,Residential,4,2,1549,223353.55
SACRAMENTO,Residential,3,2,1410,204036.06
ELK GROVE,Residential,3,2,1240,200336.2
SACRAMENTO,Residential,5,2,1712,240556.68
SACRAMENTO,Residential,4,2,1580,222465.67
ANTELOPE,Residential,3,2,1669,246551.41
SACRAMENTO,Residential,3,1,1029,158932.04
CITRUS HEIGHTS,Residential,3,1,1103,169624.27
SACRAMENTO,Residential,3,2,2161,297494.34
SACRAMENTO,Residential,3,2,1650,232158.45
POLLOCK PINES,Residential,3,1,1320,247129.12
SACRAMENTO,Residential,3,2,1200,180705.71
SACRAMENTO,Residential,3,2,1170,174984.66
CITRUS HEIGHTS,Residential,3,2,1199,182863.82
SACRAMENTO,Residential,4,2,1695,242735.52
RANCHO CORDOVA,Residential,3,2,1157,174179.7
SACRAMENTO,Residential,3,2,1410,191694.06
ROSEVILLE,Residential,3,2,1174,233937.56
SACRAMENTO,Residential,3,2,1593,222340.55
RIO LINDA,Residential,3,2,1093,171690.86
ROSEVILLE,Residential,3,2,1770,308823.27
SACRAMENTO,Residential,4,2,1436,212674.83
SACRAMENTO,Residential,3,2,1124,158181.52
SACRAMENTO,Residential,4,2,1139,170452.55
SACRAMENTO,Residential,3,2,1638,236298.63
SACRAMENTO,Residential,3,2,1328,187600.46
ELK GROVE,Residential,3,2,1273,197347.45
SACRAMENTO,Residential,3,1,1082,159535.65
SACRAMENTO,Residential,4,2,1578,218465.53
ROSEVILLE,Residential,2,1,796,185440.75
SACRAMENTO,Residential,3,2,1386,192882.42
RANCHO CORDOVA,Residential,3,2,1452,198760.85
SACRAMENTO,Residential,3,2,1513,213965.09
SACRAMENTO,Residential,4,2,1578,217622.53
CITRUS HEIGHTS,Residential,4,3,1736,252915.5
SACRAMENTO,Residential,3,1,1473,213627.36
SACRAMENTO,Residential,3,1,1150,163177.3
SACRAMENTO,Residential,3,2,1127,156997.73
FAIR OAKS,Residential,3,1,1144,248249.89
CARMICHAEL,Residential,3,1,972,228384.16
ELK GROVE,Residential,4,2,2306,324208
ANTELOPE,Residential,3,2,1479,208202.44
EL DORADO,Residential,2,1,1040,229832.06
SACRAMENTO,Residential,3,2,1430,199843.42
SACRAMENTO,Residential,4,2,1800,248465.69
ANTELOPE,Residential,4,2,1953,262796.81
SACRAMENTO,Residential,3,2,1120,162310.25
SACRAMENTO,Residential,3,2,1232,174471.9
SACRAMENTO,Condo,1,1,984,153542.96
ELK GROVE,Residential,4,2,2329,326490.57
ELK GROVE,Residential,3,2,1351,214644.78
ROSEVILLE,Residential,4,1,1376,255350.36
DIAMOND SPRINGS,Residential,3,2,1300,232479
SACRAMENTO,Residential,4,2,1566,225222.71
SACRAMENTO,Residential,2,1,1115,173557.91
SACRAMENTO,Residential,2,1,1032,154618.24
CITRUS HEIGHTS,Residential,4,2,1419,204050.85
ELK GROVE,Residential,3,2,1261,188421.63
CARMICHAEL,Residential,2,2,1637,316210.58
SACRAMENTO,Multi-Family,4,2,1776,239482.05
ELK GROVE,Residential,3,2,1338,211188.89
ELK GROVE,Residential,5,2,2254,305990.45
SACRAMENTO,Residential,3,2,1441,195194.17
SACRAMENTO,Residential,4,2,1991,268837.73
SACRAMENTO,Residential,4,3,2126,295055.95
ELK GROVE,Residential,3,2,1094,182825.22
ROCKLIN,Residential,3,2,1462,290932.33
SACRAMENTO,Residential,5,3,2258,300890.97
RANCHO CORDOVA,Residential,3,2,1074,162847.03
ELK GROVE,Residential,4,2,2111,295599.68
SACRAMENTO,Residential,3,2,1686,233030.9
ANTELOPE,Residential,4,3,1915,260289.21
ELK GROVE,Residential,4,2,2367,320338.16
SACRAMENTO,Residential,3,2,1962,259335.75
RANCHO CORDOVA,Residential,2,2,1406,197204.71
SACRAMENTO,Residential,3,2,1789,253137.94
SACRAMENTO,Residential,4,2,1876,248168.88
ANTELOPE,Residential,3,2,1235,184972.77
ANTELOPE,Residential,4,2,2504,344164.44
CARMICHAEL,Residential,3,2,1676,320374.24
CITRUS HEIGHTS,Residential,3,2,1367,194106.3
ELK GROVE,Residential,4,3,1899,264656.2
ELK GROVE,Residential,3,2,1636,246123.24
SACRAMENTO,Residential,3,2,1828,254974.6
SACRAMENTO,Residential,4,2,1438,204225.97
ELK GROVE,Residential,3,2,1451,225614.61
SACRAMENTO,Residential,3,1,1520,212866.57
ROSEVILLE,Residential,3,2,1506,271590.24
SACRAMENTO,Residential,4,2,2605,348456.67
ORANGEVALE,Residential,3,2,1196,242816.45
LINCOLN,Residential,3,2,1621,274101.66
SACRAMENTO,Residential,3,2,1811,253891.44
ELK GROVE,Residential,3,2,1540,235354.68
ELK GROVE,Residential,3,2,1543,234381.89
SACRAMENTO,Residential,5,3,2494,321284.09
LINCOLN,Residential,3,2,1650,284241.64
GALT,Residential,4,3,2214,308597.78
SACRAMENTO,Residential,5,3,2280,308437.47
CARMICHAEL,Residential,3,2,1443,287710.33
CITRUS HEIGHTS,Residential,4,2,1582,237507.98
ELK GROVE,Residential,3,2,1857,264435.33
ELK GROVE,Residential,3,2,1735,248902
ELK GROVE,Residential,4,3,2096,287858.66
SACRAMENTO,Residential,3,2,1720,232978.23
ANTELOPE,Residential,4,2,2160,297955.95
SACRAMENTO,Residential,4,2,1382,196861.14
ELK GROVE,Residential,4,2,1721,254848.05
LOOMIS,Residential,4,2,1328,563850.89
ELK GROVE,Residential,4,2,1982,277926.87
SACRAMENTO,Residential,2,1,1144,164377.89
SACRAMENTO,Residential,2,2,1623,216704.6
COOL,Residential,3,2,1457,308995
ELK GROVE,Residential,6,3,2555,354064
ROCKLIN,Residential,3,2,1577,304323.19
ELK GROVE,Residential,5,3,2592,348199.53
CITRUS HEIGHTS,Residential,3,2,1401,201855.62
CARMICHAEL,Residential,3,2,1502,290235.36
FOLSOM,Residential,3,2,1327,324650.22
ROSEVILLE,Residential,4,3,1800,304972.32
SACRAMENTO,Residential,4,2,2169,299516.89
LINCOLN,Residential,5,3,2457,370172.75
ORANGEVALE,Residential,4,2,2004,330948.63
ROSEVILLE,Residential,4,3,2212,364808.45
ANTELOPE,Residential,5,3,3134,419609.46
SACRAMENTO,Residential,3,2,1360,203577.64
SACRAMENTO,Residential,3,2,1276,189067.9
SACRAMENTO,Residential,4,3,2962,392234.05
ROCKLIN,Residential,4,2,1888,356600.43
GALT,Residential,3,2,1548,238774.29
RANCHO CORDOVA,Residential,4,3,2109,275594.72
SACRAMENTO,Residential,4,2,2484,326785.4
SACRAMENTO,Residential,4,3,2258,301054.97
SACRAMENTO,Residential,3,3,2212,301054.83
ORANGEVALE,Residential,3,2,1616,280179.13
SACRAMENTO,Residential,4,2,2372,315948.75
ROCKLIN,Residential,5,3,2606,432972.46
ELK GROVE,Residential,5,3,2877,397738.99
ANTELOPE,Residential,3,2,2960,392094.58
ROSEVILLE,Residential,3,2,2172,354286.72
ROSEVILLE,Condo,3,2,2100,338518.8
SACRAMENTO,Residential,3,2,1795,244591.35
ROSEVILLE,Residential,4,2,2295,368373.12
ROSEVILLE,Residential,4,3,2577,399568.38
WALNUT GROVE,Residential,3,1,1727,381259
ELK GROVE,Residential,3,2,1485,225452.93
CARMICHAEL,Residential,3,2,1655,311288.81
ROSEVILLE,Residential,3,2,2049,329773.32
ELK GROVE,Residential,5,3,2875,380563.86
EL DORADO HILLS,Residential,4,2,2199,351671.29
SACRAMENTO,Residential,2,1,1304,187360.82
CARMICHAEL,Residential,3,2,2334,395720.18
AUBURN,Residential,4,3,2278,433257.96
SACRAMENTO,Residential,3,1,1493,208605.72
FOLSOM,Residential,5,3,2787,485354.93
SACRAMENTO,Residential,5,3,2824,367504.62
FOLSOM,Residential,4,3,3261,551098.3
SACRAMENTO,Residential,4,2,2053,270687.97
ROSEVILLE,Residential,4,3,2379,369562.86
FAIR OAKS,Residential,3,2,3173,495889.46
SACRAMENTO,Residential,3,1,1348,185333.82
SACRAMENTO,Residential,2,1,1252,188825.26
FOLSOM,Residential,4,3,3229,539282.11
SACRAMENTO,Residential,5,4,3863,498193.58
GRANITE BAY,Residential,4,3,2356,605613.13
ROSEVILLE,Residential,5,3,3579,518600.81
WILTON,Residential,4,3,4400,752501.05
SLOUGHHOUSE,Residential,3,4,5822,11985
SACRAMENTO,Residential,4,2,1512,206159.02
SACRAMENTO,Condo,1,1,611,114568.49
SACRAMENTO,Residential,2,1,876,131102.59
SACRAMENTO,Condo,2,1,933,135152.48
SACRAMENTO,Residential,2,1,864,141027.77
SACRAMENTO,Residential,2,1,1011,148487.81
SACRAMENTO,Residential,4,2,1158,167178.85
SACRAMENTO,Residential,3,2,1092,162007.34
SACRAMENTO,Condo,2,1,956,149009.05
SACRAMENTO,Residential,2,2,1139,173083.55
SACRAMENTO,Residential,3,1,1058,159297.02
SACRAMENTO,Residential,3,2,1040,162482.79
SACRAMENTO,Residential,3,2,1354,197752.23
NORTH HIGHLANDS,Residential,3,1,1051,143086.88
SACRAMENTO,Condo,1,1,682,106712.34
SACRAMENTO,Residential,3,1,1161,164113.05
SACRAMENTO,Residential,3,1,1004,147627.33
NORTH HIGHLANDS,Residential,3,1,1229,160459.04
SACRAMENTO,Residential,3,2,1249,182568.06
SACRAMENTO,Residential,3,2,1161,180395.05
SACRAMENTO,Residential,3,1,1010,147934.74
SACRAMENTO,Residential,4,2,1462,213812.61
SACRAMENTO,Residential,3,2,1269,186332.43
SACRAMENTO,Residential,2,2,1188,165072.89
SACRAMENTO,Residential,4,2,1570,215713.98
SACRAMENTO,Residential,3,2,1093,160449.41
SACRAMENTO,Residential,3,1,962,154728.46
SACRAMENTO,Residential,3,2,1089,168827.13
SACRAMENTO,Residential,3,2,1127,175125.73
SACRAMENTO,Residential,4,2,1309,181169.16
RIO LINDA,Residential,2,1,970,163097.46
SACRAMENTO,Residential,3,2,1144,160566.89
RANCHO CORDOVA,Residential,3,1,1000,148915.98
ANTELOPE,Residential,3,2,1206,172537.79
SACRAMENTO,Residential,3,1,1285,186518.52
SACRAMENTO,Residential,3,2,1543,224242.14
WEST SACRAMENTO,Residential,2,1,884,149635
SACRAMENTO,Residential,3,1,1019,147017.35
SACRAMENTO,Residential,4,2,1392,203516.83
SACRAMENTO,Condo,2,1,924,139964.86
SACRAMENTO,Residential,3,2,1217,187298.87
ANTELOPE,Residential,3,2,1670,228127.48
SACRAMENTO,Residential,3,2,1302,182075.68
SACRAMENTO,Residential,3,2,1488,218969.38
NORTH HIGHLANDS,Residential,3,2,1373,168907.87
CITRUS HEIGHTS,Residential,4,2,1381,215232.25
SACRAMENTO,Residential,3,2,1265,174398.15
SACRAMENTO,Residential,2,1,881,130841.93
SACRAMENTO,Residential,4,2,1608,217609.58
CITRUS HEIGHTS,Residential,3,1,1344,191483.73
SACRAMENTO,Residential,3,2,1202,184324.85
LINCOLN,Residential,3,2,1104,213935.35
SACRAMENTO,Multi-Family,4,2,1859,252104.72
SACRAMENTO,Residential,3,2,1232,175734.9
SACRAMENTO,Residential,3,1,1638,222906.63
SACRAMENTO,Residential,2,2,1177,171446.14
SACRAMENTO,Residential,3,2,1582,215704.8
SACRAMENTO,Residential,2,2,904,145487.5
ELK GROVE,Residential,3,2,1340,205758.03
SACRAMENTO,Residential,3,2,1204,185779.99
ELK GROVE,Residential,4,2,1477,225223.38
SACRAMENTO,Residential,4,2,1497,213763
FAIR OAKS,Residential,3,1,960,230441.32
SACRAMENTO,Residential,3,2,1428,202255.28
SACRAMENTO,Residential,3,1,1039,164028.72
FAIR OAKS,Residential,3,1,1529,302467.18
CITRUS HEIGHTS,Residential,4,3,1892,263107.15
SACRAMENTO,Residential,4,2,1887,248662.63
ORANGEVALE,Residential,3,2,1294,243917.14
SACRAMENTO,Residential,3,2,1638,236047.63
SACRAMENTO,Residential,3,2,1677,234503.29
CITRUS HEIGHTS,Residential,3,1,1073,170266.22
SACRAMENTO,Residential,3,2,1231,174434.83
ELK GROVE,Residential,3,2,1175,179383.76
ELK GROVE,Residential,3,2,1416,218258.22
SACRAMENTO,Residential,3,2,1358,200468.5
ELK GROVE,Residential,4,2,1609,242428.4
SACRAMENTO,Residential,4,3,1968,262998.16
SACRAMENTO,Residential,2,2,1089,156256.13
CARMICHAEL,Residential,3,2,1296,270696.29
ELK GROVE,Residential,2,2,1189,190006.71
SACRAMENTO,Residential,2,1,795,131409.05
ROSEVILLE,Residential,3,2,1371,253925.02
NORTH HIGHLANDS,Residential,3,1,1310,157684.57
GALT,Residential,3,2,1262,199376.76
ELK GROVE,Residential,4,2,1740,252719.34
ANTELOPE,Residential,3,2,1517,227568.03
SACRAMENTO,Residential,3,2,1450,206439.79
ELK GROVE,Residential,3,2,1416,208728.22
SACRAMENTO,Residential,3,1,888,138945.41
CITRUS HEIGHTS,Residential,3,2,1882,260655.47
ELK GROVE,Residential,3,2,1302,208914.43
ELK GROVE,Residential,3,2,1418,220196.35
CARMICHAEL,Residential,4,2,1319,273194.86
GALT,Residential,4,2,1770,253981.45
SACRAMENTO,Residential,4,2,1627,232019.88
SACRAMENTO,Residential,3,1,1040,155426.79
NORTH HIGHLANDS,Residential,3,1,960,121798.67
ORANGEVALE,Residential,3,1,1456,268950.2
ELK GROVE,Residential,3,2,1450,220557.54
LINCOLN,Residential,3,2,1358,250790.7
SACRAMENTO,Residential,4,2,1329,195297.52
SACRAMENTO,Residential,4,2,1715,242424.89
ELK GROVE,Residential,3,2,1262,190125.7
SACRAMENTO,Residential,4,3,2280,308248.47
SACRAMENTO,Residential,3,2,1477,212857.63
CITRUS HEIGHTS,Residential,3,2,1216,181746.98
ELK GROVE,Residential,4,2,1685,245385.59
EL DORADO HILLS,Residential,3,2,1362,263355.13